scripts/00_uk_coding_outlets.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Coding Outlets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "pd.set_option('display.max_colwidth', 150)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "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>pubDate</th>\n",
       "      <th>sourceName</th>\n",
       "      <th>text</th>\n",
       "      <th>url</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>22 Dec 2008 08:32:00</td>\n",
       "      <td>Beccles and Bungay Journal</td>\n",
       "      <td>highpressur day work drink pint locallybrew real ale mani peopl prefer way relax anaesthetist aldebi near beccl turn love beer hobbi set profession microbreweri produc litr beer week garag arnth e...</td>\n",
       "      <td>http://www.becclesandbungayjournal.co.uk/content/bbjournal/news/story.aspx?brand=BBJOnline&amp;category=NEWS&amp;tBrand=bbjonline&amp;tCategory=news&amp;itemid=NOED23%20Dec%202008%2009%3A41%3A39%3A63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>13 Apr 2010 00:00:00</td>\n",
       "      <td>Southern Daily Echo</td>\n",
       "      <td>fundrais prepar rise challeng power walk challeng aid breast cancer chariti chanc sign southampton organis celebr sunwalk came citi centr encourag men women age abil take part hope recruit walker ...</td>\n",
       "      <td>http://www.dailyecho.co.uk/news/charity/celebrity_sunwalk/8094708.Sign_up_for_the_Celebrity_SunWalk/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>20 Feb 2008 12:37:00</td>\n",
       "      <td>Berwick Today</td>\n",
       "      <td>better scotland reader nt want live publish date februari locat berwick premium articl account frozen avail option click button option premium articl read articl full must regist premium content s...</td>\n",
       "      <td>http://www.berwicktoday.co.uk//news/Better-off-in-Scotland-but.3798320.j</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>07 Oct 2009 04:44:00</td>\n",
       "      <td>Wokingham Times</td>\n",
       "      <td>kate overman sophi lewi edgbarrow trampolin club repres gb great britain versu germani youth match taunton last weekend first time either repres countri trampolin kate pupil garth hill colleg firs...</td>\n",
       "      <td>http://www.getwokingham.co.uk/sport/s/2058444_kate_and_sophie_shine_for_britai</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>09 Oct 2009 09:46:00</td>\n",
       "      <td>Birmingham Mail</td>\n",
       "      <td>pword aw cant grow oct maureen messent visit hospit youll find splendid pakistaniorigin doctor consult walk law court youll see solicitor barrist similar background look pictur elat youngster cele...</td>\n",
       "      <td>http://www.birminghammail.net/birmingham-blogs-views/birmingham-mail-columnists/maureen-messent/2009/10/08/p-word-is-awful-but-can-t-we-all-just-grow-up-97319-24885020</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                pubDate                  sourceName  \\\n",
       "0  22 Dec 2008 08:32:00  Beccles and Bungay Journal   \n",
       "1  13 Apr 2010 00:00:00         Southern Daily Echo   \n",
       "2  20 Feb 2008 12:37:00               Berwick Today   \n",
       "3  07 Oct 2009 04:44:00             Wokingham Times   \n",
       "4  09 Oct 2009 09:46:00             Birmingham Mail   \n",
       "\n",
       "                                                                                                                                                                                                      text  \\\n",
       "0  highpressur day work drink pint locallybrew real ale mani peopl prefer way relax anaesthetist aldebi near beccl turn love beer hobbi set profession microbreweri produc litr beer week garag arnth e...   \n",
       "1  fundrais prepar rise challeng power walk challeng aid breast cancer chariti chanc sign southampton organis celebr sunwalk came citi centr encourag men women age abil take part hope recruit walker ...   \n",
       "2  better scotland reader nt want live publish date februari locat berwick premium articl account frozen avail option click button option premium articl read articl full must regist premium content s...   \n",
       "3  kate overman sophi lewi edgbarrow trampolin club repres gb great britain versu germani youth match taunton last weekend first time either repres countri trampolin kate pupil garth hill colleg firs...   \n",
       "4  pword aw cant grow oct maureen messent visit hospit youll find splendid pakistaniorigin doctor consult walk law court youll see solicitor barrist similar background look pictur elat youngster cele...   \n",
       "\n",
       "                                                                                                                                                                                       url  \n",
       "0  http://www.becclesandbungayjournal.co.uk/content/bbjournal/news/story.aspx?brand=BBJOnline&category=NEWS&tBrand=bbjonline&tCategory=news&itemid=NOED23%20Dec%202008%2009%3A41%3A39%3A63  \n",
       "1                                                                              http://www.dailyecho.co.uk/news/charity/celebrity_sunwalk/8094708.Sign_up_for_the_Celebrity_SunWalk/?ref=rs  \n",
       "2                                                                                                                 http://www.berwicktoday.co.uk//news/Better-off-in-Scotland-but.3798320.j  \n",
       "3                                                                                                           http://www.getwokingham.co.uk/sport/s/2058444_kate_and_sophie_shine_for_britai  \n",
       "4                  http://www.birminghammail.net/birmingham-blogs-views/birmingham-mail-columnists/maureen-messent/2009/10/08/p-word-is-awful-but-can-t-we-all-just-grow-up-97319-24885020  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('/opt/media_text/uk_media_clean_deduped.csv.gz', \n",
    "                 usecols = ['pubDate', 'sourceName', 'url', 'text'])\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\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>sourceName</th>\n",
       "      <th>url</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1694</th>\n",
       "      <td>Waltham Forest Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/wfnews/9725878.CHINGFORD__Hoax_kidnap_call_triggers_helicopter_search/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1981</th>\n",
       "      <td>Waltham Forest Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/wfnews/10376783.Woman_celebrates_105th_birthday/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3685</th>\n",
       "      <td>Waltham Forest Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/11313603.Teachers_to_strike_next_week/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3704</th>\n",
       "      <td>Waltham Forest Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/11100653.Bakers_Arms_event_cancelled/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4310</th>\n",
       "      <td>Waltham Forest Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/10979471.Nursery_celebrates_Chinese_New_Year/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4381</th>\n",
       "      <td>Waltham Forest Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/10946024.Mugging_victim_outraged_as_CCTV_not_working/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5110</th>\n",
       "      <td>Waltham Forest Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/11219671.Speaking_Out___Dr_Ivan_Cohen/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5360</th>\n",
       "      <td>Waltham Forest Guardian (dup?)</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/wfnews/11150174.Men_charged_in_connection_with_pub_brawl/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6042</th>\n",
       "      <td>Waltham Forest Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/11234906.Party_leaders_positive_despite_election_losses/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7445</th>\n",
       "      <td>Waltham Forest Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/9464083.LEYTON__Residents_anger_over_Olympics_marsh_plan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7663</th>\n",
       "      <td>Waltham Forest Guardian (dup?)</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/wfnews/11218929.Supermarket_faces_losing_licence/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8596</th>\n",
       "      <td>Waltham Forest Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/11030814.Appeal_over_missing_man/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9021</th>\n",
       "      <td>Waltham Forest Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/wfnews/10252228.Sports_centre_benefits_from_refurbishment/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9086</th>\n",
       "      <td>Waltham Forest Guardian (dup?)</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/wfnews/10624751.Shopkeeper_describes_speaking_to__gunman__minutes_before_he_was_shot/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9102</th>\n",
       "      <td>Waltham Forest Guardian (dup?)</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/wfnews/11131103.Threatened_soup_kitchen_wins_High_Court_victory/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10236</th>\n",
       "      <td>Waltham Forest Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/wfnews/10474449.Autistic_pupils_sell_smoothies_to_feed_homeless/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10429</th>\n",
       "      <td>Waltham Forest Guardian (dup?)</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/wfnews/10506600.Leyton_man_made_redundant_in_2010_becomes_job_ambassador_for_Prince_Charles_s_The_Prince_s_Trust/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10678</th>\n",
       "      <td>Waltham Forest Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/11320748.Parents_hit_out_over_proposed_school_merger/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12553</th>\n",
       "      <td>Waltham Forest Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/11214797.Cyclist_rushed_to_hospital_following_collision/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12831</th>\n",
       "      <td>Waltham Forest Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/wfnews/10474479.Get_a_fair_deal_for_your_local_pub/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14873</th>\n",
       "      <td>Waltham Forest Guardian (dup?)</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/wfnews/10490735.Photographer_David_Bailey_to_be_honoured_with_blue_plaque_at_Leytonstone_home/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16008</th>\n",
       "      <td>Waltham Forest Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/wfnews/10289441.Ground_control_to_Major_Tom/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16345</th>\n",
       "      <td>Waltham Forest Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/10442533.Small_is_beautiful_when_it_comes_to_the_uke/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16689</th>\n",
       "      <td>Waltham Forest Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/9532527.THEYDON_BOIS__Developer_withdraws_green_belt_car_park_plans</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16863</th>\n",
       "      <td>Waltham Forest Guardian (dup?)</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/wfnews/10843801.Sawn_off_shotgun_seized/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17311</th>\n",
       "      <td>Waltham Forest Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/wfnews/10162646.Charity_raided_by_burglars/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18413</th>\n",
       "      <td>Waltham Forest Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/11188877.What_s_On__What___s_Cookin____presents__Morgan_O___Kane___Ash_Gray/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19140</th>\n",
       "      <td>Waltham Forest Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/11266146.Belgique_cafe_chain_could_face_legal_action/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19704</th>\n",
       "      <td>Waltham Forest Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/9540497.LOUGHTON__Police_release_burglary_witness_plea</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19713</th>\n",
       "      <td>Waltham Forest Guardian (dup?)</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/wfnews/11047342.Men_died_from_stab_wounds__post_mortems_reveal/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5683439</th>\n",
       "      <td>Waltham Forest Guardian (dup?)</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/wfnews/11079816.CCTV_released_after_flat_attack/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5683990</th>\n",
       "      <td>Waltham Forest Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/wfnews/10399839.Nags_Head_to_host_two_summer_events/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5684907</th>\n",
       "      <td>Waltham Forest Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/11155491.North_Circular_traffic_easing/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5685414</th>\n",
       "      <td>Waltham Forest Guardian (dup?)</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/wfnews/11233885.Murderer_jailed_for_life/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5685902</th>\n",
       "      <td>Waltham Forest Guardian (dup?)</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/wfnews/11074845.Men_accused_of_scrap_metal__theft_by_finding_/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5687520</th>\n",
       "      <td>Waltham Forest Guardian (dup?)</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/wfnews/11119865.Food_waste_collections_go_weekly/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5687742</th>\n",
       "      <td>Waltham Forest Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/10497840.More_volunteers_due_to_support_vulnerable_pensioners_after_Age_UK_Waltham_Forest_gets___70_000_grant/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5689336</th>\n",
       "      <td>Waltham Forest Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/10497994.Calls_for_London_s_first_organic_golf_course_to_be_in_Leyton_rejected_by_Lee_Valley_Parks/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5689584</th>\n",
       "      <td>Waltham Forest Guardian (dup?)</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/wfnews/10442587.Deadline_to_take_part_in_literary_festival_less_than_a_week_away/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5689781</th>\n",
       "      <td>Waltham Forest Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/wfnews/10073082.Fraudster_sought_by_police_after_breaking_conditions_on_early_release/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5692335</th>\n",
       "      <td>Waltham Forest Guardian (dup?)</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/wfnews/10981965.Cash_payments_scrapped_for_London_buses/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5692753</th>\n",
       "      <td>Waltham Forest Guardian (dup?)</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/wfnews/10783196.Six_arrested_after_stabbing/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5692802</th>\n",
       "      <td>Waltham Forest Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/wfnews/10284192.Campaigners_slam_proposed_mental_health_facility_closure/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5696862</th>\n",
       "      <td>Waltham Forest Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/wfnews/10447256.Pub_s_family_ethos_and_passion_for_performance_key_to_success/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5697733</th>\n",
       "      <td>Waltham Forest Guardian (dup?)</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/wfnews/10614177.Leyton_Sixth_Form_College_enjoys_record_breaking_A_level_results/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5697807</th>\n",
       "      <td>Waltham Forest Guardian (dup?)</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/wfnews/11089866.Second_air_ambulance_for_London/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5699367</th>\n",
       "      <td>Waltham Forest Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/11145172.Court_date_set_for_double_murder_accused/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5700957</th>\n",
       "      <td>Waltham Forest Guardian (dup?)</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/wfnews/10504564.Man_breaks_toddler_s_collarbone_in_racist_attack_at_Highams_Park_Station_after_hurling_abuse_at_mother_on_Walthamstow_to_Chingford_train/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5701291</th>\n",
       "      <td>Waltham Forest Guardian (dup?)</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/wfnews/10617213.Muslim_protesters_accused_of_attacking_rival_sect/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5701571</th>\n",
       "      <td>Waltham Forest Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/10838923.Pickles_denies_biscuit_spend/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5701942</th>\n",
       "      <td>Waltham Forest Guardian (dup?)</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/wfnews/11020353.Tech_savvy_volunteer_honoured_for_work_with_silver_surfers/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5703064</th>\n",
       "      <td>Waltham Forest Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/10992413.Man_s_best_friends_to_help_hospice/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5703472</th>\n",
       "      <td>Waltham Forest Guardian (dup?)</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/wfnews/10957969.Glazer__gutted__after_scooter_torched/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5705228</th>\n",
       "      <td>Waltham Forest Guardian (dup?)</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/wfnews/10503351.Mother__driven_out__of_family_home_of_over_20_years_by_council_s_lack_of_action_over_planning_bungle/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5708437</th>\n",
       "      <td>Waltham Forest Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/wfnews/10348309.Threatened_soup_kitchen_calls_council_s_bluff_with_town_hall_offer/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5709738</th>\n",
       "      <td>Waltham Forest Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/10497727.Burst_water_pipe_will_cause_traffic_disruption_on_Chigwell_Road_for_at_least_three_more_days/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5710026</th>\n",
       "      <td>Waltham Forest Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/wfnews/10504014.Pub_Review__The_Warrant_Officer/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5710071</th>\n",
       "      <td>Waltham Forest Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/11146728.Teenager_in_court_accused_of_shotgun_possession/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5710633</th>\n",
       "      <td>Waltham Forest Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/wfnews/10464634.High_powered_airgun_was_fired_at_armed_police_during_arrest/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5711658</th>\n",
       "      <td>Waltham Forest Guardian (dup?)</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/wfnews/10967355.Weather_warning_and_flood_alert_issued/?ref=rss</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>6406 rows × 2 columns</p>\n",
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      ],
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       "                             sourceName  \\\n",
       "1694            Waltham Forest Guardian   \n",
       "1981            Waltham Forest Guardian   \n",
       "3685            Waltham Forest Guardian   \n",
       "3704            Waltham Forest Guardian   \n",
       "4310            Waltham Forest Guardian   \n",
       "4381            Waltham Forest Guardian   \n",
       "5110            Waltham Forest Guardian   \n",
       "5360     Waltham Forest Guardian (dup?)   \n",
       "6042            Waltham Forest Guardian   \n",
       "7445            Waltham Forest Guardian   \n",
       "7663     Waltham Forest Guardian (dup?)   \n",
       "8596            Waltham Forest Guardian   \n",
       "9021            Waltham Forest Guardian   \n",
       "9086     Waltham Forest Guardian (dup?)   \n",
       "9102     Waltham Forest Guardian (dup?)   \n",
       "10236           Waltham Forest Guardian   \n",
       "10429    Waltham Forest Guardian (dup?)   \n",
       "10678           Waltham Forest Guardian   \n",
       "12553           Waltham Forest Guardian   \n",
       "12831           Waltham Forest Guardian   \n",
       "14873    Waltham Forest Guardian (dup?)   \n",
       "16008           Waltham Forest Guardian   \n",
       "16345           Waltham Forest Guardian   \n",
       "16689           Waltham Forest Guardian   \n",
       "16863    Waltham Forest Guardian (dup?)   \n",
       "17311           Waltham Forest Guardian   \n",
       "18413           Waltham Forest Guardian   \n",
       "19140           Waltham Forest Guardian   \n",
       "19704           Waltham Forest Guardian   \n",
       "19713    Waltham Forest Guardian (dup?)   \n",
       "...                                 ...   \n",
       "5683439  Waltham Forest Guardian (dup?)   \n",
       "5683990         Waltham Forest Guardian   \n",
       "5684907         Waltham Forest Guardian   \n",
       "5685414  Waltham Forest Guardian (dup?)   \n",
       "5685902  Waltham Forest Guardian (dup?)   \n",
       "5687520  Waltham Forest Guardian (dup?)   \n",
       "5687742         Waltham Forest Guardian   \n",
       "5689336         Waltham Forest Guardian   \n",
       "5689584  Waltham Forest Guardian (dup?)   \n",
       "5689781         Waltham Forest Guardian   \n",
       "5692335  Waltham Forest Guardian (dup?)   \n",
       "5692753  Waltham Forest Guardian (dup?)   \n",
       "5692802         Waltham Forest Guardian   \n",
       "5696862         Waltham Forest Guardian   \n",
       "5697733  Waltham Forest Guardian (dup?)   \n",
       "5697807  Waltham Forest Guardian (dup?)   \n",
       "5699367         Waltham Forest Guardian   \n",
       "5700957  Waltham Forest Guardian (dup?)   \n",
       "5701291  Waltham Forest Guardian (dup?)   \n",
       "5701571         Waltham Forest Guardian   \n",
       "5701942  Waltham Forest Guardian (dup?)   \n",
       "5703064         Waltham Forest Guardian   \n",
       "5703472  Waltham Forest Guardian (dup?)   \n",
       "5705228  Waltham Forest Guardian (dup?)   \n",
       "5708437         Waltham Forest Guardian   \n",
       "5709738         Waltham Forest Guardian   \n",
       "5710026         Waltham Forest Guardian   \n",
       "5710071         Waltham Forest Guardian   \n",
       "5710633         Waltham Forest Guardian   \n",
       "5711658  Waltham Forest Guardian (dup?)   \n",
       "\n",
       "                                                                                                                                                                                                             url  \n",
       "1694                                                                                         http://www.guardian-series.co.uk/news/wfnews/9725878.CHINGFORD__Hoax_kidnap_call_triggers_helicopter_search/?ref=rs  \n",
       "1981                                                                                                               http://www.guardian-series.co.uk/news/wfnews/10376783.Woman_celebrates_105th_birthday/?ref=rs  \n",
       "3685                                                                                                                        http://www.guardian-series.co.uk/news/11313603.Teachers_to_strike_next_week/?ref=rss  \n",
       "3704                                                                                                                         http://www.guardian-series.co.uk/news/11100653.Bakers_Arms_event_cancelled/?ref=rss  \n",
       "4310                                                                                                                 http://www.guardian-series.co.uk/news/10979471.Nursery_celebrates_Chinese_New_Year/?ref=rss  \n",
       "4381                                                                                                         http://www.guardian-series.co.uk/news/10946024.Mugging_victim_outraged_as_CCTV_not_working/?ref=rss  \n",
       "5110                                                                                                                        http://www.guardian-series.co.uk/news/11219671.Speaking_Out___Dr_Ivan_Cohen/?ref=rss  \n",
       "5360                                                                                                     http://www.guardian-series.co.uk/news/wfnews/11150174.Men_charged_in_connection_with_pub_brawl/?ref=rss  \n",
       "6042                                                                                                      http://www.guardian-series.co.uk/news/11234906.Party_leaders_positive_despite_election_losses/?ref=rss  \n",
       "7445                                                                                                              http://www.guardian-series.co.uk/news/9464083.LEYTON__Residents_anger_over_Olympics_marsh_plan  \n",
       "7663                                                                                                             http://www.guardian-series.co.uk/news/wfnews/11218929.Supermarket_faces_losing_licence/?ref=rss  \n",
       "8596                                                                                                                             http://www.guardian-series.co.uk/news/11030814.Appeal_over_missing_man/?ref=rss  \n",
       "9021                                                                                                     http://www.guardian-series.co.uk/news/wfnews/10252228.Sports_centre_benefits_from_refurbishment/?ref=rs  \n",
       "9086                                                                         http://www.guardian-series.co.uk/news/wfnews/10624751.Shopkeeper_describes_speaking_to__gunman__minutes_before_he_was_shot/?ref=rss  \n",
       "9102                                                                                              http://www.guardian-series.co.uk/news/wfnews/11131103.Threatened_soup_kitchen_wins_High_Court_victory/?ref=rss  \n",
       "10236                                                                                              http://www.guardian-series.co.uk/news/wfnews/10474449.Autistic_pupils_sell_smoothies_to_feed_homeless/?ref=rs  \n",
       "10429                                            http://www.guardian-series.co.uk/news/wfnews/10506600.Leyton_man_made_redundant_in_2010_becomes_job_ambassador_for_Prince_Charles_s_The_Prince_s_Trust/?ref=rss  \n",
       "10678                                                                                                        http://www.guardian-series.co.uk/news/11320748.Parents_hit_out_over_proposed_school_merger/?ref=rss  \n",
       "12553                                                                                                     http://www.guardian-series.co.uk/news/11214797.Cyclist_rushed_to_hospital_following_collision/?ref=rss  \n",
       "12831                                                                                                           http://www.guardian-series.co.uk/news/wfnews/10474479.Get_a_fair_deal_for_your_local_pub/?ref=rs  \n",
       "14873                                                               http://www.guardian-series.co.uk/news/wfnews/10490735.Photographer_David_Bailey_to_be_honoured_with_blue_plaque_at_Leytonstone_home/?ref=rss  \n",
       "16008                                                                                                                  http://www.guardian-series.co.uk/news/wfnews/10289441.Ground_control_to_Major_Tom/?ref=rs  \n",
       "16345                                                                                                        http://www.guardian-series.co.uk/news/10442533.Small_is_beautiful_when_it_comes_to_the_uke/?ref=rss  \n",
       "16689                                                                                                  http://www.guardian-series.co.uk/news/9532527.THEYDON_BOIS__Developer_withdraws_green_belt_car_park_plans  \n",
       "16863                                                                                                                     http://www.guardian-series.co.uk/news/wfnews/10843801.Sawn_off_shotgun_seized/?ref=rss  \n",
       "17311                                                                                                                   http://www.guardian-series.co.uk/news/wfnews/10162646.Charity_raided_by_burglars/?ref=rs  \n",
       "18413                                                                                 http://www.guardian-series.co.uk/news/11188877.What_s_On__What___s_Cookin____presents__Morgan_O___Kane___Ash_Gray/?ref=rss  \n",
       "19140                                                                                                        http://www.guardian-series.co.uk/news/11266146.Belgique_cafe_chain_could_face_legal_action/?ref=rss  \n",
       "19704                                                                                                               http://www.guardian-series.co.uk/news/9540497.LOUGHTON__Police_release_burglary_witness_plea  \n",
       "19713                                                                                              http://www.guardian-series.co.uk/news/wfnews/11047342.Men_died_from_stab_wounds__post_mortems_reveal/?ref=rss  \n",
       "...                                                                                                                                                                                                          ...  \n",
       "5683439                                                                                                           http://www.guardian-series.co.uk/news/wfnews/11079816.CCTV_released_after_flat_attack/?ref=rss  \n",
       "5683990                                                                                                        http://www.guardian-series.co.uk/news/wfnews/10399839.Nags_Head_to_host_two_summer_events/?ref=rs  \n",
       "5684907                                                                                                                    http://www.guardian-series.co.uk/news/11155491.North_Circular_traffic_easing/?ref=rss  \n",
       "5685414                                                                                                                  http://www.guardian-series.co.uk/news/wfnews/11233885.Murderer_jailed_for_life/?ref=rss  \n",
       "5685902                                                                                             http://www.guardian-series.co.uk/news/wfnews/11074845.Men_accused_of_scrap_metal__theft_by_finding_/?ref=rss  \n",
       "5687520                                                                                                          http://www.guardian-series.co.uk/news/wfnews/11119865.Food_waste_collections_go_weekly/?ref=rss  \n",
       "5687742                                             http://www.guardian-series.co.uk/news/10497840.More_volunteers_due_to_support_vulnerable_pensioners_after_Age_UK_Waltham_Forest_gets___70_000_grant/?ref=rss  \n",
       "5689336                                                        http://www.guardian-series.co.uk/news/10497994.Calls_for_London_s_first_organic_golf_course_to_be_in_Leyton_rejected_by_Lee_Valley_Parks/?ref=rss  \n",
       "5689584                                                                          http://www.guardian-series.co.uk/news/wfnews/10442587.Deadline_to_take_part_in_literary_festival_less_than_a_week_away/?ref=rss  \n",
       "5689781                                                                      http://www.guardian-series.co.uk/news/wfnews/10073082.Fraudster_sought_by_police_after_breaking_conditions_on_early_release/?ref=rs  \n",
       "5692335                                                                                                   http://www.guardian-series.co.uk/news/wfnews/10981965.Cash_payments_scrapped_for_London_buses/?ref=rss  \n",
       "5692753                                                                                                               http://www.guardian-series.co.uk/news/wfnews/10783196.Six_arrested_after_stabbing/?ref=rss  \n",
       "5692802                                                                                   http://www.guardian-series.co.uk/news/wfnews/10284192.Campaigners_slam_proposed_mental_health_facility_closure/?ref=rs  \n",
       "5696862                                                                              http://www.guardian-series.co.uk/news/wfnews/10447256.Pub_s_family_ethos_and_passion_for_performance_key_to_success/?ref=rs  \n",
       "5697733                                                                          http://www.guardian-series.co.uk/news/wfnews/10614177.Leyton_Sixth_Form_College_enjoys_record_breaking_A_level_results/?ref=rss  \n",
       "5697807                                                                                                           http://www.guardian-series.co.uk/news/wfnews/11089866.Second_air_ambulance_for_London/?ref=rss  \n",
       "5699367                                                                                                         http://www.guardian-series.co.uk/news/11145172.Court_date_set_for_double_murder_accused/?ref=rss  \n",
       "5700957  http://www.guardian-series.co.uk/news/wfnews/10504564.Man_breaks_toddler_s_collarbone_in_racist_attack_at_Highams_Park_Station_after_hurling_abuse_at_mother_on_Walthamstow_to_Chingford_train/?ref=rss  \n",
       "5701291                                                                                         http://www.guardian-series.co.uk/news/wfnews/10617213.Muslim_protesters_accused_of_attacking_rival_sect/?ref=rss  \n",
       "5701571                                                                                                                     http://www.guardian-series.co.uk/news/10838923.Pickles_denies_biscuit_spend/?ref=rss  \n",
       "5701942                                                                                http://www.guardian-series.co.uk/news/wfnews/11020353.Tech_savvy_volunteer_honoured_for_work_with_silver_surfers/?ref=rss  \n",
       "5703064                                                                                                               http://www.guardian-series.co.uk/news/10992413.Man_s_best_friends_to_help_hospice/?ref=rss  \n",
       "5703472                                                                                                     http://www.guardian-series.co.uk/news/wfnews/10957969.Glazer__gutted__after_scooter_torched/?ref=rss  \n",
       "5705228                                      http://www.guardian-series.co.uk/news/wfnews/10503351.Mother__driven_out__of_family_home_of_over_20_years_by_council_s_lack_of_action_over_planning_bungle/?ref=rss  \n",
       "5708437                                                                         http://www.guardian-series.co.uk/news/wfnews/10348309.Threatened_soup_kitchen_calls_council_s_bluff_with_town_hall_offer/?ref=rs  \n",
       "5709738                                                     http://www.guardian-series.co.uk/news/10497727.Burst_water_pipe_will_cause_traffic_disruption_on_Chigwell_Road_for_at_least_three_more_days/?ref=rss  \n",
       "5710026                                                                                                            http://www.guardian-series.co.uk/news/wfnews/10504014.Pub_Review__The_Warrant_Officer/?ref=rs  \n",
       "5710071                                                                                                  http://www.guardian-series.co.uk/news/11146728.Teenager_in_court_accused_of_shotgun_possession/?ref=rss  \n",
       "5710633                                                                                http://www.guardian-series.co.uk/news/wfnews/10464634.High_powered_airgun_was_fired_at_armed_police_during_arrest/?ref=rs  \n",
       "5711658                                                                                                    http://www.guardian-series.co.uk/news/wfnews/10967355.Weather_warning_and_flood_alert_issued/?ref=rss  \n",
       "\n",
       "[6406 rows x 2 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tdf = df[df.sourceName.str.contains('Waltham Forest Guardian')][['sourceName', 'url']]\n",
    "tdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
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       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Belfast Telegraph</td>\n",
       "      <td>http://rss.feedsportal.com/c/845/f/464365/s/160c3f95/l/0L0Sbelfasttelegraph0O0Cbusiness0Cbusiness0Enews0Cpowerteam0Esecures0E65m0Edeals0Eon0Ewindfarms0E160A142910Bhtml0Dr0FRSS/story01.ht</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>West Sussex County Times</td>\n",
       "      <td>http://rss.feedsportal.com/c/33844/f/610139/p/1/s/628a705a/l/0L0Swscountytimes0O0Cchris0Enash0Eto0Eskipper0Esussex0Eat0Ehorsham0Efestival0Eof0Ecricket0E10E50A97638/story01.ht</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>The Daily Telegraph (dup)</td>\n",
       "      <td>http://telegraph.feedsportal.com/c/32726/f/568364/s/3f2c40e0/sc/13/l/0L0Stelegraph0O0Csport0Ccricket0Ckevinpietersen0C111427680CKevin0EPietersen0Ebook0Eand0Eautobiography0Eas0Eit0Ehappened0Bhtml/s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>The Daily Telegraph (dup)</td>\n",
       "      <td>http://telegraph.feedsportal.com/c/32726/f/568303/s/2d77f3d1/l/0L0Stelegraph0O0Csport0Cfootball0Cteams0Cengland0C10A1286490CGareth0ESouthgate0Eand0EPeter0ETaylor0Econsidered0Eby0EFA0Eas0Esuccessor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>The Daily Telegraph (dup)</td>\n",
       "      <td>http://telegraph.feedsportal.com/c/32726/f/568414/s/3a50c347/sc/7/l/0L0Stelegraph0O0Cculture0Cbooks0Cbookreviews0C10A8163610CWhy0Eis0Ethere0Eso0Elittle0Enon0Efiction0Efor0Eyoung0Ereaders0Bhtml/sto...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>The Daily Telegraph</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>Belfast Telegraph</td>\n",
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       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>Belfast Telegraph</td>\n",
       "      <td>http://rss.feedsportal.com/c/845/f/10745/s/f50fb23/l/0L0Sbelfasttelegraph0O0Centertainment0Cmusic0Cnews0Clady0Egagas0Ebelfast0Etrip0E149939470Bhtml0Dr0FRSS/story01.ht</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>The Daily Telegraph</td>\n",
       "      <td>http://telegraph.feedsportal.com/c/32726/f/564430/s/1f45238b/l/0L0Stelegraph0O0Ceducation0Ceducationnews0C9260A3610CStudents0Emade0Eto0Ecarry0EOrwellian0Elocater0Etags0Bhtml/story01.ht</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>The Daily Telegraph (dup)</td>\n",
       "      <td>http://telegraph.feedsportal.com/c/32726/f/568302/s/35409a42/sc/38/l/0L0Stelegraph0O0Ctechnology0Cfacebook0C10A5392740CYoung0Eusers0Esee0EFacebook0Eas0Edead0Eand0Eburied0Bhtml/story01.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>The Daily Telegraph</td>\n",
       "      <td>http://telegraph.feedsportal.com/c/32726/f/579309/s/2d46ac40/l/0L0Stelegraph0O0Chealth0Chealthnews0C10A120A0A980CDoctors0Eshould0Ebe0Eable0Eto0Eveto0Etreament0Edata0Euntil0Ehappy0Ewith0Eit0Esay0Es...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>The Daily Telegraph</td>\n",
       "      <td>http://telegraph.feedsportal.com/c/32726/f/534871/s/1620310d/l/0L0Stelegraph0O0Cnews0Cuknews0Ccrime0C85944210CThieving0Epostman0Etraumatised0Eby0EDisneyland0Erollercoaster0Eaccident0Espared0Ejail0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>The Daily Telegraph</td>\n",
       "      <td>http://telegraph.feedsportal.com/c/32726/f/568301/s/282897ed/l/0L0Stelegraph0O0Cnews0Cworldnews0Cnorthamerica0Cusa0C98438680CDozens0Edisciplined0Eover0Eexam0Echeating0Escandal0Eat0EHarvard0EUniver...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>Belfast Telegraph</td>\n",
       "      <td>http://rss.feedsportal.com/c/845/f/464365/s/13ceaed2/l/0L0Sbelfasttelegraph0O0Centertainment0Cfilm0Etv0Cbelfast0Efilm0Efestival0Ckilling0Ebono0Elaunches0Ebelfast0Efilm0Efestival0E15133250A0Bhtml0D...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>267</th>\n",
       "      <td>The Daily Telegraph</td>\n",
       "      <td>http://telegraph.feedsportal.com/c/32726/f/568300/s/15c56fc4/l/0L0Stelegraph0O0Cfinance0Ceconomics0C85656960CInterest0Erates0EUK0Etrading0Efigures0Ereaction0Bhtml/story01.ht</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>Crawley Observer</td>\n",
       "      <td>http://rss.feedsportal.com/c/33844/f/610139/p/1/s/f6979e4/l/0L0Scrawleyobserver0O0Csoap0Estar0Eshobna0Ejoins0Eloose0Ewomen0E10E487770A3/story01.ht</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>Belfast Telegraph</td>\n",
       "      <td>http://rss.feedsportal.com/c/845/f/464365/s/1133a425/l/0L0Sbelfasttelegraph0O0Cnews0Clocal0Enational0Cuk0Cteen0Egirl0Esaves0Eher0Esisters0Efrom0Ehouse0Efire0E150A447860Bhtml0Dr0FRSS/story01.ht</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>Lancashire Evening Post</td>\n",
       "      <td>http://rss.feedsportal.com/c/33833/f/610120/p/1/s/308b5ae4/l/0L0Slep0O0Ccouncils0Eflies0Eflag0Efor0Eforces0E10E5746727/story01.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292</th>\n",
       "      <td>News Guardian</td>\n",
       "      <td>http://rss.feedsportal.com/c/33838/f/610133/p/1/s/5b8651e6/l/0L0Snewsguardian0O0Cmaternity0Emental0Ehealth0Ecare0Egaps0E10E5773537/story01.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>333</th>\n",
       "      <td>The Daily Telegraph (dup)</td>\n",
       "      <td>http://telegraph.feedsportal.com/c/32726/f/564440/s/39fa2c0b/sc/10/l/0L0Stelegraph0O0Ctravel0Cdestinations0Cnorthamerica0Cusa0C10A78860A10CYellowstone0ENational0EPark0Ewhen0Eto0Ego0Bhtml/story01.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>344</th>\n",
       "      <td>Belfast Telegraph</td>\n",
       "      <td>http://rss.feedsportal.com/c/845/f/10683/s/114c98b1/l/0L0Sbelfasttelegraph0O0Csport0Cgolf0Cmcdowell0Erelishing0Emahan0Ereunion0E150A4680A60Bhtml0Dr0FRSS/story01.ht</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>349</th>\n",
       "      <td>The Daily Telegraph (dup)</td>\n",
       "      <td>http://telegraph.feedsportal.com/c/32726/f/564430/s/403bf036/sc/7/l/0L0Stelegraph0O0Cnews0Cpolitics0Ced0Emiliband0C112148860CEd0EMiliband0EHow0ELabour0Erebels0Eturned0Eon0Etheir0Eleader0Bhtml/stor...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>352</th>\n",
       "      <td>The Daily Telegraph (dup)</td>\n",
       "      <td>http://telegraph.feedsportal.com/c/32726/f/568313/s/3734ac0c/sc/18/l/0L0Stelegraph0O0Cmotoring0Cmotoringvideo0C10A6440A370CThe0Etruck0Ethat0Ecan0Eoutrun0Ea0Ebullet0Etrain0Bhtml/story01.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>357</th>\n",
       "      <td>The Daily Telegraph (dup)</td>\n",
       "      <td>http://telegraph.feedsportal.com/c/32726/f/568302/s/42c2b66a/sc/1/l/0L0Stelegraph0O0Cfinance0Cmarkets0C113724220CTech0Edeals0Eare0Eat0Edotcom0Eboom0Elevels0Ebut0Etheres0Eno0Ebubble0Esays0EEY0Bhtml...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>389</th>\n",
       "      <td>The Daily Telegraph</td>\n",
       "      <td>http://telegraph.feedsportal.com/c/32726/f/568301/s/1bdaf11d/l/0L0Stelegraph0O0Cnews0Cworldnews0Ceurope0Citaly0C90A173160CDancer0Etells0Eof0Erole0Ein0Erescuing0Epassengers0Bhtml/story01.ht</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>390</th>\n",
       "      <td>The Daily Telegraph</td>\n",
       "      <td>http://telegraph.feedsportal.com/c/32726/f/568301/s/16fd9544/l/0L0Stelegraph0O0Cnews0Cworldnews0Cmiddleeast0Csyria0C86687140CSyria0E30A0A0A0Emissing0Esince0Estart0Eof0Euprising0Bhtml/story01.ht</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>438</th>\n",
       "      <td>Northampton Chronicle &amp; Echo</td>\n",
       "      <td>http://rss.feedsportal.com/c/33837/f/610130/p/1/s/5d39a574/l/0L0Snorthamptonchron0O0Cspate0Eof0Eracist0Eand0Ehomophobic0Egraffiti0Ein0Eheadlands0Earea0Eof0Enorthampton0E10E6281819/story01.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>440</th>\n",
       "      <td>Crawley Observer</td>\n",
       "      <td>http://rss.feedsportal.com/c/33844/f/610139/p/1/s/46e7a7e6/l/0L0Scrawleyobserver0O0Cqatada0Earrested0Eover0Ebail0Ebreach0E10E4882689/story01.ht</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>444</th>\n",
       "      <td>Belfast Telegraph</td>\n",
       "      <td>http://rss.feedsportal.com/c/845/f/10683/s/cf2fa0c/l/0L0Sbelfasttelegraph0O0Csport0Cfootball0Cpremiership0Cliverpool0Estill0Ehave0Ework0Eto0Edo0Esays0Ehodgson0E1491830A60Bhtml0Dr0FRSS/story01.ht</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>The Daily Telegraph (dup)</td>\n",
       "      <td>http://telegraph.feedsportal.com/c/32726/f/568360/s/3f54a4a0/sc/13/l/0L0Stelegraph0O0Csport0Cfootball0Cnews0C111546990CNicolas0EAnelka0Eto0Eserve0Ethree0Egame0Eban0Ein0EIndian0ESuper0ELeague0Eprom...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713047</th>\n",
       "      <td>Belfast Telegraph</td>\n",
       "      <td>http://rss.feedsportal.com/c/845/f/10743/s/19405179/l/0L0Sbelfasttelegraph0O0Clifestyle0Cmotoring0C10A0Esteps0Eto0Emake0Eyour0Elife0Egreener0E160A634350Bhtml0Dr0FRSS/story01.ht</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713052</th>\n",
       "      <td>The Independent UK</td>\n",
       "      <td>http://rss.feedsportal.com/c/266/f/3512/s/28fdd577/l/0L0Sindependent0O0Cnews0Cbusiness0Ccomment0Cjames0Emoore0Elike0Eit0Eor0Enot0Elegal0Eloan0Esharks0Etime0Ehas0Ecome0E851230A30Bhtml/story01.ht</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713053</th>\n",
       "      <td>The Daily Telegraph</td>\n",
       "      <td>http://telegraph.feedsportal.com/c/32726/f/568414/s/2bbc17ed/l/0L0Stelegraph0O0Cculture0Ctheatre0Ctheatre0Ereviews0C10A0A4730A30CThe0EHothouse0ETrafalgar0EStudios0Ereview0Bhtml/story01.ht</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713071</th>\n",
       "      <td>ITN News</td>\n",
       "      <td>http://rss.feedsportal.com/c/32158/f/414204/s/67099d4/l/0L0Sitn0O0Cd6bb0A84380A99a3433cff154971d753fe0Bhtml/story01.ht</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713082</th>\n",
       "      <td>Belfast Telegraph</td>\n",
       "      <td>http://rss.feedsportal.com/c/845/f/10755/s/1e135921/l/0L0Sbelfasttelegraph0O0Ccommunity0Etelegraph0Cnorth0Edown0Cfive0Echildren0Eare0Erescued0Eby0Ecoastguard0Eafter0Eboat0Edrama0E16140A1730Bhtml0D...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713089</th>\n",
       "      <td>The Daily Telegraph</td>\n",
       "      <td>http://telegraph.feedsportal.com/c/32726/f/568300/s/208d5701/l/0L0Stelegraph0O0Cfinance0Cnewsbysector0Cretailandconsumer0C93455390CFarepak0Efestive0Etale0Ewith0Ean0Eunhappy0Eending0Bhtml/story01.ht</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713100</th>\n",
       "      <td>The Independent UK</td>\n",
       "      <td>http://rss.feedsportal.com/c/266/f/3496/s/2793f5c7/l/0L0Sindependent0O0Cnews0Cuk0Chome0Enews0Cweather0Econditions0Ecentral0Eto0Eair0Ecrash0Einvestigators0Eprobe0Einto0Elondon0Ehelicopter0Eaccident...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713107</th>\n",
       "      <td>The Independent UK</td>\n",
       "      <td>http://rss.feedsportal.com/c/266/f/3492/s/7ce04bd/l/0L0Sindependent0O0Cnews0Cbusiness0Cnews0Ccadbury0Ehits0Eback0Eat0Ederisory0Ekraft0Eoffer0E1840A1880Bhtml/story01.ht</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713137</th>\n",
       "      <td>Belfast Telegraph</td>\n",
       "      <td>http://rss.feedsportal.com/c/845/f/464365/s/1c23c768/l/0L0Sbelfasttelegraph0O0Cbusiness0Cbusiness0Enews0Csandwich0Echain0Esubway0Eto0Ecreate0E60A0A0A0Ejobs0E1610A90A150Bhtml0Dr0FRSS/story01.ht</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713144</th>\n",
       "      <td>The Daily Telegraph (dup)</td>\n",
       "      <td>http://telegraph.feedsportal.com/c/32726/f/579306/s/3430b638/sc/38/l/0L0Stelegraph0O0Cnews0Ccelebritynews0C10A4785950CWar0Ehero0EJohnson0EBeharry0Esays0Ehis0Euniform0Emakes0Ehim0Einvisible0Bhtml/s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713163</th>\n",
       "      <td>The Daily Telegraph</td>\n",
       "      <td>http://telegraph.feedsportal.com/c/32726/f/568477/s/29b9734f/l/0L0Stelegraph0O0Cculture0Cmusic0Crockandpopmusic0C99383520CBeyonces0Enew0Esongs0Eis0Eshe0Ebidding0Efarewell0Eto0Epop0Bhtml/story01.ht</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713175</th>\n",
       "      <td>Belfast Telegraph</td>\n",
       "      <td>http://rss.feedsportal.com/c/845/f/10683/s/db2d007/l/0L0Sbelfasttelegraph0O0Csport0Cfootball0Clocal0Ccarson0Estrikes0Ea0Elove0Ematch0Ewith0Eballymena0Eunited0E149474390Bhtml0Dr0FRSS/story01.ht</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713190</th>\n",
       "      <td>Belfast Telegraph</td>\n",
       "      <td>http://rss.feedsportal.com/c/845/f/10689/s/266fc893/l/0L0Sbelfasttelegraph0O0Csport0Crugby0Ccockerill0Edemands0Ebetter0E162484890Bhtml0Dr0FRSS/story01.ht</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713195</th>\n",
       "      <td>Melton Times</td>\n",
       "      <td>http://rss.feedsportal.com/c/33829/f/610112/p/1/s/7c5392fd/l/0L0Smeltontimes0O0Cbreaking0Enews0Eteenager0Ehit0Eby0Ecar0Ein0Emelton0E10E4848982/story01.ht</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713200</th>\n",
       "      <td>The Daily Telegraph</td>\n",
       "      <td>http://telegraph.feedsportal.com/c/32726/f/568474/s/2946fb35/l/0L0Stelegraph0O0Cfinance0Cmarkets0C99137780CVodafone0Eshares0Ejump0Eon0Edeal0Etalk0Bhtml/story01.ht</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713219</th>\n",
       "      <td>The Daily Telegraph</td>\n",
       "      <td>http://telegraph.feedsportal.com/c/32726/f/568414/s/148edd7d/l/0L0Stelegraph0O0Cculture0Cculturepicturegalleries0C84880A730CAi0EWeiwei0ECircle0Eof0EAnimalsZodiac0Eheads0Bhtml/story01.ht</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713236</th>\n",
       "      <td>Belfast Telegraph</td>\n",
       "      <td>http://rss.feedsportal.com/c/845/f/464365/s/1efb3791/l/0L0Sbelfasttelegraph0O0Cnews0Clocal0Enational0Cuk0Ccoalition0Ebraced0Efor0Erough0Eride0E161539210Bhtml0Dr0FRSS/story01.ht</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713237</th>\n",
       "      <td>The Daily Telegraph</td>\n",
       "      <td>http://telegraph.feedsportal.com/c/32726/f/534871/s/1e7166a5/l/0L0Stelegraph0O0Cnews0C920A7850A0CIPCC0Eto0Ehandle0Eall0EMet0EPolice0Eracism0Ecomplaints0Bhtml/story01.ht</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713245</th>\n",
       "      <td>The Daily Telegraph</td>\n",
       "      <td>http://telegraph.feedsportal.com/c/32726/f/568324/s/1c38b964/l/0L0Stelegraph0O0Ccomment0Ctelegraph0Eview0C90A465310CThe0EEU0Ehas0Etaken0Eenough0Efrom0Eus0Bhtml/story01.ht</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713258</th>\n",
       "      <td>The Daily Telegraph</td>\n",
       "      <td>http://telegraph.feedsportal.com/c/32726/f/534871/s/12b72eee/l/0L0Stelegraph0O0Cnews0Cuknews0Ccrime0C83250A590CBoss0Eforced0Eto0Epay0E13k0Eto0Ecompensate0Estealing0Eemployee0Bhtml/story01.ht</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713269</th>\n",
       "      <td>Rye and Battle Observer</td>\n",
       "      <td>http://rss.feedsportal.com/c/33844/f/610139/p/1/s/dadb157/l/0L0Sryeandbattleobserver0O0Cvirtual0Ecareers0Efair0Eopens0Efor0Ejobseekers0E10E480A10A0A2/story01.ht</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713279</th>\n",
       "      <td>The Daily Telegraph</td>\n",
       "      <td>http://telegraph.feedsportal.com/c/32726/f/568303/s/17d1cad4/l/0L0Stelegraph0O0Csport0Cfootball0Cteams0Crangers0C87315120CLeicester0ECitys0E60B5m0Ebid0Efor0ERangers0Estriker0ENikica0EJelavic0Ereje...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713284</th>\n",
       "      <td>Belfast Telegraph</td>\n",
       "      <td>http://rss.feedsportal.com/c/845/f/10683/s/cbdffdf/l/0L0Sbelfasttelegraph0O0Csport0Cfootball0Cpremiership0Cmcleish0Eends0Epursuit0Eof0Edembele0E1490A93670Bhtml0Dr0FRSS/story01.ht</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713295</th>\n",
       "      <td>The Scotsman</td>\n",
       "      <td>http://rss.feedsportal.com/c/33846/f/610141/p/1/s/5fb5c901/l/0L0Sscotsman0N0Ccrystal0Epalace0E0A0E0A0Ebrighton0Ehove0Ealbion0E10E2926242/story01.ht</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713297</th>\n",
       "      <td>The Daily Telegraph</td>\n",
       "      <td>http://telegraph.feedsportal.com/c/32726/f/568300/s/20f00d20/l/0L0Stelegraph0O0Cfinance0Cnewsbysector0Cbanksandfinance0C93711940CBarclays0Elaunches0Einquiry0Einto0ELibor0Erigging0Bhtml/story01.ht</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713304</th>\n",
       "      <td>Belfast Telegraph</td>\n",
       "      <td>http://rss.feedsportal.com/c/845/f/464365/s/12cf9e8d/l/0L0Sbelfasttelegraph0O0Cnews0Cworld0Enews0Cyemen0Efriday0Eof0Erage0Eprotest0E150A8940A80Bhtml0Dr0FRSS/story01.ht</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713313</th>\n",
       "      <td>The Daily Telegraph</td>\n",
       "      <td>http://telegraph.feedsportal.com/c/32726/f/568414/s/207bce8f/l/0L0Stelegraph0O0Cculture0Cbooks0Cbookreviews0C93318870CPage0Ein0Ethe0ELife0ERachel0ELichtenstein0Bhtml/story01.ht</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713319</th>\n",
       "      <td>Ilkeston Advertiser</td>\n",
       "      <td>http://rss.feedsportal.com/c/33847/f/610142/p/1/s/7abd5517/l/0L0Silkestonadvertiser0O0Ccheck0Eout0Ethis0Eclassic0Eat0Eguildhall0E10E5296545/story01.ht</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713332</th>\n",
       "      <td>Belfast Telegraph</td>\n",
       "      <td>http://rss.feedsportal.com/c/845/f/10683/s/14233815/l/0L0Sbelfasttelegraph0O0Csport0Cfootball0Cpremiership0Cagnew0Ein0Edark0Eover0Echairman0Erole0E151414450Bhtml0Dr0FRSS/story01.ht</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713378</th>\n",
       "      <td>Belfast Telegraph</td>\n",
       "      <td>http://rss.feedsportal.com/c/845/f/464365/s/14c74771/l/0L0Sbelfasttelegraph0O0Csport0Cfootball0Cpremiership0Csimpson0Ebacking0Ered0Edevils0E151548690Bhtml0Dr0FRSS/story01.ht</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>456133 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                           sourceName  \\\n",
       "6                   Belfast Telegraph   \n",
       "77           West Sussex County Times   \n",
       "96          The Daily Telegraph (dup)   \n",
       "106         The Daily Telegraph (dup)   \n",
       "107         The Daily Telegraph (dup)   \n",
       "123               The Daily Telegraph   \n",
       "148                 Belfast Telegraph   \n",
       "151                 Belfast Telegraph   \n",
       "192               The Daily Telegraph   \n",
       "200         The Daily Telegraph (dup)   \n",
       "206               The Daily Telegraph   \n",
       "212               The Daily Telegraph   \n",
       "226               The Daily Telegraph   \n",
       "235                 Belfast Telegraph   \n",
       "267               The Daily Telegraph   \n",
       "272                  Crawley Observer   \n",
       "275                 Belfast Telegraph   \n",
       "291          Lancashire Evening Post    \n",
       "292                     News Guardian   \n",
       "333         The Daily Telegraph (dup)   \n",
       "344                 Belfast Telegraph   \n",
       "349         The Daily Telegraph (dup)   \n",
       "352         The Daily Telegraph (dup)   \n",
       "357         The Daily Telegraph (dup)   \n",
       "389               The Daily Telegraph   \n",
       "390               The Daily Telegraph   \n",
       "438      Northampton Chronicle & Echo   \n",
       "440                  Crawley Observer   \n",
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       "454         The Daily Telegraph (dup)   \n",
       "...                               ...   \n",
       "5713047             Belfast Telegraph   \n",
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       "5713284             Belfast Telegraph   \n",
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       "5713313           The Daily Telegraph   \n",
       "5713319           Ilkeston Advertiser   \n",
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       "5713378             Belfast Telegraph   \n",
       "\n",
       "                                                                                                                                                                                                             url  \n",
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       "77                                http://rss.feedsportal.com/c/33844/f/610139/p/1/s/628a705a/l/0L0Swscountytimes0O0Cchris0Enash0Eto0Eskipper0Esussex0Eat0Ehorsham0Efestival0Eof0Ecricket0E10E50A97638/story01.ht  \n",
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       "123                             http://telegraph.feedsportal.com/c/32726/f/534871/s/1334d8bc/l/0L0Stelegraph0O0Cnews0Cuknews0C83665470CNight0EStalker0Evictims0Espent0Efinal0Eyears0Ein0Eterror0Bhtml/story01.ht  \n",
       "148                                           http://rss.feedsportal.com/c/845/f/10683/s/f6ad695/l/0L0Sbelfasttelegraph0O0Csport0Cother0Esports0Cboxing0Ccasey0Eclaims0Etitle0E149977480Bhtml0Dr0FRSS/story01.ht  \n",
       "151                                       http://rss.feedsportal.com/c/845/f/10745/s/f50fb23/l/0L0Sbelfasttelegraph0O0Centertainment0Cmusic0Cnews0Clady0Egagas0Ebelfast0Etrip0E149939470Bhtml0Dr0FRSS/story01.ht  \n",
       "192                     http://telegraph.feedsportal.com/c/32726/f/564430/s/1f45238b/l/0L0Stelegraph0O0Ceducation0Ceducationnews0C9260A3610CStudents0Emade0Eto0Ecarry0EOrwellian0Elocater0Etags0Bhtml/story01.ht  \n",
       "200                  http://telegraph.feedsportal.com/c/32726/f/568302/s/35409a42/sc/38/l/0L0Stelegraph0O0Ctechnology0Cfacebook0C10A5392740CYoung0Eusers0Esee0EFacebook0Eas0Edead0Eand0Eburied0Bhtml/story01.htm  \n",
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       "226      http://telegraph.feedsportal.com/c/32726/f/568301/s/282897ed/l/0L0Stelegraph0O0Cnews0Cworldnews0Cnorthamerica0Cusa0C98438680CDozens0Edisciplined0Eover0Eexam0Echeating0Escandal0Eat0EHarvard0EUniver...  \n",
       "235      http://rss.feedsportal.com/c/845/f/464365/s/13ceaed2/l/0L0Sbelfasttelegraph0O0Centertainment0Cfilm0Etv0Cbelfast0Efilm0Efestival0Ckilling0Ebono0Elaunches0Ebelfast0Efilm0Efestival0E15133250A0Bhtml0D...  \n",
       "267                                http://telegraph.feedsportal.com/c/32726/f/568300/s/15c56fc4/l/0L0Stelegraph0O0Cfinance0Ceconomics0C85656960CInterest0Erates0EUK0Etrading0Efigures0Ereaction0Bhtml/story01.ht  \n",
       "272                                                           http://rss.feedsportal.com/c/33844/f/610139/p/1/s/f6979e4/l/0L0Scrawleyobserver0O0Csoap0Estar0Eshobna0Ejoins0Eloose0Ewomen0E10E487770A3/story01.ht  \n",
       "275             http://rss.feedsportal.com/c/845/f/464365/s/1133a425/l/0L0Sbelfasttelegraph0O0Cnews0Clocal0Enational0Cuk0Cteen0Egirl0Esaves0Eher0Esisters0Efrom0Ehouse0Efire0E150A447860Bhtml0Dr0FRSS/story01.ht  \n",
       "291                                                                           http://rss.feedsportal.com/c/33833/f/610120/p/1/s/308b5ae4/l/0L0Slep0O0Ccouncils0Eflies0Eflag0Efor0Eforces0E10E5746727/story01.htm  \n",
       "292                                                               http://rss.feedsportal.com/c/33838/f/610133/p/1/s/5b8651e6/l/0L0Snewsguardian0O0Cmaternity0Emental0Ehealth0Ecare0Egaps0E10E5773537/story01.htm  \n",
       "333       http://telegraph.feedsportal.com/c/32726/f/564440/s/39fa2c0b/sc/10/l/0L0Stelegraph0O0Ctravel0Cdestinations0Cnorthamerica0Cusa0C10A78860A10CYellowstone0ENational0EPark0Ewhen0Eto0Ego0Bhtml/story01.htm  \n",
       "344                                          http://rss.feedsportal.com/c/845/f/10683/s/114c98b1/l/0L0Sbelfasttelegraph0O0Csport0Cgolf0Cmcdowell0Erelishing0Emahan0Ereunion0E150A4680A60Bhtml0Dr0FRSS/story01.ht  \n",
       "349      http://telegraph.feedsportal.com/c/32726/f/564430/s/403bf036/sc/7/l/0L0Stelegraph0O0Cnews0Cpolitics0Ced0Emiliband0C112148860CEd0EMiliband0EHow0ELabour0Erebels0Eturned0Eon0Etheir0Eleader0Bhtml/stor...  \n",
       "352                 http://telegraph.feedsportal.com/c/32726/f/568313/s/3734ac0c/sc/18/l/0L0Stelegraph0O0Cmotoring0Cmotoringvideo0C10A6440A370CThe0Etruck0Ethat0Ecan0Eoutrun0Ea0Ebullet0Etrain0Bhtml/story01.htm  \n",
       "357      http://telegraph.feedsportal.com/c/32726/f/568302/s/42c2b66a/sc/1/l/0L0Stelegraph0O0Cfinance0Cmarkets0C113724220CTech0Edeals0Eare0Eat0Edotcom0Eboom0Elevels0Ebut0Etheres0Eno0Ebubble0Esays0EEY0Bhtml...  \n",
       "389                 http://telegraph.feedsportal.com/c/32726/f/568301/s/1bdaf11d/l/0L0Stelegraph0O0Cnews0Cworldnews0Ceurope0Citaly0C90A173160CDancer0Etells0Eof0Erole0Ein0Erescuing0Epassengers0Bhtml/story01.ht  \n",
       "390            http://telegraph.feedsportal.com/c/32726/f/568301/s/16fd9544/l/0L0Stelegraph0O0Cnews0Cworldnews0Cmiddleeast0Csyria0C86687140CSyria0E30A0A0A0Emissing0Esince0Estart0Eof0Euprising0Bhtml/story01.ht  \n",
       "438              http://rss.feedsportal.com/c/33837/f/610130/p/1/s/5d39a574/l/0L0Snorthamptonchron0O0Cspate0Eof0Eracist0Eand0Ehomophobic0Egraffiti0Ein0Eheadlands0Earea0Eof0Enorthampton0E10E6281819/story01.htm  \n",
       "440                                                              http://rss.feedsportal.com/c/33844/f/610139/p/1/s/46e7a7e6/l/0L0Scrawleyobserver0O0Cqatada0Earrested0Eover0Ebail0Ebreach0E10E4882689/story01.ht  \n",
       "444           http://rss.feedsportal.com/c/845/f/10683/s/cf2fa0c/l/0L0Sbelfasttelegraph0O0Csport0Cfootball0Cpremiership0Cliverpool0Estill0Ehave0Ework0Eto0Edo0Esays0Ehodgson0E1491830A60Bhtml0Dr0FRSS/story01.ht  \n",
       "454      http://telegraph.feedsportal.com/c/32726/f/568360/s/3f54a4a0/sc/13/l/0L0Stelegraph0O0Csport0Cfootball0Cnews0C111546990CNicolas0EAnelka0Eto0Eserve0Ethree0Egame0Eban0Ein0EIndian0ESuper0ELeague0Eprom...  \n",
       "...                                                                                                                                                                                                          ...  \n",
       "5713047                         http://rss.feedsportal.com/c/845/f/10743/s/19405179/l/0L0Sbelfasttelegraph0O0Clifestyle0Cmotoring0C10A0Esteps0Eto0Emake0Eyour0Elife0Egreener0E160A634350Bhtml0Dr0FRSS/story01.ht  \n",
       "5713052        http://rss.feedsportal.com/c/266/f/3512/s/28fdd577/l/0L0Sindependent0O0Cnews0Cbusiness0Ccomment0Cjames0Emoore0Elike0Eit0Eor0Enot0Elegal0Eloan0Esharks0Etime0Ehas0Ecome0E851230A30Bhtml/story01.ht  \n",
       "5713053              http://telegraph.feedsportal.com/c/32726/f/568414/s/2bbc17ed/l/0L0Stelegraph0O0Cculture0Ctheatre0Ctheatre0Ereviews0C10A0A4730A30CThe0EHothouse0ETrafalgar0EStudios0Ereview0Bhtml/story01.ht  \n",
       "5713071                                                                                   http://rss.feedsportal.com/c/32158/f/414204/s/67099d4/l/0L0Sitn0O0Cd6bb0A84380A99a3433cff154971d753fe0Bhtml/story01.ht  \n",
       "5713082  http://rss.feedsportal.com/c/845/f/10755/s/1e135921/l/0L0Sbelfasttelegraph0O0Ccommunity0Etelegraph0Cnorth0Edown0Cfive0Echildren0Eare0Erescued0Eby0Ecoastguard0Eafter0Eboat0Edrama0E16140A1730Bhtml0D...  \n",
       "5713089    http://telegraph.feedsportal.com/c/32726/f/568300/s/208d5701/l/0L0Stelegraph0O0Cfinance0Cnewsbysector0Cretailandconsumer0C93455390CFarepak0Efestive0Etale0Ewith0Ean0Eunhappy0Eending0Bhtml/story01.ht  \n",
       "5713100  http://rss.feedsportal.com/c/266/f/3496/s/2793f5c7/l/0L0Sindependent0O0Cnews0Cuk0Chome0Enews0Cweather0Econditions0Ecentral0Eto0Eair0Ecrash0Einvestigators0Eprobe0Einto0Elondon0Ehelicopter0Eaccident...  \n",
       "5713107                                  http://rss.feedsportal.com/c/266/f/3492/s/7ce04bd/l/0L0Sindependent0O0Cnews0Cbusiness0Cnews0Ccadbury0Ehits0Eback0Eat0Ederisory0Ekraft0Eoffer0E1840A1880Bhtml/story01.ht  \n",
       "5713137         http://rss.feedsportal.com/c/845/f/464365/s/1c23c768/l/0L0Sbelfasttelegraph0O0Cbusiness0Cbusiness0Enews0Csandwich0Echain0Esubway0Eto0Ecreate0E60A0A0A0Ejobs0E1610A90A150Bhtml0Dr0FRSS/story01.ht  \n",
       "5713144  http://telegraph.feedsportal.com/c/32726/f/579306/s/3430b638/sc/38/l/0L0Stelegraph0O0Cnews0Ccelebritynews0C10A4785950CWar0Ehero0EJohnson0EBeharry0Esays0Ehis0Euniform0Emakes0Ehim0Einvisible0Bhtml/s...  \n",
       "5713163     http://telegraph.feedsportal.com/c/32726/f/568477/s/29b9734f/l/0L0Stelegraph0O0Cculture0Cmusic0Crockandpopmusic0C99383520CBeyonces0Enew0Esongs0Eis0Eshe0Ebidding0Efarewell0Eto0Epop0Bhtml/story01.ht  \n",
       "5713175         http://rss.feedsportal.com/c/845/f/10683/s/db2d007/l/0L0Sbelfasttelegraph0O0Csport0Cfootball0Clocal0Ccarson0Estrikes0Ea0Elove0Ematch0Ewith0Eballymena0Eunited0E149474390Bhtml0Dr0FRSS/story01.ht  \n",
       "5713190                                                http://rss.feedsportal.com/c/845/f/10689/s/266fc893/l/0L0Sbelfasttelegraph0O0Csport0Crugby0Ccockerill0Edemands0Ebetter0E162484890Bhtml0Dr0FRSS/story01.ht  \n",
       "5713195                                                http://rss.feedsportal.com/c/33829/f/610112/p/1/s/7c5392fd/l/0L0Smeltontimes0O0Cbreaking0Enews0Eteenager0Ehit0Eby0Ecar0Ein0Emelton0E10E4848982/story01.ht  \n",
       "5713200                                       http://telegraph.feedsportal.com/c/32726/f/568474/s/2946fb35/l/0L0Stelegraph0O0Cfinance0Cmarkets0C99137780CVodafone0Eshares0Ejump0Eon0Edeal0Etalk0Bhtml/story01.ht  \n",
       "5713219                http://telegraph.feedsportal.com/c/32726/f/568414/s/148edd7d/l/0L0Stelegraph0O0Cculture0Cculturepicturegalleries0C84880A730CAi0EWeiwei0ECircle0Eof0EAnimalsZodiac0Eheads0Bhtml/story01.ht  \n",
       "5713236                         http://rss.feedsportal.com/c/845/f/464365/s/1efb3791/l/0L0Sbelfasttelegraph0O0Cnews0Clocal0Enational0Cuk0Ccoalition0Ebraced0Efor0Erough0Eride0E161539210Bhtml0Dr0FRSS/story01.ht  \n",
       "5713237                                 http://telegraph.feedsportal.com/c/32726/f/534871/s/1e7166a5/l/0L0Stelegraph0O0Cnews0C920A7850A0CIPCC0Eto0Ehandle0Eall0EMet0EPolice0Eracism0Ecomplaints0Bhtml/story01.ht  \n",
       "5713245                               http://telegraph.feedsportal.com/c/32726/f/568324/s/1c38b964/l/0L0Stelegraph0O0Ccomment0Ctelegraph0Eview0C90A465310CThe0EEU0Ehas0Etaken0Eenough0Efrom0Eus0Bhtml/story01.ht  \n",
       "5713258           http://telegraph.feedsportal.com/c/32726/f/534871/s/12b72eee/l/0L0Stelegraph0O0Cnews0Cuknews0Ccrime0C83250A590CBoss0Eforced0Eto0Epay0E13k0Eto0Ecompensate0Estealing0Eemployee0Bhtml/story01.ht  \n",
       "5713269                                         http://rss.feedsportal.com/c/33844/f/610139/p/1/s/dadb157/l/0L0Sryeandbattleobserver0O0Cvirtual0Ecareers0Efair0Eopens0Efor0Ejobseekers0E10E480A10A0A2/story01.ht  \n",
       "5713279  http://telegraph.feedsportal.com/c/32726/f/568303/s/17d1cad4/l/0L0Stelegraph0O0Csport0Cfootball0Cteams0Crangers0C87315120CLeicester0ECitys0E60B5m0Ebid0Efor0ERangers0Estriker0ENikica0EJelavic0Ereje...  \n",
       "5713284                       http://rss.feedsportal.com/c/845/f/10683/s/cbdffdf/l/0L0Sbelfasttelegraph0O0Csport0Cfootball0Cpremiership0Cmcleish0Eends0Epursuit0Eof0Edembele0E1490A93670Bhtml0Dr0FRSS/story01.ht  \n",
       "5713295                                                      http://rss.feedsportal.com/c/33846/f/610141/p/1/s/5fb5c901/l/0L0Sscotsman0N0Ccrystal0Epalace0E0A0E0A0Ebrighton0Ehove0Ealbion0E10E2926242/story01.ht  \n",
       "5713297      http://telegraph.feedsportal.com/c/32726/f/568300/s/20f00d20/l/0L0Stelegraph0O0Cfinance0Cnewsbysector0Cbanksandfinance0C93711940CBarclays0Elaunches0Einquiry0Einto0ELibor0Erigging0Bhtml/story01.ht  \n",
       "5713304                                  http://rss.feedsportal.com/c/845/f/464365/s/12cf9e8d/l/0L0Sbelfasttelegraph0O0Cnews0Cworld0Enews0Cyemen0Efriday0Eof0Erage0Eprotest0E150A8940A80Bhtml0Dr0FRSS/story01.ht  \n",
       "5713313                         http://telegraph.feedsportal.com/c/32726/f/568414/s/207bce8f/l/0L0Stelegraph0O0Cculture0Cbooks0Cbookreviews0C93318870CPage0Ein0Ethe0ELife0ERachel0ELichtenstein0Bhtml/story01.ht  \n",
       "5713319                                                   http://rss.feedsportal.com/c/33847/f/610142/p/1/s/7abd5517/l/0L0Silkestonadvertiser0O0Ccheck0Eout0Ethis0Eclassic0Eat0Eguildhall0E10E5296545/story01.ht  \n",
       "5713332                     http://rss.feedsportal.com/c/845/f/10683/s/14233815/l/0L0Sbelfasttelegraph0O0Csport0Cfootball0Cpremiership0Cagnew0Ein0Edark0Eover0Echairman0Erole0E151414450Bhtml0Dr0FRSS/story01.ht  \n",
       "5713378                            http://rss.feedsportal.com/c/845/f/464365/s/14c74771/l/0L0Sbelfasttelegraph0O0Csport0Cfootball0Cpremiership0Csimpson0Ebacking0Ered0Edevils0E151548690Bhtml0Dr0FRSS/story01.ht  \n",
       "\n",
       "[456133 rows x 2 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tdf = df[df.url.str.contains('feedsportal.com') == True][['sourceName', 'url']]\n",
    "tdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sourceName</th>\n",
       "      <th>url</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_entertainment/3214296.Baby_joy_for_Mr_and_Mrs_Chris_Evans</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_sport/3660635.Ferdinand_fit_for_Croatia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>661</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_sport/3583071.Arshavin_frustrated_at_move_hitch</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>737</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_entertainment/3640301.Poisoned_author_Evans__recovering_</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>839</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_news/3627123.Britain__to_be_most_crowded_nation_</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1451</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_sport/3770628.Lampard_shines_in_Chelsea_romp</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1580</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_sport/3810274.Australia_fight_back</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1802</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_entertainment/3696356.Charlize_certain_to_keep_up_day_job</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1840</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_sport/3572953.Pietersen_era_excites_Moores</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4010</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_sport/3791317.Dyer_straits_spurred_Bellamy_</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4096</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_news/3613958.Black_box_holds_clue_to_air_tragedy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4500</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_sport/3582974.Robinho_staying_put___Calderon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5950</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_news/3775688.Spade_attack_pensioner_is_jailed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6055</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_entertainment/3699467.Directors_name_Godfather_best_movie</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6558</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_entertainment/3811389._X_Men_duo__star_in_Beckett_s_Godot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6770</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_news/3637784.Nimrod_families_launch_legal_action</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6832</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_news/3616455.Airport_chiefs__snub_strike_talks_</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6986</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_news/3632806.Financial_help_for_carers_urged</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7257</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_news/3799704.Brown_says_IMF_needs_more_cash</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7313</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_sport/3712594.Porterfield_signs_contract_extension</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7541</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_news/3600589.Slap_shopping_ban_on_Russians__Tory</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8433</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_sport/3708739.Sinfield_out_to_keep_trophy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8557</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_sport/3703849.Boothroyd_hit_by_FA_charge</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8562</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_sport/3748576.Chelsea_launch___16million_claim</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9947</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_sport/3816801.Duo_out_of_Islanders_clash</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10037</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_news/3628153.House_prices_dip_10_5__in_12_months</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10394</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_sport/3653132.Momentous_win_for_magic_Murray</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10593</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_entertainment/3556676.BBC_to_release_Dad_s_Army_documents</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11539</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_entertainment/3697890.Soap_storylines_competing_for_award</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11907</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/sport/3191114.Stortford_finish_mid_week_race_league_in_fifth/#comments\"&gt;Have your say »&lt;/a&gt;&lt;br&gt;                        &lt;/div&gt;&lt;br&gt;                        &lt;br&gt;       ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5704872</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_news/3810773.Experts_warn_of_dementia__epidemic_</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5705044</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_entertainment/3592784.Variety_show_tops_ITV_s_new_season</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5705213</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_news/3599138.Protest_demo_to_target_BNP_festival</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5705335</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_sport/3652991.Rooney_unconcerned_by_goals_record</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5705360</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_sport/3631443.Calderon__Robinho_badly_advised</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5705376</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_entertainment/3686131.Cheryl_hints_marriage_back_on_track</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5705683</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_sport/3218924.Late_leveller_dents_Villa_bid</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5705686</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/sport/3838202.Hawks__cup_clash_with_Town_hit_by_the_weather</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5705772</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/3187766.Your_views_can_help_us_with_traffic_problems</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5705847</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_entertainment/3726650.Worst_still_to_come_for_bad_boy_Max</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5706829</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_sport/3671081.Tait_makes_early_stand</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5707280</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_sport/3826761.England_to_dominate_Ashes___Botham</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5707501</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_news/3740728.3_000_computer_contract_jobs_axed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5707547</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_entertainment/3187905.U2_Basquiat_artwork_could_fetch___6m</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5707595</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_entertainment/3692009.Cricketer_bares_all_in_campaign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5707614</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_entertainment/3200419.June_launches_women_s_politics_site</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5707877</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_entertainment/3785531.Katona_slurs_words_in_TV_interview</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5708260</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_news/3639603.Cameron_says_troops_get_raw_deal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5708332</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_news/3575844.Hospitals_hit_back_over_pest_cases</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5708553</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_sport/3634217.Pietersen_relishes_tourists__pain</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5708564</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_sport/3635535.Wright_Phillips_inspires_City_win</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5709027</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_sport/3591784.Silva_staying___Valencia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5710025</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_news/3206750.Tories_attack__U_turn__over_victims</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5710645</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_sport/3625735.Sunderland_sign_Ferdinand</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5711418</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_sport/3792419.Alonso_strike_ends_Blues_home_record</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5711435</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_entertainment/3678148.Kate_enjoys_Best_Friend_s_premiere</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5711615</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_sport/3794962.Ireland_lose_epic_encounter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712491</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_sport/3770948.Tigers_too_strong_for_Treviso</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712664</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_sport/3648770.Murray_enjoying_centre_stage</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713298</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_entertainment/3582885.Tom_Jones_eager_for_duet_with_Duffy</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>18200 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                         sourceName  \\\n",
       "104      Bishop's Stortford Citizen   \n",
       "242      Bishop's Stortford Citizen   \n",
       "661      Bishop's Stortford Citizen   \n",
       "737      Bishop's Stortford Citizen   \n",
       "839      Bishop's Stortford Citizen   \n",
       "1451     Bishop's Stortford Citizen   \n",
       "1580     Bishop's Stortford Citizen   \n",
       "1802     Bishop's Stortford Citizen   \n",
       "1840     Bishop's Stortford Citizen   \n",
       "4010     Bishop's Stortford Citizen   \n",
       "4096     Bishop's Stortford Citizen   \n",
       "4500     Bishop's Stortford Citizen   \n",
       "5950     Bishop's Stortford Citizen   \n",
       "6055     Bishop's Stortford Citizen   \n",
       "6558     Bishop's Stortford Citizen   \n",
       "6770     Bishop's Stortford Citizen   \n",
       "6832     Bishop's Stortford Citizen   \n",
       "6986     Bishop's Stortford Citizen   \n",
       "7257     Bishop's Stortford Citizen   \n",
       "7313     Bishop's Stortford Citizen   \n",
       "7541     Bishop's Stortford Citizen   \n",
       "8433     Bishop's Stortford Citizen   \n",
       "8557     Bishop's Stortford Citizen   \n",
       "8562     Bishop's Stortford Citizen   \n",
       "9947     Bishop's Stortford Citizen   \n",
       "10037    Bishop's Stortford Citizen   \n",
       "10394    Bishop's Stortford Citizen   \n",
       "10593    Bishop's Stortford Citizen   \n",
       "11539    Bishop's Stortford Citizen   \n",
       "11907    Bishop's Stortford Citizen   \n",
       "...                             ...   \n",
       "5704872  Bishop's Stortford Citizen   \n",
       "5705044  Bishop's Stortford Citizen   \n",
       "5705213  Bishop's Stortford Citizen   \n",
       "5705335  Bishop's Stortford Citizen   \n",
       "5705360  Bishop's Stortford Citizen   \n",
       "5705376  Bishop's Stortford Citizen   \n",
       "5705683  Bishop's Stortford Citizen   \n",
       "5705686  Bishop's Stortford Citizen   \n",
       "5705772  Bishop's Stortford Citizen   \n",
       "5705847  Bishop's Stortford Citizen   \n",
       "5706829  Bishop's Stortford Citizen   \n",
       "5707280  Bishop's Stortford Citizen   \n",
       "5707501  Bishop's Stortford Citizen   \n",
       "5707547  Bishop's Stortford Citizen   \n",
       "5707595  Bishop's Stortford Citizen   \n",
       "5707614  Bishop's Stortford Citizen   \n",
       "5707877  Bishop's Stortford Citizen   \n",
       "5708260  Bishop's Stortford Citizen   \n",
       "5708332  Bishop's Stortford Citizen   \n",
       "5708553  Bishop's Stortford Citizen   \n",
       "5708564  Bishop's Stortford Citizen   \n",
       "5709027  Bishop's Stortford Citizen   \n",
       "5710025  Bishop's Stortford Citizen   \n",
       "5710645  Bishop's Stortford Citizen   \n",
       "5711418  Bishop's Stortford Citizen   \n",
       "5711435  Bishop's Stortford Citizen   \n",
       "5711615  Bishop's Stortford Citizen   \n",
       "5712491  Bishop's Stortford Citizen   \n",
       "5712664  Bishop's Stortford Citizen   \n",
       "5713298  Bishop's Stortford Citizen   \n",
       "\n",
       "                                                                                                                                                                                                             url  \n",
       "104                                                                                                        http://www.citizen-series.co.uk/uk_national_entertainment/3214296.Baby_joy_for_Mr_and_Mrs_Chris_Evans  \n",
       "242                                                                                                                          http://www.citizen-series.co.uk/uk_national_sport/3660635.Ferdinand_fit_for_Croatia  \n",
       "661                                                                                                                  http://www.citizen-series.co.uk/uk_national_sport/3583071.Arshavin_frustrated_at_move_hitch  \n",
       "737                                                                                                         http://www.citizen-series.co.uk/uk_national_entertainment/3640301.Poisoned_author_Evans__recovering_  \n",
       "839                                                                                                                 http://www.citizen-series.co.uk/uk_national_news/3627123.Britain__to_be_most_crowded_nation_  \n",
       "1451                                                                                                                    http://www.citizen-series.co.uk/uk_national_sport/3770628.Lampard_shines_in_Chelsea_romp  \n",
       "1580                                                                                                                              http://www.citizen-series.co.uk/uk_national_sport/3810274.Australia_fight_back  \n",
       "1802                                                                                                       http://www.citizen-series.co.uk/uk_national_entertainment/3696356.Charlize_certain_to_keep_up_day_job  \n",
       "1840                                                                                                                      http://www.citizen-series.co.uk/uk_national_sport/3572953.Pietersen_era_excites_Moores  \n",
       "4010                                                                                                                     http://www.citizen-series.co.uk/uk_national_sport/3791317.Dyer_straits_spurred_Bellamy_  \n",
       "4096                                                                                                                http://www.citizen-series.co.uk/uk_national_news/3613958.Black_box_holds_clue_to_air_tragedy  \n",
       "4500                                                                                                                    http://www.citizen-series.co.uk/uk_national_sport/3582974.Robinho_staying_put___Calderon  \n",
       "5950                                                                                                                   http://www.citizen-series.co.uk/uk_national_news/3775688.Spade_attack_pensioner_is_jailed  \n",
       "6055                                                                                                       http://www.citizen-series.co.uk/uk_national_entertainment/3699467.Directors_name_Godfather_best_movie  \n",
       "6558                                                                                                       http://www.citizen-series.co.uk/uk_national_entertainment/3811389._X_Men_duo__star_in_Beckett_s_Godot  \n",
       "6770                                                                                                                http://www.citizen-series.co.uk/uk_national_news/3637784.Nimrod_families_launch_legal_action  \n",
       "6832                                                                                                                 http://www.citizen-series.co.uk/uk_national_news/3616455.Airport_chiefs__snub_strike_talks_  \n",
       "6986                                                                                                                    http://www.citizen-series.co.uk/uk_national_news/3632806.Financial_help_for_carers_urged  \n",
       "7257                                                                                                                     http://www.citizen-series.co.uk/uk_national_news/3799704.Brown_says_IMF_needs_more_cash  \n",
       "7313                                                                                                              http://www.citizen-series.co.uk/uk_national_sport/3712594.Porterfield_signs_contract_extension  \n",
       "7541                                                                                                                http://www.citizen-series.co.uk/uk_national_news/3600589.Slap_shopping_ban_on_Russians__Tory  \n",
       "8433                                                                                                                       http://www.citizen-series.co.uk/uk_national_sport/3708739.Sinfield_out_to_keep_trophy  \n",
       "8557                                                                                                                        http://www.citizen-series.co.uk/uk_national_sport/3703849.Boothroyd_hit_by_FA_charge  \n",
       "8562                                                                                                                  http://www.citizen-series.co.uk/uk_national_sport/3748576.Chelsea_launch___16million_claim  \n",
       "9947                                                                                                                        http://www.citizen-series.co.uk/uk_national_sport/3816801.Duo_out_of_Islanders_clash  \n",
       "10037                                                                                                               http://www.citizen-series.co.uk/uk_national_news/3628153.House_prices_dip_10_5__in_12_months  \n",
       "10394                                                                                                                   http://www.citizen-series.co.uk/uk_national_sport/3653132.Momentous_win_for_magic_Murray  \n",
       "10593                                                                                                      http://www.citizen-series.co.uk/uk_national_entertainment/3556676.BBC_to_release_Dad_s_Army_documents  \n",
       "11539                                                                                                      http://www.citizen-series.co.uk/uk_national_entertainment/3697890.Soap_storylines_competing_for_award  \n",
       "11907    http://www.citizen-series.co.uk/sport/3191114.Stortford_finish_mid_week_race_league_in_fifth/#comments\">Have your say »</a><br>                        </div><br>                        <br>       ...  \n",
       "...                                                                                                                                                                                                          ...  \n",
       "5704872                                                                                                             http://www.citizen-series.co.uk/uk_national_news/3810773.Experts_warn_of_dementia__epidemic_  \n",
       "5705044                                                                                                     http://www.citizen-series.co.uk/uk_national_entertainment/3592784.Variety_show_tops_ITV_s_new_season  \n",
       "5705213                                                                                                             http://www.citizen-series.co.uk/uk_national_news/3599138.Protest_demo_to_target_BNP_festival  \n",
       "5705335                                                                                                             http://www.citizen-series.co.uk/uk_national_sport/3652991.Rooney_unconcerned_by_goals_record  \n",
       "5705360                                                                                                                http://www.citizen-series.co.uk/uk_national_sport/3631443.Calderon__Robinho_badly_advised  \n",
       "5705376                                                                                                    http://www.citizen-series.co.uk/uk_national_entertainment/3686131.Cheryl_hints_marriage_back_on_track  \n",
       "5705683                                                                                                                  http://www.citizen-series.co.uk/uk_national_sport/3218924.Late_leveller_dents_Villa_bid  \n",
       "5705686                                                                                                              http://www.citizen-series.co.uk/sport/3838202.Hawks__cup_clash_with_Town_hit_by_the_weather  \n",
       "5705772                                                                                                                http://www.citizen-series.co.uk/news/3187766.Your_views_can_help_us_with_traffic_problems  \n",
       "5705847                                                                                                    http://www.citizen-series.co.uk/uk_national_entertainment/3726650.Worst_still_to_come_for_bad_boy_Max  \n",
       "5706829                                                                                                                         http://www.citizen-series.co.uk/uk_national_sport/3671081.Tait_makes_early_stand  \n",
       "5707280                                                                                                             http://www.citizen-series.co.uk/uk_national_sport/3826761.England_to_dominate_Ashes___Botham  \n",
       "5707501                                                                                                               http://www.citizen-series.co.uk/uk_national_news/3740728.3_000_computer_contract_jobs_axed  \n",
       "5707547                                                                                                   http://www.citizen-series.co.uk/uk_national_entertainment/3187905.U2_Basquiat_artwork_could_fetch___6m  \n",
       "5707595                                                                                                        http://www.citizen-series.co.uk/uk_national_entertainment/3692009.Cricketer_bares_all_in_campaign  \n",
       "5707614                                                                                                    http://www.citizen-series.co.uk/uk_national_entertainment/3200419.June_launches_women_s_politics_site  \n",
       "5707877                                                                                                     http://www.citizen-series.co.uk/uk_national_entertainment/3785531.Katona_slurs_words_in_TV_interview  \n",
       "5708260                                                                                                                http://www.citizen-series.co.uk/uk_national_news/3639603.Cameron_says_troops_get_raw_deal  \n",
       "5708332                                                                                                              http://www.citizen-series.co.uk/uk_national_news/3575844.Hospitals_hit_back_over_pest_cases  \n",
       "5708553                                                                                                              http://www.citizen-series.co.uk/uk_national_sport/3634217.Pietersen_relishes_tourists__pain  \n",
       "5708564                                                                                                              http://www.citizen-series.co.uk/uk_national_sport/3635535.Wright_Phillips_inspires_City_win  \n",
       "5709027                                                                                                                       http://www.citizen-series.co.uk/uk_national_sport/3591784.Silva_staying___Valencia  \n",
       "5710025                                                                                                             http://www.citizen-series.co.uk/uk_national_news/3206750.Tories_attack__U_turn__over_victims  \n",
       "5710645                                                                                                                      http://www.citizen-series.co.uk/uk_national_sport/3625735.Sunderland_sign_Ferdinand  \n",
       "5711418                                                                                                           http://www.citizen-series.co.uk/uk_national_sport/3792419.Alonso_strike_ends_Blues_home_record  \n",
       "5711435                                                                                                     http://www.citizen-series.co.uk/uk_national_entertainment/3678148.Kate_enjoys_Best_Friend_s_premiere  \n",
       "5711615                                                                                                                    http://www.citizen-series.co.uk/uk_national_sport/3794962.Ireland_lose_epic_encounter  \n",
       "5712491                                                                                                                  http://www.citizen-series.co.uk/uk_national_sport/3770948.Tigers_too_strong_for_Treviso  \n",
       "5712664                                                                                                                   http://www.citizen-series.co.uk/uk_national_sport/3648770.Murray_enjoying_centre_stage  \n",
       "5713298                                                                                                    http://www.citizen-series.co.uk/uk_national_entertainment/3582885.Tom_Jones_eager_for_duet_with_Duffy  \n",
       "\n",
       "[18200 rows x 2 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tdf = df[df.url.str.contains('citizen-series.co.uk') == True][['sourceName', 'url']]\n",
    "tdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "sourceName\n",
       "Bishop's Stortford Citizen    17976\n",
       "Harlow Citizen                  224\n",
       "dtype: int64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tdf.groupby('sourceName').size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "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>sourceName</th>\n",
       "      <th>url</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>29276</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/harlownews/3592089.HARLOW___Daring_Dad__winner_set_to_face_up_to_lions</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39434</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/stortfordnews/3575257.Burnt_out_family_rebuild_their_lives</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76249</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/leisure/highlights/3683459.Players_to_stage_Thespis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123409</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/sport/stortfordsport/3860196.BSRC_members_produce_strong_performance_at_St_Neots</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155900</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/stortfordnews/3695513.BISHOP_S_STORTFORD__Home_prepares_for_special_week</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174394</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/stortfordnews/3714318.BISHOP_S_STORTFORD__Milkman_robbed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223374</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/sport/stortfordsport/3731064.Hooker_makes_it_a_Great_run_in_Newcastle</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251042</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/sport/stortfordsport/3872027.Hayes_parts_company_with_Blues</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256312</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/sport/stortfordsport/3834732.Blues_boss_happy_to_take_a_break</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259108</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/sport/stortfordsport/3568747.Woffinden_leads_Rockets_to_King_s_Lynn_victory</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>261024</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/sport/stortfordsport/3798922.Local_racer_backs_national_Go_Motorsport_Campaign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275858</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/harlownews/3546968.Young_dancers_ready_to_show_off_their_skills</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>329792</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/stortfordnews/3682579.BISHOP_S_STORTFORD__Reprieve_for_threatened_post_office_</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>424713</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/bizarre/646306.Richard_and_Judy_meat_their_maker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>453010</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/sport/stortfordsport/3938008.Late_Mason_strike_earns_Blues_vital_win</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455200</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/sport/stortfordsport/3228232.Stort_in_second_after_a_fine_win</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>488860</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/stortfordnews/3825644.STANSTED__Lead_campaigner_against_airport_expansion_dies</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>502575</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/sport/stortfordsport/3205839.Tai_can_t_guide_Rockets_to_victory</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>545507</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/leisure/highlights/3650211.Open_doors__eyes_and_minds</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>564826</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/stortfordnews/3682722.Award_for_long_serving_firefighter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>570381</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/sport/stortfordsport/3836713.Stortford_produce_great_fightback_to_see_off_Tring</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>576098</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/leisure/columnists/3763912.House_Directory_Q_A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>662764</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/stortfordnews/3567490.BISHOP_S_STORTFORD__Torrential_downpour_causes_motorway_chaos</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>681706</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/stortfordnews/3673339.BISHOP_S_STORTFORD__Wife_pays_tribute_to__real_gentleman__husband</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>686812</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/stortfordnews/3198321.Airport_terminal_extension_opens_with_only_minor_hitch</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>702444</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/stortfordnews/3755080.Many_migrant_workers__want_to_learn_</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>704771</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/harlownews/3203068.HARLOW__Eleven_arrested_in_dawn_raids</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>734961</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/stortfordnews/3683283.River_set_for_clean_up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>753016</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/sport/stortfordsport/3790569.Hammers_youngster_joins_the_Blues</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>761434</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/stortfordnews/3654296.BISHOP_S_STORTFORD__Schools_merger_to_be_discussed_at_meeting_</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4878235</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/sport/stortfordsport/3551590.Stortford_ease_to_win_over_Harpenden</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4891505</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/sport/stortfordsport/3833676.Running_Club_members_out_in_force_over_the_weekend</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4894139</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/sport/stortfordsport/3813350.Day_to_forget_for_Hayes_as_Moss_double_seals_Town_win</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4898991</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/leisure/highlights/3650238.The_RIB_s_ride_of_a_lifetime</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4922271</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/sport/stortfordsport/3653636.Stortford_finish_season_as_runners_up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4925148</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/stortfordnews/3591523.Dispersal_order_planned_for_Anchor_Street_area</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4970526</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/harlownews/3194068.Mystery_body_idenitified_after_media_appeal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4975160</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/sport/stortfordsport/3753515.Close__but_not_close_enough_for_Rockets</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4992922</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/sport/stortfordsport/3205864.Former_club_captains_snatch_victory</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5025958</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/sport/stortfordsport/3958380.Rodgers_in_action_for_BSRC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5036405</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/stortfordnews/3722593.BISHOP_S_STORTFORD__Minimum_35_years_for_triple_killer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5041265</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/sport/stortfordsport/3711085.Harris_does_the_trick_as_Blues_stumble_into_next_round</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5057853</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/stortfordnews/3578186.BISHOP_S_STORTFORD__Beckham_football_academy_coming_to_town</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5184751</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/sport/stortfordsport/3713438.Running_Club_s_annual_school_challenge_proves_a_hit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5233627</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/stortfordnews/3571804.BISHOP_S_STORTFORD__Tributes_to_wheelchair_river_plunge_man</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5273292</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/sport/stortfordsport/3733231.Stortford_take_heart_from_spirited_displays</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5354357</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/sport/stortfordsport/3608702.Woffinden_inspires_Rockets____fine_victory</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5382861</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/stortfordnews/3673795.EAST_HERTS__Lottery_grant_for_Royal_Naval_Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5402118</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/harlownews/3206119.HARLOW__Chance_to_wish_Nelson_Mandela_a_happy_birthday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5422105</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/sport/stortfordsport/3608692.Green_back_on_the_podium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5424622</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/sport/stortfordsport/3877863.Kyokushin_members_all_come_through_karate_grading</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5455619</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/harlownews/3659787.HARLOW__Woman_avoids_rush_hour_by_canoeing_to_work</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5475850</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/stortfordnews/3774725.Stab_threat_on_train_ends_in_prison_term</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5523949</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/stortfordnews/3665687.BISHOP_S_STORTFORD__Man_dies_after_Porsche_hits_tree</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5559575</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/stortfordnews/3698512.BISHOP_S_STORTFORD__Delay_over_schools_decision</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5594074</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/stortfordnews/3699145.HARLOW__Two_new_paramedics_take_to_the_road</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5598622</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/stortfordnews/3187766.Views_sought_on_traffic_problems</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5627611</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/sport/stortfordsport/3191114.Stortford_finish_mid_week_race_league_in_fifth</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5635186</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/harlownews/3226518.HARLOW__Fire_crews_tackle_chemist_blaze</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5704782</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/sport/stortfordsport/3636001.Mixed_week_for_the_Rockets</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>224 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             sourceName  \\\n",
       "29276    Harlow Citizen   \n",
       "39434    Harlow Citizen   \n",
       "76249    Harlow Citizen   \n",
       "123409   Harlow Citizen   \n",
       "155900   Harlow Citizen   \n",
       "174394   Harlow Citizen   \n",
       "223374   Harlow Citizen   \n",
       "251042   Harlow Citizen   \n",
       "256312   Harlow Citizen   \n",
       "259108   Harlow Citizen   \n",
       "261024   Harlow Citizen   \n",
       "275858   Harlow Citizen   \n",
       "329792   Harlow Citizen   \n",
       "424713   Harlow Citizen   \n",
       "453010   Harlow Citizen   \n",
       "455200   Harlow Citizen   \n",
       "488860   Harlow Citizen   \n",
       "502575   Harlow Citizen   \n",
       "545507   Harlow Citizen   \n",
       "564826   Harlow Citizen   \n",
       "570381   Harlow Citizen   \n",
       "576098   Harlow Citizen   \n",
       "662764   Harlow Citizen   \n",
       "681706   Harlow Citizen   \n",
       "686812   Harlow Citizen   \n",
       "702444   Harlow Citizen   \n",
       "704771   Harlow Citizen   \n",
       "734961   Harlow Citizen   \n",
       "753016   Harlow Citizen   \n",
       "761434   Harlow Citizen   \n",
       "...                 ...   \n",
       "4878235  Harlow Citizen   \n",
       "4891505  Harlow Citizen   \n",
       "4894139  Harlow Citizen   \n",
       "4898991  Harlow Citizen   \n",
       "4922271  Harlow Citizen   \n",
       "4925148  Harlow Citizen   \n",
       "4970526  Harlow Citizen   \n",
       "4975160  Harlow Citizen   \n",
       "4992922  Harlow Citizen   \n",
       "5025958  Harlow Citizen   \n",
       "5036405  Harlow Citizen   \n",
       "5041265  Harlow Citizen   \n",
       "5057853  Harlow Citizen   \n",
       "5184751  Harlow Citizen   \n",
       "5233627  Harlow Citizen   \n",
       "5273292  Harlow Citizen   \n",
       "5354357  Harlow Citizen   \n",
       "5382861  Harlow Citizen   \n",
       "5402118  Harlow Citizen   \n",
       "5422105  Harlow Citizen   \n",
       "5424622  Harlow Citizen   \n",
       "5455619  Harlow Citizen   \n",
       "5475850  Harlow Citizen   \n",
       "5523949  Harlow Citizen   \n",
       "5559575  Harlow Citizen   \n",
       "5594074  Harlow Citizen   \n",
       "5598622  Harlow Citizen   \n",
       "5627611  Harlow Citizen   \n",
       "5635186  Harlow Citizen   \n",
       "5704782  Harlow Citizen   \n",
       "\n",
       "                                                                                                                                  url  \n",
       "29276                     http://www.citizen-series.co.uk/news/harlownews/3592089.HARLOW___Daring_Dad__winner_set_to_face_up_to_lions  \n",
       "39434                                 http://www.citizen-series.co.uk/news/stortfordnews/3575257.Burnt_out_family_rebuild_their_lives  \n",
       "76249                                             http://www.citizen-series.co.uk/leisure/highlights/3683459.Players_to_stage_Thespis  \n",
       "123409               http://www.citizen-series.co.uk/sport/stortfordsport/3860196.BSRC_members_produce_strong_performance_at_St_Neots  \n",
       "155900                  http://www.citizen-series.co.uk/news/stortfordnews/3695513.BISHOP_S_STORTFORD__Home_prepares_for_special_week  \n",
       "174394                                  http://www.citizen-series.co.uk/news/stortfordnews/3714318.BISHOP_S_STORTFORD__Milkman_robbed  \n",
       "223374                          http://www.citizen-series.co.uk/sport/stortfordsport/3731064.Hooker_makes_it_a_Great_run_in_Newcastle  \n",
       "251042                                    http://www.citizen-series.co.uk/sport/stortfordsport/3872027.Hayes_parts_company_with_Blues  \n",
       "256312                                  http://www.citizen-series.co.uk/sport/stortfordsport/3834732.Blues_boss_happy_to_take_a_break  \n",
       "259108                    http://www.citizen-series.co.uk/sport/stortfordsport/3568747.Woffinden_leads_Rockets_to_King_s_Lynn_victory  \n",
       "261024                 http://www.citizen-series.co.uk/sport/stortfordsport/3798922.Local_racer_backs_national_Go_Motorsport_Campaign  \n",
       "275858                           http://www.citizen-series.co.uk/news/harlownews/3546968.Young_dancers_ready_to_show_off_their_skills  \n",
       "329792            http://www.citizen-series.co.uk/news/stortfordnews/3682579.BISHOP_S_STORTFORD__Reprieve_for_threatened_post_office_  \n",
       "424713                                          http://www.citizen-series.co.uk/news/bizarre/646306.Richard_and_Judy_meat_their_maker  \n",
       "453010                           http://www.citizen-series.co.uk/sport/stortfordsport/3938008.Late_Mason_strike_earns_Blues_vital_win  \n",
       "455200                                  http://www.citizen-series.co.uk/sport/stortfordsport/3228232.Stort_in_second_after_a_fine_win  \n",
       "488860            http://www.citizen-series.co.uk/news/stortfordnews/3825644.STANSTED__Lead_campaigner_against_airport_expansion_dies  \n",
       "502575                                http://www.citizen-series.co.uk/sport/stortfordsport/3205839.Tai_can_t_guide_Rockets_to_victory  \n",
       "545507                                          http://www.citizen-series.co.uk/leisure/highlights/3650211.Open_doors__eyes_and_minds  \n",
       "564826                                  http://www.citizen-series.co.uk/news/stortfordnews/3682722.Award_for_long_serving_firefighter  \n",
       "570381                http://www.citizen-series.co.uk/sport/stortfordsport/3836713.Stortford_produce_great_fightback_to_see_off_Tring  \n",
       "576098                                                 http://www.citizen-series.co.uk/leisure/columnists/3763912.House_Directory_Q_A  \n",
       "662764       http://www.citizen-series.co.uk/news/stortfordnews/3567490.BISHOP_S_STORTFORD__Torrential_downpour_causes_motorway_chaos  \n",
       "681706   http://www.citizen-series.co.uk/news/stortfordnews/3673339.BISHOP_S_STORTFORD__Wife_pays_tribute_to__real_gentleman__husband  \n",
       "686812              http://www.citizen-series.co.uk/news/stortfordnews/3198321.Airport_terminal_extension_opens_with_only_minor_hitch  \n",
       "702444                                http://www.citizen-series.co.uk/news/stortfordnews/3755080.Many_migrant_workers__want_to_learn_  \n",
       "704771                                  http://www.citizen-series.co.uk/news/harlownews/3203068.HARLOW__Eleven_arrested_in_dawn_raids  \n",
       "734961                                              http://www.citizen-series.co.uk/news/stortfordnews/3683283.River_set_for_clean_up  \n",
       "753016                                 http://www.citizen-series.co.uk/sport/stortfordsport/3790569.Hammers_youngster_joins_the_Blues  \n",
       "761434      http://www.citizen-series.co.uk/news/stortfordnews/3654296.BISHOP_S_STORTFORD__Schools_merger_to_be_discussed_at_meeting_  \n",
       "...                                                                                                                               ...  \n",
       "4878235                             http://www.citizen-series.co.uk/sport/stortfordsport/3551590.Stortford_ease_to_win_over_Harpenden  \n",
       "4891505               http://www.citizen-series.co.uk/sport/stortfordsport/3833676.Running_Club_members_out_in_force_over_the_weekend  \n",
       "4894139            http://www.citizen-series.co.uk/sport/stortfordsport/3813350.Day_to_forget_for_Hayes_as_Moss_double_seals_Town_win  \n",
       "4898991                                       http://www.citizen-series.co.uk/leisure/highlights/3650238.The_RIB_s_ride_of_a_lifetime  \n",
       "4922271                            http://www.citizen-series.co.uk/sport/stortfordsport/3653636.Stortford_finish_season_as_runners_up  \n",
       "4925148                     http://www.citizen-series.co.uk/news/stortfordnews/3591523.Dispersal_order_planned_for_Anchor_Street_area  \n",
       "4970526                           http://www.citizen-series.co.uk/news/harlownews/3194068.Mystery_body_idenitified_after_media_appeal  \n",
       "4975160                          http://www.citizen-series.co.uk/sport/stortfordsport/3753515.Close__but_not_close_enough_for_Rockets  \n",
       "4992922                              http://www.citizen-series.co.uk/sport/stortfordsport/3205864.Former_club_captains_snatch_victory  \n",
       "5025958                                       http://www.citizen-series.co.uk/sport/stortfordsport/3958380.Rodgers_in_action_for_BSRC  \n",
       "5036405             http://www.citizen-series.co.uk/news/stortfordnews/3722593.BISHOP_S_STORTFORD__Minimum_35_years_for_triple_killer  \n",
       "5041265           http://www.citizen-series.co.uk/sport/stortfordsport/3711085.Harris_does_the_trick_as_Blues_stumble_into_next_round  \n",
       "5057853        http://www.citizen-series.co.uk/news/stortfordnews/3578186.BISHOP_S_STORTFORD__Beckham_football_academy_coming_to_town  \n",
       "5184751              http://www.citizen-series.co.uk/sport/stortfordsport/3713438.Running_Club_s_annual_school_challenge_proves_a_hit  \n",
       "5233627        http://www.citizen-series.co.uk/news/stortfordnews/3571804.BISHOP_S_STORTFORD__Tributes_to_wheelchair_river_plunge_man  \n",
       "5273292                      http://www.citizen-series.co.uk/sport/stortfordsport/3733231.Stortford_take_heart_from_spirited_displays  \n",
       "5354357                       http://www.citizen-series.co.uk/sport/stortfordsport/3608702.Woffinden_inspires_Rockets____fine_victory  \n",
       "5382861              http://www.citizen-series.co.uk/news/stortfordnews/3673795.EAST_HERTS__Lottery_grant_for_Royal_Naval_Association  \n",
       "5402118                http://www.citizen-series.co.uk/news/harlownews/3206119.HARLOW__Chance_to_wish_Nelson_Mandela_a_happy_birthday  \n",
       "5422105                                         http://www.citizen-series.co.uk/sport/stortfordsport/3608692.Green_back_on_the_podium  \n",
       "5424622                http://www.citizen-series.co.uk/sport/stortfordsport/3877863.Kyokushin_members_all_come_through_karate_grading  \n",
       "5455619                    http://www.citizen-series.co.uk/news/harlownews/3659787.HARLOW__Woman_avoids_rush_hour_by_canoeing_to_work  \n",
       "5475850                           http://www.citizen-series.co.uk/news/stortfordnews/3774725.Stab_threat_on_train_ends_in_prison_term  \n",
       "5523949               http://www.citizen-series.co.uk/news/stortfordnews/3665687.BISHOP_S_STORTFORD__Man_dies_after_Porsche_hits_tree  \n",
       "5559575                    http://www.citizen-series.co.uk/news/stortfordnews/3698512.BISHOP_S_STORTFORD__Delay_over_schools_decision  \n",
       "5594074                        http://www.citizen-series.co.uk/news/stortfordnews/3699145.HARLOW__Two_new_paramedics_take_to_the_road  \n",
       "5598622                                   http://www.citizen-series.co.uk/news/stortfordnews/3187766.Views_sought_on_traffic_problems  \n",
       "5627611                   http://www.citizen-series.co.uk/sport/stortfordsport/3191114.Stortford_finish_mid_week_race_league_in_fifth  \n",
       "5635186                               http://www.citizen-series.co.uk/news/harlownews/3226518.HARLOW__Fire_crews_tackle_chemist_blaze  \n",
       "5704782                                       http://www.citizen-series.co.uk/sport/stortfordsport/3636001.Mixed_week_for_the_Rockets  \n",
       "\n",
       "[224 rows x 2 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tdf[tdf.sourceName == 'Harlow Citizen']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": false
   },
   "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>sourceName</th>\n",
       "      <th>url</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Cheshire Online</td>\n",
       "      <td>http://iccheshireonline.icnetwork.co.uk/0100news/0300nationalnews//tm_headline=cheques-to-be-phased-out-by-2018%26method=full%26objectid=25408557%26siteid=50020-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>IC Newcastle</td>\n",
       "      <td>http://icnewcastle.icnetwork.co.uk/sundaysun/ukandworld/tm_headline=smith-under-pay-row-pressure%26method=full%26objectid=20243484%26siteid=50081-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>South London Press</td>\n",
       "      <td>http://icsouthlondon.icnetwork.co.uk/southlondonpress/national/tm_headline=tories-to-move-on-after-cash-row%26method=full%26objectid=20415626%26siteid=106484-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>Liverpool Daily Post</td>\n",
       "      <td>http://icliverpool.icnetwork.co.uk/0100news/0300nationalnews/tm_headline=rice-holds-talks-on-afghanistan%26method=full%26objectid=20440402%26siteid=50061-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>Liverpool Daily Post</td>\n",
       "      <td>http://icliverpool.icnetwork.co.uk/0100news/0300nationalnews/tm_headline=police-worker-faces-secrets-charge%26method=full%26objectid=19115251%26siteid=50061-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>Cheshire Online</td>\n",
       "      <td>http://iccheshireonline.icnetwork.co.uk/0100news/sport//tm_headline=federer-turns-sw19-swot-for-semi%26method=full%26objectid=31329904%26siteid=50020-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>Liverpool Daily Post</td>\n",
       "      <td>http://icliverpool.icnetwork.co.uk/0100news/0300nationalnews/tm_headline=two-soldiers-killed-in-afghanistan%26method=full%26objectid=23750346%26siteid=50061-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>The Huddersfield Daily Examiner</td>\n",
       "      <td>http://ichuddersfield.icnetwork.co.uk/examiner/news/regional/tm_headline=163-400m-to-shape-schools-future%26method=full%26objectid=20110487%26siteid=50060-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256</th>\n",
       "      <td>Liverpool Daily Post</td>\n",
       "      <td>http://icliverpool.icnetwork.co.uk/0100news/0300nationalnews//tm_headline=police-lost-files-on-rape-suspect%26method=full%26objectid=24261740%26siteid=50061-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>Coventry Telegraph</td>\n",
       "      <td>http://iccoventry.icnetwork.co.uk/0100news/0200nationalnews/tm_headline=woman-and-passenger-killed-in-crash%26method=full%26objectid=19982398%26siteid=50003-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>Liverpool Daily Post</td>\n",
       "      <td>http://icliverpool.icnetwork.co.uk/0100news/0100regionalnews//tm_headline=power-cut-hits-liverpool-one%26method=full%26objectid=22770307%26siteid=50061-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>283</th>\n",
       "      <td>Cheshire Online</td>\n",
       "      <td>http://iccheshireonline.icnetwork.co.uk/0100news/sport//tm_headline=federer-full-of-praise-for-murray%26method=full%26objectid=23937520%26siteid=50020-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>Liverpool Daily Post</td>\n",
       "      <td>http://icliverpool.icnetwork.co.uk/0100news/0300nationalnews/tm_headline=deputy-pm-prescott-in-hospital%26method=full%26objectid=19237034%26siteid=50061-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>Liverpool Daily Post</td>\n",
       "      <td>http://icliverpool.icnetwork.co.uk/0100news/0300nationalnews/tm_headline=youths-tormented-car-blaze-mother%26method=full%26objectid=20015193%26siteid=50061-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311</th>\n",
       "      <td>IC Newcastle</td>\n",
       "      <td>http://icnewcastle.icnetwork.co.uk/0500business/commercialproperty/tm_headline=forging-ahead-with-%2Dpound%2D2%2D5m-estate-project%26method=full%26objectid=18918000%26siteid=109975-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>321</th>\n",
       "      <td>Cheshire Online</td>\n",
       "      <td>http://iccheshireonline.icnetwork.co.uk/0100news/0300nationalnews/tm_headline=doreen-lawrence-i-want-answers%26method=full%26objectid=33534649%26siteid=50020-name_page.html</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>340</th>\n",
       "      <td>Cheshire Online</td>\n",
       "      <td>http://iccheshireonline.icnetwork.co.uk/0100news/0300nationalnews/tm_headline=man-arrested-as-house-siege-ends%26method=full%26objectid=21528357%26siteid=50020-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>448</th>\n",
       "      <td>Cheshire Online</td>\n",
       "      <td>http://iccheshireonline.icnetwork.co.uk/0100news/0300nationalnews//tm_headline=more-infant-class-sizes-illegal%26method=full%26objectid=23615675%26siteid=50020-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>543</th>\n",
       "      <td>Cheshire Online</td>\n",
       "      <td>http://iccheshireonline.icnetwork.co.uk/0100news/0300nationalnews//tm_headline=tv-chef-admits-hare-coursing-charge%26method=full%26objectid=24578900%26siteid=50020-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>621</th>\n",
       "      <td>Liverpool Daily Post</td>\n",
       "      <td>http://icliverpool.icnetwork.co.uk/0100news/0300nationalnews//tm_headline=attempt-to-recover-crash-helicopter%26method=full%26objectid=23301489%26siteid=50061-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>623</th>\n",
       "      <td>Western Mail</td>\n",
       "      <td>http://icwales.icnetwork.co.uk/rugbynation/rugby-news/2008/05/08/challenges-mount-for-scarlets-job-91466-20877107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>686</th>\n",
       "      <td>IC Newcastle</td>\n",
       "      <td>http://icnewcastle.icnetwork.co.uk/0200sport/0100football/tm_headline=%2Dmake-fans-proud%2D%26method=full%26objectid=18802652%26siteid=50081-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>687</th>\n",
       "      <td>Liverpool Daily Post</td>\n",
       "      <td>http://icliverpool.icnetwork.co.uk/0100news/0100regionalnews/tm_headline=wirral-lib-dems-bid-for-new-party-unity%26method=full%26objectid=23454945%26siteid=50061-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>690</th>\n",
       "      <td>Western Mail</td>\n",
       "      <td>http://icwales.icnetwork.co.uk/footballnation/newport-county-fc/2008/01/02/five-star-display-by-county-91466-20304097</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>726</th>\n",
       "      <td>Western Mail</td>\n",
       "      <td>http://icwales.icnetwork.co.uk/news/uk-news/2008/01/21/diana-driver-samples-inconsistent-91466-20375961</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>741</th>\n",
       "      <td>IC Newcastle</td>\n",
       "      <td>http://icnewcastle.icnetwork.co.uk/sundaysun/ukandworld/tm_headline=rail-chief-sorry-for-travel-delays%26method=full%26objectid=20309480%26siteid=50081-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>758</th>\n",
       "      <td>Liverpool Daily Post</td>\n",
       "      <td>http://icliverpool.icnetwork.co.uk/0100news/0300nationalnews//tm_headline=brown-sentenced-for-rihanna-assault%26method=full%26objectid=24533813%26siteid=50061-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>857</th>\n",
       "      <td>Cheshire Online</td>\n",
       "      <td>http://iccheshireonline.icnetwork.co.uk/0100news/sport//tm_headline=bell-takes-renault-reins%26method=full%26objectid=24767348%26siteid=50020-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>882</th>\n",
       "      <td>Cheshire Online</td>\n",
       "      <td>http://iccheshireonline.icnetwork.co.uk/0100news/0300nationalnews//tm_headline=national-express-boss-set-to-quit%26method=full%26objectid=24039809%26siteid=50020-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>914</th>\n",
       "      <td>IC Newcastle</td>\n",
       "      <td>http://icnewcastle.icnetwork.co.uk/0200sport/rugby/tm_headline=england-face-wilkinson-wait%26method=full%26objectid=18707510%26siteid=50081-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712832</th>\n",
       "      <td>Cheshire Online</td>\n",
       "      <td>http://iccheshireonline.icnetwork.co.uk/0100news/0300nationalnews//tm_headline=worse-than-we-thought-darling%26method=full%26objectid=25356757%26siteid=50020-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712836</th>\n",
       "      <td>Coventry Telegraph</td>\n",
       "      <td>http://iccoventry.icnetwork.co.uk/0100news/0200nationalnews/tm_headline=international-action-day-on-burma%26method=full%26objectid=19905410%26siteid=50003-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712837</th>\n",
       "      <td>IC Newcastle</td>\n",
       "      <td>http://icnewcastle.icnetwork.co.uk/sundaysun/ukandworld/tm_headline=banks-face-oft-overdraft-test-case%26method=full%26objectid=19527127%26siteid=50081-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712891</th>\n",
       "      <td>Cheshire Online</td>\n",
       "      <td>http://iccheshireonline.icnetwork.co.uk/0100news/0300nationalnews/tm_headline=bikers-join-search-for-missing-girl%26method=full%26objectid=19093681%26siteid=50020-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712908</th>\n",
       "      <td>Western Mail</td>\n",
       "      <td>http://icwales.icnetwork.co.uk/news/uk-news/2008/04/03/poll-shows-2012-games-apathy-91466-20712430</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712911</th>\n",
       "      <td>Liverpool Echo</td>\n",
       "      <td>http://icliverpool.icnetwork.co.uk/0200sport/roundup//tm_headline=mcilroy-and-karlsson-share-lead%26method=full%26objectid=30206416%26siteid=50061-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712951</th>\n",
       "      <td>Cheshire Online</td>\n",
       "      <td>http://iccheshireonline.icnetwork.co.uk/0100news/0100regionalnews/tm_headline=acid-spill-causes-chaos-on-m53%26method=full%26objectid=19742889%26siteid=50061-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712964</th>\n",
       "      <td>Western Mail</td>\n",
       "      <td>http://icwales.icnetwork.co.uk/sports/live-sport-reports/2007/11/04/rose-claims-famous-double-91466-20060572</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712968</th>\n",
       "      <td>Liverpool Daily Post</td>\n",
       "      <td>http://icliverpool.icnetwork.co.uk/0100news/0100regionalnews/tm_headline=virus-wipes-out-up-to-90-of-merseyside-8217-s-red-squirrel-reserve%26method=full%26objectid=22080061%26siteid=50061-name_pa...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713022</th>\n",
       "      <td>Liverpool Daily Post</td>\n",
       "      <td>http://icliverpool.icnetwork.co.uk/0100news/0100regionalnews/tm_headline=human-eggs-frozen-for-the-first-time%26method=full%26objectid=19542666%26siteid=50061-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713036</th>\n",
       "      <td>Cheshire Online</td>\n",
       "      <td>http://iccheshireonline.icnetwork.co.uk/0100news/sport/tm_headline=ronaldo-set-for-surgery%26method=full%26objectid=21219306%26siteid=50020-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713038</th>\n",
       "      <td>Liverpool Echo</td>\n",
       "      <td>http://icliverpool.icnetwork.co.uk/0200sport/roundup//tm_headline=terry-english-football-is-thriving%26method=full%26objectid=30544182%26siteid=50061-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713042</th>\n",
       "      <td>IC Newcastle</td>\n",
       "      <td>http://icnewcastle.icnetwork.co.uk/0200sport/sportlatest/tm_headline=lehmann-s-call-on-his-arsenal-future%26method=full%26objectid=20294943%26siteid=50081-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713064</th>\n",
       "      <td>Coventry Telegraph</td>\n",
       "      <td>http://iccoventry.icnetwork.co.uk/0100news/0100localnews/tm_headline=cruise-control-driver-jailed%26method=full%26objectid=19333371%26siteid=50003-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713076</th>\n",
       "      <td>Cheshire Online</td>\n",
       "      <td>http://iccheshireonline.icnetwork.co.uk/0100news/sport//tm_headline=cook-rescues-england%26method=full%26objectid=25355504%26siteid=50020-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713133</th>\n",
       "      <td>Western Mail</td>\n",
       "      <td>http://icwales.icnetwork.co.uk/sports/live-sport-reports/2007/11/19/grand-plans-propel-dubai-s-status-91466-20128433</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713135</th>\n",
       "      <td>Western Mail</td>\n",
       "      <td>http://icwales.icnetwork.co.uk/sports/boxing-news/2007/10/24/boxing-olympic-dream-for-brits-91466-19998102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713138</th>\n",
       "      <td>Cheshire Online</td>\n",
       "      <td>http://iccheshireonline.icnetwork.co.uk/0100news/0100regionalnews/tm_headline=courts-speed-up-youth-offender-procedures%26method=full%26objectid=21107365%26siteid=50020-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713160</th>\n",
       "      <td>Cheshire Online</td>\n",
       "      <td>http://iccheshireonline.icnetwork.co.uk/0100news/sport//tm_headline=victory-for-murray%26method=full%26objectid=25263731%26siteid=50020-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713161</th>\n",
       "      <td>South London Press</td>\n",
       "      <td>http://icsouthlondon.icnetwork.co.uk/southlondonpress/national/tm_headline=radical-sect-controls-600-mosques%26method=full%26objectid=19748346%26siteid=106484-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713166</th>\n",
       "      <td>The Reading Chronicle</td>\n",
       "      <td>http://icberkshire.icnetwork.co.uk/chronicle/headlines/tm_headline=business-as-usual-despite-deadly-bird-flu-outbreak%26method=full%26objectid=20111020%26siteid=50102-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713184</th>\n",
       "      <td>Cheshire Online</td>\n",
       "      <td>http://iccheshireonline.icnetwork.co.uk/0100news/0300nationalnews//tm_headline=man-in-court-over-jockey-murders%26method=full%26objectid=25265441%26siteid=50020-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713208</th>\n",
       "      <td>Cheshire Online</td>\n",
       "      <td>http://iccheshireonline.icnetwork.co.uk/0100news/0300nationalnews/tm_headline=pm-accused-of-grubby-deal-making%26method=full%26objectid=21218606%26siteid=50020-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713244</th>\n",
       "      <td>Western Mail</td>\n",
       "      <td>http://icwales.icnetwork.co.uk/sports/live-sport-reports/2007/11/01/wenger-no-problem-with-gilberto-91466-20043426</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713277</th>\n",
       "      <td>Cheshire Online</td>\n",
       "      <td>http://iccheshireonline.icnetwork.co.uk/0100news/0300nationalnews//tm_headline=bank-holds-interest-rates-at-0-5%26method=full%26objectid=23789986%26siteid=50020-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713294</th>\n",
       "      <td>Ormskirk Advertiser</td>\n",
       "      <td>http://icseftonandwestlancs.icnetwork.co.uk/icormskirk/news/tm_headline=heartbreak-as-haskayne-teenager-peter-roche-dies%26method=full%26objectid=20039777%26siteid=60252-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713303</th>\n",
       "      <td>South London Press</td>\n",
       "      <td>http://icsouthlondon.icnetwork.co.uk/0100news/0200southlondonheadlines/tm_headline=heart-op-teen-wins-princess-plaudits%26method=full%26objectid=20167030%26siteid=50100-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713328</th>\n",
       "      <td>Western Mail</td>\n",
       "      <td>http://icwales.icnetwork.co.uk/0100news/0200wales/tm_headline=killer-drugs-on-streets-warning%26method=full%26objectid=19676357%26siteid=50082-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713344</th>\n",
       "      <td>Liverpool Daily Post</td>\n",
       "      <td>http://icliverpool.icnetwork.co.uk/0100news/0300nationalnews/tm_headline=agony-as-paedophile-remains-silent%26method=full%26objectid=24834297%26siteid=50061-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713348</th>\n",
       "      <td>Cheshire Online</td>\n",
       "      <td>http://iccheshireonline.icnetwork.co.uk/0100news/0100regionalnews/tm_headline=booze-busters-planned-for-borough%26method=full%26objectid=21059771%26siteid=50020-name_page.htm</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>193433 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                              sourceName  \\\n",
       "17                       Cheshire Online   \n",
       "36                          IC Newcastle   \n",
       "102                   South London Press   \n",
       "109                 Liverpool Daily Post   \n",
       "156                 Liverpool Daily Post   \n",
       "203                      Cheshire Online   \n",
       "230                 Liverpool Daily Post   \n",
       "234      The Huddersfield Daily Examiner   \n",
       "256                 Liverpool Daily Post   \n",
       "270                   Coventry Telegraph   \n",
       "277                 Liverpool Daily Post   \n",
       "283                      Cheshire Online   \n",
       "288                 Liverpool Daily Post   \n",
       "296                 Liverpool Daily Post   \n",
       "311                         IC Newcastle   \n",
       "321                     Cheshire Online    \n",
       "340                      Cheshire Online   \n",
       "448                      Cheshire Online   \n",
       "543                      Cheshire Online   \n",
       "621                 Liverpool Daily Post   \n",
       "623                         Western Mail   \n",
       "686                         IC Newcastle   \n",
       "687                 Liverpool Daily Post   \n",
       "690                         Western Mail   \n",
       "726                         Western Mail   \n",
       "741                         IC Newcastle   \n",
       "758                 Liverpool Daily Post   \n",
       "857                      Cheshire Online   \n",
       "882                      Cheshire Online   \n",
       "914                         IC Newcastle   \n",
       "...                                  ...   \n",
       "5712832                  Cheshire Online   \n",
       "5712836               Coventry Telegraph   \n",
       "5712837                     IC Newcastle   \n",
       "5712891                  Cheshire Online   \n",
       "5712908                     Western Mail   \n",
       "5712911                   Liverpool Echo   \n",
       "5712951                  Cheshire Online   \n",
       "5712964                     Western Mail   \n",
       "5712968             Liverpool Daily Post   \n",
       "5713022             Liverpool Daily Post   \n",
       "5713036                  Cheshire Online   \n",
       "5713038                   Liverpool Echo   \n",
       "5713042                     IC Newcastle   \n",
       "5713064               Coventry Telegraph   \n",
       "5713076                  Cheshire Online   \n",
       "5713133                     Western Mail   \n",
       "5713135                     Western Mail   \n",
       "5713138                  Cheshire Online   \n",
       "5713160                  Cheshire Online   \n",
       "5713161               South London Press   \n",
       "5713166            The Reading Chronicle   \n",
       "5713184                  Cheshire Online   \n",
       "5713208                  Cheshire Online   \n",
       "5713244                     Western Mail   \n",
       "5713277                  Cheshire Online   \n",
       "5713294              Ormskirk Advertiser   \n",
       "5713303               South London Press   \n",
       "5713328                     Western Mail   \n",
       "5713344             Liverpool Daily Post   \n",
       "5713348                  Cheshire Online   \n",
       "\n",
       "                                                                                                                                                                                                             url  \n",
       "17                                http://iccheshireonline.icnetwork.co.uk/0100news/0300nationalnews//tm_headline=cheques-to-be-phased-out-by-2018%26method=full%26objectid=25408557%26siteid=50020-name_page.htm  \n",
       "36                                               http://icnewcastle.icnetwork.co.uk/sundaysun/ukandworld/tm_headline=smith-under-pay-row-pressure%26method=full%26objectid=20243484%26siteid=50081-name_page.htm  \n",
       "102                                  http://icsouthlondon.icnetwork.co.uk/southlondonpress/national/tm_headline=tories-to-move-on-after-cash-row%26method=full%26objectid=20415626%26siteid=106484-name_page.htm  \n",
       "109                                      http://icliverpool.icnetwork.co.uk/0100news/0300nationalnews/tm_headline=rice-holds-talks-on-afghanistan%26method=full%26objectid=20440402%26siteid=50061-name_page.htm  \n",
       "156                                   http://icliverpool.icnetwork.co.uk/0100news/0300nationalnews/tm_headline=police-worker-faces-secrets-charge%26method=full%26objectid=19115251%26siteid=50061-name_page.htm  \n",
       "203                                          http://iccheshireonline.icnetwork.co.uk/0100news/sport//tm_headline=federer-turns-sw19-swot-for-semi%26method=full%26objectid=31329904%26siteid=50020-name_page.htm  \n",
       "230                                   http://icliverpool.icnetwork.co.uk/0100news/0300nationalnews/tm_headline=two-soldiers-killed-in-afghanistan%26method=full%26objectid=23750346%26siteid=50061-name_page.htm  \n",
       "234                                     http://ichuddersfield.icnetwork.co.uk/examiner/news/regional/tm_headline=163-400m-to-shape-schools-future%26method=full%26objectid=20110487%26siteid=50060-name_page.htm  \n",
       "256                                   http://icliverpool.icnetwork.co.uk/0100news/0300nationalnews//tm_headline=police-lost-files-on-rape-suspect%26method=full%26objectid=24261740%26siteid=50061-name_page.htm  \n",
       "270                                   http://iccoventry.icnetwork.co.uk/0100news/0200nationalnews/tm_headline=woman-and-passenger-killed-in-crash%26method=full%26objectid=19982398%26siteid=50003-name_page.htm  \n",
       "277                                        http://icliverpool.icnetwork.co.uk/0100news/0100regionalnews//tm_headline=power-cut-hits-liverpool-one%26method=full%26objectid=22770307%26siteid=50061-name_page.htm  \n",
       "283                                         http://iccheshireonline.icnetwork.co.uk/0100news/sport//tm_headline=federer-full-of-praise-for-murray%26method=full%26objectid=23937520%26siteid=50020-name_page.htm  \n",
       "288                                       http://icliverpool.icnetwork.co.uk/0100news/0300nationalnews/tm_headline=deputy-pm-prescott-in-hospital%26method=full%26objectid=19237034%26siteid=50061-name_page.htm  \n",
       "296                                    http://icliverpool.icnetwork.co.uk/0100news/0300nationalnews/tm_headline=youths-tormented-car-blaze-mother%26method=full%26objectid=20015193%26siteid=50061-name_page.htm  \n",
       "311           http://icnewcastle.icnetwork.co.uk/0500business/commercialproperty/tm_headline=forging-ahead-with-%2Dpound%2D2%2D5m-estate-project%26method=full%26objectid=18918000%26siteid=109975-name_page.htm  \n",
       "321                                 http://iccheshireonline.icnetwork.co.uk/0100news/0300nationalnews/tm_headline=doreen-lawrence-i-want-answers%26method=full%26objectid=33534649%26siteid=50020-name_page.html  \n",
       "340                                http://iccheshireonline.icnetwork.co.uk/0100news/0300nationalnews/tm_headline=man-arrested-as-house-siege-ends%26method=full%26objectid=21528357%26siteid=50020-name_page.htm  \n",
       "448                                http://iccheshireonline.icnetwork.co.uk/0100news/0300nationalnews//tm_headline=more-infant-class-sizes-illegal%26method=full%26objectid=23615675%26siteid=50020-name_page.htm  \n",
       "543                            http://iccheshireonline.icnetwork.co.uk/0100news/0300nationalnews//tm_headline=tv-chef-admits-hare-coursing-charge%26method=full%26objectid=24578900%26siteid=50020-name_page.htm  \n",
       "621                                 http://icliverpool.icnetwork.co.uk/0100news/0300nationalnews//tm_headline=attempt-to-recover-crash-helicopter%26method=full%26objectid=23301489%26siteid=50061-name_page.htm  \n",
       "623                                                                                            http://icwales.icnetwork.co.uk/rugbynation/rugby-news/2008/05/08/challenges-mount-for-scarlets-job-91466-20877107  \n",
       "686                                                   http://icnewcastle.icnetwork.co.uk/0200sport/0100football/tm_headline=%2Dmake-fans-proud%2D%26method=full%26objectid=18802652%26siteid=50081-name_page.htm  \n",
       "687                              http://icliverpool.icnetwork.co.uk/0100news/0100regionalnews/tm_headline=wirral-lib-dems-bid-for-new-party-unity%26method=full%26objectid=23454945%26siteid=50061-name_page.htm  \n",
       "690                                                                                        http://icwales.icnetwork.co.uk/footballnation/newport-county-fc/2008/01/02/five-star-display-by-county-91466-20304097  \n",
       "726                                                                                                      http://icwales.icnetwork.co.uk/news/uk-news/2008/01/21/diana-driver-samples-inconsistent-91466-20375961  \n",
       "741                                        http://icnewcastle.icnetwork.co.uk/sundaysun/ukandworld/tm_headline=rail-chief-sorry-for-travel-delays%26method=full%26objectid=20309480%26siteid=50081-name_page.htm  \n",
       "758                                 http://icliverpool.icnetwork.co.uk/0100news/0300nationalnews//tm_headline=brown-sentenced-for-rihanna-assault%26method=full%26objectid=24533813%26siteid=50061-name_page.htm  \n",
       "857                                                  http://iccheshireonline.icnetwork.co.uk/0100news/sport//tm_headline=bell-takes-renault-reins%26method=full%26objectid=24767348%26siteid=50020-name_page.htm  \n",
       "882                              http://iccheshireonline.icnetwork.co.uk/0100news/0300nationalnews//tm_headline=national-express-boss-set-to-quit%26method=full%26objectid=24039809%26siteid=50020-name_page.htm  \n",
       "914                                                    http://icnewcastle.icnetwork.co.uk/0200sport/rugby/tm_headline=england-face-wilkinson-wait%26method=full%26objectid=18707510%26siteid=50081-name_page.htm  \n",
       "...                                                                                                                                                                                                          ...  \n",
       "5712832                              http://iccheshireonline.icnetwork.co.uk/0100news/0300nationalnews//tm_headline=worse-than-we-thought-darling%26method=full%26objectid=25356757%26siteid=50020-name_page.htm  \n",
       "5712836                                 http://iccoventry.icnetwork.co.uk/0100news/0200nationalnews/tm_headline=international-action-day-on-burma%26method=full%26objectid=19905410%26siteid=50003-name_page.htm  \n",
       "5712837                                    http://icnewcastle.icnetwork.co.uk/sundaysun/ukandworld/tm_headline=banks-face-oft-overdraft-test-case%26method=full%26objectid=19527127%26siteid=50081-name_page.htm  \n",
       "5712891                         http://iccheshireonline.icnetwork.co.uk/0100news/0300nationalnews/tm_headline=bikers-join-search-for-missing-girl%26method=full%26objectid=19093681%26siteid=50020-name_page.htm  \n",
       "5712908                                                                                                       http://icwales.icnetwork.co.uk/news/uk-news/2008/04/03/poll-shows-2012-games-apathy-91466-20712430  \n",
       "5712911                                         http://icliverpool.icnetwork.co.uk/0200sport/roundup//tm_headline=mcilroy-and-karlsson-share-lead%26method=full%26objectid=30206416%26siteid=50061-name_page.htm  \n",
       "5712951                              http://iccheshireonline.icnetwork.co.uk/0100news/0100regionalnews/tm_headline=acid-spill-causes-chaos-on-m53%26method=full%26objectid=19742889%26siteid=50061-name_page.htm  \n",
       "5712964                                                                                             http://icwales.icnetwork.co.uk/sports/live-sport-reports/2007/11/04/rose-claims-famous-double-91466-20060572  \n",
       "5712968  http://icliverpool.icnetwork.co.uk/0100news/0100regionalnews/tm_headline=virus-wipes-out-up-to-90-of-merseyside-8217-s-red-squirrel-reserve%26method=full%26objectid=22080061%26siteid=50061-name_pa...  \n",
       "5713022                             http://icliverpool.icnetwork.co.uk/0100news/0100regionalnews/tm_headline=human-eggs-frozen-for-the-first-time%26method=full%26objectid=19542666%26siteid=50061-name_page.htm  \n",
       "5713036                                                http://iccheshireonline.icnetwork.co.uk/0100news/sport/tm_headline=ronaldo-set-for-surgery%26method=full%26objectid=21219306%26siteid=50020-name_page.htm  \n",
       "5713038                                      http://icliverpool.icnetwork.co.uk/0200sport/roundup//tm_headline=terry-english-football-is-thriving%26method=full%26objectid=30544182%26siteid=50061-name_page.htm  \n",
       "5713042                                 http://icnewcastle.icnetwork.co.uk/0200sport/sportlatest/tm_headline=lehmann-s-call-on-his-arsenal-future%26method=full%26objectid=20294943%26siteid=50081-name_page.htm  \n",
       "5713064                                         http://iccoventry.icnetwork.co.uk/0100news/0100localnews/tm_headline=cruise-control-driver-jailed%26method=full%26objectid=19333371%26siteid=50003-name_page.htm  \n",
       "5713076                                                  http://iccheshireonline.icnetwork.co.uk/0100news/sport//tm_headline=cook-rescues-england%26method=full%26objectid=25355504%26siteid=50020-name_page.htm  \n",
       "5713133                                                                                     http://icwales.icnetwork.co.uk/sports/live-sport-reports/2007/11/19/grand-plans-propel-dubai-s-status-91466-20128433  \n",
       "5713135                                                                                               http://icwales.icnetwork.co.uk/sports/boxing-news/2007/10/24/boxing-olympic-dream-for-brits-91466-19998102  \n",
       "5713138                   http://iccheshireonline.icnetwork.co.uk/0100news/0100regionalnews/tm_headline=courts-speed-up-youth-offender-procedures%26method=full%26objectid=21107365%26siteid=50020-name_page.htm  \n",
       "5713160                                                    http://iccheshireonline.icnetwork.co.uk/0100news/sport//tm_headline=victory-for-murray%26method=full%26objectid=25263731%26siteid=50020-name_page.htm  \n",
       "5713161                             http://icsouthlondon.icnetwork.co.uk/southlondonpress/national/tm_headline=radical-sect-controls-600-mosques%26method=full%26objectid=19748346%26siteid=106484-name_page.htm  \n",
       "5713166                     http://icberkshire.icnetwork.co.uk/chronicle/headlines/tm_headline=business-as-usual-despite-deadly-bird-flu-outbreak%26method=full%26objectid=20111020%26siteid=50102-name_page.htm  \n",
       "5713184                           http://iccheshireonline.icnetwork.co.uk/0100news/0300nationalnews//tm_headline=man-in-court-over-jockey-murders%26method=full%26objectid=25265441%26siteid=50020-name_page.htm  \n",
       "5713208                            http://iccheshireonline.icnetwork.co.uk/0100news/0300nationalnews/tm_headline=pm-accused-of-grubby-deal-making%26method=full%26objectid=21218606%26siteid=50020-name_page.htm  \n",
       "5713244                                                                                       http://icwales.icnetwork.co.uk/sports/live-sport-reports/2007/11/01/wenger-no-problem-with-gilberto-91466-20043426  \n",
       "5713277                           http://iccheshireonline.icnetwork.co.uk/0100news/0300nationalnews//tm_headline=bank-holds-interest-rates-at-0-5%26method=full%26objectid=23789986%26siteid=50020-name_page.htm  \n",
       "5713294                  http://icseftonandwestlancs.icnetwork.co.uk/icormskirk/news/tm_headline=heartbreak-as-haskayne-teenager-peter-roche-dies%26method=full%26objectid=20039777%26siteid=60252-name_page.htm  \n",
       "5713303                   http://icsouthlondon.icnetwork.co.uk/0100news/0200southlondonheadlines/tm_headline=heart-op-teen-wins-princess-plaudits%26method=full%26objectid=20167030%26siteid=50100-name_page.htm  \n",
       "5713328                                             http://icwales.icnetwork.co.uk/0100news/0200wales/tm_headline=killer-drugs-on-streets-warning%26method=full%26objectid=19676357%26siteid=50082-name_page.htm  \n",
       "5713344                               http://icliverpool.icnetwork.co.uk/0100news/0300nationalnews/tm_headline=agony-as-paedophile-remains-silent%26method=full%26objectid=24834297%26siteid=50061-name_page.htm  \n",
       "5713348                           http://iccheshireonline.icnetwork.co.uk/0100news/0100regionalnews/tm_headline=booze-busters-planned-for-borough%26method=full%26objectid=21059771%26siteid=50020-name_page.htm  \n",
       "\n",
       "[193433 rows x 2 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tdf = df[df.url.str.contains('icnetwork.co.uk') == True][['sourceName', 'url']]\n",
    "tdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sourceName</th>\n",
       "      <th>url</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Chingford Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/chingford/11206338.Speaking_Out__Debo_Adewumi_on_Nigeria_s_kidnapped_girls/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/rbnews/9795258.REDBRIDGE__Watchdog_removes_conditions_on_health_trust/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>415</th>\n",
       "      <td>Harlow Citizen and Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/10234355.World_prayer_day_to_be_marked_by_church/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.guardian-series.co.uk/uk_national_news/8962333.Ex_MP_Morley_prepares_for_jail/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>419</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.guardian-series.co.uk/uk_national_sport/6427155._Minor__ligament_damage_for_Rooney/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>491</th>\n",
       "      <td>Chingford Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/9124688.CHINGFORD__Library_holds_summer_art_shows</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493</th>\n",
       "      <td>Epping Forest Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/3724656.Man_accused_of_plotting_to_destroy_publishers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>590</th>\n",
       "      <td>Chingford Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/4584916.WALTHAM_FOREST__Three_guilty_of_role_in_transatlantic_bomb_plot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>786</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.guardian-series.co.uk/uk_national_news/8979376.Last_ditch_votes_bid_in_AV_campaign/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1048</th>\n",
       "      <td>Guardian Series</td>\n",
       "      <td>http://www.guardian-series.co.uk/uk_national_news/9506910.Manchester_worst_for_anti_Semitism/r/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1051</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.guardian-series.co.uk/uk_national_entertainment/8838141.Price_to_dance_for_Comic_Relief/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1209</th>\n",
       "      <td>Chingford Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/8872979.LOUGHTON__Firefighter_flies_to_New_Zealand</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1247</th>\n",
       "      <td>Chingford Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/8091792.SNARESBROOK__Young_musicians_put_through_paces</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1279</th>\n",
       "      <td>Guardian Series</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/10509620.Weed_infested_flower_beds_to_be_cleared_following_complaints/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1416</th>\n",
       "      <td>Epping Forest Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/3968624.WALTHAMSTOW__Suspicious_car_causes_shopping_centre_evacuation</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1461</th>\n",
       "      <td>Chingford Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/4037987.LEYTON__Former_Woolworths_store_bought_by_supermarket</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1546</th>\n",
       "      <td>Epping Forest Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/4698944.WALTHAM_FOREST__Council_opt_for__strong_leader_</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1664</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.guardian-series.co.uk/uk_national_news/8262973.Good_weather__makes_people_happy_/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1694</th>\n",
       "      <td>Waltham Forest Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/wfnews/9725878.CHINGFORD__Hoax_kidnap_call_triggers_helicopter_search/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1707</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.guardian-series.co.uk/uk_national_news/9001960.PM_beats_Becker_in_charity_match/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1897</th>\n",
       "      <td>Harlow Citizen and Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/11400792.MP_opens_newly_refurbished_post_office/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1981</th>\n",
       "      <td>Waltham Forest Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/wfnews/10376783.Woman_celebrates_105th_birthday/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2063</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.guardian-series.co.uk/uk_national_sport/7989469.McIlroy_takes_aim_at_Tiger_s_record/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2126</th>\n",
       "      <td>Epping Forest Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/3705835.WALTHAMSTOW__Residents_to_march_against_waste_plan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2228</th>\n",
       "      <td>Chingford Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/8238571.SOUTH_WOODFORD__Residents_make_speed_hump_plea_to_council</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2261</th>\n",
       "      <td>Epping Forest Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/4045640.WOODFORD_GRN__270_cannabis_plants_discovered_in_house</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2311</th>\n",
       "      <td>Epping Forest Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/4791502.WALTHAM_ABBEY__GP_struck_off_after_prescribing_slimming_pills_for_cash</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2405</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.guardian-series.co.uk/sport/4847304.ORIENT__Still_no_sign_of_sale_for_owner_Barry_Hearn/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2484</th>\n",
       "      <td>Chingford Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/8197414.WOODFORD_GREEN__Tenant_refusing_to_move_after_lease_expires</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2513</th>\n",
       "      <td>Guardian Series</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/11086584.Two_arrested_after_pub_brawl/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5711732</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.guardian-series.co.uk/uk_national_news/8180826.Becks_hails__amazing__Afghan_troops/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5711766</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/4861288.CHINGFORD__MP_set_to_issue_dossier_on_Government_s__family_failures_/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5711769</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.guardian-series.co.uk/uk_national_news/8886885.Britons__on_CCTV_70_times_a_day_/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5711848</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.guardian-series.co.uk/uk_national_news/8472069.Two_share___13_4m_rollover_jackpot/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712052</th>\n",
       "      <td>Epping Forest Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/efnews/10001020.WALTHAM_ABBEY__Elderly_homeowner_complains_of_bat_invasion</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712074</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.guardian-series.co.uk/uk_national_news/8105808.Tories_fight_massive__Clegg_bounce_/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712144</th>\n",
       "      <td>Guardian Series</td>\n",
       "      <td>http://www.guardian-series.co.uk/sport/9519678.Preview__Orient_v_Huddersfield/r/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712181</th>\n",
       "      <td>Epping Forest Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/3763964.An____amazing_woman____and_an____inspirational_pianist___</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712201</th>\n",
       "      <td>Epping Forest Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/3746060.LEYTONSTONE__Cool_summer_brings_banana_bonanza</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712294</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.guardian-series.co.uk/uk_national_news/5022230.Dissidents_blamed_over_court_bomb/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712296</th>\n",
       "      <td>Guardian Series</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/10970344.Train_services_suspended/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712374</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.guardian-series.co.uk/uk_national_entertainment/8094083.5_Live_slammed_over_Rage_swearing/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712424</th>\n",
       "      <td>Chingford Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/8991088.SOUTH_WOODFORD__St_George_s_day_celebrations</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712444</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.guardian-series.co.uk/uk_national_news/8278457.Dreamliner_plane_touches_down_in_UK/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712475</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/5000353.HIGHAMS_PARK__Plans_submitted_for_housing_development_on_car_park_site/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712668</th>\n",
       "      <td>Chingford Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/8863764.LOUGHTON__Badminton_group_seeks_players</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712701</th>\n",
       "      <td>Harlow Citizen and Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/11212495.Grandmother_sets_example_for_future_generations/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712704</th>\n",
       "      <td>Guardian Series</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/10966995.Hospital_settles_claim_after_girl_injected_with_glue/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712819</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.guardian-series.co.uk/uk_national_sport/8875326.Dzeko_double_inspires_City_victory/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712844</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.guardian-series.co.uk/uk_national_news/8966790.Sex_trafficking_victim_gets_damages/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712845</th>\n",
       "      <td>Chingford Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/5422078.WALTHAM_FOREST__Details_of_council_elections_announced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712857</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/rbnews/9275973.WOODFORD_GREEN__Pond_weed_cleared_by_local_family/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712933</th>\n",
       "      <td>Chingford Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/8342825.LOUGHTON__A_level_student_celebrates_another_year_of_full_marks</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712955</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.guardian-series.co.uk/sport/8724510.Orient_8_Droylsden_2___full_time_report/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712990</th>\n",
       "      <td>Chingford Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/8222072.BUCKHURST_HILL__Cub_scouts_visit_fire_station</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713032</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.guardian-series.co.uk/uk_national_sport/8843235.Heidfeld_handed_test_chance/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713073</th>\n",
       "      <td>Harlow Citizen and Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/10406159.Special_needs_teachers_meeting_at_dyslexia_centre/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713083</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/9057380.WALTHAMSTOW__Pedestrians_hit_by_bus/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713369</th>\n",
       "      <td>Chingford Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/5036474.WALTHAMSTOW__EMD_cinema_campaigners_frustrated_by_planning_decision_wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713380</th>\n",
       "      <td>Harlow Citizen and Guardian</td>\n",
       "      <td>http://www.guardian-series.co.uk/news/10511478.Nurses_ask_more_people_to_sign_up_to_walk_and_raise_vital_funds_for_hospice/?ref=rss</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>91419 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                          sourceName  \\\n",
       "8                 Chingford Guardian   \n",
       "144       Bishop's Stortford Citizen   \n",
       "415      Harlow Citizen and Guardian   \n",
       "416       Bishop's Stortford Citizen   \n",
       "419       Bishop's Stortford Citizen   \n",
       "491               Chingford Guardian   \n",
       "493           Epping Forest Guardian   \n",
       "590               Chingford Guardian   \n",
       "786       Bishop's Stortford Citizen   \n",
       "1048                 Guardian Series   \n",
       "1051      Bishop's Stortford Citizen   \n",
       "1209              Chingford Guardian   \n",
       "1247              Chingford Guardian   \n",
       "1279                 Guardian Series   \n",
       "1416          Epping Forest Guardian   \n",
       "1461              Chingford Guardian   \n",
       "1546          Epping Forest Guardian   \n",
       "1664      Bishop's Stortford Citizen   \n",
       "1694         Waltham Forest Guardian   \n",
       "1707      Bishop's Stortford Citizen   \n",
       "1897     Harlow Citizen and Guardian   \n",
       "1981         Waltham Forest Guardian   \n",
       "2063      Bishop's Stortford Citizen   \n",
       "2126          Epping Forest Guardian   \n",
       "2228              Chingford Guardian   \n",
       "2261          Epping Forest Guardian   \n",
       "2311          Epping Forest Guardian   \n",
       "2405      Bishop's Stortford Citizen   \n",
       "2484              Chingford Guardian   \n",
       "2513                 Guardian Series   \n",
       "...                              ...   \n",
       "5711732   Bishop's Stortford Citizen   \n",
       "5711766   Bishop's Stortford Citizen   \n",
       "5711769   Bishop's Stortford Citizen   \n",
       "5711848   Bishop's Stortford Citizen   \n",
       "5712052       Epping Forest Guardian   \n",
       "5712074   Bishop's Stortford Citizen   \n",
       "5712144              Guardian Series   \n",
       "5712181       Epping Forest Guardian   \n",
       "5712201       Epping Forest Guardian   \n",
       "5712294   Bishop's Stortford Citizen   \n",
       "5712296              Guardian Series   \n",
       "5712374   Bishop's Stortford Citizen   \n",
       "5712424           Chingford Guardian   \n",
       "5712444   Bishop's Stortford Citizen   \n",
       "5712475   Bishop's Stortford Citizen   \n",
       "5712668           Chingford Guardian   \n",
       "5712701  Harlow Citizen and Guardian   \n",
       "5712704              Guardian Series   \n",
       "5712819   Bishop's Stortford Citizen   \n",
       "5712844   Bishop's Stortford Citizen   \n",
       "5712845           Chingford Guardian   \n",
       "5712857   Bishop's Stortford Citizen   \n",
       "5712933           Chingford Guardian   \n",
       "5712955   Bishop's Stortford Citizen   \n",
       "5712990           Chingford Guardian   \n",
       "5713032   Bishop's Stortford Citizen   \n",
       "5713073  Harlow Citizen and Guardian   \n",
       "5713083   Bishop's Stortford Citizen   \n",
       "5713369           Chingford Guardian   \n",
       "5713380  Harlow Citizen and Guardian   \n",
       "\n",
       "                                                                                                                                         url  \n",
       "8                  http://www.guardian-series.co.uk/news/chingford/11206338.Speaking_Out__Debo_Adewumi_on_Nigeria_s_kidnapped_girls/?ref=rss  \n",
       "144                      http://www.guardian-series.co.uk/news/rbnews/9795258.REDBRIDGE__Watchdog_removes_conditions_on_health_trust/?ref=rs  \n",
       "415                                           http://www.guardian-series.co.uk/news/10234355.World_prayer_day_to_be_marked_by_church/?ref=rs  \n",
       "416                                         http://www.guardian-series.co.uk/uk_national_news/8962333.Ex_MP_Morley_prepares_for_jail/?ref=rs  \n",
       "419                                    http://www.guardian-series.co.uk/uk_national_sport/6427155._Minor__ligament_damage_for_Rooney/?ref=rs  \n",
       "491                                                  http://www.guardian-series.co.uk/news/9124688.CHINGFORD__Library_holds_summer_art_shows  \n",
       "493                                              http://www.guardian-series.co.uk/news/3724656.Man_accused_of_plotting_to_destroy_publishers  \n",
       "590                            http://www.guardian-series.co.uk/news/4584916.WALTHAM_FOREST__Three_guilty_of_role_in_transatlantic_bomb_plot  \n",
       "786                                    http://www.guardian-series.co.uk/uk_national_news/8979376.Last_ditch_votes_bid_in_AV_campaign/?ref=rs  \n",
       "1048                                  http://www.guardian-series.co.uk/uk_national_news/9506910.Manchester_worst_for_anti_Semitism/r/?ref=rs  \n",
       "1051                              http://www.guardian-series.co.uk/uk_national_entertainment/8838141.Price_to_dance_for_Comic_Relief/?ref=rs  \n",
       "1209                                                http://www.guardian-series.co.uk/news/8872979.LOUGHTON__Firefighter_flies_to_New_Zealand  \n",
       "1247                                            http://www.guardian-series.co.uk/news/8091792.SNARESBROOK__Young_musicians_put_through_paces  \n",
       "1279                    http://www.guardian-series.co.uk/news/10509620.Weed_infested_flower_beds_to_be_cleared_following_complaints/?ref=rss  \n",
       "1416                             http://www.guardian-series.co.uk/news/3968624.WALTHAMSTOW__Suspicious_car_causes_shopping_centre_evacuation  \n",
       "1461                                     http://www.guardian-series.co.uk/news/4037987.LEYTON__Former_Woolworths_store_bought_by_supermarket  \n",
       "1546                                           http://www.guardian-series.co.uk/news/4698944.WALTHAM_FOREST__Council_opt_for__strong_leader_  \n",
       "1664                                     http://www.guardian-series.co.uk/uk_national_news/8262973.Good_weather__makes_people_happy_/?ref=rs  \n",
       "1694                     http://www.guardian-series.co.uk/news/wfnews/9725878.CHINGFORD__Hoax_kidnap_call_triggers_helicopter_search/?ref=rs  \n",
       "1707                                      http://www.guardian-series.co.uk/uk_national_news/9001960.PM_beats_Becker_in_charity_match/?ref=rs  \n",
       "1897                                          http://www.guardian-series.co.uk/news/11400792.MP_opens_newly_refurbished_post_office/?ref=rss  \n",
       "1981                                           http://www.guardian-series.co.uk/news/wfnews/10376783.Woman_celebrates_105th_birthday/?ref=rs  \n",
       "2063                                  http://www.guardian-series.co.uk/uk_national_sport/7989469.McIlroy_takes_aim_at_Tiger_s_record/?ref=rs  \n",
       "2126                                        http://www.guardian-series.co.uk/news/3705835.WALTHAMSTOW__Residents_to_march_against_waste_plan  \n",
       "2228                                 http://www.guardian-series.co.uk/news/8238571.SOUTH_WOODFORD__Residents_make_speed_hump_plea_to_council  \n",
       "2261                                     http://www.guardian-series.co.uk/news/4045640.WOODFORD_GRN__270_cannabis_plants_discovered_in_house  \n",
       "2311                    http://www.guardian-series.co.uk/news/4791502.WALTHAM_ABBEY__GP_struck_off_after_prescribing_slimming_pills_for_cash  \n",
       "2405                              http://www.guardian-series.co.uk/sport/4847304.ORIENT__Still_no_sign_of_sale_for_owner_Barry_Hearn/?ref=rs  \n",
       "2484                               http://www.guardian-series.co.uk/news/8197414.WOODFORD_GREEN__Tenant_refusing_to_move_after_lease_expires  \n",
       "2513                                                    http://www.guardian-series.co.uk/news/11086584.Two_arrested_after_pub_brawl/?ref=rss  \n",
       "...                                                                                                                                      ...  \n",
       "5711732                                http://www.guardian-series.co.uk/uk_national_news/8180826.Becks_hails__amazing__Afghan_troops/?ref=rs  \n",
       "5711766           http://www.guardian-series.co.uk/news/4861288.CHINGFORD__MP_set_to_issue_dossier_on_Government_s__family_failures_/?ref=rs  \n",
       "5711769                                   http://www.guardian-series.co.uk/uk_national_news/8886885.Britons__on_CCTV_70_times_a_day_/?ref=rs  \n",
       "5711848                                 http://www.guardian-series.co.uk/uk_national_news/8472069.Two_share___13_4m_rollover_jackpot/?ref=rs  \n",
       "5712052                     http://www.guardian-series.co.uk/news/efnews/10001020.WALTHAM_ABBEY__Elderly_homeowner_complains_of_bat_invasion  \n",
       "5712074                                http://www.guardian-series.co.uk/uk_national_news/8105808.Tories_fight_massive__Clegg_bounce_/?ref=rs  \n",
       "5712144                                              http://www.guardian-series.co.uk/sport/9519678.Preview__Orient_v_Huddersfield/r/?ref=rs  \n",
       "5712181                              http://www.guardian-series.co.uk/news/3763964.An____amazing_woman____and_an____inspirational_pianist___  \n",
       "5712201                                         http://www.guardian-series.co.uk/news/3746060.LEYTONSTONE__Cool_summer_brings_banana_bonanza  \n",
       "5712294                                  http://www.guardian-series.co.uk/uk_national_news/5022230.Dissidents_blamed_over_court_bomb/?ref=rs  \n",
       "5712296                                                     http://www.guardian-series.co.uk/news/10970344.Train_services_suspended/?ref=rss  \n",
       "5712374                         http://www.guardian-series.co.uk/uk_national_entertainment/8094083.5_Live_slammed_over_Rage_swearing/?ref=rs  \n",
       "5712424                                           http://www.guardian-series.co.uk/news/8991088.SOUTH_WOODFORD__St_George_s_day_celebrations  \n",
       "5712444                                http://www.guardian-series.co.uk/uk_national_news/8278457.Dreamliner_plane_touches_down_in_UK/?ref=rs  \n",
       "5712475         http://www.guardian-series.co.uk/news/5000353.HIGHAMS_PARK__Plans_submitted_for_housing_development_on_car_park_site/?ref=rs  \n",
       "5712668                                                http://www.guardian-series.co.uk/news/8863764.LOUGHTON__Badminton_group_seeks_players  \n",
       "5712701                              http://www.guardian-series.co.uk/news/11212495.Grandmother_sets_example_for_future_generations/?ref=rss  \n",
       "5712704                         http://www.guardian-series.co.uk/news/10966995.Hospital_settles_claim_after_girl_injected_with_glue/?ref=rss  \n",
       "5712819                                http://www.guardian-series.co.uk/uk_national_sport/8875326.Dzeko_double_inspires_City_victory/?ref=rs  \n",
       "5712844                                http://www.guardian-series.co.uk/uk_national_news/8966790.Sex_trafficking_victim_gets_damages/?ref=rs  \n",
       "5712845                                 http://www.guardian-series.co.uk/news/5422078.WALTHAM_FOREST__Details_of_council_elections_announced  \n",
       "5712857                       http://www.guardian-series.co.uk/news/rbnews/9275973.WOODFORD_GREEN__Pond_weed_cleared_by_local_family/?ref=rs  \n",
       "5712933                        http://www.guardian-series.co.uk/news/8342825.LOUGHTON__A_level_student_celebrates_another_year_of_full_marks  \n",
       "5712955                                       http://www.guardian-series.co.uk/sport/8724510.Orient_8_Droylsden_2___full_time_report/?ref=rs  \n",
       "5712990                                          http://www.guardian-series.co.uk/news/8222072.BUCKHURST_HILL__Cub_scouts_visit_fire_station  \n",
       "5713032                                       http://www.guardian-series.co.uk/uk_national_sport/8843235.Heidfeld_handed_test_chance/?ref=rs  \n",
       "5713073                             http://www.guardian-series.co.uk/news/10406159.Special_needs_teachers_meeting_at_dyslexia_centre/?ref=rs  \n",
       "5713083                                            http://www.guardian-series.co.uk/news/9057380.WALTHAMSTOW__Pedestrians_hit_by_bus/?ref=rs  \n",
       "5713369               http://www.guardian-series.co.uk/news/5036474.WALTHAMSTOW__EMD_cinema_campaigners_frustrated_by_planning_decision_wait  \n",
       "5713380  http://www.guardian-series.co.uk/news/10511478.Nurses_ask_more_people_to_sign_up_to_walk_and_raise_vital_funds_for_hospice/?ref=rss  \n",
       "\n",
       "[91419 rows x 2 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tdf = df[df.url.str.contains('guardian-series.co.uk') == True][['sourceName', 'url']]\n",
    "tdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['BBC News Europe', 'BBC - Leicester News', 'BBC News - UK'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df.sourceName.str.contains('BBC')][['sourceName', 'url']].sourceName.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "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>sourceName</th>\n",
       "      <th>url</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>BBC News Europe</td>\n",
       "      <td>http://news.bbc.co.uk/2/hi/middle_east/6939223.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>BBC News Europe</td>\n",
       "      <td>http://news.bbc.co.uk/2/hi/south_asia/2228796.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>BBC News Europe</td>\n",
       "      <td>http://www.bbc.co.uk/news/world-europe-2308175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368</th>\n",
       "      <td>BBC News Europe</td>\n",
       "      <td>http://www.bbc.co.uk/news/uk-scotland-scotland-politics-26872480</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>429</th>\n",
       "      <td>BBC News Europe</td>\n",
       "      <td>http://www.bbc.co.uk/news/technology-2206453</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>441</th>\n",
       "      <td>BBC News Europe</td>\n",
       "      <td>http://www.bbc.co.uk/news/world-latin-america-1140095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>596</th>\n",
       "      <td>BBC News Europe</td>\n",
       "      <td>http://www.bbc.co.uk/news/uk-england-hereford-worcester-27530439</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>618</th>\n",
       "      <td>BBC News Europe</td>\n",
       "      <td>http://www.bbc.co.uk/news/uk-england-nottinghamshire-29378208</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>736</th>\n",
       "      <td>BBC News Europe</td>\n",
       "      <td>http://www.bbc.co.uk/news/world-us-canada-2008774</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>764</th>\n",
       "      <td>BBC News Europe</td>\n",
       "      <td>http://news.bbc.co.uk/2/hi/africa/6492961.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>895</th>\n",
       "      <td>BBC News Europe</td>\n",
       "      <td>http://www.bbc.co.uk/news/uk-northern-ireland-1784645</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>917</th>\n",
       "      <td>BBC News Europe</td>\n",
       "      <td>http://www.bbc.co.uk/news/world-africa-26642723</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>922</th>\n",
       "      <td>BBC News Europe</td>\n",
       "      <td>http://www.bbc.co.uk/news/entertainment-arts-22965151</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>963</th>\n",
       "      <td>BBC News Europe</td>\n",
       "      <td>http://news.bbc.co.uk/2/hi/uk_news/6400131.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1062</th>\n",
       "      <td>BBC News Europe</td>\n",
       "      <td>http://www.bbc.co.uk/news/uk-england-birmingham-27365047</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1063</th>\n",
       "      <td>BBC News Europe</td>\n",
       "      <td>http://www.bbc.co.uk/news/world-latin-america-18784061</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1085</th>\n",
       "      <td>BBC News Europe</td>\n",
       "      <td>http://www.bbc.co.uk/news/world-middle-east-25615087</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1147</th>\n",
       "      <td>BBC News Europe</td>\n",
       "      <td>http://news.bbc.co.uk/2/hi/entertainment/6559147.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1150</th>\n",
       "      <td>BBC News Europe</td>\n",
       "      <td>http://www.bbc.co.uk/news/world-asia-30316104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1233</th>\n",
       "      <td>BBC News Europe</td>\n",
       "      <td>http://www.bbc.co.uk/news/uk-scotland-glasgow-west-30209522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1254</th>\n",
       "      <td>BBC News Europe</td>\n",
       "      <td>http://news.bbc.co.uk/2/hi/business/6286920.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1257</th>\n",
       "      <td>BBC News Europe</td>\n",
       "      <td>http://news.bbc.co.uk/2/hi/health/7144090.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1311</th>\n",
       "      <td>BBC News Europe</td>\n",
       "      <td>http://www.bbc.co.uk/news/world-africa-2237811</td>\n",
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       "    <tr>\n",
       "      <th>1369</th>\n",
       "      <td>BBC News Europe</td>\n",
       "      <td>http://www.bbc.co.uk/news/uk-23894761</td>\n",
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       "    <tr>\n",
       "      <th>1547</th>\n",
       "      <td>BBC News Europe</td>\n",
       "      <td>http://www.bbc.co.uk/news/world-us-canada-23544090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1599</th>\n",
       "      <td>BBC News Europe</td>\n",
       "      <td>http://www.bbc.co.uk/news/uk-22927059</td>\n",
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       "    <tr>\n",
       "      <th>1607</th>\n",
       "      <td>BBC News Europe</td>\n",
       "      <td>http://www.bbc.co.uk/news/uk-northern-ireland-1837358</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1700</th>\n",
       "      <td>BBC News Europe</td>\n",
       "      <td>http://www.bbc.co.uk/news/technology-24775421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1714</th>\n",
       "      <td>BBC News Europe</td>\n",
       "      <td>http://www.bbc.co.uk/news/world-europe-26512949</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1734</th>\n",
       "      <td>BBC News Europe</td>\n",
       "      <td>http://news.bbc.co.uk/2/hi/south_asia/6755799.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5711736</th>\n",
       "      <td>BBC News Europe</td>\n",
       "      <td>http://news.bbc.co.uk/2/hi/business/6054754.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5711741</th>\n",
       "      <td>BBC News Europe</td>\n",
       "      <td>http://news.bbc.co.uk/2/hi/south_asia/7080355.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5711788</th>\n",
       "      <td>BBC News Europe</td>\n",
       "      <td>http://www.bbc.co.uk/news/world-asia-27002602</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5711935</th>\n",
       "      <td>BBC News Europe</td>\n",
       "      <td>http://news.bbc.co.uk/2/hi/business/6981097.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712164</th>\n",
       "      <td>BBC News Europe</td>\n",
       "      <td>http://news.bbc.co.uk/2/hi/south_asia/7095126.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712283</th>\n",
       "      <td>BBC News Europe</td>\n",
       "      <td>http://www.bbc.co.uk/news/uk-wales-politics-22873584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712293</th>\n",
       "      <td>BBC News Europe</td>\n",
       "      <td>http://www.bbc.co.uk/news/entertainment-arts-23713091</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712393</th>\n",
       "      <td>BBC News Europe</td>\n",
       "      <td>http://www.bbc.co.uk/news/business-29419253</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712419</th>\n",
       "      <td>BBC News Europe</td>\n",
       "      <td>http://news.bbc.co.uk/2/hi/south_asia/7079445.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712434</th>\n",
       "      <td>BBC News Europe</td>\n",
       "      <td>http://www.bbc.co.uk/news/world-middle-east-25773728</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712448</th>\n",
       "      <td>BBC News Europe</td>\n",
       "      <td>http://news.bbc.co.uk/2/hi/business/6957972.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712506</th>\n",
       "      <td>BBC News Europe</td>\n",
       "      <td>http://www.bbc.co.uk/news/uk-wales-south-east-wales-30259579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712508</th>\n",
       "      <td>BBC News Europe</td>\n",
       "      <td>http://www.bbc.co.uk/news/uk-england-manchester-25868934</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712538</th>\n",
       "      <td>BBC News Europe</td>\n",
       "      <td>http://news.bbc.co.uk/2/hi/africa/7090225.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712541</th>\n",
       "      <td>BBC News Europe</td>\n",
       "      <td>http://news.bbc.co.uk/2/hi/europe/6716183.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712659</th>\n",
       "      <td>BBC News Europe</td>\n",
       "      <td>http://www.bbc.co.uk/news/uk-england-hereford-worcester-2156477</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712670</th>\n",
       "      <td>BBC News Europe</td>\n",
       "      <td>http://www.bbc.co.uk/news/world-europe-1332782</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712681</th>\n",
       "      <td>BBC News Europe</td>\n",
       "      <td>http://www.bbc.co.uk/news/uk-england-cumbria-26919938</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712741</th>\n",
       "      <td>BBC News Europe</td>\n",
       "      <td>http://news.bbc.co.uk/2/hi/uk_news/7147971.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712744</th>\n",
       "      <td>BBC News Europe</td>\n",
       "      <td>http://www.bbc.co.uk/news/uk-england-stoke-staffordshire-27340350</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712785</th>\n",
       "      <td>BBC News Europe</td>\n",
       "      <td>http://news.bbc.co.uk/2/hi/middle_east/6223388.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712806</th>\n",
       "      <td>BBC News Europe</td>\n",
       "      <td>http://news.bbc.co.uk/2/hi/business/7154402.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712828</th>\n",
       "      <td>BBC News Europe</td>\n",
       "      <td>http://www.bbc.co.uk/news/world-latin-america-19246340</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712883</th>\n",
       "      <td>BBC News Europe</td>\n",
       "      <td>http://www.bbc.co.uk/news/uk-2279589</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712907</th>\n",
       "      <td>BBC News Europe</td>\n",
       "      <td>http://www.bbc.co.uk/news/world-us-canada-29990204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712913</th>\n",
       "      <td>BBC News Europe</td>\n",
       "      <td>http://www.bbc.co.uk/news/world-asia-2131321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712952</th>\n",
       "      <td>BBC News Europe</td>\n",
       "      <td>http://www.bbc.co.uk/news/uk-england-26856808</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712962</th>\n",
       "      <td>BBC News Europe</td>\n",
       "      <td>http://www.bbc.co.uk/news/uk-england-dorset-27535207</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713150</th>\n",
       "      <td>BBC News Europe</td>\n",
       "      <td>http://news.bbc.co.uk/2/hi/health/7084767.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713168</th>\n",
       "      <td>BBC News Europe</td>\n",
       "      <td>http://news.bbc.co.uk/2/hi/europe/6704669.st</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>109623 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              sourceName  \\\n",
       "180      BBC News Europe   \n",
       "227      BBC News Europe   \n",
       "263      BBC News Europe   \n",
       "368      BBC News Europe   \n",
       "429      BBC News Europe   \n",
       "441      BBC News Europe   \n",
       "596      BBC News Europe   \n",
       "618      BBC News Europe   \n",
       "736      BBC News Europe   \n",
       "764      BBC News Europe   \n",
       "895      BBC News Europe   \n",
       "917      BBC News Europe   \n",
       "922      BBC News Europe   \n",
       "963      BBC News Europe   \n",
       "1062     BBC News Europe   \n",
       "1063     BBC News Europe   \n",
       "1085     BBC News Europe   \n",
       "1147     BBC News Europe   \n",
       "1150     BBC News Europe   \n",
       "1233     BBC News Europe   \n",
       "1254     BBC News Europe   \n",
       "1257     BBC News Europe   \n",
       "1311     BBC News Europe   \n",
       "1369     BBC News Europe   \n",
       "1547     BBC News Europe   \n",
       "1599     BBC News Europe   \n",
       "1607     BBC News Europe   \n",
       "1700     BBC News Europe   \n",
       "1714     BBC News Europe   \n",
       "1734     BBC News Europe   \n",
       "...                  ...   \n",
       "5711736  BBC News Europe   \n",
       "5711741  BBC News Europe   \n",
       "5711788  BBC News Europe   \n",
       "5711935  BBC News Europe   \n",
       "5712164  BBC News Europe   \n",
       "5712283  BBC News Europe   \n",
       "5712293  BBC News Europe   \n",
       "5712393  BBC News Europe   \n",
       "5712419  BBC News Europe   \n",
       "5712434  BBC News Europe   \n",
       "5712448  BBC News Europe   \n",
       "5712506  BBC News Europe   \n",
       "5712508  BBC News Europe   \n",
       "5712538  BBC News Europe   \n",
       "5712541  BBC News Europe   \n",
       "5712659  BBC News Europe   \n",
       "5712670  BBC News Europe   \n",
       "5712681  BBC News Europe   \n",
       "5712741  BBC News Europe   \n",
       "5712744  BBC News Europe   \n",
       "5712785  BBC News Europe   \n",
       "5712806  BBC News Europe   \n",
       "5712828  BBC News Europe   \n",
       "5712883  BBC News Europe   \n",
       "5712907  BBC News Europe   \n",
       "5712913  BBC News Europe   \n",
       "5712952  BBC News Europe   \n",
       "5712962  BBC News Europe   \n",
       "5713150  BBC News Europe   \n",
       "5713168  BBC News Europe   \n",
       "\n",
       "                                                                       url  \n",
       "180                      http://news.bbc.co.uk/2/hi/middle_east/6939223.st  \n",
       "227                       http://news.bbc.co.uk/2/hi/south_asia/2228796.st  \n",
       "263                         http://www.bbc.co.uk/news/world-europe-2308175  \n",
       "368       http://www.bbc.co.uk/news/uk-scotland-scotland-politics-26872480  \n",
       "429                           http://www.bbc.co.uk/news/technology-2206453  \n",
       "441                  http://www.bbc.co.uk/news/world-latin-america-1140095  \n",
       "596       http://www.bbc.co.uk/news/uk-england-hereford-worcester-27530439  \n",
       "618          http://www.bbc.co.uk/news/uk-england-nottinghamshire-29378208  \n",
       "736                      http://www.bbc.co.uk/news/world-us-canada-2008774  \n",
       "764                           http://news.bbc.co.uk/2/hi/africa/6492961.st  \n",
       "895                  http://www.bbc.co.uk/news/uk-northern-ireland-1784645  \n",
       "917                        http://www.bbc.co.uk/news/world-africa-26642723  \n",
       "922                  http://www.bbc.co.uk/news/entertainment-arts-22965151  \n",
       "963                          http://news.bbc.co.uk/2/hi/uk_news/6400131.st  \n",
       "1062              http://www.bbc.co.uk/news/uk-england-birmingham-27365047  \n",
       "1063                http://www.bbc.co.uk/news/world-latin-america-18784061  \n",
       "1085                  http://www.bbc.co.uk/news/world-middle-east-25615087  \n",
       "1147                   http://news.bbc.co.uk/2/hi/entertainment/6559147.st  \n",
       "1150                         http://www.bbc.co.uk/news/world-asia-30316104  \n",
       "1233           http://www.bbc.co.uk/news/uk-scotland-glasgow-west-30209522  \n",
       "1254                        http://news.bbc.co.uk/2/hi/business/6286920.st  \n",
       "1257                          http://news.bbc.co.uk/2/hi/health/7144090.st  \n",
       "1311                        http://www.bbc.co.uk/news/world-africa-2237811  \n",
       "1369                                 http://www.bbc.co.uk/news/uk-23894761  \n",
       "1547                    http://www.bbc.co.uk/news/world-us-canada-23544090  \n",
       "1599                                 http://www.bbc.co.uk/news/uk-22927059  \n",
       "1607                 http://www.bbc.co.uk/news/uk-northern-ireland-1837358  \n",
       "1700                         http://www.bbc.co.uk/news/technology-24775421  \n",
       "1714                       http://www.bbc.co.uk/news/world-europe-26512949  \n",
       "1734                      http://news.bbc.co.uk/2/hi/south_asia/6755799.st  \n",
       "...                                                                    ...  \n",
       "5711736                     http://news.bbc.co.uk/2/hi/business/6054754.st  \n",
       "5711741                   http://news.bbc.co.uk/2/hi/south_asia/7080355.st  \n",
       "5711788                      http://www.bbc.co.uk/news/world-asia-27002602  \n",
       "5711935                     http://news.bbc.co.uk/2/hi/business/6981097.st  \n",
       "5712164                   http://news.bbc.co.uk/2/hi/south_asia/7095126.st  \n",
       "5712283               http://www.bbc.co.uk/news/uk-wales-politics-22873584  \n",
       "5712293              http://www.bbc.co.uk/news/entertainment-arts-23713091  \n",
       "5712393                        http://www.bbc.co.uk/news/business-29419253  \n",
       "5712419                   http://news.bbc.co.uk/2/hi/south_asia/7079445.st  \n",
       "5712434               http://www.bbc.co.uk/news/world-middle-east-25773728  \n",
       "5712448                     http://news.bbc.co.uk/2/hi/business/6957972.st  \n",
       "5712506       http://www.bbc.co.uk/news/uk-wales-south-east-wales-30259579  \n",
       "5712508           http://www.bbc.co.uk/news/uk-england-manchester-25868934  \n",
       "5712538                       http://news.bbc.co.uk/2/hi/africa/7090225.st  \n",
       "5712541                       http://news.bbc.co.uk/2/hi/europe/6716183.st  \n",
       "5712659    http://www.bbc.co.uk/news/uk-england-hereford-worcester-2156477  \n",
       "5712670                     http://www.bbc.co.uk/news/world-europe-1332782  \n",
       "5712681              http://www.bbc.co.uk/news/uk-england-cumbria-26919938  \n",
       "5712741                      http://news.bbc.co.uk/2/hi/uk_news/7147971.st  \n",
       "5712744  http://www.bbc.co.uk/news/uk-england-stoke-staffordshire-27340350  \n",
       "5712785                  http://news.bbc.co.uk/2/hi/middle_east/6223388.st  \n",
       "5712806                     http://news.bbc.co.uk/2/hi/business/7154402.st  \n",
       "5712828             http://www.bbc.co.uk/news/world-latin-america-19246340  \n",
       "5712883                               http://www.bbc.co.uk/news/uk-2279589  \n",
       "5712907                 http://www.bbc.co.uk/news/world-us-canada-29990204  \n",
       "5712913                       http://www.bbc.co.uk/news/world-asia-2131321  \n",
       "5712952                      http://www.bbc.co.uk/news/uk-england-26856808  \n",
       "5712962               http://www.bbc.co.uk/news/uk-england-dorset-27535207  \n",
       "5713150                       http://news.bbc.co.uk/2/hi/health/7084767.st  \n",
       "5713168                       http://news.bbc.co.uk/2/hi/europe/6704669.st  \n",
       "\n",
       "[109623 rows x 2 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df.sourceName.str.contains('BBC News Europe')][['sourceName', 'url']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>http://news.bbc.co.uk/go/rss/-/sport1/hi/cricket/counties/8998265.st</td>\n",
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       "      <th>19589</th>\n",
       "      <td>BBC - Leicester News</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/2/hi/uk_news/england/leicestershire/8437803.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19789</th>\n",
       "      <td>BBC - Leicester News</td>\n",
       "      <td>http://news.bbc.co.uk/go/click/rss/1.0/-/1/hi/uk/6990502.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21808</th>\n",
       "      <td>BBC - Leicester News</td>\n",
       "      <td>http://news.bbc.co.uk/go/click/rss/1.0/-/1/hi/uk/7133109.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25275</th>\n",
       "      <td>BBC - Leicester News</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/local/leicester/hi/people_and_places/nature/newsid_8266000/8266484.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26326</th>\n",
       "      <td>BBC - Leicester News</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/sport1/hi/football/teams/n/nottm_forest/9227061.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26429</th>\n",
       "      <td>BBC - Leicester News</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/2/hi/uk_news/england/leicestershire/8577450.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28144</th>\n",
       "      <td>BBC - Leicester News</td>\n",
       "      <td>http://news.bbc.co.uk/go/click/rss/1.0/-/1/hi/england/leicestershire/7657882.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29331</th>\n",
       "      <td>BBC - Leicester News</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/2/hi/uk_news/england/8400225.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30605</th>\n",
       "      <td>BBC - Leicester News</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/2/hi/uk_news/england/leicestershire/8630192.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32272</th>\n",
       "      <td>BBC - Leicester News</td>\n",
       "      <td>http://news.bbc.co.uk/go/click/rss/1.0/-/1/hi/england/leicestershire/7337708.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35675</th>\n",
       "      <td>BBC - Leicester News</td>\n",
       "      <td>http://news.bbc.co.uk/go/click/rss/1.0/-/1/hi/england/coventry_warwickshire/6953746.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39023</th>\n",
       "      <td>BBC - Leicester News</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/int/news/-/sport1/hi/football/teams/l/leicester_city/9431594.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39922</th>\n",
       "      <td>BBC - Leicester News</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/2/hi/uk_news/england/nottinghamshire/8597240.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41649</th>\n",
       "      <td>BBC - Leicester News</td>\n",
       "      <td>http://news.bbc.co.uk/go/click/rss/1.0/-/1/hi/england/leicestershire/7844396.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42427</th>\n",
       "      <td>BBC - Leicester News</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/2/hi/uk_news/england/leicestershire/8471811.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42698</th>\n",
       "      <td>BBC - Leicester News</td>\n",
       "      <td>http://news.bbc.co.uk/go/click/rss/1.0/-/1/hi/uk/7422787.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43683</th>\n",
       "      <td>BBC - Leicester News</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/sport1/hi/rugby_union/english/9410583.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45850</th>\n",
       "      <td>BBC - Leicester News</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/2/hi/uk_news/england/leicestershire/8383351.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45883</th>\n",
       "      <td>BBC - Leicester News</td>\n",
       "      <td>http://news.bbc.co.uk/go/click/rss/1.0/-/1/hi/programmes/politics_show/7877568.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5667765</th>\n",
       "      <td>BBC - Leicester News</td>\n",
       "      <td>http://www.bbc.co.uk/go/rss/-/news/uk-england-leicestershire-1073660</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5670054</th>\n",
       "      <td>BBC - Leicester News</td>\n",
       "      <td>http://news.bbc.co.uk/go/click/rss/1.0/-/1/hi/england/7166637.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5670536</th>\n",
       "      <td>BBC - Leicester News</td>\n",
       "      <td>http://news.bbc.co.uk/go/click/rss/1.0/-/1/hi/uk/6701819.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5675696</th>\n",
       "      <td>BBC - Leicester News</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/2/hi/uk_news/england/leicestershire/8600619.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5676235</th>\n",
       "      <td>BBC - Leicester News</td>\n",
       "      <td>http://news.bbc.co.uk/go/click/rss/1.0/-/1/hi/northern_ireland/7003578.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5676424</th>\n",
       "      <td>BBC - Leicester News</td>\n",
       "      <td>http://news.bbc.co.uk/go/click/rss/1.0/-/1/hi/england/leicestershire/8252308.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5677643</th>\n",
       "      <td>BBC - Leicester News</td>\n",
       "      <td>http://www.bbc.co.uk/go/rss/int/news/-/news/uk-england-1616628</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5678231</th>\n",
       "      <td>BBC - Leicester News</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/2/hi/england/suffolk/10358385.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5678915</th>\n",
       "      <td>BBC - Leicester News</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/2/hi/uk_news/8434241.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5689849</th>\n",
       "      <td>BBC - Leicester News</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/sport1/hi/football/teams/l/leicester_city/9269946.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5691074</th>\n",
       "      <td>BBC - Leicester News</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/2/hi/uk_news/england/8378979.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5691246</th>\n",
       "      <td>BBC - Leicester News</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/local/leicester/hi/people_and_places/newsid_9115000/9115198.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5692843</th>\n",
       "      <td>BBC - Leicester News</td>\n",
       "      <td>http://news.bbc.co.uk/go/click/rss/1.0/-/1/hi/england/leicestershire/7398540.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5693639</th>\n",
       "      <td>BBC - Leicester News</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/2/hi/business/8380108.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5693829</th>\n",
       "      <td>BBC - Leicester News</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/2/hi/england/leicester/10549897.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5695355</th>\n",
       "      <td>BBC - Leicester News</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/2/hi/england/derbyshire/10552889.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5696369</th>\n",
       "      <td>BBC - Leicester News</td>\n",
       "      <td>http://news.bbc.co.uk/go/click/rss/1.0/-/1/hi/business/7897512.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5696518</th>\n",
       "      <td>BBC - Leicester News</td>\n",
       "      <td>http://news.bbc.co.uk/go/click/rss/1.0/-/1/hi/england/6962214.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5696761</th>\n",
       "      <td>BBC - Leicester News</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/int/news/-/sport1/hi/football/teams/l/leicester_city/9429909.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5700468</th>\n",
       "      <td>BBC - Leicester News</td>\n",
       "      <td>http://news.bbc.co.uk/go/click/rss/1.0/-/1/hi/england/leicestershire/7314079.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5700551</th>\n",
       "      <td>BBC - Leicester News</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/local/leicester/hi/people_and_places/newsid_8420000/8420616.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5701955</th>\n",
       "      <td>BBC - Leicester News</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/2/hi/uk_news/england/leicestershire/8446360.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5702618</th>\n",
       "      <td>BBC - Leicester News</td>\n",
       "      <td>http://www.bbc.co.uk/go/rss/int/news/-/news/uk-england-beds-bucks-herts-1658000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5705664</th>\n",
       "      <td>BBC - Leicester News</td>\n",
       "      <td>http://news.bbc.co.uk/go/click/rss/1.0/-/sport1/hi/motorsport/motorbikes/7825163.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5706678</th>\n",
       "      <td>BBC - Leicester News</td>\n",
       "      <td>http://news.bbc.co.uk/go/click/rss/1.0/-/1/hi/england/leicestershire/7083358.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5707283</th>\n",
       "      <td>BBC - Leicester News</td>\n",
       "      <td>http://news.bbc.co.uk/go/click/rss/1.0/-/1/hi/england/leicestershire/7349375.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5708582</th>\n",
       "      <td>BBC - Leicester News</td>\n",
       "      <td>http://news.bbc.co.uk/go/click/rss/1.0/-/1/hi/england/leicestershire/7693148.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5708622</th>\n",
       "      <td>BBC - Leicester News</td>\n",
       "      <td>http://www.bbc.co.uk/go/rss/int/news/-/news/uk-england-1419191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5709062</th>\n",
       "      <td>BBC - Leicester News</td>\n",
       "      <td>http://news.bbc.co.uk/go/click/rss/1.0/-/1/hi/uk/7511363.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5709329</th>\n",
       "      <td>BBC - Leicester News</td>\n",
       "      <td>http://news.bbc.co.uk/go/click/rss/1.0/-/1/hi/england/leicestershire/7381816.st</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4128 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                   sourceName  \\\n",
       "910      BBC - Leicester News   \n",
       "2591     BBC - Leicester News   \n",
       "7052     BBC - Leicester News   \n",
       "9621     BBC - Leicester News   \n",
       "11156    BBC - Leicester News   \n",
       "13258    BBC - Leicester News   \n",
       "13625    BBC - Leicester News   \n",
       "18230    BBC - Leicester News   \n",
       "18557    BBC - Leicester News   \n",
       "18571    BBC - Leicester News   \n",
       "18867    BBC - Leicester News   \n",
       "19589    BBC - Leicester News   \n",
       "19789    BBC - Leicester News   \n",
       "21808    BBC - Leicester News   \n",
       "25275    BBC - Leicester News   \n",
       "26326    BBC - Leicester News   \n",
       "26429    BBC - Leicester News   \n",
       "28144    BBC - Leicester News   \n",
       "29331    BBC - Leicester News   \n",
       "30605    BBC - Leicester News   \n",
       "32272    BBC - Leicester News   \n",
       "35675    BBC - Leicester News   \n",
       "39023    BBC - Leicester News   \n",
       "39922    BBC - Leicester News   \n",
       "41649    BBC - Leicester News   \n",
       "42427    BBC - Leicester News   \n",
       "42698    BBC - Leicester News   \n",
       "43683    BBC - Leicester News   \n",
       "45850    BBC - Leicester News   \n",
       "45883    BBC - Leicester News   \n",
       "...                       ...   \n",
       "5667765  BBC - Leicester News   \n",
       "5670054  BBC - Leicester News   \n",
       "5670536  BBC - Leicester News   \n",
       "5675696  BBC - Leicester News   \n",
       "5676235  BBC - Leicester News   \n",
       "5676424  BBC - Leicester News   \n",
       "5677643  BBC - Leicester News   \n",
       "5678231  BBC - Leicester News   \n",
       "5678915  BBC - Leicester News   \n",
       "5689849  BBC - Leicester News   \n",
       "5691074  BBC - Leicester News   \n",
       "5691246  BBC - Leicester News   \n",
       "5692843  BBC - Leicester News   \n",
       "5693639  BBC - Leicester News   \n",
       "5693829  BBC - Leicester News   \n",
       "5695355  BBC - Leicester News   \n",
       "5696369  BBC - Leicester News   \n",
       "5696518  BBC - Leicester News   \n",
       "5696761  BBC - Leicester News   \n",
       "5700468  BBC - Leicester News   \n",
       "5700551  BBC - Leicester News   \n",
       "5701955  BBC - Leicester News   \n",
       "5702618  BBC - Leicester News   \n",
       "5705664  BBC - Leicester News   \n",
       "5706678  BBC - Leicester News   \n",
       "5707283  BBC - Leicester News   \n",
       "5708582  BBC - Leicester News   \n",
       "5708622  BBC - Leicester News   \n",
       "5709062  BBC - Leicester News   \n",
       "5709329  BBC - Leicester News   \n",
       "\n",
       "                                                                                                          url  \n",
       "910                             http://www.bbc.co.uk/go/rss/int/news/-/news/uk-england-leicestershire-1651232  \n",
       "2591                            http://www.bbc.co.uk/go/rss/int/news/-/news/uk-england-leicestershire-1565705  \n",
       "7052                            http://news.bbc.co.uk/go/rss/-/2/hi/uk_news/england/leicestershire/8454129.st  \n",
       "9621                            http://news.bbc.co.uk/go/rss/-/2/hi/uk_news/england/leicestershire/8395938.st  \n",
       "11156                           http://news.bbc.co.uk/go/rss/-/2/hi/uk_news/england/leicestershire/8476020.st  \n",
       "13258                                          http://news.bbc.co.uk/go/rss/-/2/hi/uk_news/england/8387536.st  \n",
       "13625                           http://www.bbc.co.uk/go/rss/int/news/-/news/uk-england-leicestershire-1466387  \n",
       "18230                         http://news.bbc.co.uk/go/click/rss/1.0/-/1/hi/england/leicestershire/7084221.st  \n",
       "18557                                    http://news.bbc.co.uk/go/rss/-/sport1/hi/cricket/counties/8998265.st  \n",
       "18571                                            http://www.bbc.co.uk/go/rss/int/news/-/news/business-1509798  \n",
       "18867                         http://news.bbc.co.uk/go/click/rss/1.0/-/1/hi/england/leicestershire/7312952.st  \n",
       "19589                           http://news.bbc.co.uk/go/rss/-/2/hi/uk_news/england/leicestershire/8437803.st  \n",
       "19789                                             http://news.bbc.co.uk/go/click/rss/1.0/-/1/hi/uk/6990502.st  \n",
       "21808                                             http://news.bbc.co.uk/go/click/rss/1.0/-/1/hi/uk/7133109.st  \n",
       "25275    http://news.bbc.co.uk/go/rss/-/local/leicester/hi/people_and_places/nature/newsid_8266000/8266484.st  \n",
       "26326                       http://news.bbc.co.uk/go/rss/-/sport1/hi/football/teams/n/nottm_forest/9227061.st  \n",
       "26429                           http://news.bbc.co.uk/go/rss/-/2/hi/uk_news/england/leicestershire/8577450.st  \n",
       "28144                         http://news.bbc.co.uk/go/click/rss/1.0/-/1/hi/england/leicestershire/7657882.st  \n",
       "29331                                          http://news.bbc.co.uk/go/rss/-/2/hi/uk_news/england/8400225.st  \n",
       "30605                           http://news.bbc.co.uk/go/rss/-/2/hi/uk_news/england/leicestershire/8630192.st  \n",
       "32272                         http://news.bbc.co.uk/go/click/rss/1.0/-/1/hi/england/leicestershire/7337708.st  \n",
       "35675                  http://news.bbc.co.uk/go/click/rss/1.0/-/1/hi/england/coventry_warwickshire/6953746.st  \n",
       "39023            http://news.bbc.co.uk/go/rss/int/news/-/sport1/hi/football/teams/l/leicester_city/9431594.st  \n",
       "39922                          http://news.bbc.co.uk/go/rss/-/2/hi/uk_news/england/nottinghamshire/8597240.st  \n",
       "41649                         http://news.bbc.co.uk/go/click/rss/1.0/-/1/hi/england/leicestershire/7844396.st  \n",
       "42427                           http://news.bbc.co.uk/go/rss/-/2/hi/uk_news/england/leicestershire/8471811.st  \n",
       "42698                                             http://news.bbc.co.uk/go/click/rss/1.0/-/1/hi/uk/7422787.st  \n",
       "43683                                 http://news.bbc.co.uk/go/rss/-/sport1/hi/rugby_union/english/9410583.st  \n",
       "45850                           http://news.bbc.co.uk/go/rss/-/2/hi/uk_news/england/leicestershire/8383351.st  \n",
       "45883                       http://news.bbc.co.uk/go/click/rss/1.0/-/1/hi/programmes/politics_show/7877568.st  \n",
       "...                                                                                                       ...  \n",
       "5667765                                  http://www.bbc.co.uk/go/rss/-/news/uk-england-leicestershire-1073660  \n",
       "5670054                                      http://news.bbc.co.uk/go/click/rss/1.0/-/1/hi/england/7166637.st  \n",
       "5670536                                           http://news.bbc.co.uk/go/click/rss/1.0/-/1/hi/uk/6701819.st  \n",
       "5675696                         http://news.bbc.co.uk/go/rss/-/2/hi/uk_news/england/leicestershire/8600619.st  \n",
       "5676235                             http://news.bbc.co.uk/go/click/rss/1.0/-/1/hi/northern_ireland/7003578.st  \n",
       "5676424                       http://news.bbc.co.uk/go/click/rss/1.0/-/1/hi/england/leicestershire/8252308.st  \n",
       "5677643                                        http://www.bbc.co.uk/go/rss/int/news/-/news/uk-england-1616628  \n",
       "5678231                                       http://news.bbc.co.uk/go/rss/-/2/hi/england/suffolk/10358385.st  \n",
       "5678915                                                http://news.bbc.co.uk/go/rss/-/2/hi/uk_news/8434241.st  \n",
       "5689849                   http://news.bbc.co.uk/go/rss/-/sport1/hi/football/teams/l/leicester_city/9269946.st  \n",
       "5691074                                        http://news.bbc.co.uk/go/rss/-/2/hi/uk_news/england/8378979.st  \n",
       "5691246         http://news.bbc.co.uk/go/rss/-/local/leicester/hi/people_and_places/newsid_9115000/9115198.st  \n",
       "5692843                       http://news.bbc.co.uk/go/click/rss/1.0/-/1/hi/england/leicestershire/7398540.st  \n",
       "5693639                                               http://news.bbc.co.uk/go/rss/-/2/hi/business/8380108.st  \n",
       "5693829                                     http://news.bbc.co.uk/go/rss/-/2/hi/england/leicester/10549897.st  \n",
       "5695355                                    http://news.bbc.co.uk/go/rss/-/2/hi/england/derbyshire/10552889.st  \n",
       "5696369                                     http://news.bbc.co.uk/go/click/rss/1.0/-/1/hi/business/7897512.st  \n",
       "5696518                                      http://news.bbc.co.uk/go/click/rss/1.0/-/1/hi/england/6962214.st  \n",
       "5696761          http://news.bbc.co.uk/go/rss/int/news/-/sport1/hi/football/teams/l/leicester_city/9429909.st  \n",
       "5700468                       http://news.bbc.co.uk/go/click/rss/1.0/-/1/hi/england/leicestershire/7314079.st  \n",
       "5700551         http://news.bbc.co.uk/go/rss/-/local/leicester/hi/people_and_places/newsid_8420000/8420616.st  \n",
       "5701955                         http://news.bbc.co.uk/go/rss/-/2/hi/uk_news/england/leicestershire/8446360.st  \n",
       "5702618                       http://www.bbc.co.uk/go/rss/int/news/-/news/uk-england-beds-bucks-herts-1658000  \n",
       "5705664                   http://news.bbc.co.uk/go/click/rss/1.0/-/sport1/hi/motorsport/motorbikes/7825163.st  \n",
       "5706678                       http://news.bbc.co.uk/go/click/rss/1.0/-/1/hi/england/leicestershire/7083358.st  \n",
       "5707283                       http://news.bbc.co.uk/go/click/rss/1.0/-/1/hi/england/leicestershire/7349375.st  \n",
       "5708582                       http://news.bbc.co.uk/go/click/rss/1.0/-/1/hi/england/leicestershire/7693148.st  \n",
       "5708622                                        http://www.bbc.co.uk/go/rss/int/news/-/news/uk-england-1419191  \n",
       "5709062                                           http://news.bbc.co.uk/go/click/rss/1.0/-/1/hi/uk/7511363.st  \n",
       "5709329                       http://news.bbc.co.uk/go/click/rss/1.0/-/1/hi/england/leicestershire/7381816.st  \n",
       "\n",
       "[4128 rows x 2 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df.sourceName.str.contains('BBC - Leicester News')][['sourceName', 'url']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>BBC News - UK</td>\n",
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       "      <td>BBC News - UK</td>\n",
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       "    </tr>\n",
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       "    </tr>\n",
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       "      <th>5694013</th>\n",
       "      <td>BBC News - UK</td>\n",
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       "      <th>5694614</th>\n",
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       "    <tr>\n",
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       "      <th>5708729</th>\n",
       "      <td>BBC News - UK</td>\n",
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       "      <th>5710324</th>\n",
       "      <td>BBC News - UK</td>\n",
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       "    </tr>\n",
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       "      <th>5711079</th>\n",
       "      <td>BBC News - UK</td>\n",
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       "    <tr>\n",
       "      <th>5711248</th>\n",
       "      <td>BBC News - UK</td>\n",
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       "    <tr>\n",
       "      <th>5711591</th>\n",
       "      <td>BBC News - UK</td>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2257 rows × 2 columns</p>\n",
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      ],
      "text/plain": [
       "            sourceName  \\\n",
       "3255     BBC News - UK   \n",
       "7762     BBC News - UK   \n",
       "12031    BBC News - UK   \n",
       "15332    BBC News - UK   \n",
       "21029    BBC News - UK   \n",
       "30055    BBC News - UK   \n",
       "35763    BBC News - UK   \n",
       "37998    BBC News - UK   \n",
       "38427    BBC News - UK   \n",
       "39068    BBC News - UK   \n",
       "40129    BBC News - UK   \n",
       "40752    BBC News - UK   \n",
       "42953    BBC News - UK   \n",
       "49357    BBC News - UK   \n",
       "49869    BBC News - UK   \n",
       "51164    BBC News - UK   \n",
       "51880    BBC News - UK   \n",
       "56808    BBC News - UK   \n",
       "59013    BBC News - UK   \n",
       "59194    BBC News - UK   \n",
       "72861    BBC News - UK   \n",
       "74032    BBC News - UK   \n",
       "77026    BBC News - UK   \n",
       "78646    BBC News - UK   \n",
       "78666    BBC News - UK   \n",
       "81900    BBC News - UK   \n",
       "82634    BBC News - UK   \n",
       "85139    BBC News - UK   \n",
       "85737    BBC News - UK   \n",
       "93779    BBC News - UK   \n",
       "...                ...   \n",
       "5648164  BBC News - UK   \n",
       "5649448  BBC News - UK   \n",
       "5650915  BBC News - UK   \n",
       "5654292  BBC News - UK   \n",
       "5657977  BBC News - UK   \n",
       "5662949  BBC News - UK   \n",
       "5663761  BBC News - UK   \n",
       "5664068  BBC News - UK   \n",
       "5665892  BBC News - UK   \n",
       "5665926  BBC News - UK   \n",
       "5667017  BBC News - UK   \n",
       "5669010  BBC News - UK   \n",
       "5669022  BBC News - UK   \n",
       "5669126  BBC News - UK   \n",
       "5671495  BBC News - UK   \n",
       "5673627  BBC News - UK   \n",
       "5675897  BBC News - UK   \n",
       "5683000  BBC News - UK   \n",
       "5684446  BBC News - UK   \n",
       "5690869  BBC News - UK   \n",
       "5691468  BBC News - UK   \n",
       "5694013  BBC News - UK   \n",
       "5694614  BBC News - UK   \n",
       "5695903  BBC News - UK   \n",
       "5707793  BBC News - UK   \n",
       "5708729  BBC News - UK   \n",
       "5710324  BBC News - UK   \n",
       "5711079  BBC News - UK   \n",
       "5711248  BBC News - UK   \n",
       "5711591  BBC News - UK   \n",
       "\n",
       "                                                                                                                      url  \n",
       "3255                            http://www.bbc.co.uk/news/uk-england-25401757#sa-ns_mchannel=rss&ns_source=PublicRSS20-sa  \n",
       "7762                         http://www.bbc.co.uk/news/uk-england-21393723#sa-ns_mchannel=rss&amp;ns_source=PublicRSS20-s  \n",
       "12031                        http://www.bbc.co.uk/news/uk-england-20881335#sa-ns_mchannel=rss&amp;ns_source=PublicRSS20-s  \n",
       "15332              http://www.bbc.co.uk/news/uk-england-lincolnshire-25934397#sa-ns_mchannel=rss&ns_source=PublicRSS20-sa  \n",
       "21029         http://www.bbc.co.uk/news/uk-england-leicestershire-21798104#sa-ns_mchannel=rss&amp;ns_source=PublicRSS20-s  \n",
       "30055         http://www.bbc.co.uk/news/uk-england-leicestershire-21287038#sa-ns_mchannel=rss&amp;ns_source=PublicRSS20-s  \n",
       "35763                                                                      http://www.bbc.co.uk/sport/0/football/26122345  \n",
       "37998                           http://www.bbc.co.uk/news/uk-england-26935652#sa-ns_mchannel=rss&ns_source=PublicRSS20-sa  \n",
       "38427         http://www.bbc.co.uk/news/uk-england-leicestershire-18281277#sa-ns_mchannel=rss&amp;ns_source=PublicRSS20-s  \n",
       "39068                        http://www.bbc.co.uk/news/uk-england-22689956#sa-ns_mchannel=rss&amp;ns_source=PublicRSS20-s  \n",
       "40129                           http://www.bbc.co.uk/news/uk-england-23041263#sa-ns_mchannel=rss&ns_source=PublicRSS20-sa  \n",
       "40752                        http://www.bbc.co.uk/news/uk-england-21297357#sa-ns_mchannel=rss&amp;ns_source=PublicRSS20-s  \n",
       "42953         http://www.bbc.co.uk/news/uk-england-leicestershire-22958279#sa-ns_mchannel=rss&amp;ns_source=PublicRSS20-s  \n",
       "49357         http://www.bbc.co.uk/news/uk-england-leicestershire-18237844#sa-ns_mchannel=rss&amp;ns_source=PublicRSS20-s  \n",
       "49869                                                                      http://www.bbc.co.uk/sport/0/football/30387186  \n",
       "51164            http://www.bbc.co.uk/news/uk-england-leicestershire-29501646#sa-ns_mchannel=rss&ns_source=PublicRSS20-sa  \n",
       "51880                   http://www.bbc.co.uk/news/entertainment-arts-27358560#sa-ns_mchannel=rss&ns_source=PublicRSS20-sa  \n",
       "56808              http://www.bbc.co.uk/news/uk-england-lincolnshire-30121106#sa-ns_mchannel=rss&ns_source=PublicRSS20-sa  \n",
       "59013                                                                      http://www.bbc.co.uk/sport/0/football/22947288  \n",
       "59194                             http://www.bbc.co.uk/news/business-27442765#sa-ns_mchannel=rss&ns_source=PublicRSS20-sa  \n",
       "72861         http://www.bbc.co.uk/news/uk-england-leicestershire-18477582#sa-ns_mchannel=rss&amp;ns_source=PublicRSS20-s  \n",
       "74032                                                                    http://www.bbc.co.uk/sport/0/rugby-union/2308414  \n",
       "77026                                                                      http://www.bbc.co.uk/sport/0/football/28823844  \n",
       "78646         http://www.bbc.co.uk/news/uk-england-leicestershire-18708313#sa-ns_mchannel=rss&amp;ns_source=PublicRSS20-s  \n",
       "78666            http://www.bbc.co.uk/news/uk-england-leicestershire-25587645#sa-ns_mchannel=rss&ns_source=PublicRSS20-sa  \n",
       "81900           http://www.bbc.co.uk/news/uk-england-lincolnshire-18611667#sa-ns_mchannel=rss&amp;ns_source=PublicRSS20-s  \n",
       "82634                          http://www.bbc.co.uk/news/magazine-21350181#sa-ns_mchannel=rss&amp;ns_source=PublicRSS20-s  \n",
       "85139                           http://www.bbc.co.uk/news/uk-england-27369955#sa-ns_mchannel=rss&ns_source=PublicRSS20-sa  \n",
       "85737                                                                   http://www.bbc.co.uk/sport/0/rugby-union/30675588  \n",
       "93779         http://www.bbc.co.uk/news/uk-england-leicestershire-18026586#sa-ns_mchannel=rss&amp;ns_source=PublicRSS20-s  \n",
       "...                                                                                                                   ...  \n",
       "5648164                                                                     http://www.bbc.co.uk/sport/0/cricket/25103680  \n",
       "5649448                                                                 http://www.bbc.co.uk/sport/0/rugby-union/25431022  \n",
       "5650915                                                                     http://www.bbc.co.uk/sport/0/football/1781741  \n",
       "5654292                                                                    http://www.bbc.co.uk/sport/0/football/27167657  \n",
       "5657977                                                                     http://www.bbc.co.uk/sport/0/cricket/22865858  \n",
       "5662949       http://www.bbc.co.uk/news/uk-england-leicestershire-18397125#sa-ns_mchannel=rss&amp;ns_source=PublicRSS20-s  \n",
       "5663761          http://www.bbc.co.uk/news/uk-england-leicestershire-25505415#sa-ns_mchannel=rss&ns_source=PublicRSS20-sa  \n",
       "5664068       http://www.bbc.co.uk/news/uk-england-leicestershire-20540104#sa-ns_mchannel=rss&amp;ns_source=PublicRSS20-s  \n",
       "5665892                    http://www.bbc.co.uk/news/uk-england-tyne-30896301#sa-ns_mchannel=rss&ns_source=PublicRSS20-sa  \n",
       "5665926                                                                    http://www.bbc.co.uk/sport/0/football/25865814  \n",
       "5667017                      http://www.bbc.co.uk/news/technology-18999426#sa-ns_mchannel=rss&amp;ns_source=PublicRSS20-s  \n",
       "5669010                                                                  http://www.bbc.co.uk/sport/0/rugby-union/2269032  \n",
       "5669022       http://www.bbc.co.uk/news/uk-england-leicestershire-22599595#sa-ns_mchannel=rss&amp;ns_source=PublicRSS20-s  \n",
       "5669126              http://www.bbc.co.uk/news/entertainment-arts-22967259#sa-ns_mchannel=rss&amp;ns_source=PublicRSS20-s  \n",
       "5671495                         http://www.bbc.co.uk/news/uk-england-30948621#sa-ns_mchannel=rss&ns_source=PublicRSS20-sa  \n",
       "5673627                                                                    http://www.bbc.co.uk/sport/0/football/27333417  \n",
       "5675897         http://www.bbc.co.uk/news/uk-england-gloucestershire-27266728#sa-ns_mchannel=rss&ns_source=PublicRSS20-sa  \n",
       "5683000                                                                    http://www.bbc.co.uk/sport/0/football/26082530  \n",
       "5684446          http://www.bbc.co.uk/news/uk-england-leicestershire-25468995#sa-ns_mchannel=rss&ns_source=PublicRSS20-sa  \n",
       "5690869          http://www.bbc.co.uk/news/uk-england-leicestershire-25978037#sa-ns_mchannel=rss&ns_source=PublicRSS20-sa  \n",
       "5691468  http://www.bbc.co.uk/news/uk-england-stoke-staffordshire-19030213#sa-ns_mchannel=rss&amp;ns_source=PublicRSS20-s  \n",
       "5694013          http://www.bbc.co.uk/news/uk-wales-south-east-wales-30923660#sa-ns_mchannel=rss&ns_source=PublicRSS20-sa  \n",
       "5694614                                                                    http://www.bbc.co.uk/sport/0/football/26441332  \n",
       "5695903             http://www.bbc.co.uk/news/blogs-magazine-monitor-27036219#sa-ns_mchannel=rss&ns_source=PublicRSS20-sa  \n",
       "5707793                                                                     http://www.bbc.co.uk/sport/0/football/2102698  \n",
       "5708729       http://www.bbc.co.uk/news/uk-england-leicestershire-21083005#sa-ns_mchannel=rss&amp;ns_source=PublicRSS20-s  \n",
       "5710324       http://www.bbc.co.uk/news/uk-england-leicestershire-21864362#sa-ns_mchannel=rss&amp;ns_source=PublicRSS20-s  \n",
       "5711079                         http://www.bbc.co.uk/news/uk-england-29745031#sa-ns_mchannel=rss&ns_source=PublicRSS20-sa  \n",
       "5711248                                                                     http://www.bbc.co.uk/sport/0/swimming/2214187  \n",
       "5711591         http://www.bbc.co.uk/news/uk-england-nottinghamshire-26140652#sa-ns_mchannel=rss&ns_source=PublicRSS20-sa  \n",
       "\n",
       "[2257 rows x 2 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df.sourceName.str.contains('BBC News - UK')][['sourceName', 'url']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>2366</th>\n",
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       "      <th>2688</th>\n",
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       "      <th>3730</th>\n",
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       "      <th>3831</th>\n",
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       "      <th>8082</th>\n",
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       "      <th>10057</th>\n",
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       "      <th>10124</th>\n",
       "      <td>GFM Radio</td>\n",
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       "      <th>14211</th>\n",
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       "      <th>15385</th>\n",
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       "      <th>18011</th>\n",
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       "      <td>http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/7645851.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18674</th>\n",
       "      <td>GFM Radio</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/7287293.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19413</th>\n",
       "      <td>GFM Radio</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/7060410.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22593</th>\n",
       "      <td>GFM Radio</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>23526</th>\n",
       "      <td>GFM Radio</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/8278051.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24401</th>\n",
       "      <td>GFM Radio</td>\n",
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       "    <tr>\n",
       "      <th>26795</th>\n",
       "      <td>GFM Radio</td>\n",
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       "    <tr>\n",
       "      <th>27153</th>\n",
       "      <td>GFM Radio</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/8035344.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27661</th>\n",
       "      <td>GFM Radio</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/8076892.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28069</th>\n",
       "      <td>GFM Radio</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/7468589.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29300</th>\n",
       "      <td>GFM Radio</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/6920542.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29644</th>\n",
       "      <td>GFM Radio</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/6970155.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30456</th>\n",
       "      <td>GFM Radio</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/7101598.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32679</th>\n",
       "      <td>GFM Radio</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/8017495.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33236</th>\n",
       "      <td>GFM Radio</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/7647803.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34296</th>\n",
       "      <td>GFM Radio</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/8346697.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35845</th>\n",
       "      <td>GFM Radio</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/6900547.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36291</th>\n",
       "      <td>GFM Radio</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/8353853.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5686180</th>\n",
       "      <td>GFM Radio</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/6988838.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5686860</th>\n",
       "      <td>GFM Radio</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/1/hi/sci/tech/7246117.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5688753</th>\n",
       "      <td>GFM Radio</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/8185858.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5690288</th>\n",
       "      <td>GFM Radio</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/7976878.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5691464</th>\n",
       "      <td>GFM Radio</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/1/hi/world/middle_east/8060810.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5691821</th>\n",
       "      <td>GFM Radio</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/7990978.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5692299</th>\n",
       "      <td>GFM Radio</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/7267027.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5692313</th>\n",
       "      <td>GFM Radio</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/1/hi/entertainment/7984248.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5693071</th>\n",
       "      <td>GFM Radio</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/7348743.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5693100</th>\n",
       "      <td>GFM Radio</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/7024681.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5694250</th>\n",
       "      <td>GFM Radio</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/7635216.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5694886</th>\n",
       "      <td>GFM Radio</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/1/hi/world/middle_east/6954663.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5695283</th>\n",
       "      <td>GFM Radio</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/1/hi/world/middle_east/8114811.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5695810</th>\n",
       "      <td>GFM Radio</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/6925384.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5697030</th>\n",
       "      <td>GFM Radio</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/sport1/hi/football/africa/6909233.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5698321</th>\n",
       "      <td>GFM Radio</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/6965054.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5698536</th>\n",
       "      <td>GFM Radio</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/8062322.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5700486</th>\n",
       "      <td>GFM Radio</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/7509793.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5700557</th>\n",
       "      <td>GFM Radio</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/7297142.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5701824</th>\n",
       "      <td>GFM Radio</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/7730733.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5705003</th>\n",
       "      <td>GFM Radio</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/7012882.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5705981</th>\n",
       "      <td>GFM Radio</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/7118405.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5706719</th>\n",
       "      <td>GFM Radio</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/8247006.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5707107</th>\n",
       "      <td>GFM Radio</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/1/hi/world/asia-pacific/7258059.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5710396</th>\n",
       "      <td>GFM Radio</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/6223708.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5710422</th>\n",
       "      <td>GFM Radio</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/7152613.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5710689</th>\n",
       "      <td>GFM Radio</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/8008979.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5711431</th>\n",
       "      <td>GFM Radio</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/7513444.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712027</th>\n",
       "      <td>GFM Radio</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/6919022.st</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712906</th>\n",
       "      <td>GFM Radio</td>\n",
       "      <td>http://news.bbc.co.uk/go/rss/-/sport1/hi/football/africa/7272541.st</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4768 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        sourceName  \\\n",
       "2366     GFM Radio   \n",
       "2688     GFM Radio   \n",
       "3730     GFM Radio   \n",
       "3831     GFM Radio   \n",
       "4291     GFM Radio   \n",
       "6686     GFM Radio   \n",
       "7306     GFM Radio   \n",
       "8082     GFM Radio   \n",
       "10057    GFM Radio   \n",
       "10124    GFM Radio   \n",
       "14211    GFM Radio   \n",
       "15385    GFM Radio   \n",
       "18011    GFM Radio   \n",
       "18674    GFM Radio   \n",
       "19413    GFM Radio   \n",
       "22593    GFM Radio   \n",
       "23526    GFM Radio   \n",
       "24401    GFM Radio   \n",
       "26795    GFM Radio   \n",
       "27153    GFM Radio   \n",
       "27661    GFM Radio   \n",
       "28069    GFM Radio   \n",
       "29300    GFM Radio   \n",
       "29644    GFM Radio   \n",
       "30456    GFM Radio   \n",
       "32679    GFM Radio   \n",
       "33236    GFM Radio   \n",
       "34296    GFM Radio   \n",
       "35845    GFM Radio   \n",
       "36291    GFM Radio   \n",
       "...            ...   \n",
       "5686180  GFM Radio   \n",
       "5686860  GFM Radio   \n",
       "5688753  GFM Radio   \n",
       "5690288  GFM Radio   \n",
       "5691464  GFM Radio   \n",
       "5691821  GFM Radio   \n",
       "5692299  GFM Radio   \n",
       "5692313  GFM Radio   \n",
       "5693071  GFM Radio   \n",
       "5693100  GFM Radio   \n",
       "5694250  GFM Radio   \n",
       "5694886  GFM Radio   \n",
       "5695283  GFM Radio   \n",
       "5695810  GFM Radio   \n",
       "5697030  GFM Radio   \n",
       "5698321  GFM Radio   \n",
       "5698536  GFM Radio   \n",
       "5700486  GFM Radio   \n",
       "5700557  GFM Radio   \n",
       "5701824  GFM Radio   \n",
       "5705003  GFM Radio   \n",
       "5705981  GFM Radio   \n",
       "5706719  GFM Radio   \n",
       "5707107  GFM Radio   \n",
       "5710396  GFM Radio   \n",
       "5710422  GFM Radio   \n",
       "5710689  GFM Radio   \n",
       "5711431  GFM Radio   \n",
       "5712027  GFM Radio   \n",
       "5712906  GFM Radio   \n",
       "\n",
       "                                                                         url  \n",
       "2366       http://news.bbc.co.uk/go/rss/-/1/hi/world/asia-pacific/8313692.st  \n",
       "2688             http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/7773304.st  \n",
       "3730             http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/6988918.st  \n",
       "3831             http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/7329682.st  \n",
       "4291             http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/8349020.st  \n",
       "6686             http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/7658882.st  \n",
       "7306     http://news.bbc.co.uk/go/rss/-/sport1/hi/football/africa/7002365.st  \n",
       "8082     http://news.bbc.co.uk/go/rss/-/sport1/hi/football/africa/7165060.st  \n",
       "10057            http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/6943113.st  \n",
       "10124            http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/7015778.st  \n",
       "14211            http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/7474118.st  \n",
       "15385            http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/7530925.st  \n",
       "18011            http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/7645851.st  \n",
       "18674            http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/7287293.st  \n",
       "19413            http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/7060410.st  \n",
       "22593            http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/7357426.st  \n",
       "23526            http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/8278051.st  \n",
       "24401            http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/8205449.st  \n",
       "26795          http://news.bbc.co.uk/go/rss/-/1/hi/world/americas/8062717.st  \n",
       "27153            http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/8035344.st  \n",
       "27661            http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/8076892.st  \n",
       "28069            http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/7468589.st  \n",
       "29300            http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/6920542.st  \n",
       "29644            http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/6970155.st  \n",
       "30456            http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/7101598.st  \n",
       "32679            http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/8017495.st  \n",
       "33236            http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/7647803.st  \n",
       "34296            http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/8346697.st  \n",
       "35845            http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/6900547.st  \n",
       "36291            http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/8353853.st  \n",
       "...                                                                      ...  \n",
       "5686180          http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/6988838.st  \n",
       "5686860              http://news.bbc.co.uk/go/rss/-/1/hi/sci/tech/7246117.st  \n",
       "5688753          http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/8185858.st  \n",
       "5690288          http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/7976878.st  \n",
       "5691464     http://news.bbc.co.uk/go/rss/-/1/hi/world/middle_east/8060810.st  \n",
       "5691821          http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/7990978.st  \n",
       "5692299          http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/7267027.st  \n",
       "5692313         http://news.bbc.co.uk/go/rss/-/1/hi/entertainment/7984248.st  \n",
       "5693071          http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/7348743.st  \n",
       "5693100          http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/7024681.st  \n",
       "5694250          http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/7635216.st  \n",
       "5694886     http://news.bbc.co.uk/go/rss/-/1/hi/world/middle_east/6954663.st  \n",
       "5695283     http://news.bbc.co.uk/go/rss/-/1/hi/world/middle_east/8114811.st  \n",
       "5695810          http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/6925384.st  \n",
       "5697030  http://news.bbc.co.uk/go/rss/-/sport1/hi/football/africa/6909233.st  \n",
       "5698321          http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/6965054.st  \n",
       "5698536          http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/8062322.st  \n",
       "5700486          http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/7509793.st  \n",
       "5700557          http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/7297142.st  \n",
       "5701824          http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/7730733.st  \n",
       "5705003          http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/7012882.st  \n",
       "5705981          http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/7118405.st  \n",
       "5706719          http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/8247006.st  \n",
       "5707107    http://news.bbc.co.uk/go/rss/-/1/hi/world/asia-pacific/7258059.st  \n",
       "5710396          http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/6223708.st  \n",
       "5710422          http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/7152613.st  \n",
       "5710689          http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/8008979.st  \n",
       "5711431          http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/7513444.st  \n",
       "5712027          http://news.bbc.co.uk/go/rss/-/1/hi/world/africa/6919022.st  \n",
       "5712906  http://news.bbc.co.uk/go/rss/-/sport1/hi/football/africa/7272541.st  \n",
       "\n",
       "[4768 rows x 2 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[df.sourceName == 'GFM Radio'][['sourceName', 'url']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th>url</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>446</th>\n",
       "      <td>News Shopper</td>\n",
       "      <td>http://www.newsshopper.co.uk/sport/topsport/display.var.1822807.0.iwelumo_pleased_with_impact.ph</td>\n",
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       "      <th>4466</th>\n",
       "      <td>News Shopper</td>\n",
       "      <td>http://www.newsshopper.co.uk/sport/topsport/display.var.1695654.0.varneys_arrival_pays_off.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5279</th>\n",
       "      <td>News Shopper</td>\n",
       "      <td>http://www.newsshopper.co.uk/news/9872060.Sidcup_computer_programmer_jailed_for_attempted_drug_dealing_in_Bromley/?ref=rs</td>\n",
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       "    <tr>\n",
       "      <th>8163</th>\n",
       "      <td>News Shopper</td>\n",
       "      <td>http://www.newsshopper.co.uk/news/localheadlines/display.var.1467143.0.housemate_was_beaten_to_death.ph</td>\n",
       "    </tr>\n",
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       "      <th>8685</th>\n",
       "      <td>News Shopper</td>\n",
       "      <td>http://www.newsshopper.co.uk/news/localheadlines/display.var.1555234.0.parents_to_speak_at_launch.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9223</th>\n",
       "      <td>News Shopper</td>\n",
       "      <td>http://www.newsshopper.co.uk/news/11211148.What_s_on_this_week__Our_picks_of_music__theatre__comedy_and_days_out/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11327</th>\n",
       "      <td>News Shopper</td>\n",
       "      <td>http://www.newsshopper.co.uk/news/11267400.Brockley_jack_knifed_lorry_causes_chaos/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11333</th>\n",
       "      <td>News Shopper</td>\n",
       "      <td>http://www.newsshopper.co.uk/news/11222478.Forest_Hill_traffic_after_fire_in_flat_above_shop/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12131</th>\n",
       "      <td>News Shopper</td>\n",
       "      <td>http://www.newsshopper.co.uk/sport/topsport/display.var.1595118.0.stuart_leads_them_home.ph</td>\n",
       "    </tr>\n",
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       "      <th>12821</th>\n",
       "      <td>News Shopper</td>\n",
       "      <td>http://www.newsshopper.co.uk/news/11296388.Heartbroken_couple_in_search_for_Rambo/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12845</th>\n",
       "      <td>News Shopper</td>\n",
       "      <td>http://www.newsshopper.co.uk/news/10969244.What_local_words_and_sayings_do_south_east_London_and_north_Kent_people_use_/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12878</th>\n",
       "      <td>News Shopper</td>\n",
       "      <td>http://www.newsshopper.co.uk/news/topstories/display.var.1407824.0.new_appeal_for_murder_witnesses.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13216</th>\n",
       "      <td>News Shopper</td>\n",
       "      <td>http://www.newsshopper.co.uk/news/11264752.Five_teenagers_charged_with_Sydenham_murder_of_James_Hunter/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13365</th>\n",
       "      <td>News Shopper</td>\n",
       "      <td>http://www.newsshopper.co.uk/news/topstories/display.var.1329537.0.bricklayer_rescued_from_building_site.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13711</th>\n",
       "      <td>News Shopper</td>\n",
       "      <td>http://www.newsshopper.co.uk/news/10589030.Police_helicopter_hunts_down_wanted_Greenhithe_man_in_nighttime_mission/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13877</th>\n",
       "      <td>News Shopper</td>\n",
       "      <td>http://www.newsshopper.co.uk/sport/topsport/display.var.1756278.0.beckenham_gets_new_fiveaside_pitches.ph</td>\n",
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       "    <tr>\n",
       "      <th>15730</th>\n",
       "      <td>News Shopper</td>\n",
       "      <td>http://www.newsshopper.co.uk/news/9880108.Greenwich_Council_for_Racial_Equality_fraudsters_spared_jail__Reaction_to_sentences/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15877</th>\n",
       "      <td>News Shopper</td>\n",
       "      <td>http://www.newsshopper.co.uk/news/11281836.UPDATE__Man_in_hospital_after__drive_by__shooting_in_Anerley/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16018</th>\n",
       "      <td>News Shopper</td>\n",
       "      <td>http://www.newsshopper.co.uk/news/9474299.UPDATE__Three_injured_in_A20_crash</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16467</th>\n",
       "      <td>News Shopper</td>\n",
       "      <td>http://www.newsshopper.co.uk/news/11206914._N_word_record__DJ_David_Lowe__ex_of_Beckenham__gets_Boris_Johnson_support_in_BBC_furore/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16605</th>\n",
       "      <td>News Shopper</td>\n",
       "      <td>http://www.newsshopper.co.uk/news/11264934.Orpington_comedian_wins_cash_for_charity_in_celebrity_TV_quiz/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16818</th>\n",
       "      <td>News Shopper</td>\n",
       "      <td>http://www.newsshopper.co.uk/news/10620275.UPDATE__Bexleyheath_Academy_teacher_appears_in_court_charged_with_child_sex_offences/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17937</th>\n",
       "      <td>News Shopper</td>\n",
       "      <td>http://www.newsshopper.co.uk/news/9524349.Services_suspended_between_Grove_Park_and_Bromley_North</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18126</th>\n",
       "      <td>News Shopper</td>\n",
       "      <td>http://www.newsshopper.co.uk/news/11186620.UPDATE__Headteacher_reacts_after_Lewisham_school_teen__stabbing_/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19194</th>\n",
       "      <td>News Shopper</td>\n",
       "      <td>http://www.newsshopper.co.uk/leisure/main/display.var.1863517.0.actaeon_films_oscar_hopes.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19714</th>\n",
       "      <td>News Shopper</td>\n",
       "      <td>http://www.newsshopper.co.uk/sport/topsport/display.var.1328178.0.crystal_palace_v_wolves_preview.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20407</th>\n",
       "      <td>News Shopper</td>\n",
       "      <td>http://www.newsshopper.co.uk/news/11157609.Deadly_Asian_hornets_set_to_invade_Kent/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22546</th>\n",
       "      <td>News Shopper</td>\n",
       "      <td>http://www.newsshopper.co.uk/news/11149897.Bail_extended_for_Gravesend_Cyclopark___8_000_bike_theft_suspect/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22566</th>\n",
       "      <td>News Shopper</td>\n",
       "      <td>http://www.newsshopper.co.uk/news/10865338.Plaque_to_celebrate_Dartford_meeting_of_Mick_Jagger_and_Keith_Richards/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5695747</th>\n",
       "      <td>News Shopper</td>\n",
       "      <td>http://www.newsshopper.co.uk/news/11216960.PICTURED__Hextable_teenager_assaulted_pensioner_so_viciously_her_false_teeth_fell_out/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5696001</th>\n",
       "      <td>News Shopper</td>\n",
       "      <td>http://www.newsshopper.co.uk/news/10497277.Gravesend_man_Eddie_Ives_denies_killing_Ben_Mahoney_in_Dartford_takeaway/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5696888</th>\n",
       "      <td>News Shopper</td>\n",
       "      <td>http://www.newsshopper.co.uk/news/localheadlines/display.var.1668049.0.stabbing_murder_woman_charged.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5696963</th>\n",
       "      <td>News Shopper</td>\n",
       "      <td>http://www.newsshopper.co.uk/news/9800556.Experts_meet_to_discuss_Kent_water_shortage/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5697027</th>\n",
       "      <td>News Shopper</td>\n",
       "      <td>http://www.newsshopper.co.uk/news/11274228.Pet_of_the_Day__Titch_is_like_a_mini_cow_but_he_meows_rather_than_moos/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5697457</th>\n",
       "      <td>News Shopper</td>\n",
       "      <td>http://www.newsshopper.co.uk/news/topstories/display.var.1519940.0.green_caps_to_put_borough_on_map.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5697508</th>\n",
       "      <td>News Shopper</td>\n",
       "      <td>http://www.newsshopper.co.uk/News/11206914._N_word_record__DJ_David_Lowe__ex_of_Beckenham__gets_Boris_Johnson_support_in_BBC_furore/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5697967</th>\n",
       "      <td>News Shopper</td>\n",
       "      <td>http://www.newsshopper.co.uk/news/localheadlines/display.var.1656592.0.pensioner_hospitalised_after_mugging.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5698449</th>\n",
       "      <td>News Shopper</td>\n",
       "      <td>http://www.newsshopper.co.uk/news/10970340.Three_month__bridge_scheme_to_fix_A2_bridge_in_Darenth_starts/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5699164</th>\n",
       "      <td>News Shopper</td>\n",
       "      <td>http://www.newsshopper.co.uk/news/10782513.Keston_fatal_car_crash__Police_appealing_for_witnesses/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5699692</th>\n",
       "      <td>News Shopper</td>\n",
       "      <td>http://www.newsshopper.co.uk/news/10850731.St_Paul_s_Cray_man_arrested_for_shining_laser_at_Met_Police_helicopter/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5699812</th>\n",
       "      <td>News Shopper</td>\n",
       "      <td>http://www.newsshopper.co.uk/news/topstories/display.var.1907972.0.on_this_day.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5701538</th>\n",
       "      <td>News Shopper</td>\n",
       "      <td>http://www.newsshopper.co.uk/news/9795169.Pastor_claims_divine_intervention_led_him_to_save_six_year_old_s_life/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5701880</th>\n",
       "      <td>News Shopper</td>\n",
       "      <td>http://www.newsshopper.co.uk/news/10876194.School_maintenance_worker_Dilwyn_Phillips__Dartford_death_a__tragic_accident_/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5704478</th>\n",
       "      <td>News Shopper</td>\n",
       "      <td>http://www.newsshopper.co.uk/news/localheadlines/display.var.1681007.0.eightyearolds_join_football_heroes.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5704650</th>\n",
       "      <td>News Shopper</td>\n",
       "      <td>http://www.newsshopper.co.uk/news/topstories/display.var.1265353.0.wow_factor_voting_begins.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5705139</th>\n",
       "      <td>News Shopper</td>\n",
       "      <td>http://www.newsshopper.co.uk/news/9482851.Elite_British_security_teams_storm_the_Thames_in_Olympic_security_rehearsal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5705418</th>\n",
       "      <td>News Shopper</td>\n",
       "      <td>http://www.newsshopper.co.uk/sport/topsport/display.var.1341133.0.b_b_in_top_third_in_nike_relay.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5705653</th>\n",
       "      <td>News Shopper</td>\n",
       "      <td>http://www.newsshopper.co.uk/news/9795045.Health_trust_investigating_after_patient_stabs_man_in_back/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5705948</th>\n",
       "      <td>News Shopper</td>\n",
       "      <td>http://www.newsshopper.co.uk/news/topstories/display.var.1545559.0.chemicals_went_into_sewerage_system.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5706052</th>\n",
       "      <td>News Shopper</td>\n",
       "      <td>http://www.newsshopper.co.uk/sport/topsport/display.var.1431537.0.bexley_suffer_setback.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5706110</th>\n",
       "      <td>News Shopper</td>\n",
       "      <td>http://www.newsshopper.co.uk/news/10970664.Bromley_and_Orpington_residents_wanted_for_Selling_Houses_with_Amanda_Lamb/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5706266</th>\n",
       "      <td>News Shopper</td>\n",
       "      <td>http://www.newsshopper.co.uk/news/topstories/display.var.1775031.0.traffic_slow_after_m25_accident.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5708666</th>\n",
       "      <td>News Shopper</td>\n",
       "      <td>http://www.newsshopper.co.uk/news/11174807.Man_arrested_following_Thursday_s_Sidcup_scissor_stabbing/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5708710</th>\n",
       "      <td>News Shopper</td>\n",
       "      <td>http://www.newsshopper.co.uk/news/topstories/display.var.1923823.0.unarmed_officer_shot_in_new_cross.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5710336</th>\n",
       "      <td>News Shopper</td>\n",
       "      <td>http://www.newsshopper.co.uk/news/9878087.Principal_appointed_for_Greenwich_University_Technical_College/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5711630</th>\n",
       "      <td>News Shopper</td>\n",
       "      <td>http://www.newsshopper.co.uk/news/10591707.Weather_latest__Keep_an_umbrella_handy/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5711880</th>\n",
       "      <td>News Shopper</td>\n",
       "      <td>http://www.newsshopper.co.uk/sport/topsport/display.var.1550756.0.atkinson_demolishes_field.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712904</th>\n",
       "      <td>News Shopper</td>\n",
       "      <td>http://www.newsshopper.co.uk/News/11306404.8_ways_to_shop_savvy_in_the_sales/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713253</th>\n",
       "      <td>News Shopper</td>\n",
       "      <td>http://www.newsshopper.co.uk/sport/topsport/display.var.1632522.0.pardew_searches_for_winning_formula.ph</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10184 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           sourceName  \\\n",
       "446      News Shopper   \n",
       "1326     News Shopper   \n",
       "4466     News Shopper   \n",
       "5279     News Shopper   \n",
       "8163     News Shopper   \n",
       "8685     News Shopper   \n",
       "9223     News Shopper   \n",
       "11327    News Shopper   \n",
       "11333    News Shopper   \n",
       "12131    News Shopper   \n",
       "12821    News Shopper   \n",
       "12845    News Shopper   \n",
       "12878    News Shopper   \n",
       "13216    News Shopper   \n",
       "13365    News Shopper   \n",
       "13711    News Shopper   \n",
       "13877    News Shopper   \n",
       "15730    News Shopper   \n",
       "15877    News Shopper   \n",
       "16018    News Shopper   \n",
       "16467    News Shopper   \n",
       "16605    News Shopper   \n",
       "16818    News Shopper   \n",
       "17937    News Shopper   \n",
       "18126    News Shopper   \n",
       "19194    News Shopper   \n",
       "19714    News Shopper   \n",
       "20407    News Shopper   \n",
       "22546    News Shopper   \n",
       "22566    News Shopper   \n",
       "...               ...   \n",
       "5695747  News Shopper   \n",
       "5696001  News Shopper   \n",
       "5696888  News Shopper   \n",
       "5696963  News Shopper   \n",
       "5697027  News Shopper   \n",
       "5697457  News Shopper   \n",
       "5697508  News Shopper   \n",
       "5697967  News Shopper   \n",
       "5698449  News Shopper   \n",
       "5699164  News Shopper   \n",
       "5699692  News Shopper   \n",
       "5699812  News Shopper   \n",
       "5701538  News Shopper   \n",
       "5701880  News Shopper   \n",
       "5704478  News Shopper   \n",
       "5704650  News Shopper   \n",
       "5705139  News Shopper   \n",
       "5705418  News Shopper   \n",
       "5705653  News Shopper   \n",
       "5705948  News Shopper   \n",
       "5706052  News Shopper   \n",
       "5706110  News Shopper   \n",
       "5706266  News Shopper   \n",
       "5708666  News Shopper   \n",
       "5708710  News Shopper   \n",
       "5710336  News Shopper   \n",
       "5711630  News Shopper   \n",
       "5711880  News Shopper   \n",
       "5712904  News Shopper   \n",
       "5713253  News Shopper   \n",
       "\n",
       "                                                                                                                                                  url  \n",
       "446                                                  http://www.newsshopper.co.uk/sport/topsport/display.var.1822807.0.iwelumo_pleased_with_impact.ph  \n",
       "1326                                       http://www.newsshopper.co.uk/news/9853348.Gumtree_robber_caught_after_YouTube_rap_video_appearance/?ref=rs  \n",
       "4466                                                    http://www.newsshopper.co.uk/sport/topsport/display.var.1695654.0.varneys_arrival_pays_off.ph  \n",
       "5279                        http://www.newsshopper.co.uk/news/9872060.Sidcup_computer_programmer_jailed_for_attempted_drug_dealing_in_Bromley/?ref=rs  \n",
       "8163                                          http://www.newsshopper.co.uk/news/localheadlines/display.var.1467143.0.housemate_was_beaten_to_death.ph  \n",
       "8685                                             http://www.newsshopper.co.uk/news/localheadlines/display.var.1555234.0.parents_to_speak_at_launch.ph  \n",
       "9223                        http://www.newsshopper.co.uk/news/11211148.What_s_on_this_week__Our_picks_of_music__theatre__comedy_and_days_out/?ref=rss  \n",
       "11327                                                     http://www.newsshopper.co.uk/news/11267400.Brockley_jack_knifed_lorry_causes_chaos/?ref=rss  \n",
       "11333                                           http://www.newsshopper.co.uk/news/11222478.Forest_Hill_traffic_after_fire_in_flat_above_shop/?ref=rss  \n",
       "12131                                                     http://www.newsshopper.co.uk/sport/topsport/display.var.1595118.0.stuart_leads_them_home.ph  \n",
       "12821                                                      http://www.newsshopper.co.uk/news/11296388.Heartbroken_couple_in_search_for_Rambo/?ref=rss  \n",
       "12845                http://www.newsshopper.co.uk/news/10969244.What_local_words_and_sayings_do_south_east_London_and_north_Kent_people_use_/?ref=rss  \n",
       "12878                                           http://www.newsshopper.co.uk/news/topstories/display.var.1407824.0.new_appeal_for_murder_witnesses.ph  \n",
       "13216                                 http://www.newsshopper.co.uk/news/11264752.Five_teenagers_charged_with_Sydenham_murder_of_James_Hunter/?ref=rss  \n",
       "13365                                     http://www.newsshopper.co.uk/news/topstories/display.var.1329537.0.bricklayer_rescued_from_building_site.ph  \n",
       "13711                     http://www.newsshopper.co.uk/news/10589030.Police_helicopter_hunts_down_wanted_Greenhithe_man_in_nighttime_mission/?ref=rss  \n",
       "13877                                       http://www.newsshopper.co.uk/sport/topsport/display.var.1756278.0.beckenham_gets_new_fiveaside_pitches.ph  \n",
       "15730           http://www.newsshopper.co.uk/news/9880108.Greenwich_Council_for_Racial_Equality_fraudsters_spared_jail__Reaction_to_sentences/?ref=rs  \n",
       "15877                                http://www.newsshopper.co.uk/news/11281836.UPDATE__Man_in_hospital_after__drive_by__shooting_in_Anerley/?ref=rss  \n",
       "16018                                                                    http://www.newsshopper.co.uk/news/9474299.UPDATE__Three_injured_in_A20_crash  \n",
       "16467    http://www.newsshopper.co.uk/news/11206914._N_word_record__DJ_David_Lowe__ex_of_Beckenham__gets_Boris_Johnson_support_in_BBC_furore/?ref=rss  \n",
       "16605                               http://www.newsshopper.co.uk/news/11264934.Orpington_comedian_wins_cash_for_charity_in_celebrity_TV_quiz/?ref=rss  \n",
       "16818        http://www.newsshopper.co.uk/news/10620275.UPDATE__Bexleyheath_Academy_teacher_appears_in_court_charged_with_child_sex_offences/?ref=rss  \n",
       "17937                                               http://www.newsshopper.co.uk/news/9524349.Services_suspended_between_Grove_Park_and_Bromley_North  \n",
       "18126                            http://www.newsshopper.co.uk/news/11186620.UPDATE__Headteacher_reacts_after_Lewisham_school_teen__stabbing_/?ref=rss  \n",
       "19194                                                    http://www.newsshopper.co.uk/leisure/main/display.var.1863517.0.actaeon_films_oscar_hopes.ph  \n",
       "19714                                            http://www.newsshopper.co.uk/sport/topsport/display.var.1328178.0.crystal_palace_v_wolves_preview.ph  \n",
       "20407                                                     http://www.newsshopper.co.uk/news/11157609.Deadly_Asian_hornets_set_to_invade_Kent/?ref=rss  \n",
       "22546                            http://www.newsshopper.co.uk/news/11149897.Bail_extended_for_Gravesend_Cyclopark___8_000_bike_theft_suspect/?ref=rss  \n",
       "22566                      http://www.newsshopper.co.uk/news/10865338.Plaque_to_celebrate_Dartford_meeting_of_Mick_Jagger_and_Keith_Richards/?ref=rss  \n",
       "...                                                                                                                                               ...  \n",
       "5695747     http://www.newsshopper.co.uk/news/11216960.PICTURED__Hextable_teenager_assaulted_pensioner_so_viciously_her_false_teeth_fell_out/?ref=rss  \n",
       "5696001                  http://www.newsshopper.co.uk/news/10497277.Gravesend_man_Eddie_Ives_denies_killing_Ben_Mahoney_in_Dartford_takeaway/?ref=rss  \n",
       "5696888                                       http://www.newsshopper.co.uk/news/localheadlines/display.var.1668049.0.stabbing_murder_woman_charged.ph  \n",
       "5696963                                                 http://www.newsshopper.co.uk/news/9800556.Experts_meet_to_discuss_Kent_water_shortage/?ref=rs  \n",
       "5697027                    http://www.newsshopper.co.uk/news/11274228.Pet_of_the_Day__Titch_is_like_a_mini_cow_but_he_meows_rather_than_moos/?ref=rss  \n",
       "5697457                                        http://www.newsshopper.co.uk/news/topstories/display.var.1519940.0.green_caps_to_put_borough_on_map.ph  \n",
       "5697508  http://www.newsshopper.co.uk/News/11206914._N_word_record__DJ_David_Lowe__ex_of_Beckenham__gets_Boris_Johnson_support_in_BBC_furore/?ref=rss  \n",
       "5697967                                http://www.newsshopper.co.uk/news/localheadlines/display.var.1656592.0.pensioner_hospitalised_after_mugging.ph  \n",
       "5698449                             http://www.newsshopper.co.uk/news/10970340.Three_month__bridge_scheme_to_fix_A2_bridge_in_Darenth_starts/?ref=rss  \n",
       "5699164                                    http://www.newsshopper.co.uk/news/10782513.Keston_fatal_car_crash__Police_appealing_for_witnesses/?ref=rss  \n",
       "5699692                    http://www.newsshopper.co.uk/news/10850731.St_Paul_s_Cray_man_arrested_for_shining_laser_at_Met_Police_helicopter/?ref=rss  \n",
       "5699812                                                             http://www.newsshopper.co.uk/news/topstories/display.var.1907972.0.on_this_day.ph  \n",
       "5701538                       http://www.newsshopper.co.uk/news/9795169.Pastor_claims_divine_intervention_led_him_to_save_six_year_old_s_life/?ref=rs  \n",
       "5701880             http://www.newsshopper.co.uk/news/10876194.School_maintenance_worker_Dilwyn_Phillips__Dartford_death_a__tragic_accident_/?ref=rss  \n",
       "5704478                                  http://www.newsshopper.co.uk/news/localheadlines/display.var.1681007.0.eightyearolds_join_football_heroes.ph  \n",
       "5704650                                                http://www.newsshopper.co.uk/news/topstories/display.var.1265353.0.wow_factor_voting_begins.ph  \n",
       "5705139                         http://www.newsshopper.co.uk/news/9482851.Elite_British_security_teams_storm_the_Thames_in_Olympic_security_rehearsal  \n",
       "5705418                                           http://www.newsshopper.co.uk/sport/topsport/display.var.1341133.0.b_b_in_top_third_in_nike_relay.ph  \n",
       "5705653                                  http://www.newsshopper.co.uk/news/9795045.Health_trust_investigating_after_patient_stabs_man_in_back/?ref=rs  \n",
       "5705948                                     http://www.newsshopper.co.uk/news/topstories/display.var.1545559.0.chemicals_went_into_sewerage_system.ph  \n",
       "5706052                                                    http://www.newsshopper.co.uk/sport/topsport/display.var.1431537.0.bexley_suffer_setback.ph  \n",
       "5706110                http://www.newsshopper.co.uk/news/10970664.Bromley_and_Orpington_residents_wanted_for_Selling_Houses_with_Amanda_Lamb/?ref=rss  \n",
       "5706266                                         http://www.newsshopper.co.uk/news/topstories/display.var.1775031.0.traffic_slow_after_m25_accident.ph  \n",
       "5708666                                 http://www.newsshopper.co.uk/news/11174807.Man_arrested_following_Thursday_s_Sidcup_scissor_stabbing/?ref=rss  \n",
       "5708710                                       http://www.newsshopper.co.uk/news/topstories/display.var.1923823.0.unarmed_officer_shot_in_new_cross.ph  \n",
       "5710336                              http://www.newsshopper.co.uk/news/9878087.Principal_appointed_for_Greenwich_University_Technical_College/?ref=rs  \n",
       "5711630                                                    http://www.newsshopper.co.uk/news/10591707.Weather_latest__Keep_an_umbrella_handy/?ref=rss  \n",
       "5711880                                                http://www.newsshopper.co.uk/sport/topsport/display.var.1550756.0.atkinson_demolishes_field.ph  \n",
       "5712904                                                         http://www.newsshopper.co.uk/News/11306404.8_ways_to_shop_savvy_in_the_sales/?ref=rss  \n",
       "5713253                                      http://www.newsshopper.co.uk/sport/topsport/display.var.1632522.0.pardew_searches_for_winning_formula.ph  \n",
       "\n",
       "[10184 rows x 2 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tdf = df[df.url.str.contains('newsshopper.co.uk') == True][['sourceName', 'url']]\n",
    "tdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "sourceName\n",
       "Local London        1\n",
       "News Shopper    10183\n",
       "dtype: int64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tdf.groupby('sourceName').size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "\n",
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       "      <th></th>\n",
       "      <th>sourceName</th>\n",
       "      <th>url</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1242498</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.newsshopper.co.uk/news/11100777.Top_10_topics_for_small_talk_with_neighbours_as_study_shows_chattiest_streets_are_happiest_streets/?ref=mr&amp;ref=mmsp</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           sourceName  \\\n",
       "1242498  Local London   \n",
       "\n",
       "                                                                                                                                                                    url  \n",
       "1242498  http://www.newsshopper.co.uk/news/11100777.Top_10_topics_for_small_talk_with_neighbours_as_study_shows_chattiest_streets_are_happiest_streets/?ref=mr&ref=mmsp  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[(df.url.str.contains('newsshopper.co.uk') == True) & (df.sourceName == 'Local London')][['sourceName', 'url']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "\n",
       "    .dataframe thead th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sourceName</th>\n",
       "      <th>url</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Edgware &amp; Mill Hill Times</td>\n",
       "      <td>http://www.times-series.co.uk/opinion/letters/4353362.Recycle_and_clean_up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>Barnet Times</td>\n",
       "      <td>http://www.times-series.co.uk/uk_national_sport/8882913.Fellaini_s_season_is_over/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>577</th>\n",
       "      <td>Barnet Times</td>\n",
       "      <td>http://www.times-series.co.uk/uk_national_news/8471750.Council_leader_dressed_up_as_Hitler/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>743</th>\n",
       "      <td>Barnet Times</td>\n",
       "      <td>http://www.times-series.co.uk/uk_national_entertainment/8383860.The_Stig_accuses_BBC_of_hypocrisy/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>951</th>\n",
       "      <td>Barnet Times</td>\n",
       "      <td>http://www.times-series.co.uk/news/9279762.Campaign_for_reduced_speed_limits_in_urban_areas_today/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>956</th>\n",
       "      <td>Edgware &amp; Mill Hill Times</td>\n",
       "      <td>http://www.times-series.co.uk/display.var.2244488.0.table_tennis_players_could_solve_armed_robbery.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>962</th>\n",
       "      <td>Barnet Times</td>\n",
       "      <td>http://www.times-series.co.uk/news/9399755.Businesses_to_join_forces_against_parking_issues_in_Barnet/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1021</th>\n",
       "      <td>Barnet Times</td>\n",
       "      <td>http://www.times-series.co.uk/uk_national_sport/8865279.Hodgson_buoyed_by_Baggies_resolve/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1446</th>\n",
       "      <td>Barnet Times</td>\n",
       "      <td>http://www.times-series.co.uk/uk_national_news/8730070.Lib_Dem_aide_quits_to_vote__No_/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1621</th>\n",
       "      <td>Barnet Times</td>\n",
       "      <td>http://www.times-series.co.uk/uk_national_news/8921905.Military_assesses_strikes_on_Libya/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1682</th>\n",
       "      <td>Barnet Times</td>\n",
       "      <td>http://www.times-series.co.uk/news/9224767.Teenager_crowned_queen_of_the_up_do/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1762</th>\n",
       "      <td>Barnet Times</td>\n",
       "      <td>http://www.times-series.co.uk/uk_national_news/8410531.Politician_s_widow_in_killer_plea/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1775</th>\n",
       "      <td>Barnet Times</td>\n",
       "      <td>http://www.times-series.co.uk/news/9032149.Kids_enjoy_tea_party_with_Mad_Hatter_and_Alice_for_hospice/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1919</th>\n",
       "      <td>Barnet Times</td>\n",
       "      <td>http://www.times-series.co.uk/display.var.1844001.0..ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2213</th>\n",
       "      <td>Edgware &amp; Mill Hill Times</td>\n",
       "      <td>http://www.times-series.co.uk/sport/worldcup2010/world_cup_news/9759433.Donald_ready_for_tough_test/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2549</th>\n",
       "      <td>Edgware &amp; Mill Hill Times</td>\n",
       "      <td>http://www.times-series.co.uk/display.var.1843012.0.same_again_for_blues.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2602</th>\n",
       "      <td>Barnet Times</td>\n",
       "      <td>http://www.times-series.co.uk/uk_national_news/8818290.Sure_Start_centres__facing_axe_/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2759</th>\n",
       "      <td>Barnet Times</td>\n",
       "      <td>http://www.times-series.co.uk/leisure/pantos/8728579.Dame_for_a_laugh/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2785</th>\n",
       "      <td>Edgware &amp; Mill Hill Times</td>\n",
       "      <td>http://www.times-series.co.uk/mostpopular.var.1898393.mostcommented.public_meeting_today_following_measles_outbreak.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2877</th>\n",
       "      <td>Barnet Times</td>\n",
       "      <td>http://www.times-series.co.uk/news/topstories/4629747.Mugshots_of_most_wanted_released_by_police</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3320</th>\n",
       "      <td>Barnet Times</td>\n",
       "      <td>http://www.times-series.co.uk/sport/worldcup2010/world_cup_news/8752849.Reds_welcome_Gerrard_back/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3339</th>\n",
       "      <td>Barnet Times</td>\n",
       "      <td>http://www.times-series.co.uk/uk_national_news/8754479.Missing_woman__Police_probe_CCTV/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3421</th>\n",
       "      <td>Barnet Times</td>\n",
       "      <td>http://www.times-series.co.uk/uk_national_entertainment/8443185.Ann_struts_a_spiceless_salsa/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3482</th>\n",
       "      <td>Barnet Times</td>\n",
       "      <td>http://www.times-series.co.uk/uk_national_news/8686516.NHS__postcode_lottery__revealed/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3608</th>\n",
       "      <td>Barnet Times</td>\n",
       "      <td>http://www.times-series.co.uk/uk_national_entertainment/8993517.Omid__Larry_David_lulls_me_to_sleep/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3679</th>\n",
       "      <td>Barnet Times</td>\n",
       "      <td>http://www.times-series.co.uk/news/9337550.Teenager_who_used_taxi_service_to_burgle_homes_found_guilty/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3865</th>\n",
       "      <td>Barnet Times</td>\n",
       "      <td>http://www.times-series.co.uk/news/topstories/4451979.Credit_crunch_fuels_street_drinking_in_Barnet</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4000</th>\n",
       "      <td>Edgware &amp; Mill Hill Times</td>\n",
       "      <td>http://www.times-series.co.uk/sport/localsport/3878765.Five_Bees_up_for_sale</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4035</th>\n",
       "      <td>Barnet Times</td>\n",
       "      <td>http://www.times-series.co.uk/leisure/books/8200398.Our_great_branch_line/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4225</th>\n",
       "      <td>Edgware &amp; Mill Hill Times</td>\n",
       "      <td>http://www.times-series.co.uk/sport/worldcup2010/world_cup_news/9819541.Khan__I_ll_be_back/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5710826</th>\n",
       "      <td>Barnet Times</td>\n",
       "      <td>http://www.times-series.co.uk/uk_national_news/8376525.Policeman_jailed_for_cell_attack/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5711092</th>\n",
       "      <td>Barnet Times</td>\n",
       "      <td>http://www.times-series.co.uk/news/8217497.New_store_to_create_jobs_in_beleagured_centre/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5711094</th>\n",
       "      <td>Barnet Times</td>\n",
       "      <td>http://www.times-series.co.uk/sport/spurs/8438458.SPURS__Chelsea_match_switched/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5711154</th>\n",
       "      <td>Barnet Times</td>\n",
       "      <td>http://www.times-series.co.uk/uk_national_news/8800916.Survey_shows__worst_streets__areas/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5711199</th>\n",
       "      <td>Edgware &amp; Mill Hill Times</td>\n",
       "      <td>http://www.times-series.co.uk/display.var.2385862.0.taking_fearguard_action.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5711497</th>\n",
       "      <td>Barnet Times</td>\n",
       "      <td>http://www.times-series.co.uk/uk_national_entertainment/8376206.Jones__No_Gavin_And_Stacey_special/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5711573</th>\n",
       "      <td>Barnet Times</td>\n",
       "      <td>http://www.times-series.co.uk/uk_national_sport/8419351.Pair_s_early_form_excites_Monty/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5711586</th>\n",
       "      <td>Barnet Times</td>\n",
       "      <td>http://www.times-series.co.uk/display.var.2266485.0.cricket_roundup.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5711589</th>\n",
       "      <td>Barnet Times</td>\n",
       "      <td>http://www.times-series.co.uk/sport/worldcup2010/world_cup_news/8758361.Terry_wants_Emirates_repeat/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5711664</th>\n",
       "      <td>Edgware &amp; Mill Hill Times</td>\n",
       "      <td>http://www.times-series.co.uk/olympics/local_news/9855371.Dujardin_delivers_brilliant_Olympic_dressage_display/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5711669</th>\n",
       "      <td>Barnet Times</td>\n",
       "      <td>http://www.times-series.co.uk/news/9397088.Disabled_motorist_forced_to_pay_as_council_rejects_recommendation_to_drop_fine/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5711674</th>\n",
       "      <td>Barnet Times</td>\n",
       "      <td>http://www.times-series.co.uk/uk_national_entertainment/8899363.Spider_Man_to_shut_down_for_weeks_/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5711843</th>\n",
       "      <td>Edgware &amp; Mill Hill Times</td>\n",
       "      <td>http://www.times-series.co.uk/news/topstories/4206393.Burnt_Oak_flasher_to_attend_sex_offenders_programme</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712156</th>\n",
       "      <td>Edgware &amp; Mill Hill Times</td>\n",
       "      <td>http://www.times-series.co.uk/news/topstories/3578741.A_bridge_too_far_</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712167</th>\n",
       "      <td>Barnet Times</td>\n",
       "      <td>http://www.times-series.co.uk/sport/9250787.Brown_stars_for_Scotland_at_World_Cup/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712182</th>\n",
       "      <td>Edgware &amp; Mill Hill Times</td>\n",
       "      <td>http://www.times-series.co.uk/news/topstories/4477214.Lecturers_threaten_Barnet_College_with_strike_action</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712486</th>\n",
       "      <td>Barnet Times</td>\n",
       "      <td>http://www.times-series.co.uk/news/9399644.Christmas_cheer_spread_to_Barnet_Hospital/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712501</th>\n",
       "      <td>Hendon &amp; Finchley, Barnet &amp; Potters bar, and Edgeware &amp; Mills hill Times</td>\n",
       "      <td>http://www.times-series.co.uk/news/10882874.Pavilion_Way_playing_fields_to_be_sold_to_private_developers/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712545</th>\n",
       "      <td>Barnet Times</td>\n",
       "      <td>http://www.times-series.co.uk/news/8176962.Two_governors_up_for_top_awards/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712548</th>\n",
       "      <td>Edgware &amp; Mill Hill Times</td>\n",
       "      <td>http://www.times-series.co.uk/news/topstories/3732996.Drivers_short_changed_by_Edgware_ticket_machine</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712567</th>\n",
       "      <td>Barnet Times</td>\n",
       "      <td>http://www.times-series.co.uk/uk_national_news/8878879.Number_of_traffic_lights_rises_30_/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712593</th>\n",
       "      <td>Edgware &amp; Mill Hill Times</td>\n",
       "      <td>http://www.times-series.co.uk/news/topstories/4448946.Dismore_solves__polished_silver__mystery</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712602</th>\n",
       "      <td>Barnet Times</td>\n",
       "      <td>http://www.times-series.co.uk/uk_national_sport/8393798.Wenger_states_case_for_video_trial/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712760</th>\n",
       "      <td>Barnet Times</td>\n",
       "      <td>http://www.times-series.co.uk/uk_national_entertainment/9237923.Vergara_and_Kutcher_at_the_Emmys/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712852</th>\n",
       "      <td>Barnet Times</td>\n",
       "      <td>http://www.times-series.co.uk/uk_national_entertainment/9143322.Lady_Antebellum_delay_over_death/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713169</th>\n",
       "      <td>Barnet Times</td>\n",
       "      <td>http://www.times-series.co.uk/uk_national_sport/9154229.Mancini__Tevez_is_still_important/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713178</th>\n",
       "      <td>Barnet Times</td>\n",
       "      <td>http://www.times-series.co.uk/display.var.2319113.0..ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713238</th>\n",
       "      <td>Barnet Times</td>\n",
       "      <td>http://www.times-series.co.uk/uk_national_sport/8485495.Celtic_ease_to_victory/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713288</th>\n",
       "      <td>Barnet Times</td>\n",
       "      <td>http://www.times-series.co.uk/news/topstories/4219578.Cash_up_for_grabs_to_promote_cycling</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713324</th>\n",
       "      <td>Barnet Times</td>\n",
       "      <td>http://www.times-series.co.uk/uk_national_entertainment/9180635.Professor_Green_moves_back_tour/?ref=rs</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>49695 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                       sourceName  \\\n",
       "13                                                      Edgware & Mill Hill Times   \n",
       "271                                                                  Barnet Times   \n",
       "577                                                                  Barnet Times   \n",
       "743                                                                  Barnet Times   \n",
       "951                                                                  Barnet Times   \n",
       "956                                                     Edgware & Mill Hill Times   \n",
       "962                                                                  Barnet Times   \n",
       "1021                                                                 Barnet Times   \n",
       "1446                                                                 Barnet Times   \n",
       "1621                                                                 Barnet Times   \n",
       "1682                                                                 Barnet Times   \n",
       "1762                                                                 Barnet Times   \n",
       "1775                                                                 Barnet Times   \n",
       "1919                                                                 Barnet Times   \n",
       "2213                                                    Edgware & Mill Hill Times   \n",
       "2549                                                    Edgware & Mill Hill Times   \n",
       "2602                                                                 Barnet Times   \n",
       "2759                                                                 Barnet Times   \n",
       "2785                                                    Edgware & Mill Hill Times   \n",
       "2877                                                                 Barnet Times   \n",
       "3320                                                                 Barnet Times   \n",
       "3339                                                                 Barnet Times   \n",
       "3421                                                                 Barnet Times   \n",
       "3482                                                                 Barnet Times   \n",
       "3608                                                                 Barnet Times   \n",
       "3679                                                                 Barnet Times   \n",
       "3865                                                                 Barnet Times   \n",
       "4000                                                    Edgware & Mill Hill Times   \n",
       "4035                                                                 Barnet Times   \n",
       "4225                                                    Edgware & Mill Hill Times   \n",
       "...                                                                           ...   \n",
       "5710826                                                              Barnet Times   \n",
       "5711092                                                              Barnet Times   \n",
       "5711094                                                              Barnet Times   \n",
       "5711154                                                              Barnet Times   \n",
       "5711199                                                 Edgware & Mill Hill Times   \n",
       "5711497                                                              Barnet Times   \n",
       "5711573                                                              Barnet Times   \n",
       "5711586                                                              Barnet Times   \n",
       "5711589                                                              Barnet Times   \n",
       "5711664                                                 Edgware & Mill Hill Times   \n",
       "5711669                                                              Barnet Times   \n",
       "5711674                                                              Barnet Times   \n",
       "5711843                                                 Edgware & Mill Hill Times   \n",
       "5712156                                                 Edgware & Mill Hill Times   \n",
       "5712167                                                              Barnet Times   \n",
       "5712182                                                 Edgware & Mill Hill Times   \n",
       "5712486                                                              Barnet Times   \n",
       "5712501  Hendon & Finchley, Barnet & Potters bar, and Edgeware & Mills hill Times   \n",
       "5712545                                                              Barnet Times   \n",
       "5712548                                                 Edgware & Mill Hill Times   \n",
       "5712567                                                              Barnet Times   \n",
       "5712593                                                 Edgware & Mill Hill Times   \n",
       "5712602                                                              Barnet Times   \n",
       "5712760                                                              Barnet Times   \n",
       "5712852                                                              Barnet Times   \n",
       "5713169                                                              Barnet Times   \n",
       "5713178                                                              Barnet Times   \n",
       "5713238                                                              Barnet Times   \n",
       "5713288                                                              Barnet Times   \n",
       "5713324                                                              Barnet Times   \n",
       "\n",
       "                                                                                                                                       url  \n",
       "13                                                              http://www.times-series.co.uk/opinion/letters/4353362.Recycle_and_clean_up  \n",
       "271                                              http://www.times-series.co.uk/uk_national_sport/8882913.Fellaini_s_season_is_over/?ref=rs  \n",
       "577                                     http://www.times-series.co.uk/uk_national_news/8471750.Council_leader_dressed_up_as_Hitler/?ref=rs  \n",
       "743                              http://www.times-series.co.uk/uk_national_entertainment/8383860.The_Stig_accuses_BBC_of_hypocrisy/?ref=rs  \n",
       "951                              http://www.times-series.co.uk/news/9279762.Campaign_for_reduced_speed_limits_in_urban_areas_today/?ref=rs  \n",
       "956                                  http://www.times-series.co.uk/display.var.2244488.0.table_tennis_players_could_solve_armed_robbery.ph  \n",
       "962                          http://www.times-series.co.uk/news/9399755.Businesses_to_join_forces_against_parking_issues_in_Barnet/?ref=rs  \n",
       "1021                                     http://www.times-series.co.uk/uk_national_sport/8865279.Hodgson_buoyed_by_Baggies_resolve/?ref=rs  \n",
       "1446                                        http://www.times-series.co.uk/uk_national_news/8730070.Lib_Dem_aide_quits_to_vote__No_/?ref=rs  \n",
       "1621                                     http://www.times-series.co.uk/uk_national_news/8921905.Military_assesses_strikes_on_Libya/?ref=rs  \n",
       "1682                                                http://www.times-series.co.uk/news/9224767.Teenager_crowned_queen_of_the_up_do/?ref=rs  \n",
       "1762                                      http://www.times-series.co.uk/uk_national_news/8410531.Politician_s_widow_in_killer_plea/?ref=rs  \n",
       "1775                         http://www.times-series.co.uk/news/9032149.Kids_enjoy_tea_party_with_Mad_Hatter_and_Alice_for_hospice/?ref=rs  \n",
       "1919                                                                               http://www.times-series.co.uk/display.var.1844001.0..ph  \n",
       "2213                           http://www.times-series.co.uk/sport/worldcup2010/world_cup_news/9759433.Donald_ready_for_tough_test/?ref=rs  \n",
       "2549                                                           http://www.times-series.co.uk/display.var.1843012.0.same_again_for_blues.ph  \n",
       "2602                                        http://www.times-series.co.uk/uk_national_news/8818290.Sure_Start_centres__facing_axe_/?ref=rs  \n",
       "2759                                                         http://www.times-series.co.uk/leisure/pantos/8728579.Dame_for_a_laugh/?ref=rs  \n",
       "2785                http://www.times-series.co.uk/mostpopular.var.1898393.mostcommented.public_meeting_today_following_measles_outbreak.ph  \n",
       "2877                                      http://www.times-series.co.uk/news/topstories/4629747.Mugshots_of_most_wanted_released_by_police  \n",
       "3320                             http://www.times-series.co.uk/sport/worldcup2010/world_cup_news/8752849.Reds_welcome_Gerrard_back/?ref=rs  \n",
       "3339                                       http://www.times-series.co.uk/uk_national_news/8754479.Missing_woman__Police_probe_CCTV/?ref=rs  \n",
       "3421                                  http://www.times-series.co.uk/uk_national_entertainment/8443185.Ann_struts_a_spiceless_salsa/?ref=rs  \n",
       "3482                                        http://www.times-series.co.uk/uk_national_news/8686516.NHS__postcode_lottery__revealed/?ref=rs  \n",
       "3608                           http://www.times-series.co.uk/uk_national_entertainment/8993517.Omid__Larry_David_lulls_me_to_sleep/?ref=rs  \n",
       "3679                        http://www.times-series.co.uk/news/9337550.Teenager_who_used_taxi_service_to_burgle_homes_found_guilty/?ref=rs  \n",
       "3865                                   http://www.times-series.co.uk/news/topstories/4451979.Credit_crunch_fuels_street_drinking_in_Barnet  \n",
       "4000                                                          http://www.times-series.co.uk/sport/localsport/3878765.Five_Bees_up_for_sale  \n",
       "4035                                                     http://www.times-series.co.uk/leisure/books/8200398.Our_great_branch_line/?ref=rs  \n",
       "4225                                    http://www.times-series.co.uk/sport/worldcup2010/world_cup_news/9819541.Khan__I_ll_be_back/?ref=rs  \n",
       "...                                                                                                                                    ...  \n",
       "5710826                                    http://www.times-series.co.uk/uk_national_news/8376525.Policeman_jailed_for_cell_attack/?ref=rs  \n",
       "5711092                                   http://www.times-series.co.uk/news/8217497.New_store_to_create_jobs_in_beleagured_centre/?ref=rs  \n",
       "5711094                                            http://www.times-series.co.uk/sport/spurs/8438458.SPURS__Chelsea_match_switched/?ref=rs  \n",
       "5711154                                  http://www.times-series.co.uk/uk_national_news/8800916.Survey_shows__worst_streets__areas/?ref=rs  \n",
       "5711199                                                     http://www.times-series.co.uk/display.var.2385862.0.taking_fearguard_action.ph  \n",
       "5711497                         http://www.times-series.co.uk/uk_national_entertainment/8376206.Jones__No_Gavin_And_Stacey_special/?ref=rs  \n",
       "5711573                                    http://www.times-series.co.uk/uk_national_sport/8419351.Pair_s_early_form_excites_Monty/?ref=rs  \n",
       "5711586                                                             http://www.times-series.co.uk/display.var.2266485.0.cricket_roundup.ph  \n",
       "5711589                        http://www.times-series.co.uk/sport/worldcup2010/world_cup_news/8758361.Terry_wants_Emirates_repeat/?ref=rs  \n",
       "5711664             http://www.times-series.co.uk/olympics/local_news/9855371.Dujardin_delivers_brilliant_Olympic_dressage_display/?ref=rs  \n",
       "5711669  http://www.times-series.co.uk/news/9397088.Disabled_motorist_forced_to_pay_as_council_rejects_recommendation_to_drop_fine/?ref=rs  \n",
       "5711674                         http://www.times-series.co.uk/uk_national_entertainment/8899363.Spider_Man_to_shut_down_for_weeks_/?ref=rs  \n",
       "5711843                          http://www.times-series.co.uk/news/topstories/4206393.Burnt_Oak_flasher_to_attend_sex_offenders_programme  \n",
       "5712156                                                            http://www.times-series.co.uk/news/topstories/3578741.A_bridge_too_far_  \n",
       "5712167                                          http://www.times-series.co.uk/sport/9250787.Brown_stars_for_Scotland_at_World_Cup/?ref=rs  \n",
       "5712182                         http://www.times-series.co.uk/news/topstories/4477214.Lecturers_threaten_Barnet_College_with_strike_action  \n",
       "5712486                                       http://www.times-series.co.uk/news/9399644.Christmas_cheer_spread_to_Barnet_Hospital/?ref=rs  \n",
       "5712501                  http://www.times-series.co.uk/news/10882874.Pavilion_Way_playing_fields_to_be_sold_to_private_developers/?ref=rss  \n",
       "5712545                                                 http://www.times-series.co.uk/news/8176962.Two_governors_up_for_top_awards/?ref=rs  \n",
       "5712548                              http://www.times-series.co.uk/news/topstories/3732996.Drivers_short_changed_by_Edgware_ticket_machine  \n",
       "5712567                                  http://www.times-series.co.uk/uk_national_news/8878879.Number_of_traffic_lights_rises_30_/?ref=rs  \n",
       "5712593                                     http://www.times-series.co.uk/news/topstories/4448946.Dismore_solves__polished_silver__mystery  \n",
       "5712602                                 http://www.times-series.co.uk/uk_national_sport/8393798.Wenger_states_case_for_video_trial/?ref=rs  \n",
       "5712760                           http://www.times-series.co.uk/uk_national_entertainment/9237923.Vergara_and_Kutcher_at_the_Emmys/?ref=rs  \n",
       "5712852                           http://www.times-series.co.uk/uk_national_entertainment/9143322.Lady_Antebellum_delay_over_death/?ref=rs  \n",
       "5713169                                  http://www.times-series.co.uk/uk_national_sport/9154229.Mancini__Tevez_is_still_important/?ref=rs  \n",
       "5713178                                                                            http://www.times-series.co.uk/display.var.2319113.0..ph  \n",
       "5713238                                             http://www.times-series.co.uk/uk_national_sport/8485495.Celtic_ease_to_victory/?ref=rs  \n",
       "5713288                                         http://www.times-series.co.uk/news/topstories/4219578.Cash_up_for_grabs_to_promote_cycling  \n",
       "5713324                            http://www.times-series.co.uk/uk_national_entertainment/9180635.Professor_Green_moves_back_tour/?ref=rs  \n",
       "\n",
       "[49695 rows x 2 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tdf = df[df.url.str.contains('times-series.co.uk') == True][['sourceName', 'url']]\n",
    "tdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "sourceName\n",
       "Barnet Times                                                                33555\n",
       "Edgware & Mill Hill Times                                                   12985\n",
       "Hendon & Finchley, Barnet & Potters bar, and Edgeware & Mills hill Times     3155\n",
       "dtype: int64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tdf.groupby('sourceName').size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sourceName</th>\n",
       "      <th>url</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_entertainment/3214296.Baby_joy_for_Mr_and_Mrs_Chris_Evans</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_sport/3660635.Ferdinand_fit_for_Croatia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>661</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_sport/3583071.Arshavin_frustrated_at_move_hitch</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>737</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_entertainment/3640301.Poisoned_author_Evans__recovering_</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>839</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_news/3627123.Britain__to_be_most_crowded_nation_</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1451</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_sport/3770628.Lampard_shines_in_Chelsea_romp</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1580</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_sport/3810274.Australia_fight_back</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1802</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_entertainment/3696356.Charlize_certain_to_keep_up_day_job</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1840</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_sport/3572953.Pietersen_era_excites_Moores</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4010</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_sport/3791317.Dyer_straits_spurred_Bellamy_</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4096</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_news/3613958.Black_box_holds_clue_to_air_tragedy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4500</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_sport/3582974.Robinho_staying_put___Calderon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5950</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_news/3775688.Spade_attack_pensioner_is_jailed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6055</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_entertainment/3699467.Directors_name_Godfather_best_movie</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6558</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_entertainment/3811389._X_Men_duo__star_in_Beckett_s_Godot</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6770</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_news/3637784.Nimrod_families_launch_legal_action</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6832</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_news/3616455.Airport_chiefs__snub_strike_talks_</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6986</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_news/3632806.Financial_help_for_carers_urged</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7257</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_news/3799704.Brown_says_IMF_needs_more_cash</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7313</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_sport/3712594.Porterfield_signs_contract_extension</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7541</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_news/3600589.Slap_shopping_ban_on_Russians__Tory</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8433</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_sport/3708739.Sinfield_out_to_keep_trophy</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8557</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_sport/3703849.Boothroyd_hit_by_FA_charge</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8562</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_sport/3748576.Chelsea_launch___16million_claim</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9947</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_sport/3816801.Duo_out_of_Islanders_clash</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10037</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_news/3628153.House_prices_dip_10_5__in_12_months</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10394</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_sport/3653132.Momentous_win_for_magic_Murray</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10593</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_entertainment/3556676.BBC_to_release_Dad_s_Army_documents</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11539</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_entertainment/3697890.Soap_storylines_competing_for_award</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11907</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/sport/3191114.Stortford_finish_mid_week_race_league_in_fifth/#comments\"&gt;Have your say »&lt;/a&gt;&lt;br&gt;                        &lt;/div&gt;&lt;br&gt;                        &lt;br&gt;       ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5704872</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_news/3810773.Experts_warn_of_dementia__epidemic_</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5705044</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_entertainment/3592784.Variety_show_tops_ITV_s_new_season</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5705213</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_news/3599138.Protest_demo_to_target_BNP_festival</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5705335</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_sport/3652991.Rooney_unconcerned_by_goals_record</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5705360</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_sport/3631443.Calderon__Robinho_badly_advised</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5705376</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_entertainment/3686131.Cheryl_hints_marriage_back_on_track</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5705683</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_sport/3218924.Late_leveller_dents_Villa_bid</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5705686</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/sport/3838202.Hawks__cup_clash_with_Town_hit_by_the_weather</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5705772</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/3187766.Your_views_can_help_us_with_traffic_problems</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5705847</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_entertainment/3726650.Worst_still_to_come_for_bad_boy_Max</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5706829</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_sport/3671081.Tait_makes_early_stand</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5707280</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_sport/3826761.England_to_dominate_Ashes___Botham</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5707501</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_news/3740728.3_000_computer_contract_jobs_axed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5707547</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_entertainment/3187905.U2_Basquiat_artwork_could_fetch___6m</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5707595</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_entertainment/3692009.Cricketer_bares_all_in_campaign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5707614</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_entertainment/3200419.June_launches_women_s_politics_site</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5707877</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_entertainment/3785531.Katona_slurs_words_in_TV_interview</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5708260</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_news/3639603.Cameron_says_troops_get_raw_deal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5708332</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_news/3575844.Hospitals_hit_back_over_pest_cases</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5708553</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_sport/3634217.Pietersen_relishes_tourists__pain</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5708564</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_sport/3635535.Wright_Phillips_inspires_City_win</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5709027</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_sport/3591784.Silva_staying___Valencia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5710025</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_news/3206750.Tories_attack__U_turn__over_victims</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5710645</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_sport/3625735.Sunderland_sign_Ferdinand</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5711418</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_sport/3792419.Alonso_strike_ends_Blues_home_record</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5711435</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_entertainment/3678148.Kate_enjoys_Best_Friend_s_premiere</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5711615</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_sport/3794962.Ireland_lose_epic_encounter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712491</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_sport/3770948.Tigers_too_strong_for_Treviso</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712664</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_sport/3648770.Murray_enjoying_centre_stage</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713298</th>\n",
       "      <td>Bishop's Stortford Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/uk_national_entertainment/3582885.Tom_Jones_eager_for_duet_with_Duffy</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>18200 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                         sourceName  \\\n",
       "104      Bishop's Stortford Citizen   \n",
       "242      Bishop's Stortford Citizen   \n",
       "661      Bishop's Stortford Citizen   \n",
       "737      Bishop's Stortford Citizen   \n",
       "839      Bishop's Stortford Citizen   \n",
       "1451     Bishop's Stortford Citizen   \n",
       "1580     Bishop's Stortford Citizen   \n",
       "1802     Bishop's Stortford Citizen   \n",
       "1840     Bishop's Stortford Citizen   \n",
       "4010     Bishop's Stortford Citizen   \n",
       "4096     Bishop's Stortford Citizen   \n",
       "4500     Bishop's Stortford Citizen   \n",
       "5950     Bishop's Stortford Citizen   \n",
       "6055     Bishop's Stortford Citizen   \n",
       "6558     Bishop's Stortford Citizen   \n",
       "6770     Bishop's Stortford Citizen   \n",
       "6832     Bishop's Stortford Citizen   \n",
       "6986     Bishop's Stortford Citizen   \n",
       "7257     Bishop's Stortford Citizen   \n",
       "7313     Bishop's Stortford Citizen   \n",
       "7541     Bishop's Stortford Citizen   \n",
       "8433     Bishop's Stortford Citizen   \n",
       "8557     Bishop's Stortford Citizen   \n",
       "8562     Bishop's Stortford Citizen   \n",
       "9947     Bishop's Stortford Citizen   \n",
       "10037    Bishop's Stortford Citizen   \n",
       "10394    Bishop's Stortford Citizen   \n",
       "10593    Bishop's Stortford Citizen   \n",
       "11539    Bishop's Stortford Citizen   \n",
       "11907    Bishop's Stortford Citizen   \n",
       "...                             ...   \n",
       "5704872  Bishop's Stortford Citizen   \n",
       "5705044  Bishop's Stortford Citizen   \n",
       "5705213  Bishop's Stortford Citizen   \n",
       "5705335  Bishop's Stortford Citizen   \n",
       "5705360  Bishop's Stortford Citizen   \n",
       "5705376  Bishop's Stortford Citizen   \n",
       "5705683  Bishop's Stortford Citizen   \n",
       "5705686  Bishop's Stortford Citizen   \n",
       "5705772  Bishop's Stortford Citizen   \n",
       "5705847  Bishop's Stortford Citizen   \n",
       "5706829  Bishop's Stortford Citizen   \n",
       "5707280  Bishop's Stortford Citizen   \n",
       "5707501  Bishop's Stortford Citizen   \n",
       "5707547  Bishop's Stortford Citizen   \n",
       "5707595  Bishop's Stortford Citizen   \n",
       "5707614  Bishop's Stortford Citizen   \n",
       "5707877  Bishop's Stortford Citizen   \n",
       "5708260  Bishop's Stortford Citizen   \n",
       "5708332  Bishop's Stortford Citizen   \n",
       "5708553  Bishop's Stortford Citizen   \n",
       "5708564  Bishop's Stortford Citizen   \n",
       "5709027  Bishop's Stortford Citizen   \n",
       "5710025  Bishop's Stortford Citizen   \n",
       "5710645  Bishop's Stortford Citizen   \n",
       "5711418  Bishop's Stortford Citizen   \n",
       "5711435  Bishop's Stortford Citizen   \n",
       "5711615  Bishop's Stortford Citizen   \n",
       "5712491  Bishop's Stortford Citizen   \n",
       "5712664  Bishop's Stortford Citizen   \n",
       "5713298  Bishop's Stortford Citizen   \n",
       "\n",
       "                                                                                                                                                                                                             url  \n",
       "104                                                                                                        http://www.citizen-series.co.uk/uk_national_entertainment/3214296.Baby_joy_for_Mr_and_Mrs_Chris_Evans  \n",
       "242                                                                                                                          http://www.citizen-series.co.uk/uk_national_sport/3660635.Ferdinand_fit_for_Croatia  \n",
       "661                                                                                                                  http://www.citizen-series.co.uk/uk_national_sport/3583071.Arshavin_frustrated_at_move_hitch  \n",
       "737                                                                                                         http://www.citizen-series.co.uk/uk_national_entertainment/3640301.Poisoned_author_Evans__recovering_  \n",
       "839                                                                                                                 http://www.citizen-series.co.uk/uk_national_news/3627123.Britain__to_be_most_crowded_nation_  \n",
       "1451                                                                                                                    http://www.citizen-series.co.uk/uk_national_sport/3770628.Lampard_shines_in_Chelsea_romp  \n",
       "1580                                                                                                                              http://www.citizen-series.co.uk/uk_national_sport/3810274.Australia_fight_back  \n",
       "1802                                                                                                       http://www.citizen-series.co.uk/uk_national_entertainment/3696356.Charlize_certain_to_keep_up_day_job  \n",
       "1840                                                                                                                      http://www.citizen-series.co.uk/uk_national_sport/3572953.Pietersen_era_excites_Moores  \n",
       "4010                                                                                                                     http://www.citizen-series.co.uk/uk_national_sport/3791317.Dyer_straits_spurred_Bellamy_  \n",
       "4096                                                                                                                http://www.citizen-series.co.uk/uk_national_news/3613958.Black_box_holds_clue_to_air_tragedy  \n",
       "4500                                                                                                                    http://www.citizen-series.co.uk/uk_national_sport/3582974.Robinho_staying_put___Calderon  \n",
       "5950                                                                                                                   http://www.citizen-series.co.uk/uk_national_news/3775688.Spade_attack_pensioner_is_jailed  \n",
       "6055                                                                                                       http://www.citizen-series.co.uk/uk_national_entertainment/3699467.Directors_name_Godfather_best_movie  \n",
       "6558                                                                                                       http://www.citizen-series.co.uk/uk_national_entertainment/3811389._X_Men_duo__star_in_Beckett_s_Godot  \n",
       "6770                                                                                                                http://www.citizen-series.co.uk/uk_national_news/3637784.Nimrod_families_launch_legal_action  \n",
       "6832                                                                                                                 http://www.citizen-series.co.uk/uk_national_news/3616455.Airport_chiefs__snub_strike_talks_  \n",
       "6986                                                                                                                    http://www.citizen-series.co.uk/uk_national_news/3632806.Financial_help_for_carers_urged  \n",
       "7257                                                                                                                     http://www.citizen-series.co.uk/uk_national_news/3799704.Brown_says_IMF_needs_more_cash  \n",
       "7313                                                                                                              http://www.citizen-series.co.uk/uk_national_sport/3712594.Porterfield_signs_contract_extension  \n",
       "7541                                                                                                                http://www.citizen-series.co.uk/uk_national_news/3600589.Slap_shopping_ban_on_Russians__Tory  \n",
       "8433                                                                                                                       http://www.citizen-series.co.uk/uk_national_sport/3708739.Sinfield_out_to_keep_trophy  \n",
       "8557                                                                                                                        http://www.citizen-series.co.uk/uk_national_sport/3703849.Boothroyd_hit_by_FA_charge  \n",
       "8562                                                                                                                  http://www.citizen-series.co.uk/uk_national_sport/3748576.Chelsea_launch___16million_claim  \n",
       "9947                                                                                                                        http://www.citizen-series.co.uk/uk_national_sport/3816801.Duo_out_of_Islanders_clash  \n",
       "10037                                                                                                               http://www.citizen-series.co.uk/uk_national_news/3628153.House_prices_dip_10_5__in_12_months  \n",
       "10394                                                                                                                   http://www.citizen-series.co.uk/uk_national_sport/3653132.Momentous_win_for_magic_Murray  \n",
       "10593                                                                                                      http://www.citizen-series.co.uk/uk_national_entertainment/3556676.BBC_to_release_Dad_s_Army_documents  \n",
       "11539                                                                                                      http://www.citizen-series.co.uk/uk_national_entertainment/3697890.Soap_storylines_competing_for_award  \n",
       "11907    http://www.citizen-series.co.uk/sport/3191114.Stortford_finish_mid_week_race_league_in_fifth/#comments\">Have your say »</a><br>                        </div><br>                        <br>       ...  \n",
       "...                                                                                                                                                                                                          ...  \n",
       "5704872                                                                                                             http://www.citizen-series.co.uk/uk_national_news/3810773.Experts_warn_of_dementia__epidemic_  \n",
       "5705044                                                                                                     http://www.citizen-series.co.uk/uk_national_entertainment/3592784.Variety_show_tops_ITV_s_new_season  \n",
       "5705213                                                                                                             http://www.citizen-series.co.uk/uk_national_news/3599138.Protest_demo_to_target_BNP_festival  \n",
       "5705335                                                                                                             http://www.citizen-series.co.uk/uk_national_sport/3652991.Rooney_unconcerned_by_goals_record  \n",
       "5705360                                                                                                                http://www.citizen-series.co.uk/uk_national_sport/3631443.Calderon__Robinho_badly_advised  \n",
       "5705376                                                                                                    http://www.citizen-series.co.uk/uk_national_entertainment/3686131.Cheryl_hints_marriage_back_on_track  \n",
       "5705683                                                                                                                  http://www.citizen-series.co.uk/uk_national_sport/3218924.Late_leveller_dents_Villa_bid  \n",
       "5705686                                                                                                              http://www.citizen-series.co.uk/sport/3838202.Hawks__cup_clash_with_Town_hit_by_the_weather  \n",
       "5705772                                                                                                                http://www.citizen-series.co.uk/news/3187766.Your_views_can_help_us_with_traffic_problems  \n",
       "5705847                                                                                                    http://www.citizen-series.co.uk/uk_national_entertainment/3726650.Worst_still_to_come_for_bad_boy_Max  \n",
       "5706829                                                                                                                         http://www.citizen-series.co.uk/uk_national_sport/3671081.Tait_makes_early_stand  \n",
       "5707280                                                                                                             http://www.citizen-series.co.uk/uk_national_sport/3826761.England_to_dominate_Ashes___Botham  \n",
       "5707501                                                                                                               http://www.citizen-series.co.uk/uk_national_news/3740728.3_000_computer_contract_jobs_axed  \n",
       "5707547                                                                                                   http://www.citizen-series.co.uk/uk_national_entertainment/3187905.U2_Basquiat_artwork_could_fetch___6m  \n",
       "5707595                                                                                                        http://www.citizen-series.co.uk/uk_national_entertainment/3692009.Cricketer_bares_all_in_campaign  \n",
       "5707614                                                                                                    http://www.citizen-series.co.uk/uk_national_entertainment/3200419.June_launches_women_s_politics_site  \n",
       "5707877                                                                                                     http://www.citizen-series.co.uk/uk_national_entertainment/3785531.Katona_slurs_words_in_TV_interview  \n",
       "5708260                                                                                                                http://www.citizen-series.co.uk/uk_national_news/3639603.Cameron_says_troops_get_raw_deal  \n",
       "5708332                                                                                                              http://www.citizen-series.co.uk/uk_national_news/3575844.Hospitals_hit_back_over_pest_cases  \n",
       "5708553                                                                                                              http://www.citizen-series.co.uk/uk_national_sport/3634217.Pietersen_relishes_tourists__pain  \n",
       "5708564                                                                                                              http://www.citizen-series.co.uk/uk_national_sport/3635535.Wright_Phillips_inspires_City_win  \n",
       "5709027                                                                                                                       http://www.citizen-series.co.uk/uk_national_sport/3591784.Silva_staying___Valencia  \n",
       "5710025                                                                                                             http://www.citizen-series.co.uk/uk_national_news/3206750.Tories_attack__U_turn__over_victims  \n",
       "5710645                                                                                                                      http://www.citizen-series.co.uk/uk_national_sport/3625735.Sunderland_sign_Ferdinand  \n",
       "5711418                                                                                                           http://www.citizen-series.co.uk/uk_national_sport/3792419.Alonso_strike_ends_Blues_home_record  \n",
       "5711435                                                                                                     http://www.citizen-series.co.uk/uk_national_entertainment/3678148.Kate_enjoys_Best_Friend_s_premiere  \n",
       "5711615                                                                                                                    http://www.citizen-series.co.uk/uk_national_sport/3794962.Ireland_lose_epic_encounter  \n",
       "5712491                                                                                                                  http://www.citizen-series.co.uk/uk_national_sport/3770948.Tigers_too_strong_for_Treviso  \n",
       "5712664                                                                                                                   http://www.citizen-series.co.uk/uk_national_sport/3648770.Murray_enjoying_centre_stage  \n",
       "5713298                                                                                                    http://www.citizen-series.co.uk/uk_national_entertainment/3582885.Tom_Jones_eager_for_duet_with_Duffy  \n",
       "\n",
       "[18200 rows x 2 columns]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tdf = df[df.url.str.contains('citizen-series.co.uk') == True][['sourceName', 'url']]\n",
    "tdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "sourceName\n",
       "Bishop's Stortford Citizen    17976\n",
       "Harlow Citizen                  224\n",
       "dtype: int64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tdf.groupby('sourceName').size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "        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>sourceName</th>\n",
       "      <th>url</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>29276</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/harlownews/3592089.HARLOW___Daring_Dad__winner_set_to_face_up_to_lions</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39434</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/stortfordnews/3575257.Burnt_out_family_rebuild_their_lives</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76249</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/leisure/highlights/3683459.Players_to_stage_Thespis</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123409</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/sport/stortfordsport/3860196.BSRC_members_produce_strong_performance_at_St_Neots</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155900</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/stortfordnews/3695513.BISHOP_S_STORTFORD__Home_prepares_for_special_week</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174394</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/stortfordnews/3714318.BISHOP_S_STORTFORD__Milkman_robbed</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223374</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/sport/stortfordsport/3731064.Hooker_makes_it_a_Great_run_in_Newcastle</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251042</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/sport/stortfordsport/3872027.Hayes_parts_company_with_Blues</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256312</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/sport/stortfordsport/3834732.Blues_boss_happy_to_take_a_break</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259108</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/sport/stortfordsport/3568747.Woffinden_leads_Rockets_to_King_s_Lynn_victory</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>261024</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/sport/stortfordsport/3798922.Local_racer_backs_national_Go_Motorsport_Campaign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275858</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/harlownews/3546968.Young_dancers_ready_to_show_off_their_skills</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>329792</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/stortfordnews/3682579.BISHOP_S_STORTFORD__Reprieve_for_threatened_post_office_</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>424713</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/bizarre/646306.Richard_and_Judy_meat_their_maker</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>453010</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/sport/stortfordsport/3938008.Late_Mason_strike_earns_Blues_vital_win</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>455200</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/sport/stortfordsport/3228232.Stort_in_second_after_a_fine_win</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>488860</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/stortfordnews/3825644.STANSTED__Lead_campaigner_against_airport_expansion_dies</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>502575</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/sport/stortfordsport/3205839.Tai_can_t_guide_Rockets_to_victory</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>545507</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/leisure/highlights/3650211.Open_doors__eyes_and_minds</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>564826</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/stortfordnews/3682722.Award_for_long_serving_firefighter</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>570381</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/sport/stortfordsport/3836713.Stortford_produce_great_fightback_to_see_off_Tring</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>576098</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/leisure/columnists/3763912.House_Directory_Q_A</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>662764</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/stortfordnews/3567490.BISHOP_S_STORTFORD__Torrential_downpour_causes_motorway_chaos</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>681706</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/stortfordnews/3673339.BISHOP_S_STORTFORD__Wife_pays_tribute_to__real_gentleman__husband</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>686812</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/stortfordnews/3198321.Airport_terminal_extension_opens_with_only_minor_hitch</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>702444</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/stortfordnews/3755080.Many_migrant_workers__want_to_learn_</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>704771</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/harlownews/3203068.HARLOW__Eleven_arrested_in_dawn_raids</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>734961</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/stortfordnews/3683283.River_set_for_clean_up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>753016</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/sport/stortfordsport/3790569.Hammers_youngster_joins_the_Blues</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>761434</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/stortfordnews/3654296.BISHOP_S_STORTFORD__Schools_merger_to_be_discussed_at_meeting_</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4878235</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/sport/stortfordsport/3551590.Stortford_ease_to_win_over_Harpenden</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4891505</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/sport/stortfordsport/3833676.Running_Club_members_out_in_force_over_the_weekend</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4894139</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/sport/stortfordsport/3813350.Day_to_forget_for_Hayes_as_Moss_double_seals_Town_win</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4898991</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/leisure/highlights/3650238.The_RIB_s_ride_of_a_lifetime</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4922271</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/sport/stortfordsport/3653636.Stortford_finish_season_as_runners_up</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4925148</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/stortfordnews/3591523.Dispersal_order_planned_for_Anchor_Street_area</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4970526</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/harlownews/3194068.Mystery_body_idenitified_after_media_appeal</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4975160</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/sport/stortfordsport/3753515.Close__but_not_close_enough_for_Rockets</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4992922</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/sport/stortfordsport/3205864.Former_club_captains_snatch_victory</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5025958</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/sport/stortfordsport/3958380.Rodgers_in_action_for_BSRC</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5036405</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/stortfordnews/3722593.BISHOP_S_STORTFORD__Minimum_35_years_for_triple_killer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5041265</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/sport/stortfordsport/3711085.Harris_does_the_trick_as_Blues_stumble_into_next_round</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5057853</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/stortfordnews/3578186.BISHOP_S_STORTFORD__Beckham_football_academy_coming_to_town</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5184751</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/sport/stortfordsport/3713438.Running_Club_s_annual_school_challenge_proves_a_hit</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5233627</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/stortfordnews/3571804.BISHOP_S_STORTFORD__Tributes_to_wheelchair_river_plunge_man</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5273292</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/sport/stortfordsport/3733231.Stortford_take_heart_from_spirited_displays</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5354357</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/sport/stortfordsport/3608702.Woffinden_inspires_Rockets____fine_victory</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5382861</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/stortfordnews/3673795.EAST_HERTS__Lottery_grant_for_Royal_Naval_Association</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5402118</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/harlownews/3206119.HARLOW__Chance_to_wish_Nelson_Mandela_a_happy_birthday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5422105</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/sport/stortfordsport/3608692.Green_back_on_the_podium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5424622</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/sport/stortfordsport/3877863.Kyokushin_members_all_come_through_karate_grading</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5455619</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/harlownews/3659787.HARLOW__Woman_avoids_rush_hour_by_canoeing_to_work</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5475850</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/stortfordnews/3774725.Stab_threat_on_train_ends_in_prison_term</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5523949</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/stortfordnews/3665687.BISHOP_S_STORTFORD__Man_dies_after_Porsche_hits_tree</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5559575</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/stortfordnews/3698512.BISHOP_S_STORTFORD__Delay_over_schools_decision</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5594074</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/stortfordnews/3699145.HARLOW__Two_new_paramedics_take_to_the_road</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5598622</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/stortfordnews/3187766.Views_sought_on_traffic_problems</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5627611</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/sport/stortfordsport/3191114.Stortford_finish_mid_week_race_league_in_fifth</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5635186</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/news/harlownews/3226518.HARLOW__Fire_crews_tackle_chemist_blaze</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5704782</th>\n",
       "      <td>Harlow Citizen</td>\n",
       "      <td>http://www.citizen-series.co.uk/sport/stortfordsport/3636001.Mixed_week_for_the_Rockets</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>224 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             sourceName  \\\n",
       "29276    Harlow Citizen   \n",
       "39434    Harlow Citizen   \n",
       "76249    Harlow Citizen   \n",
       "123409   Harlow Citizen   \n",
       "155900   Harlow Citizen   \n",
       "174394   Harlow Citizen   \n",
       "223374   Harlow Citizen   \n",
       "251042   Harlow Citizen   \n",
       "256312   Harlow Citizen   \n",
       "259108   Harlow Citizen   \n",
       "261024   Harlow Citizen   \n",
       "275858   Harlow Citizen   \n",
       "329792   Harlow Citizen   \n",
       "424713   Harlow Citizen   \n",
       "453010   Harlow Citizen   \n",
       "455200   Harlow Citizen   \n",
       "488860   Harlow Citizen   \n",
       "502575   Harlow Citizen   \n",
       "545507   Harlow Citizen   \n",
       "564826   Harlow Citizen   \n",
       "570381   Harlow Citizen   \n",
       "576098   Harlow Citizen   \n",
       "662764   Harlow Citizen   \n",
       "681706   Harlow Citizen   \n",
       "686812   Harlow Citizen   \n",
       "702444   Harlow Citizen   \n",
       "704771   Harlow Citizen   \n",
       "734961   Harlow Citizen   \n",
       "753016   Harlow Citizen   \n",
       "761434   Harlow Citizen   \n",
       "...                 ...   \n",
       "4878235  Harlow Citizen   \n",
       "4891505  Harlow Citizen   \n",
       "4894139  Harlow Citizen   \n",
       "4898991  Harlow Citizen   \n",
       "4922271  Harlow Citizen   \n",
       "4925148  Harlow Citizen   \n",
       "4970526  Harlow Citizen   \n",
       "4975160  Harlow Citizen   \n",
       "4992922  Harlow Citizen   \n",
       "5025958  Harlow Citizen   \n",
       "5036405  Harlow Citizen   \n",
       "5041265  Harlow Citizen   \n",
       "5057853  Harlow Citizen   \n",
       "5184751  Harlow Citizen   \n",
       "5233627  Harlow Citizen   \n",
       "5273292  Harlow Citizen   \n",
       "5354357  Harlow Citizen   \n",
       "5382861  Harlow Citizen   \n",
       "5402118  Harlow Citizen   \n",
       "5422105  Harlow Citizen   \n",
       "5424622  Harlow Citizen   \n",
       "5455619  Harlow Citizen   \n",
       "5475850  Harlow Citizen   \n",
       "5523949  Harlow Citizen   \n",
       "5559575  Harlow Citizen   \n",
       "5594074  Harlow Citizen   \n",
       "5598622  Harlow Citizen   \n",
       "5627611  Harlow Citizen   \n",
       "5635186  Harlow Citizen   \n",
       "5704782  Harlow Citizen   \n",
       "\n",
       "                                                                                                                                  url  \n",
       "29276                     http://www.citizen-series.co.uk/news/harlownews/3592089.HARLOW___Daring_Dad__winner_set_to_face_up_to_lions  \n",
       "39434                                 http://www.citizen-series.co.uk/news/stortfordnews/3575257.Burnt_out_family_rebuild_their_lives  \n",
       "76249                                             http://www.citizen-series.co.uk/leisure/highlights/3683459.Players_to_stage_Thespis  \n",
       "123409               http://www.citizen-series.co.uk/sport/stortfordsport/3860196.BSRC_members_produce_strong_performance_at_St_Neots  \n",
       "155900                  http://www.citizen-series.co.uk/news/stortfordnews/3695513.BISHOP_S_STORTFORD__Home_prepares_for_special_week  \n",
       "174394                                  http://www.citizen-series.co.uk/news/stortfordnews/3714318.BISHOP_S_STORTFORD__Milkman_robbed  \n",
       "223374                          http://www.citizen-series.co.uk/sport/stortfordsport/3731064.Hooker_makes_it_a_Great_run_in_Newcastle  \n",
       "251042                                    http://www.citizen-series.co.uk/sport/stortfordsport/3872027.Hayes_parts_company_with_Blues  \n",
       "256312                                  http://www.citizen-series.co.uk/sport/stortfordsport/3834732.Blues_boss_happy_to_take_a_break  \n",
       "259108                    http://www.citizen-series.co.uk/sport/stortfordsport/3568747.Woffinden_leads_Rockets_to_King_s_Lynn_victory  \n",
       "261024                 http://www.citizen-series.co.uk/sport/stortfordsport/3798922.Local_racer_backs_national_Go_Motorsport_Campaign  \n",
       "275858                           http://www.citizen-series.co.uk/news/harlownews/3546968.Young_dancers_ready_to_show_off_their_skills  \n",
       "329792            http://www.citizen-series.co.uk/news/stortfordnews/3682579.BISHOP_S_STORTFORD__Reprieve_for_threatened_post_office_  \n",
       "424713                                          http://www.citizen-series.co.uk/news/bizarre/646306.Richard_and_Judy_meat_their_maker  \n",
       "453010                           http://www.citizen-series.co.uk/sport/stortfordsport/3938008.Late_Mason_strike_earns_Blues_vital_win  \n",
       "455200                                  http://www.citizen-series.co.uk/sport/stortfordsport/3228232.Stort_in_second_after_a_fine_win  \n",
       "488860            http://www.citizen-series.co.uk/news/stortfordnews/3825644.STANSTED__Lead_campaigner_against_airport_expansion_dies  \n",
       "502575                                http://www.citizen-series.co.uk/sport/stortfordsport/3205839.Tai_can_t_guide_Rockets_to_victory  \n",
       "545507                                          http://www.citizen-series.co.uk/leisure/highlights/3650211.Open_doors__eyes_and_minds  \n",
       "564826                                  http://www.citizen-series.co.uk/news/stortfordnews/3682722.Award_for_long_serving_firefighter  \n",
       "570381                http://www.citizen-series.co.uk/sport/stortfordsport/3836713.Stortford_produce_great_fightback_to_see_off_Tring  \n",
       "576098                                                 http://www.citizen-series.co.uk/leisure/columnists/3763912.House_Directory_Q_A  \n",
       "662764       http://www.citizen-series.co.uk/news/stortfordnews/3567490.BISHOP_S_STORTFORD__Torrential_downpour_causes_motorway_chaos  \n",
       "681706   http://www.citizen-series.co.uk/news/stortfordnews/3673339.BISHOP_S_STORTFORD__Wife_pays_tribute_to__real_gentleman__husband  \n",
       "686812              http://www.citizen-series.co.uk/news/stortfordnews/3198321.Airport_terminal_extension_opens_with_only_minor_hitch  \n",
       "702444                                http://www.citizen-series.co.uk/news/stortfordnews/3755080.Many_migrant_workers__want_to_learn_  \n",
       "704771                                  http://www.citizen-series.co.uk/news/harlownews/3203068.HARLOW__Eleven_arrested_in_dawn_raids  \n",
       "734961                                              http://www.citizen-series.co.uk/news/stortfordnews/3683283.River_set_for_clean_up  \n",
       "753016                                 http://www.citizen-series.co.uk/sport/stortfordsport/3790569.Hammers_youngster_joins_the_Blues  \n",
       "761434      http://www.citizen-series.co.uk/news/stortfordnews/3654296.BISHOP_S_STORTFORD__Schools_merger_to_be_discussed_at_meeting_  \n",
       "...                                                                                                                               ...  \n",
       "4878235                             http://www.citizen-series.co.uk/sport/stortfordsport/3551590.Stortford_ease_to_win_over_Harpenden  \n",
       "4891505               http://www.citizen-series.co.uk/sport/stortfordsport/3833676.Running_Club_members_out_in_force_over_the_weekend  \n",
       "4894139            http://www.citizen-series.co.uk/sport/stortfordsport/3813350.Day_to_forget_for_Hayes_as_Moss_double_seals_Town_win  \n",
       "4898991                                       http://www.citizen-series.co.uk/leisure/highlights/3650238.The_RIB_s_ride_of_a_lifetime  \n",
       "4922271                            http://www.citizen-series.co.uk/sport/stortfordsport/3653636.Stortford_finish_season_as_runners_up  \n",
       "4925148                     http://www.citizen-series.co.uk/news/stortfordnews/3591523.Dispersal_order_planned_for_Anchor_Street_area  \n",
       "4970526                           http://www.citizen-series.co.uk/news/harlownews/3194068.Mystery_body_idenitified_after_media_appeal  \n",
       "4975160                          http://www.citizen-series.co.uk/sport/stortfordsport/3753515.Close__but_not_close_enough_for_Rockets  \n",
       "4992922                              http://www.citizen-series.co.uk/sport/stortfordsport/3205864.Former_club_captains_snatch_victory  \n",
       "5025958                                       http://www.citizen-series.co.uk/sport/stortfordsport/3958380.Rodgers_in_action_for_BSRC  \n",
       "5036405             http://www.citizen-series.co.uk/news/stortfordnews/3722593.BISHOP_S_STORTFORD__Minimum_35_years_for_triple_killer  \n",
       "5041265           http://www.citizen-series.co.uk/sport/stortfordsport/3711085.Harris_does_the_trick_as_Blues_stumble_into_next_round  \n",
       "5057853        http://www.citizen-series.co.uk/news/stortfordnews/3578186.BISHOP_S_STORTFORD__Beckham_football_academy_coming_to_town  \n",
       "5184751              http://www.citizen-series.co.uk/sport/stortfordsport/3713438.Running_Club_s_annual_school_challenge_proves_a_hit  \n",
       "5233627        http://www.citizen-series.co.uk/news/stortfordnews/3571804.BISHOP_S_STORTFORD__Tributes_to_wheelchair_river_plunge_man  \n",
       "5273292                      http://www.citizen-series.co.uk/sport/stortfordsport/3733231.Stortford_take_heart_from_spirited_displays  \n",
       "5354357                       http://www.citizen-series.co.uk/sport/stortfordsport/3608702.Woffinden_inspires_Rockets____fine_victory  \n",
       "5382861              http://www.citizen-series.co.uk/news/stortfordnews/3673795.EAST_HERTS__Lottery_grant_for_Royal_Naval_Association  \n",
       "5402118                http://www.citizen-series.co.uk/news/harlownews/3206119.HARLOW__Chance_to_wish_Nelson_Mandela_a_happy_birthday  \n",
       "5422105                                         http://www.citizen-series.co.uk/sport/stortfordsport/3608692.Green_back_on_the_podium  \n",
       "5424622                http://www.citizen-series.co.uk/sport/stortfordsport/3877863.Kyokushin_members_all_come_through_karate_grading  \n",
       "5455619                    http://www.citizen-series.co.uk/news/harlownews/3659787.HARLOW__Woman_avoids_rush_hour_by_canoeing_to_work  \n",
       "5475850                           http://www.citizen-series.co.uk/news/stortfordnews/3774725.Stab_threat_on_train_ends_in_prison_term  \n",
       "5523949               http://www.citizen-series.co.uk/news/stortfordnews/3665687.BISHOP_S_STORTFORD__Man_dies_after_Porsche_hits_tree  \n",
       "5559575                    http://www.citizen-series.co.uk/news/stortfordnews/3698512.BISHOP_S_STORTFORD__Delay_over_schools_decision  \n",
       "5594074                        http://www.citizen-series.co.uk/news/stortfordnews/3699145.HARLOW__Two_new_paramedics_take_to_the_road  \n",
       "5598622                                   http://www.citizen-series.co.uk/news/stortfordnews/3187766.Views_sought_on_traffic_problems  \n",
       "5627611                   http://www.citizen-series.co.uk/sport/stortfordsport/3191114.Stortford_finish_mid_week_race_league_in_fifth  \n",
       "5635186                               http://www.citizen-series.co.uk/news/harlownews/3226518.HARLOW__Fire_crews_tackle_chemist_blaze  \n",
       "5704782                                       http://www.citizen-series.co.uk/sport/stortfordsport/3636001.Mixed_week_for_the_Rockets  \n",
       "\n",
       "[224 rows x 2 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tdf[tdf.sourceName == 'Harlow Citizen']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>sourceName</th>\n",
       "      <th>url</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>Colchester Daily Gazette</td>\n",
       "      <td>http://www.gazette-news.co.uk/news/local/braintree/11243285.Police_appeal_to_trace_men_after_thousands_of_pounds_stolen_from__post_office/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>427</th>\n",
       "      <td>Evening Gazette</td>\n",
       "      <td>http://www.gazette-news.co.uk/leisure/4644592.Towering_comedy_classic</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>906</th>\n",
       "      <td>Colchester Daily Gazette</td>\n",
       "      <td>http://www.gazette-news.co.uk/news/local/harwich/11319072.Pupils_plant_poppies_to_create_war_tribute/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1249</th>\n",
       "      <td>Evening Gazette</td>\n",
       "      <td>http://www.gazette-news.co.uk/news/4063692.North_Essex__Airport_row_continues</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1377</th>\n",
       "      <td>Evening Gazette</td>\n",
       "      <td>http://www.gazette-news.co.uk/news/4685710.Couple_plan_to_convert_former_school_into_a_home</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1493</th>\n",
       "      <td>Colchester Daily Gazette</td>\n",
       "      <td>http://www.gazette-news.co.uk/news/local/10899319.Award_for_community_Bill/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1611</th>\n",
       "      <td>Colchester Daily Gazette</td>\n",
       "      <td>http://www.gazette-news.co.uk/uk_national_news/9514400.Hague_to_make_statement_on_Syria/r/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1731</th>\n",
       "      <td>Colchester Daily Gazette</td>\n",
       "      <td>http://www.gazette-news.co.uk/news/local/10986544.Thieves_steal_high_spec_mountain_bike/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1924</th>\n",
       "      <td>Evening Gazette</td>\n",
       "      <td>http://www.gazette-news.co.uk/news/4548791.UPDATED__Body_found_in_hunt_for_missing_girl</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019</th>\n",
       "      <td>Evening Gazette</td>\n",
       "      <td>http://www.gazette-news.co.uk/sport/4513615.Claxton_faces_anxious_wait</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2219</th>\n",
       "      <td>Colchester Daily Gazette</td>\n",
       "      <td>http://www.gazette-news.co.uk/news/local/braintree/10906784.Pupils_will_take_part_in_national_reporting_competition/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2285</th>\n",
       "      <td>Evening Gazette</td>\n",
       "      <td>http://www.gazette-news.co.uk/uk_national_news/3596457.Iraq_withdrawal_in_next_nine_months</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2353</th>\n",
       "      <td>Colchester Daily Gazette</td>\n",
       "      <td>http://www.gazette-news.co.uk/news/local/colchester/11214733.Lorry_falls_on_side_after_driver_collapses_at_wheel/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2365</th>\n",
       "      <td>Colchester Daily Gazette</td>\n",
       "      <td>http://www.gazette-news.co.uk/uk_national_sport/9452100.Barton_appeal_fails/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2474</th>\n",
       "      <td>Evening Gazette</td>\n",
       "      <td>http://www.gazette-news.co.uk/news/4776147.Parents_urged_not_to_buy_toy_guns</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2624</th>\n",
       "      <td>Colchester Daily Gazette</td>\n",
       "      <td>http://www.gazette-news.co.uk/news/local/braintree/11609861.Notley_High_pupil_Hannah__13__wins_award_for_charity_work_and_intends_to_treat_classmates_with_prize_money/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3099</th>\n",
       "      <td>Evening Gazette</td>\n",
       "      <td>http://www.gazette-news.co.uk/sport/4008063.Steven_hoping_for_a_bigger_role</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3315</th>\n",
       "      <td>Colchester Daily Gazette</td>\n",
       "      <td>http://www.gazette-news.co.uk/news/local/maldon/11302918.Celebrations_to_mark_125th_anniversary_of_Crouch_Valley_Line/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3318</th>\n",
       "      <td>Colchester Daily Gazette</td>\n",
       "      <td>http://www.gazette-news.co.uk/news/local/halstead/11269401.Free_taster_session_at_Braintree_BMX_club_this_Saturday/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3592</th>\n",
       "      <td>Colchester Daily Gazette</td>\n",
       "      <td>http://www.gazette-news.co.uk/news/local/harwich/10483898.Tendring_worst_in_Essex_for_recycling/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3787</th>\n",
       "      <td>Colchester Daily Gazette</td>\n",
       "      <td>http://www.gazette-news.co.uk/news/10485575.Police_warning_after_spate_of_burglaries/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3812</th>\n",
       "      <td>Colchester Daily Gazette</td>\n",
       "      <td>http://www.gazette-news.co.uk/news/local/braintree/10463636.Ambulance_service_fined___2million/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3945</th>\n",
       "      <td>Evening Gazette</td>\n",
       "      <td>http://www.gazette-news.co.uk/news/4221605.No_money_left_in_pot_to_finance_promised_projects</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3957</th>\n",
       "      <td>Colchester Daily Gazette</td>\n",
       "      <td>http://www.gazette-news.co.uk/news/local/harwich/11320233.Ambulance_stalwart_retires_after_more_than_30_years/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4027</th>\n",
       "      <td>Evening Gazette</td>\n",
       "      <td>http://www.gazette-news.co.uk/news/4539928.Car_park_fee_review_in_bid_to_give_town_traders_a_lift</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4384</th>\n",
       "      <td>Colchester Daily Gazette</td>\n",
       "      <td>http://www.gazette-news.co.uk/uk_national_news/9474735.ScottishPower_to_cut_gas_prices/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4582</th>\n",
       "      <td>Colchester Daily Gazette</td>\n",
       "      <td>http://www.gazette-news.co.uk/news/local/10838239.Man_who_thought_cops_bugged_his_home_was_found_dead__inquest_told/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4738</th>\n",
       "      <td>Colchester Daily Gazette</td>\n",
       "      <td>http://www.gazette-news.co.uk/NEWS/11581401.Councillor_tells_Tesco__Start_building_or_give_the_site_up/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5016</th>\n",
       "      <td>Evening Gazette</td>\n",
       "      <td>http://www.gazette-news.co.uk/news/4477562.Teacher___s_return_to_iron_strength</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5080</th>\n",
       "      <td>Colchester Daily Gazette</td>\n",
       "      <td>http://www.gazette-news.co.uk/news/local/colchester/11214543.UPDATE__Body_found_in_search_for_missing_university_student/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5704627</th>\n",
       "      <td>Colchester Daily Gazette</td>\n",
       "      <td>http://www.gazette-news.co.uk/news/local/clacton/10255654.Students_release_balloons_in_tribute_to_teacher/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5704847</th>\n",
       "      <td>Colchester Daily Gazette</td>\n",
       "      <td>http://www.gazette-news.co.uk/news/local/harwich/10504766.Village_green_inquiry_starts/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5705056</th>\n",
       "      <td>Evening Gazette</td>\n",
       "      <td>http://www.gazette-news.co.uk/sport/headlines/3611095.Lisa__there_s_still_plenty_to_play_for</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5705146</th>\n",
       "      <td>Colchester Daily Gazette</td>\n",
       "      <td>http://www.gazette-news.co.uk/news/9464044.Colchester__Beggar_s_belief/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5705191</th>\n",
       "      <td>Evening Gazette</td>\n",
       "      <td>http://www.gazette-news.co.uk/uk_national_news/4820275.Claudia_father_in_Christmas_appeal/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5705357</th>\n",
       "      <td>Colchester Daily Gazette</td>\n",
       "      <td>http://www.gazette-news.co.uk/uk_national_news/9472685._Heavy_handed__bin_fines_face_axe/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5705639</th>\n",
       "      <td>Evening Gazette</td>\n",
       "      <td>http://www.gazette-news.co.uk/sport/headlines/4551285.Lambert_walks_out_on_Colchester_United</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5705845</th>\n",
       "      <td>Evening Gazette</td>\n",
       "      <td>http://www.gazette-news.co.uk/leisure/celebrity/3857303.Carly_Zucker_reveals_her_pre_jungle_training_regime</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5706400</th>\n",
       "      <td>Evening Gazette</td>\n",
       "      <td>http://www.gazette-news.co.uk/news/4592410.Man_found_with_knife_at_station</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5706411</th>\n",
       "      <td>Evening Gazette</td>\n",
       "      <td>http://www.gazette-news.co.uk/news/3934076.How_YOU_can_be_a_Gazette_star_this_Christmas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5706663</th>\n",
       "      <td>Colchester Daily Gazette</td>\n",
       "      <td>http://www.gazette-news.co.uk/news/local/halstead/11639172.X_Factor_singer_Stacey_Solomon_visits_Sible_Hedingham/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5707318</th>\n",
       "      <td>Colchester Daily Gazette</td>\n",
       "      <td>http://www.gazette-news.co.uk/news/local/braintree/10507940.Witham__Bus_driver_who_swapped_child_porn_images_avoids_jail/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5707404</th>\n",
       "      <td>Colchester Daily Gazette</td>\n",
       "      <td>http://www.gazette-news.co.uk/news/local/braintree/10162065.Witham__ASBO_teen_vows_to_change_her_ways/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5707543</th>\n",
       "      <td>Evening Gazette</td>\n",
       "      <td>http://www.gazette-news.co.uk/uk_national_sport/4821663.Wildcats_wounded_after_Rhinos_rout/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5707732</th>\n",
       "      <td>Colchester Daily Gazette</td>\n",
       "      <td>http://www.gazette-news.co.uk/news/local/clacton/10854368.Hairdresser_charged_with_stealing_from_pensioners/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5708289</th>\n",
       "      <td>Evening Gazette</td>\n",
       "      <td>http://www.gazette-news.co.uk/news/3992025.Colchester__a_cool_idea_that_can_be_made_into_any_shape_you_like</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5708532</th>\n",
       "      <td>Evening Gazette</td>\n",
       "      <td>http://www.gazette-news.co.uk/news/3691280.Halstead__Church_is_packed_in_tribute_to_Sam</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5708744</th>\n",
       "      <td>Colchester Daily Gazette</td>\n",
       "      <td>http://www.gazette-news.co.uk/news/local/clacton/11255897.Bouncy_castle_fun_day_raises_cash_for_school_trips/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5708785</th>\n",
       "      <td>Evening Gazette</td>\n",
       "      <td>http://www.gazette-news.co.uk/news/4463473.Probe_starts_into_Great_Oakley_plane_crash</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5709094</th>\n",
       "      <td>Evening Gazette</td>\n",
       "      <td>http://www.gazette-news.co.uk/news/3947965.Colchester__surgery_plans_to_go_on_show_soon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5709125</th>\n",
       "      <td>Evening Gazette</td>\n",
       "      <td>http://www.gazette-news.co.uk/news/4199193.Bag_a_bargain_____buy_a_Colchester_newsagent_in_Ebay_auction</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5709756</th>\n",
       "      <td>Evening Gazette</td>\n",
       "      <td>http://www.gazette-news.co.uk/news/3735222.North_Essex__New_magistrates_ready_for_service</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5710083</th>\n",
       "      <td>Evening Gazette</td>\n",
       "      <td>http://www.gazette-news.co.uk/news/4499856.The_pride_of_town__Brigade_mark_Freedom_of_the_Borough_honour</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5710628</th>\n",
       "      <td>Colchester Daily Gazette</td>\n",
       "      <td>http://www.gazette-news.co.uk/news/10232657.Search_for___3m_National_Lottery_winner/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5711030</th>\n",
       "      <td>Evening Gazette</td>\n",
       "      <td>http://www.gazette-news.co.uk/news/3830029.Colchester__Blue_plaque_launch_for_VC_heroes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5711057</th>\n",
       "      <td>Evening Gazette</td>\n",
       "      <td>http://www.gazette-news.co.uk/news/3785935.North_Essex__Airfield_tightens_security</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5711175</th>\n",
       "      <td>Evening Gazette</td>\n",
       "      <td>http://www.gazette-news.co.uk/sport/3871399.Stace_s_strike_brings_third_win_for_Shrimpers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5711687</th>\n",
       "      <td>Colchester Daily Gazette</td>\n",
       "      <td>http://www.gazette-news.co.uk/news/local/harwich/10206621.Work_planned_to_change_market_square_to_car_park/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5711978</th>\n",
       "      <td>Evening Gazette</td>\n",
       "      <td>http://www.gazette-news.co.uk/news/4441202.The_first_of_the_Army_s_revamped_homes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713075</th>\n",
       "      <td>Evening Gazette</td>\n",
       "      <td>http://www.gazette-news.co.uk/uk_national_entertainment/4826201.Quo_honours__the_icing_on_the_cake_/?ref=rs</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>28158 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       sourceName  \\\n",
       "95       Colchester Daily Gazette   \n",
       "427               Evening Gazette   \n",
       "906      Colchester Daily Gazette   \n",
       "1249              Evening Gazette   \n",
       "1377              Evening Gazette   \n",
       "1493     Colchester Daily Gazette   \n",
       "1611     Colchester Daily Gazette   \n",
       "1731     Colchester Daily Gazette   \n",
       "1924              Evening Gazette   \n",
       "2019              Evening Gazette   \n",
       "2219     Colchester Daily Gazette   \n",
       "2285              Evening Gazette   \n",
       "2353     Colchester Daily Gazette   \n",
       "2365     Colchester Daily Gazette   \n",
       "2474              Evening Gazette   \n",
       "2624     Colchester Daily Gazette   \n",
       "3099              Evening Gazette   \n",
       "3315     Colchester Daily Gazette   \n",
       "3318     Colchester Daily Gazette   \n",
       "3592     Colchester Daily Gazette   \n",
       "3787     Colchester Daily Gazette   \n",
       "3812     Colchester Daily Gazette   \n",
       "3945              Evening Gazette   \n",
       "3957     Colchester Daily Gazette   \n",
       "4027              Evening Gazette   \n",
       "4384     Colchester Daily Gazette   \n",
       "4582     Colchester Daily Gazette   \n",
       "4738     Colchester Daily Gazette   \n",
       "5016              Evening Gazette   \n",
       "5080     Colchester Daily Gazette   \n",
       "...                           ...   \n",
       "5704627  Colchester Daily Gazette   \n",
       "5704847  Colchester Daily Gazette   \n",
       "5705056           Evening Gazette   \n",
       "5705146  Colchester Daily Gazette   \n",
       "5705191           Evening Gazette   \n",
       "5705357  Colchester Daily Gazette   \n",
       "5705639           Evening Gazette   \n",
       "5705845           Evening Gazette   \n",
       "5706400           Evening Gazette   \n",
       "5706411           Evening Gazette   \n",
       "5706663  Colchester Daily Gazette   \n",
       "5707318  Colchester Daily Gazette   \n",
       "5707404  Colchester Daily Gazette   \n",
       "5707543           Evening Gazette   \n",
       "5707732  Colchester Daily Gazette   \n",
       "5708289           Evening Gazette   \n",
       "5708532           Evening Gazette   \n",
       "5708744  Colchester Daily Gazette   \n",
       "5708785           Evening Gazette   \n",
       "5709094           Evening Gazette   \n",
       "5709125           Evening Gazette   \n",
       "5709756           Evening Gazette   \n",
       "5710083           Evening Gazette   \n",
       "5710628  Colchester Daily Gazette   \n",
       "5711030           Evening Gazette   \n",
       "5711057           Evening Gazette   \n",
       "5711175           Evening Gazette   \n",
       "5711687  Colchester Daily Gazette   \n",
       "5711978           Evening Gazette   \n",
       "5713075           Evening Gazette   \n",
       "\n",
       "                                                                                                                                                                                     url  \n",
       "95                                    http://www.gazette-news.co.uk/news/local/braintree/11243285.Police_appeal_to_trace_men_after_thousands_of_pounds_stolen_from__post_office/?ref=rss  \n",
       "427                                                                                                                http://www.gazette-news.co.uk/leisure/4644592.Towering_comedy_classic  \n",
       "906                                                                        http://www.gazette-news.co.uk/news/local/harwich/11319072.Pupils_plant_poppies_to_create_war_tribute/?ref=rss  \n",
       "1249                                                                                                       http://www.gazette-news.co.uk/news/4063692.North_Essex__Airport_row_continues  \n",
       "1377                                                                                         http://www.gazette-news.co.uk/news/4685710.Couple_plan_to_convert_former_school_into_a_home  \n",
       "1493                                                                                                 http://www.gazette-news.co.uk/news/local/10899319.Award_for_community_Bill/?ref=rss  \n",
       "1611                                                                                   http://www.gazette-news.co.uk/uk_national_news/9514400.Hague_to_make_statement_on_Syria/r/?ref=rs  \n",
       "1731                                                                                    http://www.gazette-news.co.uk/news/local/10986544.Thieves_steal_high_spec_mountain_bike/?ref=rss  \n",
       "1924                                                                                             http://www.gazette-news.co.uk/news/4548791.UPDATED__Body_found_in_hunt_for_missing_girl  \n",
       "2019                                                                                                              http://www.gazette-news.co.uk/sport/4513615.Claxton_faces_anxious_wait  \n",
       "2219                                                        http://www.gazette-news.co.uk/news/local/braintree/10906784.Pupils_will_take_part_in_national_reporting_competition/?ref=rss  \n",
       "2285                                                                                          http://www.gazette-news.co.uk/uk_national_news/3596457.Iraq_withdrawal_in_next_nine_months  \n",
       "2353                                                           http://www.gazette-news.co.uk/news/local/colchester/11214733.Lorry_falls_on_side_after_driver_collapses_at_wheel/?ref=rss  \n",
       "2365                                                                                                 http://www.gazette-news.co.uk/uk_national_sport/9452100.Barton_appeal_fails/?ref=rs  \n",
       "2474                                                                                                        http://www.gazette-news.co.uk/news/4776147.Parents_urged_not_to_buy_toy_guns  \n",
       "2624     http://www.gazette-news.co.uk/news/local/braintree/11609861.Notley_High_pupil_Hannah__13__wins_award_for_charity_work_and_intends_to_treat_classmates_with_prize_money/?ref=rss  \n",
       "3099                                                                                                         http://www.gazette-news.co.uk/sport/4008063.Steven_hoping_for_a_bigger_role  \n",
       "3315                                                      http://www.gazette-news.co.uk/news/local/maldon/11302918.Celebrations_to_mark_125th_anniversary_of_Crouch_Valley_Line/?ref=rss  \n",
       "3318                                                         http://www.gazette-news.co.uk/news/local/halstead/11269401.Free_taster_session_at_Braintree_BMX_club_this_Saturday/?ref=rss  \n",
       "3592                                                                            http://www.gazette-news.co.uk/news/local/harwich/10483898.Tendring_worst_in_Essex_for_recycling/?ref=rss  \n",
       "3787                                                                                       http://www.gazette-news.co.uk/news/10485575.Police_warning_after_spate_of_burglaries/?ref=rss  \n",
       "3812                                                                             http://www.gazette-news.co.uk/news/local/braintree/10463636.Ambulance_service_fined___2million/?ref=rss  \n",
       "3945                                                                                        http://www.gazette-news.co.uk/news/4221605.No_money_left_in_pot_to_finance_promised_projects  \n",
       "3957                                                              http://www.gazette-news.co.uk/news/local/harwich/11320233.Ambulance_stalwart_retires_after_more_than_30_years/?ref=rss  \n",
       "4027                                                                                   http://www.gazette-news.co.uk/news/4539928.Car_park_fee_review_in_bid_to_give_town_traders_a_lift  \n",
       "4384                                                                                      http://www.gazette-news.co.uk/uk_national_news/9474735.ScottishPower_to_cut_gas_prices/?ref=rs  \n",
       "4582                                                        http://www.gazette-news.co.uk/news/local/10838239.Man_who_thought_cops_bugged_his_home_was_found_dead__inquest_told/?ref=rss  \n",
       "4738                                                                     http://www.gazette-news.co.uk/NEWS/11581401.Councillor_tells_Tesco__Start_building_or_give_the_site_up/?ref=rss  \n",
       "5016                                                                                                      http://www.gazette-news.co.uk/news/4477562.Teacher___s_return_to_iron_strength  \n",
       "5080                                                   http://www.gazette-news.co.uk/news/local/colchester/11214543.UPDATE__Body_found_in_search_for_missing_university_student/?ref=rss  \n",
       "...                                                                                                                                                                                  ...  \n",
       "5704627                                                                http://www.gazette-news.co.uk/news/local/clacton/10255654.Students_release_balloons_in_tribute_to_teacher/?ref=rs  \n",
       "5704847                                                                                  http://www.gazette-news.co.uk/news/local/harwich/10504766.Village_green_inquiry_starts/?ref=rss  \n",
       "5705056                                                                                     http://www.gazette-news.co.uk/sport/headlines/3611095.Lisa__there_s_still_plenty_to_play_for  \n",
       "5705146                                                                                                   http://www.gazette-news.co.uk/news/9464044.Colchester__Beggar_s_belief/?ref=rs  \n",
       "5705191                                                                                http://www.gazette-news.co.uk/uk_national_news/4820275.Claudia_father_in_Christmas_appeal/?ref=rs  \n",
       "5705357                                                                                 http://www.gazette-news.co.uk/uk_national_news/9472685._Heavy_handed__bin_fines_face_axe/?ref=rs  \n",
       "5705639                                                                                     http://www.gazette-news.co.uk/sport/headlines/4551285.Lambert_walks_out_on_Colchester_United  \n",
       "5705845                                                                      http://www.gazette-news.co.uk/leisure/celebrity/3857303.Carly_Zucker_reveals_her_pre_jungle_training_regime  \n",
       "5706400                                                                                                       http://www.gazette-news.co.uk/news/4592410.Man_found_with_knife_at_station  \n",
       "5706411                                                                                          http://www.gazette-news.co.uk/news/3934076.How_YOU_can_be_a_Gazette_star_this_Christmas  \n",
       "5706663                                                        http://www.gazette-news.co.uk/news/local/halstead/11639172.X_Factor_singer_Stacey_Solomon_visits_Sible_Hedingham/?ref=rss  \n",
       "5707318                                                http://www.gazette-news.co.uk/news/local/braintree/10507940.Witham__Bus_driver_who_swapped_child_porn_images_avoids_jail/?ref=rss  \n",
       "5707404                                                                    http://www.gazette-news.co.uk/news/local/braintree/10162065.Witham__ASBO_teen_vows_to_change_her_ways/?ref=rs  \n",
       "5707543                                                                               http://www.gazette-news.co.uk/uk_national_sport/4821663.Wildcats_wounded_after_Rhinos_rout/?ref=rs  \n",
       "5707732                                                             http://www.gazette-news.co.uk/news/local/clacton/10854368.Hairdresser_charged_with_stealing_from_pensioners/?ref=rss  \n",
       "5708289                                                                      http://www.gazette-news.co.uk/news/3992025.Colchester__a_cool_idea_that_can_be_made_into_any_shape_you_like  \n",
       "5708532                                                                                          http://www.gazette-news.co.uk/news/3691280.Halstead__Church_is_packed_in_tribute_to_Sam  \n",
       "5708744                                                            http://www.gazette-news.co.uk/news/local/clacton/11255897.Bouncy_castle_fun_day_raises_cash_for_school_trips/?ref=rss  \n",
       "5708785                                                                                            http://www.gazette-news.co.uk/news/4463473.Probe_starts_into_Great_Oakley_plane_crash  \n",
       "5709094                                                                                          http://www.gazette-news.co.uk/news/3947965.Colchester__surgery_plans_to_go_on_show_soon  \n",
       "5709125                                                                          http://www.gazette-news.co.uk/news/4199193.Bag_a_bargain_____buy_a_Colchester_newsagent_in_Ebay_auction  \n",
       "5709756                                                                                        http://www.gazette-news.co.uk/news/3735222.North_Essex__New_magistrates_ready_for_service  \n",
       "5710083                                                                         http://www.gazette-news.co.uk/news/4499856.The_pride_of_town__Brigade_mark_Freedom_of_the_Borough_honour  \n",
       "5710628                                                                                      http://www.gazette-news.co.uk/news/10232657.Search_for___3m_National_Lottery_winner/?ref=rs  \n",
       "5711030                                                                                          http://www.gazette-news.co.uk/news/3830029.Colchester__Blue_plaque_launch_for_VC_heroes  \n",
       "5711057                                                                                               http://www.gazette-news.co.uk/news/3785935.North_Essex__Airfield_tightens_security  \n",
       "5711175                                                                                        http://www.gazette-news.co.uk/sport/3871399.Stace_s_strike_brings_third_win_for_Shrimpers  \n",
       "5711687                                                               http://www.gazette-news.co.uk/news/local/harwich/10206621.Work_planned_to_change_market_square_to_car_park/?ref=rs  \n",
       "5711978                                                                                                http://www.gazette-news.co.uk/news/4441202.The_first_of_the_Army_s_revamped_homes  \n",
       "5713075                                                                      http://www.gazette-news.co.uk/uk_national_entertainment/4826201.Quo_honours__the_icing_on_the_cake_/?ref=rs  \n",
       "\n",
       "[28158 rows x 2 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tdf = df[df.url.str.contains('gazette-news.co.uk') == True][['sourceName', 'url']]\n",
    "tdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "sourceName\n",
       "Colchester Daily Gazette    14218\n",
       "Evening Gazette             13940\n",
       "dtype: int64"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tdf.groupby('sourceName').size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>sourceName</th>\n",
       "      <th>url</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>7207</th>\n",
       "      <td>Gazette</td>\n",
       "      <td>http://www.gazetteseries.co.uk/news/latestnews/thornburynews/display.var.2364069.0.silverhill_swimmers_come_fourth_in_nationals.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9676</th>\n",
       "      <td>Gloucestershire County Gazette</td>\n",
       "      <td>http://www.gazetteseries.co.uk/news/localnews/gloucestershirenews/10172408.More_snow_expected_as_Dursley_grinds_to_a_halt/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11115</th>\n",
       "      <td>Gloucestershire County Gazette</td>\n",
       "      <td>http://www.gazetteseries.co.uk/news/localnews/gloucestershirenews/9699508.Runners_needed_for_Dursley_10k/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14140</th>\n",
       "      <td>Gazette</td>\n",
       "      <td>http://www.gazetteseries.co.uk/news/latestnews/thornburynews/display.var.2315986.0.tv_crews_filming_at_wildlife_centre.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17463</th>\n",
       "      <td>Gloucestershire County Gazette</td>\n",
       "      <td>http://www.gazetteseries.co.uk/news/localnews/gloucestershirenews/9861858.British_Empire_Medal_award_in_Hawkesbury/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20709</th>\n",
       "      <td>Gazette</td>\n",
       "      <td>http://www.gazetteseries.co.uk/news/4737643.Thornbury_Christmas_lights_switch_on_tonight</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25295</th>\n",
       "      <td>Gloucestershire County Gazette</td>\n",
       "      <td>http://www.gazetteseries.co.uk/news/localnews/gloucestershirenews/10094043.Rednock_School_gears_up_for_Bugsy_Malone_show/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28265</th>\n",
       "      <td>Gazette</td>\n",
       "      <td>http://www.gazetteseries.co.uk/news/4237490.Staff_at_ambulance_trust_would_not_recommend_it_as_place_of_work</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28515</th>\n",
       "      <td>Gazette</td>\n",
       "      <td>http://www.gazetteseries.co.uk/news/4001091.Thornbury_told_to_get_on_its_marks</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29974</th>\n",
       "      <td>Gazette</td>\n",
       "      <td>http://www.gazetteseries.co.uk/news/latestnews/thornburynews/display.var.2181588.0.man_is_victim_of_attempted_robbery.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31690</th>\n",
       "      <td>Gazette</td>\n",
       "      <td>http://www.gazetteseries.co.uk/news/4743269.New_council_leader_outlines_priorities</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33043</th>\n",
       "      <td>Gloucestershire County Gazette</td>\n",
       "      <td>http://www.gazetteseries.co.uk/news/9448624.Local_farmer_urges_support_for_industry/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33745</th>\n",
       "      <td>Gazette</td>\n",
       "      <td>http://www.gazetteseries.co.uk/news/3711477.Children_s_Olympic_challenge</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33932</th>\n",
       "      <td>Gloucestershire County Gazette</td>\n",
       "      <td>http://www.gazetteseries.co.uk/news/localnews/thornburynews/9718017.Thornbury_police_station_up_for_sale/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36204</th>\n",
       "      <td>Gazette</td>\n",
       "      <td>http://www.gazetteseries.co.uk/news/latestnews/thornburynews/display.var.2377105.0.church_prepares_to_celebrate_350th_anniversary.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36585</th>\n",
       "      <td>Gazette</td>\n",
       "      <td>http://www.gazetteseries.co.uk/news/4435355.Pupils_prepare_for_trip_of_a_lifetime</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37365</th>\n",
       "      <td>Gazette</td>\n",
       "      <td>http://www.gazetteseries.co.uk/news/latestnews/thornburynews/display.var.2349351.0.conference_centre_to_open_doors_to_public.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39644</th>\n",
       "      <td>Gloucestershire County Gazette</td>\n",
       "      <td>http://www.gazetteseries.co.uk/news/9495791.Pioneering_Rotary_club_celebrates_20th_anniversary/r/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42367</th>\n",
       "      <td>Gazette</td>\n",
       "      <td>http://www.gazetteseries.co.uk/news/latestnews/thornburynews/display.var.2352559.0.appeal_after_road_rage_attacker_beats_student.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42572</th>\n",
       "      <td>Gazette</td>\n",
       "      <td>http://www.gazetteseries.co.uk/news/latestnews/thornburynews/display.var.2166523.0.harvey_calls_on_support_for_rovers_late_playoff_push.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45038</th>\n",
       "      <td>Gazette</td>\n",
       "      <td>http://www.gazetteseries.co.uk/sport/latestsport/3558534.Welsh_Wizard_smashes_record_at_Stinchcombe/#commentsfor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45098</th>\n",
       "      <td>Gazette</td>\n",
       "      <td>http://www.gazetteseries.co.uk/news/latestnews/thornburynews/display.var.2303011.0.cherry_and_whites_coming_to_dursley_rugby_beer_festival.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46369</th>\n",
       "      <td>Gazette</td>\n",
       "      <td>http://www.gazetteseries.co.uk/news/latestnews/thornburynews/display.var.2322335.0.lewis_praises_taylor_after_loss.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52008</th>\n",
       "      <td>Gazette</td>\n",
       "      <td>http://www.gazetteseries.co.uk/news/latestnews/thornburynews/display.var.2368081.0.town_festival_is_set_to_get_underway.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52387</th>\n",
       "      <td>Gazette</td>\n",
       "      <td>http://www.gazetteseries.co.uk/news/4041712.Police_set_up_website_to_help_young_people</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54517</th>\n",
       "      <td>Gazette</td>\n",
       "      <td>http://www.gazetteseries.co.uk/news/3696753._Lifeline__charity_shop_is_forced_to_close</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57905</th>\n",
       "      <td>Gazette</td>\n",
       "      <td>http://www.gazetteseries.co.uk/news/4664563.Transport_volunteers_claim_service_is__overstretched_</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58329</th>\n",
       "      <td>Gloucestershire County Gazette</td>\n",
       "      <td>http://www.gazetteseries.co.uk/news/localnews/thornburynews/9721220.Police_to_give_advice_on_securing_sheds_and_garages/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58968</th>\n",
       "      <td>Gloucestershire County Gazette</td>\n",
       "      <td>http://www.gazetteseries.co.uk/news/9469075.Over_200_residents_attend_workshop_to_discuss_housing_options/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62065</th>\n",
       "      <td>Gloucestershire County Gazette</td>\n",
       "      <td>http://www.gazetteseries.co.uk/news/localnews/yateandsodburynews/10160072.Police_and_Crime_Commissioner_recommends_new_chief_constable_for_Avon_an...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5662963</th>\n",
       "      <td>Gazette</td>\n",
       "      <td>http://www.gazetteseries.co.uk/news/latestnews/thornburynews/display.var.2232908.0.action_needed_to_protect_the_future_of_local_wildlife.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5665549</th>\n",
       "      <td>Gazette</td>\n",
       "      <td>http://www.gazetteseries.co.uk/news/latestnews/thornburynews/display.var.2383936.0.police_appeal_after_hit_and_run.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5666896</th>\n",
       "      <td>Gazette</td>\n",
       "      <td>http://www.gazetteseries.co.uk/news/4637554.Off_licences_refuse_underage_sales</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5669554</th>\n",
       "      <td>Gloucestershire County Gazette</td>\n",
       "      <td>http://www.gazetteseries.co.uk/news/localnews/yateandsodburynews/9743910.Chipping_Sodbury_flies_the_flag_for_the_Diamond_Jubilee/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5671131</th>\n",
       "      <td>Gazette</td>\n",
       "      <td>http://www.gazetteseries.co.uk/news/3824325.Trust_needs_support_to_protect_country_estate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5671881</th>\n",
       "      <td>Gazette</td>\n",
       "      <td>http://www.gazetteseries.co.uk/news/latestnews/thornburynews/display.var.2399430.0.thornbury_skipper_slams_batsmen.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5672603</th>\n",
       "      <td>Gazette</td>\n",
       "      <td>http://www.gazetteseries.co.uk/news/4044570.People_join_forces_to_fight_travellers__site_plans</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5673518</th>\n",
       "      <td>Gloucestershire County Gazette</td>\n",
       "      <td>http://www.gazetteseries.co.uk/news/localnews/gloucestershirenews/9748477.Kitchen_fire_breaks_out_in_Dursley/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5680938</th>\n",
       "      <td>Gazette</td>\n",
       "      <td>http://www.gazetteseries.co.uk/news/4332193.Appeal_for_volunteers_to_save_vital_transport_service</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5681630</th>\n",
       "      <td>Gazette</td>\n",
       "      <td>http://www.gazetteseries.co.uk/news/latestnews/thornburynews/display.var.2233518.0.building_work_could_be_delayed_by_housing_market_slump.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5683007</th>\n",
       "      <td>Gazette</td>\n",
       "      <td>http://www.gazetteseries.co.uk/news/3624987.Homes_evacuated_after_bungalow_blaze</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5683506</th>\n",
       "      <td>Gazette</td>\n",
       "      <td>http://www.gazetteseries.co.uk/news/3968992.Appeal_for_land_for_allotments</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5684498</th>\n",
       "      <td>Gazette</td>\n",
       "      <td>http://www.gazetteseries.co.uk/news/4476328.Motorists_warned_about_reckless_driving_on_Sodbury_Common</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5691265</th>\n",
       "      <td>Gloucestershire County Gazette</td>\n",
       "      <td>http://www.gazetteseries.co.uk/news/localnews/gloucestershirenews/9828992.Physiotherapist_heads_to_London_to_help_out_at_Olympic_Games/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5693704</th>\n",
       "      <td>Gazette</td>\n",
       "      <td>http://www.gazetteseries.co.uk/news/4460749.Investigation_work_to_begin_on__proposed_nuclear_power_station_site</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5695407</th>\n",
       "      <td>Gazette</td>\n",
       "      <td>http://www.gazetteseries.co.uk/news/latestnews/thornburynews/display.var.2289375.0.children_enjoy_new_walk_in_thornbury.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5700752</th>\n",
       "      <td>Gazette</td>\n",
       "      <td>http://www.gazetteseries.co.uk/news/4138508.Father_and_son_team_celebrate_awards</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5703129</th>\n",
       "      <td>Gloucestershire County Gazette</td>\n",
       "      <td>http://www.gazetteseries.co.uk/news/localnews/gloucestershirenews/9828946.Sports_facility_gains___35_000_in_lottery_funding/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5703705</th>\n",
       "      <td>Gazette</td>\n",
       "      <td>http://www.gazetteseries.co.uk/news/latestnews/3587750.Motorists_praised_after_police_operation/#sho</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5704263</th>\n",
       "      <td>Gazette</td>\n",
       "      <td>http://www.gazetteseries.co.uk/news/latestnews/thornburynews/display.var.2377714.0.composting_farm_plans_set_to_be_decided.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5707124</th>\n",
       "      <td>Gazette</td>\n",
       "      <td>http://www.gazetteseries.co.uk/news/latestnews/thornburynews/display.var.2382985.0.what_happens_to_your_waste.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5708879</th>\n",
       "      <td>Gazette</td>\n",
       "      <td>http://www.gazetteseries.co.uk/news/latestnews/thornburynews/display.var.2264492.0.claire_completes_charity_skydive.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5709020</th>\n",
       "      <td>Gazette</td>\n",
       "      <td>http://www.gazetteseries.co.uk/news/3833559.Parades_to_mark_Remembrance_Sunday</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5709318</th>\n",
       "      <td>Gloucestershire County Gazette</td>\n",
       "      <td>http://www.gazetteseries.co.uk/news/localnews/thornburynews/10133318.Thornbury_welcomes_new_librarian/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5710410</th>\n",
       "      <td>Gazette</td>\n",
       "      <td>http://www.gazetteseries.co.uk/news/4377620.Council_rent_could_be_reduced</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5711007</th>\n",
       "      <td>Gloucestershire County Gazette</td>\n",
       "      <td>http://www.gazetteseries.co.uk/leisure/9460345.Society_s_vivid_programme_ranges_from_Handel_to_Gershwin/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5711465</th>\n",
       "      <td>Gazette</td>\n",
       "      <td>http://www.gazetteseries.co.uk/news/4722741.Get_on_your_bike_for_the_air_ambulance</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5711581</th>\n",
       "      <td>Gazette</td>\n",
       "      <td>http://www.gazetteseries.co.uk/news/4350023.Council_snubs_carnival_funds_request</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712900</th>\n",
       "      <td>Gazette</td>\n",
       "      <td>http://www.gazetteseries.co.uk/news/4148260.School_celebrates___1_7m_rebuilding_plans</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712943</th>\n",
       "      <td>Gazette</td>\n",
       "      <td>http://www.gazetteseries.co.uk/news/4419216.Crime_falls_in_Dursley_area</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3425 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                             sourceName  \\\n",
       "7207                            Gazette   \n",
       "9676     Gloucestershire County Gazette   \n",
       "11115    Gloucestershire County Gazette   \n",
       "14140                           Gazette   \n",
       "17463    Gloucestershire County Gazette   \n",
       "20709                           Gazette   \n",
       "25295    Gloucestershire County Gazette   \n",
       "28265                           Gazette   \n",
       "28515                           Gazette   \n",
       "29974                           Gazette   \n",
       "31690                           Gazette   \n",
       "33043    Gloucestershire County Gazette   \n",
       "33745                           Gazette   \n",
       "33932    Gloucestershire County Gazette   \n",
       "36204                           Gazette   \n",
       "36585                           Gazette   \n",
       "37365                           Gazette   \n",
       "39644    Gloucestershire County Gazette   \n",
       "42367                           Gazette   \n",
       "42572                           Gazette   \n",
       "45038                           Gazette   \n",
       "45098                           Gazette   \n",
       "46369                           Gazette   \n",
       "52008                           Gazette   \n",
       "52387                           Gazette   \n",
       "54517                           Gazette   \n",
       "57905                           Gazette   \n",
       "58329    Gloucestershire County Gazette   \n",
       "58968    Gloucestershire County Gazette   \n",
       "62065    Gloucestershire County Gazette   \n",
       "...                                 ...   \n",
       "5662963                         Gazette   \n",
       "5665549                         Gazette   \n",
       "5666896                         Gazette   \n",
       "5669554  Gloucestershire County Gazette   \n",
       "5671131                         Gazette   \n",
       "5671881                         Gazette   \n",
       "5672603                         Gazette   \n",
       "5673518  Gloucestershire County Gazette   \n",
       "5680938                         Gazette   \n",
       "5681630                         Gazette   \n",
       "5683007                         Gazette   \n",
       "5683506                         Gazette   \n",
       "5684498                         Gazette   \n",
       "5691265  Gloucestershire County Gazette   \n",
       "5693704                         Gazette   \n",
       "5695407                         Gazette   \n",
       "5700752                         Gazette   \n",
       "5703129  Gloucestershire County Gazette   \n",
       "5703705                         Gazette   \n",
       "5704263                         Gazette   \n",
       "5707124                         Gazette   \n",
       "5708879                         Gazette   \n",
       "5709020                         Gazette   \n",
       "5709318  Gloucestershire County Gazette   \n",
       "5710410                         Gazette   \n",
       "5711007  Gloucestershire County Gazette   \n",
       "5711465                         Gazette   \n",
       "5711581                         Gazette   \n",
       "5712900                         Gazette   \n",
       "5712943                         Gazette   \n",
       "\n",
       "                                                                                                                                                           url  \n",
       "7207                        http://www.gazetteseries.co.uk/news/latestnews/thornburynews/display.var.2364069.0.silverhill_swimmers_come_fourth_in_nationals.ph  \n",
       "9676                         http://www.gazetteseries.co.uk/news/localnews/gloucestershirenews/10172408.More_snow_expected_as_Dursley_grinds_to_a_halt/?ref=rs  \n",
       "11115                                         http://www.gazetteseries.co.uk/news/localnews/gloucestershirenews/9699508.Runners_needed_for_Dursley_10k/?ref=rs  \n",
       "14140                                http://www.gazetteseries.co.uk/news/latestnews/thornburynews/display.var.2315986.0.tv_crews_filming_at_wildlife_centre.ph  \n",
       "17463                               http://www.gazetteseries.co.uk/news/localnews/gloucestershirenews/9861858.British_Empire_Medal_award_in_Hawkesbury/?ref=rs  \n",
       "20709                                                                 http://www.gazetteseries.co.uk/news/4737643.Thornbury_Christmas_lights_switch_on_tonight  \n",
       "25295                         http://www.gazetteseries.co.uk/news/localnews/gloucestershirenews/10094043.Rednock_School_gears_up_for_Bugsy_Malone_show/?ref=rs  \n",
       "28265                                             http://www.gazetteseries.co.uk/news/4237490.Staff_at_ambulance_trust_would_not_recommend_it_as_place_of_work  \n",
       "28515                                                                           http://www.gazetteseries.co.uk/news/4001091.Thornbury_told_to_get_on_its_marks  \n",
       "29974                                 http://www.gazetteseries.co.uk/news/latestnews/thornburynews/display.var.2181588.0.man_is_victim_of_attempted_robbery.ph  \n",
       "31690                                                                       http://www.gazetteseries.co.uk/news/4743269.New_council_leader_outlines_priorities  \n",
       "33043                                                              http://www.gazetteseries.co.uk/news/9448624.Local_farmer_urges_support_for_industry/?ref=rs  \n",
       "33745                                                                                 http://www.gazetteseries.co.uk/news/3711477.Children_s_Olympic_challenge  \n",
       "33932                                         http://www.gazetteseries.co.uk/news/localnews/thornburynews/9718017.Thornbury_police_station_up_for_sale/?ref=rs  \n",
       "36204                     http://www.gazetteseries.co.uk/news/latestnews/thornburynews/display.var.2377105.0.church_prepares_to_celebrate_350th_anniversary.ph  \n",
       "36585                                                                        http://www.gazetteseries.co.uk/news/4435355.Pupils_prepare_for_trip_of_a_lifetime  \n",
       "37365                          http://www.gazetteseries.co.uk/news/latestnews/thornburynews/display.var.2349351.0.conference_centre_to_open_doors_to_public.ph  \n",
       "39644                                                 http://www.gazetteseries.co.uk/news/9495791.Pioneering_Rotary_club_celebrates_20th_anniversary/r/?ref=rs  \n",
       "42367                      http://www.gazetteseries.co.uk/news/latestnews/thornburynews/display.var.2352559.0.appeal_after_road_rage_attacker_beats_student.ph  \n",
       "42572               http://www.gazetteseries.co.uk/news/latestnews/thornburynews/display.var.2166523.0.harvey_calls_on_support_for_rovers_late_playoff_push.ph  \n",
       "45038                                         http://www.gazetteseries.co.uk/sport/latestsport/3558534.Welsh_Wizard_smashes_record_at_Stinchcombe/#commentsfor  \n",
       "45098            http://www.gazetteseries.co.uk/news/latestnews/thornburynews/display.var.2303011.0.cherry_and_whites_coming_to_dursley_rugby_beer_festival.ph  \n",
       "46369                                    http://www.gazetteseries.co.uk/news/latestnews/thornburynews/display.var.2322335.0.lewis_praises_taylor_after_loss.ph  \n",
       "52008                               http://www.gazetteseries.co.uk/news/latestnews/thornburynews/display.var.2368081.0.town_festival_is_set_to_get_underway.ph  \n",
       "52387                                                                   http://www.gazetteseries.co.uk/news/4041712.Police_set_up_website_to_help_young_people  \n",
       "54517                                                                   http://www.gazetteseries.co.uk/news/3696753._Lifeline__charity_shop_is_forced_to_close  \n",
       "57905                                                        http://www.gazetteseries.co.uk/news/4664563.Transport_volunteers_claim_service_is__overstretched_  \n",
       "58329                          http://www.gazetteseries.co.uk/news/localnews/thornburynews/9721220.Police_to_give_advice_on_securing_sheds_and_garages/?ref=rs  \n",
       "58968                                        http://www.gazetteseries.co.uk/news/9469075.Over_200_residents_attend_workshop_to_discuss_housing_options/?ref=rs  \n",
       "62065    http://www.gazetteseries.co.uk/news/localnews/yateandsodburynews/10160072.Police_and_Crime_Commissioner_recommends_new_chief_constable_for_Avon_an...  \n",
       "...                                                                                                                                                        ...  \n",
       "5662963            http://www.gazetteseries.co.uk/news/latestnews/thornburynews/display.var.2232908.0.action_needed_to_protect_the_future_of_local_wildlife.ph  \n",
       "5665549                                  http://www.gazetteseries.co.uk/news/latestnews/thornburynews/display.var.2383936.0.police_appeal_after_hit_and_run.ph  \n",
       "5666896                                                                         http://www.gazetteseries.co.uk/news/4637554.Off_licences_refuse_underage_sales  \n",
       "5669554               http://www.gazetteseries.co.uk/news/localnews/yateandsodburynews/9743910.Chipping_Sodbury_flies_the_flag_for_the_Diamond_Jubilee/?ref=rs  \n",
       "5671131                                                              http://www.gazetteseries.co.uk/news/3824325.Trust_needs_support_to_protect_country_estate  \n",
       "5671881                                  http://www.gazetteseries.co.uk/news/latestnews/thornburynews/display.var.2399430.0.thornbury_skipper_slams_batsmen.ph  \n",
       "5672603                                                         http://www.gazetteseries.co.uk/news/4044570.People_join_forces_to_fight_travellers__site_plans  \n",
       "5673518                                   http://www.gazetteseries.co.uk/news/localnews/gloucestershirenews/9748477.Kitchen_fire_breaks_out_in_Dursley/?ref=rs  \n",
       "5680938                                                      http://www.gazetteseries.co.uk/news/4332193.Appeal_for_volunteers_to_save_vital_transport_service  \n",
       "5681630           http://www.gazetteseries.co.uk/news/latestnews/thornburynews/display.var.2233518.0.building_work_could_be_delayed_by_housing_market_slump.ph  \n",
       "5683007                                                                       http://www.gazetteseries.co.uk/news/3624987.Homes_evacuated_after_bungalow_blaze  \n",
       "5683506                                                                             http://www.gazetteseries.co.uk/news/3968992.Appeal_for_land_for_allotments  \n",
       "5684498                                                  http://www.gazetteseries.co.uk/news/4476328.Motorists_warned_about_reckless_driving_on_Sodbury_Common  \n",
       "5691265         http://www.gazetteseries.co.uk/news/localnews/gloucestershirenews/9828992.Physiotherapist_heads_to_London_to_help_out_at_Olympic_Games/?ref=rs  \n",
       "5693704                                        http://www.gazetteseries.co.uk/news/4460749.Investigation_work_to_begin_on__proposed_nuclear_power_station_site  \n",
       "5695407                             http://www.gazetteseries.co.uk/news/latestnews/thornburynews/display.var.2289375.0.children_enjoy_new_walk_in_thornbury.ph  \n",
       "5700752                                                                       http://www.gazetteseries.co.uk/news/4138508.Father_and_son_team_celebrate_awards  \n",
       "5703129                    http://www.gazetteseries.co.uk/news/localnews/gloucestershirenews/9828946.Sports_facility_gains___35_000_in_lottery_funding/?ref=rs  \n",
       "5703705                                                   http://www.gazetteseries.co.uk/news/latestnews/3587750.Motorists_praised_after_police_operation/#sho  \n",
       "5704263                          http://www.gazetteseries.co.uk/news/latestnews/thornburynews/display.var.2377714.0.composting_farm_plans_set_to_be_decided.ph  \n",
       "5707124                                       http://www.gazetteseries.co.uk/news/latestnews/thornburynews/display.var.2382985.0.what_happens_to_your_waste.ph  \n",
       "5708879                                 http://www.gazetteseries.co.uk/news/latestnews/thornburynews/display.var.2264492.0.claire_completes_charity_skydive.ph  \n",
       "5709020                                                                         http://www.gazetteseries.co.uk/news/3833559.Parades_to_mark_Remembrance_Sunday  \n",
       "5709318                                          http://www.gazetteseries.co.uk/news/localnews/thornburynews/10133318.Thornbury_welcomes_new_librarian/?ref=rs  \n",
       "5710410                                                                              http://www.gazetteseries.co.uk/news/4377620.Council_rent_could_be_reduced  \n",
       "5711007                                        http://www.gazetteseries.co.uk/leisure/9460345.Society_s_vivid_programme_ranges_from_Handel_to_Gershwin/?ref=rs  \n",
       "5711465                                                                     http://www.gazetteseries.co.uk/news/4722741.Get_on_your_bike_for_the_air_ambulance  \n",
       "5711581                                                                       http://www.gazetteseries.co.uk/news/4350023.Council_snubs_carnival_funds_request  \n",
       "5712900                                                                  http://www.gazetteseries.co.uk/news/4148260.School_celebrates___1_7m_rebuilding_plans  \n",
       "5712943                                                                                http://www.gazetteseries.co.uk/news/4419216.Crime_falls_in_Dursley_area  \n",
       "\n",
       "[3425 rows x 2 columns]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.set_option('display.max_colwidth', 150)\n",
    "df[df.url.str.contains('gazetteseries.co.uk') == True][['sourceName', 'url']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sourceName</th>\n",
       "      <th>url</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1073</th>\n",
       "      <td>Gazette Live</td>\n",
       "      <td>http://www.gazettelive.co.uk/news/teesside-news/2012/07/06/financial-outlook-for-middlesbrough-council-dire-mayor-ray-mallon-84229-31337141</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1690</th>\n",
       "      <td>Gazette Live</td>\n",
       "      <td>http://www.gazettelive.co.uk/gazette-communities/ts-12-saltburn-and-east-cleveland/ts12-saltburn-and-east-cleveland-sport/2012/03/24/skelton-united-challenge-cup-semi-final-match-report-84229-30610440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1892</th>\n",
       "      <td>Gazette Live</td>\n",
       "      <td>http://www.gazettelive.co.uk/business/news/tm_headline=biofuels-unveil-survival-plans%26method=full%26objectid=19357675%26siteid=109975-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1989</th>\n",
       "      <td>ic Teesside</td>\n",
       "      <td>http://www.gazettelive.co.uk/news/teesside-breaking-news/2009/02/23/drugs-and-cash-seized-after-stop-search-swoop-84229-22990630</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1998</th>\n",
       "      <td>Gazette Live</td>\n",
       "      <td>http://www.gazettelive.co.uk/north-east-sport/rugby-news/2012/12/24/billingham-conversion-king-evans-salutes-true-grit-84229-32488749</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>ic Teesside</td>\n",
       "      <td>http://www.gazettelive.co.uk/news/teesside-news/2009/06/23/couple-who-stored-drugs-to-pay-food-bills-jailed-84229-23947829</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2620</th>\n",
       "      <td>ic Teesside</td>\n",
       "      <td>http://www.gazettelive.co.uk/news/teesside-news/tm_headline=family-s-tributes-after-climbing-tragedy%26method=full%26objectid=21492171%26siteid=84229-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3508</th>\n",
       "      <td>ic Teesside</td>\n",
       "      <td>http://www.gazettelive.co.uk/news/teesside-news//tm_headline=teesside-schools-celebrate-a-level-results%26method=full%26objectid=24488891%26siteid=84229-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3610</th>\n",
       "      <td>Gazette Live</td>\n",
       "      <td>http://www.gazettelive.co.uk/news/uk-and-world-news/2012/02/21/eurozone-agrees-greece-bailout-84229-30372823</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3769</th>\n",
       "      <td>Gazette Live</td>\n",
       "      <td>http://www.gazettelive.co.uk/news/uk-and-world-news/2012/07/12/rake-to-heal-barclays-reputation-84229-31380666</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3889</th>\n",
       "      <td>Gazette Live</td>\n",
       "      <td>http://www.gazettelive.co.uk/north-east-sport/angling-fishing/2012/02/11/redcar-wind-farm-s-effect-on-fish-unknown-84229-30306876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4172</th>\n",
       "      <td>ic Teesside</td>\n",
       "      <td>http://www.gazettelive.co.uk/news/teesside-news//tm_headline=middlesbrough-brothers-hailed-community-champion-heroes%26method=full%26objectid=24184426%26siteid=84229-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4217</th>\n",
       "      <td>Gazette Live</td>\n",
       "      <td>http://www.gazettelive.co.uk/news/uk-and-world-news/2012/06/20/degree-study-plan-for-apprentices-84229-31221005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4484</th>\n",
       "      <td>ic Teesside</td>\n",
       "      <td>http://www.gazettelive.co.uk/news/teesside-news//tm_headline=assault-victim-angry-at-attackers-early-release%26method=full%26objectid=23869101%26siteid=84229-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4848</th>\n",
       "      <td>Gazette Live</td>\n",
       "      <td>http://www.gazettelive.co.uk/boro-fc/2012/08/09/mowbray-believes-boro-are-ready-for-big-kick-off-84229-31584704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5459</th>\n",
       "      <td>Gazette Live</td>\n",
       "      <td>http://www.gazettelive.co.uk/whatson/music/tm_headline=hang-in-there-with-gallows%26method=full%26objectid=19379853%26siteid=109975-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5510</th>\n",
       "      <td>Gazette Live</td>\n",
       "      <td>http://www.gazettelive.co.uk/borofc/ericpaylor/tm_headline=contract-concerns%26method=full%26objectid=19438850%26siteid=109975-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5698</th>\n",
       "      <td>Gazette Live</td>\n",
       "      <td>http://www.gazettelive.co.uk/entertainment-leisure/music-gigs/2013/03/08/the-chapman-family-at-the-georgian-theatre-84229-32949290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5703</th>\n",
       "      <td>ic Teesside</td>\n",
       "      <td>http://www.gazettelive.co.uk/news/local-teesside-news/cleveland-news/2009/11/26/scrooge-is-back-with-redcar-crime-campaign-84229-25258511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5911</th>\n",
       "      <td>Gazette Live</td>\n",
       "      <td>http://www.gazettelive.co.uk/news/uk-and-world-news/2012/05/19/man-in-court-on-terror-charges-84229-31003499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5930</th>\n",
       "      <td>ic Teesside</td>\n",
       "      <td>http://www.gazettelive.co.uk/news/teesside-news//tm_headline=30mph-speed-limit-would-have-saved-tragic-joe%26method=full%26objectid=22761527%26siteid=84229-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6219</th>\n",
       "      <td>Gazette Live</td>\n",
       "      <td>http://www.gazettelive.co.uk/news/uk-and-world-news/2007/09/26/brown-in-join-us-call-to-rivals-84229-19852719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6449</th>\n",
       "      <td>Gazette Live</td>\n",
       "      <td>http://www.gazettelive.co.uk/news/uk-and-world-news/2012/08/07/jodrell-bank-founder-sir-bernard-lovell-dies-aged-98-100252-31569087</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6803</th>\n",
       "      <td>ic Teesside</td>\n",
       "      <td>http://www.gazettelive.co.uk/news/teesside-news/2009/08/31/foggins-allotment-holder-told-to-remove-cockerels-84229-24562093</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7041</th>\n",
       "      <td>ic Teesside</td>\n",
       "      <td>http://www.gazettelive.co.uk/news/teesside-news/tm_headline=sea-rescue-marske-teen-thanks-lifeboat%26method=full%26objectid=21440542%26siteid=84229-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7076</th>\n",
       "      <td>Gazette Live</td>\n",
       "      <td>http://www.gazettelive.co.uk/news/teesside-news/2009/05/16/dealer-caught-on-teesside-with-bags-of-skunk-84229-23634475</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7126</th>\n",
       "      <td>ic Teesside</td>\n",
       "      <td>http://www.gazettelive.co.uk/news/teesside-news//tm_headline=family-hope-at-cell-death-inquest-six-years-on%26method=full%26objectid=24964145%26siteid=84229-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7217</th>\n",
       "      <td>Gazette Live</td>\n",
       "      <td>http://www.gazettelive.co.uk/news/teesside-news/2009/08/28/stockton-technical-chief-named-as-middlesbrough-s-new-environment-director-84229-24550011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7589</th>\n",
       "      <td>Gazette Live</td>\n",
       "      <td>http://www.gazettelive.co.uk/news/teesside-breaking-news/2009/02/12/man-jailed-after-stockton-burglary-spree-84229-22912769</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7609</th>\n",
       "      <td>ic Teesside</td>\n",
       "      <td>http://www.gazettelive.co.uk/news/teesside-news//tm_headline=jury-hear-how-teen-cut-friend-s-throat%26method=full%26objectid=22496703%26siteid=84229-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5709297</th>\n",
       "      <td>Gazette Live</td>\n",
       "      <td>http://www.gazettelive.co.uk/news/teesside-news/2007/09/04/catch-the-qe2-on-anniversary-tour-84229-19732715</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5709331</th>\n",
       "      <td>Gazette Live</td>\n",
       "      <td>http://www.gazettelive.co.uk/news/teesside-news/2009/04/21/delay-blow-to-big-wheel-plans-84229-23428701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5709339</th>\n",
       "      <td>Gazette Live</td>\n",
       "      <td>http://www.gazettelive.co.uk/gazette-communities/ts-12-saltburn-and-east-cleveland/ts12-saltburn-and-east-cleveland-news/2013/02/19/pregnant-saltburn-mum-in-finals-of-top-model-uk-awards-84229-32837459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5709359</th>\n",
       "      <td>Gazette Live</td>\n",
       "      <td>http://www.gazettelive.co.uk/news/uk-and-world-news/2012/06/19/protest-doctors-could-still-be-paid-84229-31215118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5709449</th>\n",
       "      <td>Gazette Live</td>\n",
       "      <td>http://www.gazettelive.co.uk/src/webroot/gazettelive2/north-east-sport/olympics-2012/national-olympics-2012-news/2012/08/14/olympic-flag-lands-in-rio-72703-31618941</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5709607</th>\n",
       "      <td>Gazette Live</td>\n",
       "      <td>http://www.gazettelive.co.uk/environment/environmentnews/tm_headline=clean-teams%2D-blitz-on-litter%26method=full%26objectid=18851859%26siteid=109975-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5709879</th>\n",
       "      <td>ic Teesside</td>\n",
       "      <td>http://www.gazettelive.co.uk/news/teesside-breaking-news/2009/03/05/ten-year-old-girl-struck-by-car-84229-23076777</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5710007</th>\n",
       "      <td>Gazette Live</td>\n",
       "      <td>http://www.gazettelive.co.uk/news/uk-and-world-news/2012/07/24/games-deployment-for-extra-troops-84229-31462489</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5710059</th>\n",
       "      <td>Gazette Live</td>\n",
       "      <td>http://www.gazettelive.co.uk/news/uk-and-world-news/2012/03/29/snow-warning-follows-warm-spell-84229-30650238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5710515</th>\n",
       "      <td>Gazette Live</td>\n",
       "      <td>http://www.gazettelive.co.uk/entertainment-leisure/cinema/2012/12/13/review-tinker-bell-and-the-secret-of-the-wings-3d-trailer-72703-32421212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5710736</th>\n",
       "      <td>Gazette Live</td>\n",
       "      <td>http://www.gazettelive.co.uk/news/teesside-news/2012/06/23/teesside-friends-set-off-on-year-long-charity-bike-ride-84229-31245619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5710819</th>\n",
       "      <td>Gazette Live</td>\n",
       "      <td>http://www.gazettelive.co.uk/news/uk-and-world-news/2012/04/04/gps-losing-faith-in-nhs-reforms-84229-30697153</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5711159</th>\n",
       "      <td>ic Teesside</td>\n",
       "      <td>http://www.gazettelive.co.uk/news/teesside-news/2009/07/24/chance-to-thank-battler-lisa-84229-24225940</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5711160</th>\n",
       "      <td>ic Teesside</td>\n",
       "      <td>http://www.gazettelive.co.uk/news/local-teesside-news/south-durham-news/2008/12/18/villagers-discover-their-heritage-84229-22504431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5711321</th>\n",
       "      <td>Gazette Live</td>\n",
       "      <td>http://www.gazettelive.co.uk/news/uk-and-world-news/2012/04/22/hurd-condemns-vat-on-church-changes-84229-30812440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5711346</th>\n",
       "      <td>Gazette Live</td>\n",
       "      <td>http://www.gazettelive.co.uk/news/teesside-news/2012/04/24/middlesbrough-boy-recovering-after-horrific-fence-ordeal-84229-30826910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5711496</th>\n",
       "      <td>ic Teesside</td>\n",
       "      <td>http://www.gazettelive.co.uk/news/teesside-news//tm_headline=mps-battle-to-keep-rig-work-on-teesside%26method=full%26objectid=22769087%26siteid=84229-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5711603</th>\n",
       "      <td>Gazette Live</td>\n",
       "      <td>http://www.gazettelive.co.uk/news/uk-and-world-news/2012/04/09/teachers-urge-resistance-over-pay-84229-30725721</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5711700</th>\n",
       "      <td>ic Teesside</td>\n",
       "      <td>http://www.gazettelive.co.uk/news/teesside-news/2008/08/27/two-stockton-men-admit-death-crash-charges-84229-21615590</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5711747</th>\n",
       "      <td>Gazette Live</td>\n",
       "      <td>http://www.gazettelive.co.uk/gazette-communities/2012/05/29/annual-chairty-day-at-wynyard-golf-club-84229-31067251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712044</th>\n",
       "      <td>ic Teesside</td>\n",
       "      <td>http://www.gazettelive.co.uk/news/teesside-breaking-news/2008/12/16/man-jailed-for-attack-on-taxi-84229-22487629</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712433</th>\n",
       "      <td>Gazette Live</td>\n",
       "      <td>http://www.gazettelive.co.uk/news/uk-and-world-news/2012/01/13/mps-question-saudi-arms-contracts-84229-30117269</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712445</th>\n",
       "      <td>ic Teesside</td>\n",
       "      <td>http://www.gazettelive.co.uk/news/teesside-and-tees-valley/stockton-focus/2009/02/16/the-prison-volunteers-84229-22939939</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712483</th>\n",
       "      <td>Gazette Live</td>\n",
       "      <td>http://www.gazettelive.co.uk/news/uk-and-world-news/2012/03/13/rebel-bid-to-kill-health-bill-fails-84229-30527161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712650</th>\n",
       "      <td>Gazette Live</td>\n",
       "      <td>http://www.gazettelive.co.uk/news/uk-and-world-news/2012/05/25/wpc-murder-yard-team-goes-to-libya-84229-31042887</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712858</th>\n",
       "      <td>ic Teesside</td>\n",
       "      <td>http://www.gazettelive.co.uk/news/teesside-news/2008/07/28/thai-adoption-success-story-84229-21417396</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712922</th>\n",
       "      <td>Gazette Live</td>\n",
       "      <td>http://www.gazettelive.co.uk/sport/motorsport/tm_headline=bays-to-face-unbeaten-scorpions%26method=full%26objectid=19559953%26siteid=109975-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712985</th>\n",
       "      <td>Gazette Live</td>\n",
       "      <td>http://www.gazettelive.co.uk/borofc/borosbestever/tm_headline=%26method=full%26objectid=19472413%26siteid=109975-name_page.htm</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713007</th>\n",
       "      <td>Gazette Live</td>\n",
       "      <td>http://www.gazettelive.co.uk/gazette-communities/ts1-ts2-central-middlesbrough/ts1-ts2-useful-information/2011/07/19/helicopter-watch-for-cleveland-police-84229-29082668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713211</th>\n",
       "      <td>ic Teesside</td>\n",
       "      <td>http://www.gazettelive.co.uk/news/news/tm_headline=bereavement-puts-reed-brothers-8217-murder-trial-on-hold%26method=full%26objectid=19529371%26siteid=109975-name_page.htm</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>26968 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           sourceName  \\\n",
       "1073     Gazette Live   \n",
       "1690     Gazette Live   \n",
       "1892     Gazette Live   \n",
       "1989      ic Teesside   \n",
       "1998     Gazette Live   \n",
       "2014      ic Teesside   \n",
       "2620      ic Teesside   \n",
       "3508      ic Teesside   \n",
       "3610     Gazette Live   \n",
       "3769     Gazette Live   \n",
       "3889     Gazette Live   \n",
       "4172      ic Teesside   \n",
       "4217     Gazette Live   \n",
       "4484      ic Teesside   \n",
       "4848     Gazette Live   \n",
       "5459     Gazette Live   \n",
       "5510     Gazette Live   \n",
       "5698     Gazette Live   \n",
       "5703      ic Teesside   \n",
       "5911     Gazette Live   \n",
       "5930      ic Teesside   \n",
       "6219     Gazette Live   \n",
       "6449     Gazette Live   \n",
       "6803      ic Teesside   \n",
       "7041      ic Teesside   \n",
       "7076     Gazette Live   \n",
       "7126      ic Teesside   \n",
       "7217     Gazette Live   \n",
       "7589     Gazette Live   \n",
       "7609      ic Teesside   \n",
       "...               ...   \n",
       "5709297  Gazette Live   \n",
       "5709331  Gazette Live   \n",
       "5709339  Gazette Live   \n",
       "5709359  Gazette Live   \n",
       "5709449  Gazette Live   \n",
       "5709607  Gazette Live   \n",
       "5709879   ic Teesside   \n",
       "5710007  Gazette Live   \n",
       "5710059  Gazette Live   \n",
       "5710515  Gazette Live   \n",
       "5710736  Gazette Live   \n",
       "5710819  Gazette Live   \n",
       "5711159   ic Teesside   \n",
       "5711160   ic Teesside   \n",
       "5711321  Gazette Live   \n",
       "5711346  Gazette Live   \n",
       "5711496   ic Teesside   \n",
       "5711603  Gazette Live   \n",
       "5711700   ic Teesside   \n",
       "5711747  Gazette Live   \n",
       "5712044   ic Teesside   \n",
       "5712433  Gazette Live   \n",
       "5712445   ic Teesside   \n",
       "5712483  Gazette Live   \n",
       "5712650  Gazette Live   \n",
       "5712858   ic Teesside   \n",
       "5712922  Gazette Live   \n",
       "5712985  Gazette Live   \n",
       "5713007  Gazette Live   \n",
       "5713211   ic Teesside   \n",
       "\n",
       "                                                                                                                                                                                                               url  \n",
       "1073                                                                   http://www.gazettelive.co.uk/news/teesside-news/2012/07/06/financial-outlook-for-middlesbrough-council-dire-mayor-ray-mallon-84229-31337141  \n",
       "1690      http://www.gazettelive.co.uk/gazette-communities/ts-12-saltburn-and-east-cleveland/ts12-saltburn-and-east-cleveland-sport/2012/03/24/skelton-united-challenge-cup-semi-final-match-report-84229-30610440  \n",
       "1892                                                         http://www.gazettelive.co.uk/business/news/tm_headline=biofuels-unveil-survival-plans%26method=full%26objectid=19357675%26siteid=109975-name_page.htm  \n",
       "1989                                                                              http://www.gazettelive.co.uk/news/teesside-breaking-news/2009/02/23/drugs-and-cash-seized-after-stop-search-swoop-84229-22990630  \n",
       "1998                                                                         http://www.gazettelive.co.uk/north-east-sport/rugby-news/2012/12/24/billingham-conversion-king-evans-salutes-true-grit-84229-32488749  \n",
       "2014                                                                                    http://www.gazettelive.co.uk/news/teesside-news/2009/06/23/couple-who-stored-drugs-to-pay-food-bills-jailed-84229-23947829  \n",
       "2620                                           http://www.gazettelive.co.uk/news/teesside-news/tm_headline=family-s-tributes-after-climbing-tragedy%26method=full%26objectid=21492171%26siteid=84229-name_page.htm  \n",
       "3508                                        http://www.gazettelive.co.uk/news/teesside-news//tm_headline=teesside-schools-celebrate-a-level-results%26method=full%26objectid=24488891%26siteid=84229-name_page.htm  \n",
       "3610                                                                                                  http://www.gazettelive.co.uk/news/uk-and-world-news/2012/02/21/eurozone-agrees-greece-bailout-84229-30372823  \n",
       "3769                                                                                                http://www.gazettelive.co.uk/news/uk-and-world-news/2012/07/12/rake-to-heal-barclays-reputation-84229-31380666  \n",
       "3889                                                                             http://www.gazettelive.co.uk/north-east-sport/angling-fishing/2012/02/11/redcar-wind-farm-s-effect-on-fish-unknown-84229-30306876  \n",
       "4172                           http://www.gazettelive.co.uk/news/teesside-news//tm_headline=middlesbrough-brothers-hailed-community-champion-heroes%26method=full%26objectid=24184426%26siteid=84229-name_page.htm  \n",
       "4217                                                                                               http://www.gazettelive.co.uk/news/uk-and-world-news/2012/06/20/degree-study-plan-for-apprentices-84229-31221005  \n",
       "4484                                   http://www.gazettelive.co.uk/news/teesside-news//tm_headline=assault-victim-angry-at-attackers-early-release%26method=full%26objectid=23869101%26siteid=84229-name_page.htm  \n",
       "4848                                                                                               http://www.gazettelive.co.uk/boro-fc/2012/08/09/mowbray-believes-boro-are-ready-for-big-kick-off-84229-31584704  \n",
       "5459                                                             http://www.gazettelive.co.uk/whatson/music/tm_headline=hang-in-there-with-gallows%26method=full%26objectid=19379853%26siteid=109975-name_page.htm  \n",
       "5510                                                                  http://www.gazettelive.co.uk/borofc/ericpaylor/tm_headline=contract-concerns%26method=full%26objectid=19438850%26siteid=109975-name_page.htm  \n",
       "5698                                                                            http://www.gazettelive.co.uk/entertainment-leisure/music-gigs/2013/03/08/the-chapman-family-at-the-georgian-theatre-84229-32949290  \n",
       "5703                                                                     http://www.gazettelive.co.uk/news/local-teesside-news/cleveland-news/2009/11/26/scrooge-is-back-with-redcar-crime-campaign-84229-25258511  \n",
       "5911                                                                                                  http://www.gazettelive.co.uk/news/uk-and-world-news/2012/05/19/man-in-court-on-terror-charges-84229-31003499  \n",
       "5930                                     http://www.gazettelive.co.uk/news/teesside-news//tm_headline=30mph-speed-limit-would-have-saved-tragic-joe%26method=full%26objectid=22761527%26siteid=84229-name_page.htm  \n",
       "6219                                                                                                 http://www.gazettelive.co.uk/news/uk-and-world-news/2007/09/26/brown-in-join-us-call-to-rivals-84229-19852719  \n",
       "6449                                                                           http://www.gazettelive.co.uk/news/uk-and-world-news/2012/08/07/jodrell-bank-founder-sir-bernard-lovell-dies-aged-98-100252-31569087  \n",
       "6803                                                                                   http://www.gazettelive.co.uk/news/teesside-news/2009/08/31/foggins-allotment-holder-told-to-remove-cockerels-84229-24562093  \n",
       "7041                                             http://www.gazettelive.co.uk/news/teesside-news/tm_headline=sea-rescue-marske-teen-thanks-lifeboat%26method=full%26objectid=21440542%26siteid=84229-name_page.htm  \n",
       "7076                                                                                        http://www.gazettelive.co.uk/news/teesside-news/2009/05/16/dealer-caught-on-teesside-with-bags-of-skunk-84229-23634475  \n",
       "7126                                    http://www.gazettelive.co.uk/news/teesside-news//tm_headline=family-hope-at-cell-death-inquest-six-years-on%26method=full%26objectid=24964145%26siteid=84229-name_page.htm  \n",
       "7217                                                          http://www.gazettelive.co.uk/news/teesside-news/2009/08/28/stockton-technical-chief-named-as-middlesbrough-s-new-environment-director-84229-24550011  \n",
       "7589                                                                                   http://www.gazettelive.co.uk/news/teesside-breaking-news/2009/02/12/man-jailed-after-stockton-burglary-spree-84229-22912769  \n",
       "7609                                            http://www.gazettelive.co.uk/news/teesside-news//tm_headline=jury-hear-how-teen-cut-friend-s-throat%26method=full%26objectid=22496703%26siteid=84229-name_page.htm  \n",
       "...                                                                                                                                                                                                            ...  \n",
       "5709297                                                                                                http://www.gazettelive.co.uk/news/teesside-news/2007/09/04/catch-the-qe2-on-anniversary-tour-84229-19732715  \n",
       "5709331                                                                                                    http://www.gazettelive.co.uk/news/teesside-news/2009/04/21/delay-blow-to-big-wheel-plans-84229-23428701  \n",
       "5709339  http://www.gazettelive.co.uk/gazette-communities/ts-12-saltburn-and-east-cleveland/ts12-saltburn-and-east-cleveland-news/2013/02/19/pregnant-saltburn-mum-in-finals-of-top-model-uk-awards-84229-32837459  \n",
       "5709359                                                                                          http://www.gazettelive.co.uk/news/uk-and-world-news/2012/06/19/protest-doctors-could-still-be-paid-84229-31215118  \n",
       "5709449                                       http://www.gazettelive.co.uk/src/webroot/gazettelive2/north-east-sport/olympics-2012/national-olympics-2012-news/2012/08/14/olympic-flag-lands-in-rio-72703-31618941  \n",
       "5709607                                        http://www.gazettelive.co.uk/environment/environmentnews/tm_headline=clean-teams%2D-blitz-on-litter%26method=full%26objectid=18851859%26siteid=109975-name_page.htm  \n",
       "5709879                                                                                         http://www.gazettelive.co.uk/news/teesside-breaking-news/2009/03/05/ten-year-old-girl-struck-by-car-84229-23076777  \n",
       "5710007                                                                                            http://www.gazettelive.co.uk/news/uk-and-world-news/2012/07/24/games-deployment-for-extra-troops-84229-31462489  \n",
       "5710059                                                                                              http://www.gazettelive.co.uk/news/uk-and-world-news/2012/03/29/snow-warning-follows-warm-spell-84229-30650238  \n",
       "5710515                                                              http://www.gazettelive.co.uk/entertainment-leisure/cinema/2012/12/13/review-tinker-bell-and-the-secret-of-the-wings-3d-trailer-72703-32421212  \n",
       "5710736                                                                          http://www.gazettelive.co.uk/news/teesside-news/2012/06/23/teesside-friends-set-off-on-year-long-charity-bike-ride-84229-31245619  \n",
       "5710819                                                                                              http://www.gazettelive.co.uk/news/uk-and-world-news/2012/04/04/gps-losing-faith-in-nhs-reforms-84229-30697153  \n",
       "5711159                                                                                                     http://www.gazettelive.co.uk/news/teesside-news/2009/07/24/chance-to-thank-battler-lisa-84229-24225940  \n",
       "5711160                                                                        http://www.gazettelive.co.uk/news/local-teesside-news/south-durham-news/2008/12/18/villagers-discover-their-heritage-84229-22504431  \n",
       "5711321                                                                                          http://www.gazettelive.co.uk/news/uk-and-world-news/2012/04/22/hurd-condemns-vat-on-church-changes-84229-30812440  \n",
       "5711346                                                                         http://www.gazettelive.co.uk/news/teesside-news/2012/04/24/middlesbrough-boy-recovering-after-horrific-fence-ordeal-84229-30826910  \n",
       "5711496                                        http://www.gazettelive.co.uk/news/teesside-news//tm_headline=mps-battle-to-keep-rig-work-on-teesside%26method=full%26objectid=22769087%26siteid=84229-name_page.htm  \n",
       "5711603                                                                                            http://www.gazettelive.co.uk/news/uk-and-world-news/2012/04/09/teachers-urge-resistance-over-pay-84229-30725721  \n",
       "5711700                                                                                       http://www.gazettelive.co.uk/news/teesside-news/2008/08/27/two-stockton-men-admit-death-crash-charges-84229-21615590  \n",
       "5711747                                                                                         http://www.gazettelive.co.uk/gazette-communities/2012/05/29/annual-chairty-day-at-wynyard-golf-club-84229-31067251  \n",
       "5712044                                                                                           http://www.gazettelive.co.uk/news/teesside-breaking-news/2008/12/16/man-jailed-for-attack-on-taxi-84229-22487629  \n",
       "5712433                                                                                            http://www.gazettelive.co.uk/news/uk-and-world-news/2012/01/13/mps-question-saudi-arms-contracts-84229-30117269  \n",
       "5712445                                                                                  http://www.gazettelive.co.uk/news/teesside-and-tees-valley/stockton-focus/2009/02/16/the-prison-volunteers-84229-22939939  \n",
       "5712483                                                                                          http://www.gazettelive.co.uk/news/uk-and-world-news/2012/03/13/rebel-bid-to-kill-health-bill-fails-84229-30527161  \n",
       "5712650                                                                                           http://www.gazettelive.co.uk/news/uk-and-world-news/2012/05/25/wpc-murder-yard-team-goes-to-libya-84229-31042887  \n",
       "5712858                                                                                                      http://www.gazettelive.co.uk/news/teesside-news/2008/07/28/thai-adoption-success-story-84229-21417396  \n",
       "5712922                                                  http://www.gazettelive.co.uk/sport/motorsport/tm_headline=bays-to-face-unbeaten-scorpions%26method=full%26objectid=19559953%26siteid=109975-name_page.htm  \n",
       "5712985                                                                             http://www.gazettelive.co.uk/borofc/borosbestever/tm_headline=%26method=full%26objectid=19472413%26siteid=109975-name_page.htm  \n",
       "5713007                                  http://www.gazettelive.co.uk/gazette-communities/ts1-ts2-central-middlesbrough/ts1-ts2-useful-information/2011/07/19/helicopter-watch-for-cleveland-police-84229-29082668  \n",
       "5713211                                http://www.gazettelive.co.uk/news/news/tm_headline=bereavement-puts-reed-brothers-8217-murder-trial-on-hold%26method=full%26objectid=19529371%26siteid=109975-name_page.htm  \n",
       "\n",
       "[26968 rows x 2 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.set_option('display.max_colwidth', 250)\n",
    "df[df.url.str.contains('gazettelive.co.uk') == True][['sourceName', 'url']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
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       "      <th>372</th>\n",
       "      <td>Macclesfield Express</td>\n",
       "      <td>http://menmedia.co.uk/macclesfieldexpress/news/s/1582588_cabbies-protest-over-licence-threat-to-livelihood?rss=ye</td>\n",
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       "      <th>1229</th>\n",
       "      <td>Manchester Online</td>\n",
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       "    <tr>\n",
       "      <th>1935</th>\n",
       "      <td>Manchester Online</td>\n",
       "      <td>http://menmedia.co.uk/manchestereveningnews/news/s/1493400_family-pets-killed-in-large-fire-at-heywood-house?rss=ye</td>\n",
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       "      <th>2099</th>\n",
       "      <td>Manchester Online</td>\n",
       "      <td>http://menmedia.co.uk/manchestereveningnews/news/crime/s/1584446_kiaran-stapleton-guilty-of-murder-over-shooting-of-indian-student-anuj-bidve?rss=ye</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2238</th>\n",
       "      <td>Stockport Express</td>\n",
       "      <td>http://menmedia.co.uk/stockportexpress/news/s/1582149_pitch-in-with-the-stockport-express-seashell-trust-appeal?rss=ye</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2359</th>\n",
       "      <td>Manchester Online</td>\n",
       "      <td>http://menmedia.co.uk/manchestereveningnews/news/business/s/1597173_greater-manchester-businesses-counselled-to-explore-emerging-economies?rss=ye</td>\n",
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       "    <tr>\n",
       "      <th>3728</th>\n",
       "      <td>Manchester Online</td>\n",
       "      <td>http://menmedia.co.uk/manchestereveningnews/sport/football/manchester_city/s/1489371_toures-stay-positive-after-manchester-city-held-at-stoke?rss=ye</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4829</th>\n",
       "      <td>Manchester Online</td>\n",
       "      <td>http://menmedia.co.uk/manchestereveningnews/sport/football/manchester_city/s/1589410_manchester-city-v-arsenal-as-it-happened?rss=ye</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6412</th>\n",
       "      <td>Stockport Express</td>\n",
       "      <td>http://menmedia.co.uk/stockportexpress/news/s/1595246_police-appeal-for-burglary-witnesses-after-engagement-ring-stolen-from-cheadle-heath?rss=ye</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6440</th>\n",
       "      <td>Manchester Online</td>\n",
       "      <td>http://menmedia.co.uk/manchestereveningnews/news/business/s/1585424_ask-developments-completes-refinance-deal-with-the-co-operative-bank?rss=ye</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7868</th>\n",
       "      <td>Manchester Online</td>\n",
       "      <td>http://menmedia.co.uk/manchestereveningnews/news/business/s/1583173_fruit-shoot-recall-to-cost-britvic-25m?rss=ye</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8449</th>\n",
       "      <td>Manchester Online</td>\n",
       "      <td>http://menmedia.co.uk/manchestereveningnews/news/s/1584311_legendary-manchester-nightclub-twisted-wheel-faces-demolition?rss=ye</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9166</th>\n",
       "      <td>Manchester Online</td>\n",
       "      <td>http://menmedia.co.uk/manchestereveningnews/news/s/1594482_council-workers-face-disciplinary-action-in-wake-of-rochdale-child-grooming-scandal?rss=ye</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9360</th>\n",
       "      <td>Manchester Online</td>\n",
       "      <td>http://menmedia.co.uk/manchestereveningnews/news/business/s/1488069_miller-and-rbs-could-revive-1bn-omega-development?rss=ye</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9493</th>\n",
       "      <td>Manchester Online</td>\n",
       "      <td>http://menmedia.co.uk/manchestereveningnews/sport/football/manchester_united/s/1490197_manchester-united-close-in-on-20th-title-with-crucial-win?rss=ye</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9793</th>\n",
       "      <td>Manchester Online</td>\n",
       "      <td>http://menmedia.co.uk/manchestereveningnews/sport/boxing/s/1594530_ricky-hatton-v-vyacheslav-senchenko-picture-gallery?rss=ye</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9823</th>\n",
       "      <td>Manchester Online</td>\n",
       "      <td>http://menmedia.co.uk/manchestereveningnews/sport/football/manchester_city/s/1589447_manchester-city-1-arsenal-1-pictures?rss=ye</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9918</th>\n",
       "      <td>Wilmslow Express</td>\n",
       "      <td>http://menmedia.co.uk/wilmslowexpress/news/s/1472739_businesses-join-forces-for-village-valentine-even</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10291</th>\n",
       "      <td>Manchester Evening News</td>\n",
       "      <td>http://menmedia.co.uk/manchestereveningnews/news/s/1472624_police-officer-found-man-inside-eccles-blaze-home-after-fire-crews-had-searched-i</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10369</th>\n",
       "      <td>Manchester Online</td>\n",
       "      <td>http://menmedia.co.uk/manchestereveningnews/sport/boxing/s/1594845_tyson-furys-plea-to-fans-get-behind-me?rss=ye</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11034</th>\n",
       "      <td>Rochdale Observer</td>\n",
       "      <td>http://menmedia.co.uk/rochdaleobserver/news/s/1491418_pepper-spray-raiders-escape-with-bag-of-cash-from-castleton-tesco-store?rss=ye</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11257</th>\n",
       "      <td>Manchester Online</td>\n",
       "      <td>http://menmedia.co.uk/manchestereveningnews/sport/cricket/s/1587105_lancashire-lightning-storm-to-victory-to-seal-home-advantage?rss=ye</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12043</th>\n",
       "      <td>Manchester Online</td>\n",
       "      <td>http://menmedia.co.uk/manchestereveningnews/news/s/1598045_first-class-hero-postman-turns-fireman-to-put-out-blaze-in-stockport-garage?rss=ye</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12071</th>\n",
       "      <td>Manchester Online</td>\n",
       "      <td>http://menmedia.co.uk/manchestereveningnews/sport/football/manchester_united/s/1469843_fa-cup-derby-likely-line-ups-and-player-ratings-for-manchester-city-vs-manchester-united?rss=ye</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12361</th>\n",
       "      <td>Manchester Online</td>\n",
       "      <td>http://menmedia.co.uk/manchestereveningnews/news/business/s/1582912_rainy-weather-gives-boost-to-passenger-numbers-up-at-manchester-airport?rss=ye</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12565</th>\n",
       "      <td>Manchester Online</td>\n",
       "      <td>http://menmedia.co.uk/manchestereveningnews/news/business/s/1547493_manchester-city-chooses-tom-glick-as-commercial-boss?rss=ye</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13272</th>\n",
       "      <td>South Manchester Reporter</td>\n",
       "      <td>http://menmedia.co.uk/southmanchesterreporter/news/s/1472853_brave-battler-handed-olympic-torch-honour-for-dedication-to-youth?rss=ye</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13284</th>\n",
       "      <td>Manchester Online</td>\n",
       "      <td>http://menmedia.co.uk/manchestereveningnews/sport/football/manchester_united/s/1595406_manchester-united-0-cfr-cluj-1-stuart-mathiesons-champions-league-match-report?rss=ye</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13517</th>\n",
       "      <td>South Manchester Reporter</td>\n",
       "      <td>http://menmedia.co.uk/southmanchesterreporter/news/s/1595175_heaton-hall-and-wythenshawe-hall-stay-shut-due-to-manchester-city-council-cash-shortage?rss=ye</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14111</th>\n",
       "      <td>Manchester Online</td>\n",
       "      <td>http://menmedia.co.uk/manchestereveningnews/sport/cricket/s/1492937_lancashire-are-in-real-danger-of-having-three-defeats-in-four-games?rss=ye</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5702200</th>\n",
       "      <td>Manchester Online</td>\n",
       "      <td>http://menmedia.co.uk/manchestereveningnews/tv_and_showbiz/s/1005384_grease_is_the_word_lauren_mcconnell_profile?rss=ye</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5703505</th>\n",
       "      <td>Wilmslow Express</td>\n",
       "      <td>http://menmedia.co.uk/wilmslowexpress/news/s/1472723_a-passion-for-art-is-on-sho</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5703699</th>\n",
       "      <td>Manchester Online</td>\n",
       "      <td>http://menmedia.co.uk/manchestereveningnews/news/business/s/1492440_oneill-in-frame-for-bank-of-england-top-job?rss=ye</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5704750</th>\n",
       "      <td>Manchester Online</td>\n",
       "      <td>http://menmedia.co.uk/manchestereveningnews/news/s/1580947_council-aim-to-launch-radical-manchester-mortgage-plan-to-help-home-buyers-in-the-autumn?rss=ye</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5704776</th>\n",
       "      <td>Manchester Online</td>\n",
       "      <td>http://menmedia.co.uk/manchestereveningnews/news/transport/public_transport/s/1585485_all-appboard-manchester-bus-passengers-to-get-tickets-on-their-phones?rss=ye</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5704791</th>\n",
       "      <td>Manchester Online</td>\n",
       "      <td>http://menmedia.co.uk/manchestereveningnews/news/s/1497544_map-of-manchester-city-trophy-parade-route-on-monday-evening-from-albert-square-to-corporation-street?rss=ye</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5705299</th>\n",
       "      <td>Wilmslow Express</td>\n",
       "      <td>http://menmedia.co.uk/wilmslowexpress/sport/s/1471130_wilmslow-swim-star-making-great-stride</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5705511</th>\n",
       "      <td>Manchester Online</td>\n",
       "      <td>http://menmedia.co.uk/manchestereveningnews/sport/football/manchester_city/s/1499881_premier-league-champions-five-key-games-for-manchester-city?rss=ye</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5705872</th>\n",
       "      <td>Manchester Evening News</td>\n",
       "      <td>http://menmedia.co.uk/manchestereveningnews/sport/football/manchester_city/s/1472046_penalty-decisions-frustrate-manchester-city-boss-roberto-mancin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5706484</th>\n",
       "      <td>Manchester Online</td>\n",
       "      <td>http://menmedia.co.uk/manchestereveningnews/sport/football/manchester_united/s/1526211_tom-cleverley-playing-for-united-life-just-cannot-get-better-now-i-want-that-feeling-back-again?rss=ye</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5706492</th>\n",
       "      <td>Manchester Online</td>\n",
       "      <td>http://menmedia.co.uk/manchestereveningnews/sport/football/manchester_united/s/1586671_robin-rocked-sir-alex-ferguson-rues-use-of-rvp-after-manchester-united-defeat?rss=ye</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5707176</th>\n",
       "      <td>Manchester Online</td>\n",
       "      <td>http://menmedia.co.uk/manchestereveningnews/news/s/1487970_man-29-critically-ill-after-car-runs-over-him-on-road-near-manchester-arena?rss=ye</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5707471</th>\n",
       "      <td>Manchester Online</td>\n",
       "      <td>http://menmedia.co.uk/manchestereveningnews/news/business/enterprise/s/1491280_nshr-aims-for-gap-in-the-market?rss=ye</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5707717</th>\n",
       "      <td>Manchester Online</td>\n",
       "      <td>http://menmedia.co.uk/manchestereveningnews/news/s/1597973_police-hunting-gang-member-on-the-run-after-breach-of-licence-following-release-from-prison?rss=ye</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5708481</th>\n",
       "      <td>Manchester Online</td>\n",
       "      <td>http://menmedia.co.uk/manchestereveningnews/sport/rugby_league/s/1485206_warringtons-lee-briers-returns-with-a-vengeance?rss=ye</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5708567</th>\n",
       "      <td>Manchester Online</td>\n",
       "      <td>http://menmedia.co.uk/manchestereveningnews/news/s/1493538_adoption-shame-as-greater-manchester-councils-miss-government-targets?rss=ye</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5709804</th>\n",
       "      <td>Manchester Online</td>\n",
       "      <td>http://menmedia.co.uk/manchestereveningnews/sport/football/manchester_united/s/1492350_the-real-deal-former-red-reckons-david-de-gea-has-come-of-age-at-manchester-united?rss=ye</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5709906</th>\n",
       "      <td>Manchester Online</td>\n",
       "      <td>http://menmedia.co.uk/manchestereveningnews/news/s/1490676_poor-areas-of-manchester-to-get-roads-cleaned-more-than-rich-areas?rss=ye</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5709934</th>\n",
       "      <td>Manchester Online</td>\n",
       "      <td>http://menmedia.co.uk/manchestereveningnews/news/business/s/1588541_car-dealer-rrg-aims-to-double-in-size-over-three-years?rss=ye</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5710018</th>\n",
       "      <td>Manchester Online</td>\n",
       "      <td>http://menmedia.co.uk/manchestereveningnews/sport/football/manchester_united/s/1580950_analysis-10-reasons-to-be-cheerful-for-manchester-united?rss=ye</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5710061</th>\n",
       "      <td>Manchester Online</td>\n",
       "      <td>http://menmedia.co.uk/manchestereveningnews/news/business/s/1581405_police-given-more-time-to-interview-teen-arrested-on-suspicion-of-gay-village-murder?rss=ye</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5710874</th>\n",
       "      <td>Manchester Online</td>\n",
       "      <td>http://menmedia.co.uk/manchestereveningnews/sport/rugby_league/s/1499676_thunder-are-silenced-by-hornets-late-rally?rss=ye</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5710962</th>\n",
       "      <td>Manchester Online</td>\n",
       "      <td>http://menmedia.co.uk/manchestereveningnews/jobs/s/1487823_wallwork-heat-treatment-invests-700000-in-growth-plans?rss=ye</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5711294</th>\n",
       "      <td>Manchester Online</td>\n",
       "      <td>http://menmedia.co.uk/manchestereveningnews/news/business/s/1486847_co-operative-group-sees-food-market-share-fall-?rss=ye</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5711867</th>\n",
       "      <td>Manchester Online</td>\n",
       "      <td>http://menmedia.co.uk/manchestereveningnews/news/s/1472184_council-to-hold-talks-with-residents-over-plans-to-hold-50000-ticket-super-concerts-in-wythenshawe-park?rss=ye</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712161</th>\n",
       "      <td>Manchester Online</td>\n",
       "      <td>http://menmedia.co.uk/manchestereveningnews/sport/football/manchester_city/s/1594340_gossip-manchester-city-eye-croatian-wonder-kid?rss=ye</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712279</th>\n",
       "      <td>Rochdale Observer</td>\n",
       "      <td>http://menmedia.co.uk/rochdaleobserver/news/s/1469936_40-trees-torn-down-after-90mph-gales-battered-town?rss=ye</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713248</th>\n",
       "      <td>Manchester Online</td>\n",
       "      <td>http://menmedia.co.uk/manchestereveningnews/news/business/s/1469476_climax-portable-machine-tools-chooses-orbit-developments-location?rss=ye</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713251</th>\n",
       "      <td>Manchester Online</td>\n",
       "      <td>http://menmedia.co.uk/manchestereveningnews/news/s/1587511_manchester-council-pledges-to-keep-streets-clean-after-1m-is-wiped-off-budget?rss=ye</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713375</th>\n",
       "      <td>South Manchester Reporter</td>\n",
       "      <td>http://menmedia.co.uk/southmanchesterreporter/news/s/1583510_fast-food-chain-subway-could-open-branch-in-didsbury-school?rss=ye</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>15265 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                        sourceName  \\\n",
       "372           Macclesfield Express   \n",
       "1229             Manchester Online   \n",
       "1935             Manchester Online   \n",
       "2099             Manchester Online   \n",
       "2238             Stockport Express   \n",
       "2359             Manchester Online   \n",
       "3728             Manchester Online   \n",
       "4829             Manchester Online   \n",
       "6412             Stockport Express   \n",
       "6440             Manchester Online   \n",
       "7868             Manchester Online   \n",
       "8449             Manchester Online   \n",
       "9166             Manchester Online   \n",
       "9360             Manchester Online   \n",
       "9493             Manchester Online   \n",
       "9793             Manchester Online   \n",
       "9823             Manchester Online   \n",
       "9918              Wilmslow Express   \n",
       "10291      Manchester Evening News   \n",
       "10369            Manchester Online   \n",
       "11034            Rochdale Observer   \n",
       "11257            Manchester Online   \n",
       "12043            Manchester Online   \n",
       "12071            Manchester Online   \n",
       "12361            Manchester Online   \n",
       "12565            Manchester Online   \n",
       "13272    South Manchester Reporter   \n",
       "13284            Manchester Online   \n",
       "13517    South Manchester Reporter   \n",
       "14111            Manchester Online   \n",
       "...                            ...   \n",
       "5702200          Manchester Online   \n",
       "5703505           Wilmslow Express   \n",
       "5703699          Manchester Online   \n",
       "5704750          Manchester Online   \n",
       "5704776          Manchester Online   \n",
       "5704791          Manchester Online   \n",
       "5705299           Wilmslow Express   \n",
       "5705511          Manchester Online   \n",
       "5705872    Manchester Evening News   \n",
       "5706484          Manchester Online   \n",
       "5706492          Manchester Online   \n",
       "5707176          Manchester Online   \n",
       "5707471          Manchester Online   \n",
       "5707717          Manchester Online   \n",
       "5708481          Manchester Online   \n",
       "5708567          Manchester Online   \n",
       "5709804          Manchester Online   \n",
       "5709906          Manchester Online   \n",
       "5709934          Manchester Online   \n",
       "5710018          Manchester Online   \n",
       "5710061          Manchester Online   \n",
       "5710874          Manchester Online   \n",
       "5710962          Manchester Online   \n",
       "5711294          Manchester Online   \n",
       "5711867          Manchester Online   \n",
       "5712161          Manchester Online   \n",
       "5712279          Rochdale Observer   \n",
       "5713248          Manchester Online   \n",
       "5713251          Manchester Online   \n",
       "5713375  South Manchester Reporter   \n",
       "\n",
       "                                                                                                                                                                                                   url  \n",
       "372                                                                                  http://menmedia.co.uk/macclesfieldexpress/news/s/1582588_cabbies-protest-over-licence-threat-to-livelihood?rss=ye  \n",
       "1229                                             http://menmedia.co.uk/manchestereveningnews/news/crime/s/1492403_jailed-police-officer-dominic-griffiths-who-falsified-statement-in-rape-probe?rss=ye  \n",
       "1935                                                                               http://menmedia.co.uk/manchestereveningnews/news/s/1493400_family-pets-killed-in-large-fire-at-heywood-house?rss=ye  \n",
       "2099                                              http://menmedia.co.uk/manchestereveningnews/news/crime/s/1584446_kiaran-stapleton-guilty-of-murder-over-shooting-of-indian-student-anuj-bidve?rss=ye  \n",
       "2238                                                                            http://menmedia.co.uk/stockportexpress/news/s/1582149_pitch-in-with-the-stockport-express-seashell-trust-appeal?rss=ye  \n",
       "2359                                                 http://menmedia.co.uk/manchestereveningnews/news/business/s/1597173_greater-manchester-businesses-counselled-to-explore-emerging-economies?rss=ye  \n",
       "3728                                              http://menmedia.co.uk/manchestereveningnews/sport/football/manchester_city/s/1489371_toures-stay-positive-after-manchester-city-held-at-stoke?rss=ye  \n",
       "4829                                                              http://menmedia.co.uk/manchestereveningnews/sport/football/manchester_city/s/1589410_manchester-city-v-arsenal-as-it-happened?rss=ye  \n",
       "6412                                                 http://menmedia.co.uk/stockportexpress/news/s/1595246_police-appeal-for-burglary-witnesses-after-engagement-ring-stolen-from-cheadle-heath?rss=ye  \n",
       "6440                                                   http://menmedia.co.uk/manchestereveningnews/news/business/s/1585424_ask-developments-completes-refinance-deal-with-the-co-operative-bank?rss=ye  \n",
       "7868                                                                                 http://menmedia.co.uk/manchestereveningnews/news/business/s/1583173_fruit-shoot-recall-to-cost-britvic-25m?rss=ye  \n",
       "8449                                                                   http://menmedia.co.uk/manchestereveningnews/news/s/1584311_legendary-manchester-nightclub-twisted-wheel-faces-demolition?rss=ye  \n",
       "9166                                             http://menmedia.co.uk/manchestereveningnews/news/s/1594482_council-workers-face-disciplinary-action-in-wake-of-rochdale-child-grooming-scandal?rss=ye  \n",
       "9360                                                                      http://menmedia.co.uk/manchestereveningnews/news/business/s/1488069_miller-and-rbs-could-revive-1bn-omega-development?rss=ye  \n",
       "9493                                           http://menmedia.co.uk/manchestereveningnews/sport/football/manchester_united/s/1490197_manchester-united-close-in-on-20th-title-with-crucial-win?rss=ye  \n",
       "9793                                                                     http://menmedia.co.uk/manchestereveningnews/sport/boxing/s/1594530_ricky-hatton-v-vyacheslav-senchenko-picture-gallery?rss=ye  \n",
       "9823                                                                  http://menmedia.co.uk/manchestereveningnews/sport/football/manchester_city/s/1589447_manchester-city-1-arsenal-1-pictures?rss=ye  \n",
       "9918                                                                                            http://menmedia.co.uk/wilmslowexpress/news/s/1472739_businesses-join-forces-for-village-valentine-even  \n",
       "10291                                                     http://menmedia.co.uk/manchestereveningnews/news/s/1472624_police-officer-found-man-inside-eccles-blaze-home-after-fire-crews-had-searched-i  \n",
       "10369                                                                                 http://menmedia.co.uk/manchestereveningnews/sport/boxing/s/1594845_tyson-furys-plea-to-fans-get-behind-me?rss=ye  \n",
       "11034                                                             http://menmedia.co.uk/rochdaleobserver/news/s/1491418_pepper-spray-raiders-escape-with-bag-of-cash-from-castleton-tesco-store?rss=ye  \n",
       "11257                                                          http://menmedia.co.uk/manchestereveningnews/sport/cricket/s/1587105_lancashire-lightning-storm-to-victory-to-seal-home-advantage?rss=ye  \n",
       "12043                                                    http://menmedia.co.uk/manchestereveningnews/news/s/1598045_first-class-hero-postman-turns-fireman-to-put-out-blaze-in-stockport-garage?rss=ye  \n",
       "12071           http://menmedia.co.uk/manchestereveningnews/sport/football/manchester_united/s/1469843_fa-cup-derby-likely-line-ups-and-player-ratings-for-manchester-city-vs-manchester-united?rss=ye  \n",
       "12361                                               http://menmedia.co.uk/manchestereveningnews/news/business/s/1582912_rainy-weather-gives-boost-to-passenger-numbers-up-at-manchester-airport?rss=ye  \n",
       "12565                                                                  http://menmedia.co.uk/manchestereveningnews/news/business/s/1547493_manchester-city-chooses-tom-glick-as-commercial-boss?rss=ye  \n",
       "13272                                                            http://menmedia.co.uk/southmanchesterreporter/news/s/1472853_brave-battler-handed-olympic-torch-honour-for-dedication-to-youth?rss=ye  \n",
       "13284                     http://menmedia.co.uk/manchestereveningnews/sport/football/manchester_united/s/1595406_manchester-united-0-cfr-cluj-1-stuart-mathiesons-champions-league-match-report?rss=ye  \n",
       "13517                                      http://menmedia.co.uk/southmanchesterreporter/news/s/1595175_heaton-hall-and-wythenshawe-hall-stay-shut-due-to-manchester-city-council-cash-shortage?rss=ye  \n",
       "14111                                                   http://menmedia.co.uk/manchestereveningnews/sport/cricket/s/1492937_lancashire-are-in-real-danger-of-having-three-defeats-in-four-games?rss=ye  \n",
       "...                                                                                                                                                                                                ...  \n",
       "5702200                                                                        http://menmedia.co.uk/manchestereveningnews/tv_and_showbiz/s/1005384_grease_is_the_word_lauren_mcconnell_profile?rss=ye  \n",
       "5703505                                                                                                               http://menmedia.co.uk/wilmslowexpress/news/s/1472723_a-passion-for-art-is-on-sho  \n",
       "5703699                                                                         http://menmedia.co.uk/manchestereveningnews/news/business/s/1492440_oneill-in-frame-for-bank-of-england-top-job?rss=ye  \n",
       "5704750                                     http://menmedia.co.uk/manchestereveningnews/news/s/1580947_council-aim-to-launch-radical-manchester-mortgage-plan-to-help-home-buyers-in-the-autumn?rss=ye  \n",
       "5704776                             http://menmedia.co.uk/manchestereveningnews/news/transport/public_transport/s/1585485_all-appboard-manchester-bus-passengers-to-get-tickets-on-their-phones?rss=ye  \n",
       "5704791                        http://menmedia.co.uk/manchestereveningnews/news/s/1497544_map-of-manchester-city-trophy-parade-route-on-monday-evening-from-albert-square-to-corporation-street?rss=ye  \n",
       "5705299                                                                                                   http://menmedia.co.uk/wilmslowexpress/sport/s/1471130_wilmslow-swim-star-making-great-stride  \n",
       "5705511                                        http://menmedia.co.uk/manchestereveningnews/sport/football/manchester_city/s/1499881_premier-league-champions-five-key-games-for-manchester-city?rss=ye  \n",
       "5705872                                           http://menmedia.co.uk/manchestereveningnews/sport/football/manchester_city/s/1472046_penalty-decisions-frustrate-manchester-city-boss-roberto-mancin  \n",
       "5706484  http://menmedia.co.uk/manchestereveningnews/sport/football/manchester_united/s/1526211_tom-cleverley-playing-for-united-life-just-cannot-get-better-now-i-want-that-feeling-back-again?rss=ye  \n",
       "5706492                    http://menmedia.co.uk/manchestereveningnews/sport/football/manchester_united/s/1586671_robin-rocked-sir-alex-ferguson-rues-use-of-rvp-after-manchester-united-defeat?rss=ye  \n",
       "5707176                                                  http://menmedia.co.uk/manchestereveningnews/news/s/1487970_man-29-critically-ill-after-car-runs-over-him-on-road-near-manchester-arena?rss=ye  \n",
       "5707471                                                                          http://menmedia.co.uk/manchestereveningnews/news/business/enterprise/s/1491280_nshr-aims-for-gap-in-the-market?rss=ye  \n",
       "5707717                                  http://menmedia.co.uk/manchestereveningnews/news/s/1597973_police-hunting-gang-member-on-the-run-after-breach-of-licence-following-release-from-prison?rss=ye  \n",
       "5708481                                                                http://menmedia.co.uk/manchestereveningnews/sport/rugby_league/s/1485206_warringtons-lee-briers-returns-with-a-vengeance?rss=ye  \n",
       "5708567                                                        http://menmedia.co.uk/manchestereveningnews/news/s/1493538_adoption-shame-as-greater-manchester-councils-miss-government-targets?rss=ye  \n",
       "5709804               http://menmedia.co.uk/manchestereveningnews/sport/football/manchester_united/s/1492350_the-real-deal-former-red-reckons-david-de-gea-has-come-of-age-at-manchester-united?rss=ye  \n",
       "5709906                                                           http://menmedia.co.uk/manchestereveningnews/news/s/1490676_poor-areas-of-manchester-to-get-roads-cleaned-more-than-rich-areas?rss=ye  \n",
       "5709934                                                              http://menmedia.co.uk/manchestereveningnews/news/business/s/1588541_car-dealer-rrg-aims-to-double-in-size-over-three-years?rss=ye  \n",
       "5710018                                         http://menmedia.co.uk/manchestereveningnews/sport/football/manchester_united/s/1580950_analysis-10-reasons-to-be-cheerful-for-manchester-united?rss=ye  \n",
       "5710061                                http://menmedia.co.uk/manchestereveningnews/news/business/s/1581405_police-given-more-time-to-interview-teen-arrested-on-suspicion-of-gay-village-murder?rss=ye  \n",
       "5710874                                                                     http://menmedia.co.uk/manchestereveningnews/sport/rugby_league/s/1499676_thunder-are-silenced-by-hornets-late-rally?rss=ye  \n",
       "5710962                                                                       http://menmedia.co.uk/manchestereveningnews/jobs/s/1487823_wallwork-heat-treatment-invests-700000-in-growth-plans?rss=ye  \n",
       "5711294                                                                     http://menmedia.co.uk/manchestereveningnews/news/business/s/1486847_co-operative-group-sees-food-market-share-fall-?rss=ye  \n",
       "5711867                      http://menmedia.co.uk/manchestereveningnews/news/s/1472184_council-to-hold-talks-with-residents-over-plans-to-hold-50000-ticket-super-concerts-in-wythenshawe-park?rss=ye  \n",
       "5712161                                                     http://menmedia.co.uk/manchestereveningnews/sport/football/manchester_city/s/1594340_gossip-manchester-city-eye-croatian-wonder-kid?rss=ye  \n",
       "5712279                                                                                http://menmedia.co.uk/rochdaleobserver/news/s/1469936_40-trees-torn-down-after-90mph-gales-battered-town?rss=ye  \n",
       "5713248                                                   http://menmedia.co.uk/manchestereveningnews/news/business/s/1469476_climax-portable-machine-tools-chooses-orbit-developments-location?rss=ye  \n",
       "5713251                                                http://menmedia.co.uk/manchestereveningnews/news/s/1587511_manchester-council-pledges-to-keep-streets-clean-after-1m-is-wiped-off-budget?rss=ye  \n",
       "5713375                                                                http://menmedia.co.uk/southmanchesterreporter/news/s/1583510_fast-food-chain-subway-could-open-branch-in-didsbury-school?rss=ye  \n",
       "\n",
       "[15265 rows x 2 columns]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.set_option('display.max_colwidth', 250)\n",
    "df[df.url.str.contains('menmedia.co.uk') == True][['sourceName', 'url']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sourceName</th>\n",
       "      <th>url</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>375</th>\n",
       "      <td>Bracknell Times</td>\n",
       "      <td>http://www.getbracknell.co.uk/news/education/s/2040101_more_money_plea_to_handle_foreign_school_pupils_boo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000</th>\n",
       "      <td>Bracknell Forest Standard</td>\n",
       "      <td>http://www.getbracknell.co.uk/sport/rugby/london_irish/s/2115305_london_irish_face_two_french_clubs_in_amlin_cu</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4029</th>\n",
       "      <td>Bracknell Forest Standard</td>\n",
       "      <td>http://www.getbracknell.co.uk/community/s/2116956_petfinder_three_cats_want_to_stick_togethe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6031</th>\n",
       "      <td>Bracknell Forest Standard</td>\n",
       "      <td>http://www.getbracknell.co.uk/news/s/2116181_donation_gives_riding_for_the_disabled_charity_a_boos</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6322</th>\n",
       "      <td>Bracknell Times</td>\n",
       "      <td>http://www.getbracknell.co.uk/news/s/2033942_office_staff_saw_40ft_death_dro</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8215</th>\n",
       "      <td>Bracknell Forest Standard</td>\n",
       "      <td>http://www.getbracknell.co.uk/lifestyle/home_and_garden/s/2123870_rural_reading_spiders_webs_bring_a_golden_glo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9212</th>\n",
       "      <td>Bracknell Times</td>\n",
       "      <td>http://www.getbracknell.co.uk/entertainment/books/s/2053884_little_bears_little_boat_by_eve_bunting</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10576</th>\n",
       "      <td>Bracknell Forest Standard</td>\n",
       "      <td>http://www.getbracknell.co.uk/sport/football/readingfc/s/2117322_gorkss_full_of_praise_for_reading_fc_academy_kid</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10639</th>\n",
       "      <td>Bracknell Times</td>\n",
       "      <td>http://www.getbracknell.co.uk/news/s/2053384_two_more_cases_of_swine_flu_confirme</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10766</th>\n",
       "      <td>Bracknell Times</td>\n",
       "      <td>http://www.getbracknell.co.uk/business/s/2061573_alworths_opens_in_wokingham_toda</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13200</th>\n",
       "      <td>Bracknell Times</td>\n",
       "      <td>http://www.getbracknell.co.uk/sport/football/readingfc/s/2050639_reading_fc_v_burnley__player_rating</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13387</th>\n",
       "      <td>Bracknell Times</td>\n",
       "      <td>http://www.getbracknell.co.uk/news/s/2034606_horrific_shooting_of_kitten_simb</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14436</th>\n",
       "      <td>Bracknell Forest Standard</td>\n",
       "      <td>http://www.getbracknell.co.uk/news/s/2112765_most_wanted_criminals_site_has_high_success_rat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15446</th>\n",
       "      <td>Bracknell Times</td>\n",
       "      <td>http://www.getbracknell.co.uk/motoring/s/2050861_hyundais_i2020_visio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16051</th>\n",
       "      <td>Bracknell Forest Standard</td>\n",
       "      <td>http://www.getbracknell.co.uk/entertainment/music/local_bands/s/2126472_festive_spirit_as_ben_marwood_offers_his_ep_for_fre</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18840</th>\n",
       "      <td>Bracknell Forest Standard</td>\n",
       "      <td>http://www.getbracknell.co.uk/news/s/2125848_efit_released_after_valuable_jewellery_swiped_in_winkfield_burglar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19269</th>\n",
       "      <td>Bracknell Forest Standard</td>\n",
       "      <td>http://www.getbracknell.co.uk/sport/football/readingfc/s/2118361_roberts_looking_to_earn_new_reading_fc_dea</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19849</th>\n",
       "      <td>Bracknell Times</td>\n",
       "      <td>http://www.getbracknell.co.uk/lifestyle/food_and_drink/s/2052274_cooking_up_a_storm_at_the_oracle_fresh_food_festiva</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23571</th>\n",
       "      <td>Bracknell Times</td>\n",
       "      <td>http://www.getbracknell.co.uk/business/s/2055235_market_towns_hardest_hit_in_recessio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23911</th>\n",
       "      <td>Bracknell Times</td>\n",
       "      <td>http://www.getbracknell.co.uk/news/education/s/2057472_team_emmbrooks_incredible_journey_to_scale_kang_yatz</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24273</th>\n",
       "      <td>Bracknell Times</td>\n",
       "      <td>http://www.getbracknell.co.uk/sport/football/readingfc/s/2051898__rodgers_is_new_reading_fc_bos</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24348</th>\n",
       "      <td>Bracknell Forest Standard</td>\n",
       "      <td>http://www.getbracknell.co.uk/news/s/2127388_snow_threat_closes_bracknell_and_wokingham_college_on_frida</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25507</th>\n",
       "      <td>Bracknell Forest Standard</td>\n",
       "      <td>http://www.getbracknell.co.uk/entertainment/days_out/s/2124973_memories_of_christmas_lights_switch_ons_pas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26276</th>\n",
       "      <td>Bracknell Times</td>\n",
       "      <td>http://www.getbracknell.co.uk/sport/football/goalpost/s/2055209_white_puts_faith_in_selbys_firepowe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27074</th>\n",
       "      <td>Bracknell Times</td>\n",
       "      <td>http://www.getbracknell.co.uk/news/s/2044372_bus_services_normal_despite_sno</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27108</th>\n",
       "      <td>Bracknell Forest Standard</td>\n",
       "      <td>http://www.getbracknell.co.uk/news/s/2110841_camra_gong_for_the_old_mano</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28054</th>\n",
       "      <td>Bracknell Times</td>\n",
       "      <td>http://www.getbracknell.co.uk/news/s/2024338_homes_move_unimpressive_says_chie</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28146</th>\n",
       "      <td>Bracknell Times</td>\n",
       "      <td>http://www.getbracknell.co.uk/lifestyle/home_and_garden/s/2061655_perfect_christmas_presents_for_the_gardener_in_your_lif</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28551</th>\n",
       "      <td>Bracknell Times</td>\n",
       "      <td>http://www.getbracknell.co.uk/news/s/2052307_lewis_hamilton_pops_into_crowthorn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28577</th>\n",
       "      <td>Bracknell Times</td>\n",
       "      <td>http://www.getbracknell.co.uk/entertainment/film/2016/2016664/rats_tale_really_stands_ou</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5696004</th>\n",
       "      <td>Bracknell Forest Standard</td>\n",
       "      <td>http://www.getbracknell.co.uk/news/education/s/2114707_three_peaks_challenge_for_ranelagh_school_staf</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5696536</th>\n",
       "      <td>Bracknell Forest Standard</td>\n",
       "      <td>http://www.getbracknell.co.uk/sport/rugby/london_irish/s/2116840_spratt_leaves_london_irish_to_rejoin_osprey</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5696743</th>\n",
       "      <td>Bracknell Times</td>\n",
       "      <td>http://www.getbracknell.co.uk/news/education/s/2052817_golden_salute_for_ranelagh_schoo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5697981</th>\n",
       "      <td>Bracknell Forest Standard</td>\n",
       "      <td>http://www.getbracknell.co.uk/news/s/2128025_councillors_not_convinced_heatherwood_plans_will_give_efficient_and_good_quality_health_services</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5698387</th>\n",
       "      <td>Bracknell Times</td>\n",
       "      <td>http://www.getbracknell.co.uk/news/s/2061394_brigadier_takes_afghanistan_rol</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5698742</th>\n",
       "      <td>Bracknell Forest Standard</td>\n",
       "      <td>http://www.getbracknell.co.uk/sport/football/goalpost/s/2118746_dance_can_be_a_class_act_for_wokingham__emmbrook_f</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5699607</th>\n",
       "      <td>Bracknell Times</td>\n",
       "      <td>http://www.getbracknell.co.uk/news/s/2026865_mums_dream_no_baby_should_have_to_wear_a_helme</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5700360</th>\n",
       "      <td>Bracknell Times</td>\n",
       "      <td>http://www.getbracknell.co.uk/news/s/2060496_car_valet_plan_recommended_by_crowthorne_parish_counci</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5701670</th>\n",
       "      <td>Bracknell Forest Standard</td>\n",
       "      <td>http://www.getbracknell.co.uk/sport/cricket/s/2113031_experience_is_key_for_old_heads_farley_hill_c</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5701712</th>\n",
       "      <td>Bracknell Times</td>\n",
       "      <td>http://www.getbracknell.co.uk/news/s/2041989_my_sister_is_innocent_says_brother_of_marnie_pearc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5702127</th>\n",
       "      <td>Bracknell Forest Standard</td>\n",
       "      <td>http://www.getbracknell.co.uk/news/s/2128046_q__a_with_debbie_lindse</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5702259</th>\n",
       "      <td>Bracknell Forest Standard</td>\n",
       "      <td>http://www.getbracknell.co.uk/entertainment/theatre_and_dance/s/2117359_outdoor_shakespeare_returns_to_south_hill_par</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5702832</th>\n",
       "      <td>Bracknell Times</td>\n",
       "      <td>http://www.getbracknell.co.uk/sport/football/readingfc/s/2053822_aussie_star_gets_new_royals_dea</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5703316</th>\n",
       "      <td>Bracknell Forest Standard</td>\n",
       "      <td>http://www.getbracknell.co.uk/news/s/2111876_council_considers_garden_proposa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5703709</th>\n",
       "      <td>Bracknell Forest Standard</td>\n",
       "      <td>http://www.getbracknell.co.uk/news/s/2108096_snow_fails_to_disrupt_bracknell#comment</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5703985</th>\n",
       "      <td>Bracknell Times</td>\n",
       "      <td>http://www.getbracknell.co.uk/news/special_features/s/2045581_staff_college_inquiry__day_seven_a_campaigners_diar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5706855</th>\n",
       "      <td>Bracknell Times</td>\n",
       "      <td>http://www.getbracknell.co.uk/news/special_features/pride_of_reading/s/2057612_pride_of_reading_nomination_for_kirsty_mason#comment</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5707339</th>\n",
       "      <td>Bracknell Times</td>\n",
       "      <td>http://www.getbracknell.co.uk/news/bracknell/2009/2009988/plea_for_more_funds_for_the_ar</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5707406</th>\n",
       "      <td>Bracknell Forest Standard</td>\n",
       "      <td>http://www.getbracknell.co.uk/entertainment/music/s/2117241_mj_cole_headlines_cubed_at_sub8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5708464</th>\n",
       "      <td>Bracknell Times</td>\n",
       "      <td>http://www.getbracknell.co.uk/entertainment/music/2009/2009816/rice_is_reaching_boiling_poin</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5710395</th>\n",
       "      <td>Bracknell Forest Standard</td>\n",
       "      <td>http://www.getbracknell.co.uk/news/s/2131057_fedup_neighbours_see_no_end_to_christine_ingram_gardens_flats_sag</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5710472</th>\n",
       "      <td>Bracknell Times</td>\n",
       "      <td>http://www.getbracknell.co.uk/news/s/2023805_cctv_plan_for_garths_new_buil</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5710737</th>\n",
       "      <td>Bracknell Forest Standard</td>\n",
       "      <td>http://www.getbracknell.co.uk/news/s/2111300_london_man_jailed_for_drug_dealing_in_crown_woo</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5710966</th>\n",
       "      <td>Bracknell Times</td>\n",
       "      <td>http://www.getbracknell.co.uk/lifestyle/home_and_garden/s/2051864_gardeners_losing_plot_over_allotments_waiting_time</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5711076</th>\n",
       "      <td>Bracknell Times</td>\n",
       "      <td>http://www.getbracknell.co.uk/sport/field_hockey/s/2060672_unbeaten_bracknell_hc_2nd_have_henley_on_the_rope</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5711223</th>\n",
       "      <td>Bracknell Times</td>\n",
       "      <td>http://www.getbracknell.co.uk/news/s/2056901_bracknell_will_provide_more_permanent_pitches_for_traveller</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5711378</th>\n",
       "      <td>Bracknell Forest Standard</td>\n",
       "      <td>http://www.getbracknell.co.uk/entertainment/theatre_and_dance/s/2124439_dr_faustus_on_at_south_hill_par</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712560</th>\n",
       "      <td>Bracknell Times</td>\n",
       "      <td>http://www.getbracknell.co.uk/entertainment/film_and_cinema/s/2051540_the_jonas_brothers_the_3d_concert_experienc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712872</th>\n",
       "      <td>Bracknell Forest Standard</td>\n",
       "      <td>http://www.getbracknell.co.uk/news/s/2131017_thieves_raid_charity_shop#comment</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5713187</th>\n",
       "      <td>Bracknell Forest Standard</td>\n",
       "      <td>http://www.getbracknell.co.uk/news/s/2114700_date_set_for_bracknell_murder_tria</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>10033 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                        sourceName  \\\n",
       "375                Bracknell Times   \n",
       "1000     Bracknell Forest Standard   \n",
       "4029     Bracknell Forest Standard   \n",
       "6031     Bracknell Forest Standard   \n",
       "6322               Bracknell Times   \n",
       "8215     Bracknell Forest Standard   \n",
       "9212               Bracknell Times   \n",
       "10576    Bracknell Forest Standard   \n",
       "10639              Bracknell Times   \n",
       "10766              Bracknell Times   \n",
       "13200              Bracknell Times   \n",
       "13387              Bracknell Times   \n",
       "14436    Bracknell Forest Standard   \n",
       "15446              Bracknell Times   \n",
       "16051    Bracknell Forest Standard   \n",
       "18840    Bracknell Forest Standard   \n",
       "19269    Bracknell Forest Standard   \n",
       "19849              Bracknell Times   \n",
       "23571              Bracknell Times   \n",
       "23911              Bracknell Times   \n",
       "24273              Bracknell Times   \n",
       "24348    Bracknell Forest Standard   \n",
       "25507    Bracknell Forest Standard   \n",
       "26276              Bracknell Times   \n",
       "27074              Bracknell Times   \n",
       "27108    Bracknell Forest Standard   \n",
       "28054              Bracknell Times   \n",
       "28146              Bracknell Times   \n",
       "28551              Bracknell Times   \n",
       "28577              Bracknell Times   \n",
       "...                            ...   \n",
       "5696004  Bracknell Forest Standard   \n",
       "5696536  Bracknell Forest Standard   \n",
       "5696743            Bracknell Times   \n",
       "5697981  Bracknell Forest Standard   \n",
       "5698387            Bracknell Times   \n",
       "5698742  Bracknell Forest Standard   \n",
       "5699607            Bracknell Times   \n",
       "5700360            Bracknell Times   \n",
       "5701670  Bracknell Forest Standard   \n",
       "5701712            Bracknell Times   \n",
       "5702127  Bracknell Forest Standard   \n",
       "5702259  Bracknell Forest Standard   \n",
       "5702832            Bracknell Times   \n",
       "5703316  Bracknell Forest Standard   \n",
       "5703709  Bracknell Forest Standard   \n",
       "5703985            Bracknell Times   \n",
       "5706855            Bracknell Times   \n",
       "5707339            Bracknell Times   \n",
       "5707406  Bracknell Forest Standard   \n",
       "5708464            Bracknell Times   \n",
       "5710395  Bracknell Forest Standard   \n",
       "5710472            Bracknell Times   \n",
       "5710737  Bracknell Forest Standard   \n",
       "5710966            Bracknell Times   \n",
       "5711076            Bracknell Times   \n",
       "5711223            Bracknell Times   \n",
       "5711378  Bracknell Forest Standard   \n",
       "5712560            Bracknell Times   \n",
       "5712872  Bracknell Forest Standard   \n",
       "5713187  Bracknell Forest Standard   \n",
       "\n",
       "                                                                                                                                                   url  \n",
       "375                                         http://www.getbracknell.co.uk/news/education/s/2040101_more_money_plea_to_handle_foreign_school_pupils_boo  \n",
       "1000                                   http://www.getbracknell.co.uk/sport/rugby/london_irish/s/2115305_london_irish_face_two_french_clubs_in_amlin_cu  \n",
       "4029                                                      http://www.getbracknell.co.uk/community/s/2116956_petfinder_three_cats_want_to_stick_togethe  \n",
       "6031                                                http://www.getbracknell.co.uk/news/s/2116181_donation_gives_riding_for_the_disabled_charity_a_boos  \n",
       "6322                                                                      http://www.getbracknell.co.uk/news/s/2033942_office_staff_saw_40ft_death_dro  \n",
       "8215                                   http://www.getbracknell.co.uk/lifestyle/home_and_garden/s/2123870_rural_reading_spiders_webs_bring_a_golden_glo  \n",
       "9212                                               http://www.getbracknell.co.uk/entertainment/books/s/2053884_little_bears_little_boat_by_eve_bunting  \n",
       "10576                                http://www.getbracknell.co.uk/sport/football/readingfc/s/2117322_gorkss_full_of_praise_for_reading_fc_academy_kid  \n",
       "10639                                                                http://www.getbracknell.co.uk/news/s/2053384_two_more_cases_of_swine_flu_confirme  \n",
       "10766                                                                http://www.getbracknell.co.uk/business/s/2061573_alworths_opens_in_wokingham_toda  \n",
       "13200                                             http://www.getbracknell.co.uk/sport/football/readingfc/s/2050639_reading_fc_v_burnley__player_rating  \n",
       "13387                                                                    http://www.getbracknell.co.uk/news/s/2034606_horrific_shooting_of_kitten_simb  \n",
       "14436                                                     http://www.getbracknell.co.uk/news/s/2112765_most_wanted_criminals_site_has_high_success_rat  \n",
       "15446                                                                            http://www.getbracknell.co.uk/motoring/s/2050861_hyundais_i2020_visio  \n",
       "16051                      http://www.getbracknell.co.uk/entertainment/music/local_bands/s/2126472_festive_spirit_as_ben_marwood_offers_his_ep_for_fre  \n",
       "18840                                  http://www.getbracknell.co.uk/news/s/2125848_efit_released_after_valuable_jewellery_swiped_in_winkfield_burglar  \n",
       "19269                                      http://www.getbracknell.co.uk/sport/football/readingfc/s/2118361_roberts_looking_to_earn_new_reading_fc_dea  \n",
       "19849                             http://www.getbracknell.co.uk/lifestyle/food_and_drink/s/2052274_cooking_up_a_storm_at_the_oracle_fresh_food_festiva  \n",
       "23571                                                            http://www.getbracknell.co.uk/business/s/2055235_market_towns_hardest_hit_in_recessio  \n",
       "23911                                      http://www.getbracknell.co.uk/news/education/s/2057472_team_emmbrooks_incredible_journey_to_scale_kang_yatz  \n",
       "24273                                                  http://www.getbracknell.co.uk/sport/football/readingfc/s/2051898__rodgers_is_new_reading_fc_bos  \n",
       "24348                                         http://www.getbracknell.co.uk/news/s/2127388_snow_threat_closes_bracknell_and_wokingham_college_on_frida  \n",
       "25507                                       http://www.getbracknell.co.uk/entertainment/days_out/s/2124973_memories_of_christmas_lights_switch_ons_pas  \n",
       "26276                                              http://www.getbracknell.co.uk/sport/football/goalpost/s/2055209_white_puts_faith_in_selbys_firepowe  \n",
       "27074                                                                     http://www.getbracknell.co.uk/news/s/2044372_bus_services_normal_despite_sno  \n",
       "27108                                                                         http://www.getbracknell.co.uk/news/s/2110841_camra_gong_for_the_old_mano  \n",
       "28054                                                                   http://www.getbracknell.co.uk/news/s/2024338_homes_move_unimpressive_says_chie  \n",
       "28146                        http://www.getbracknell.co.uk/lifestyle/home_and_garden/s/2061655_perfect_christmas_presents_for_the_gardener_in_your_lif  \n",
       "28551                                                                  http://www.getbracknell.co.uk/news/s/2052307_lewis_hamilton_pops_into_crowthorn  \n",
       "28577                                                         http://www.getbracknell.co.uk/entertainment/film/2016/2016664/rats_tale_really_stands_ou  \n",
       "...                                                                                                                                                ...  \n",
       "5696004                                          http://www.getbracknell.co.uk/news/education/s/2114707_three_peaks_challenge_for_ranelagh_school_staf  \n",
       "5696536                                   http://www.getbracknell.co.uk/sport/rugby/london_irish/s/2116840_spratt_leaves_london_irish_to_rejoin_osprey  \n",
       "5696743                                                        http://www.getbracknell.co.uk/news/education/s/2052817_golden_salute_for_ranelagh_schoo  \n",
       "5697981  http://www.getbracknell.co.uk/news/s/2128025_councillors_not_convinced_heatherwood_plans_will_give_efficient_and_good_quality_health_services  \n",
       "5698387                                                                   http://www.getbracknell.co.uk/news/s/2061394_brigadier_takes_afghanistan_rol  \n",
       "5698742                             http://www.getbracknell.co.uk/sport/football/goalpost/s/2118746_dance_can_be_a_class_act_for_wokingham__emmbrook_f  \n",
       "5699607                                                    http://www.getbracknell.co.uk/news/s/2026865_mums_dream_no_baby_should_have_to_wear_a_helme  \n",
       "5700360                                            http://www.getbracknell.co.uk/news/s/2060496_car_valet_plan_recommended_by_crowthorne_parish_counci  \n",
       "5701670                                            http://www.getbracknell.co.uk/sport/cricket/s/2113031_experience_is_key_for_old_heads_farley_hill_c  \n",
       "5701712                                                http://www.getbracknell.co.uk/news/s/2041989_my_sister_is_innocent_says_brother_of_marnie_pearc  \n",
       "5702127                                                                           http://www.getbracknell.co.uk/news/s/2128046_q__a_with_debbie_lindse  \n",
       "5702259                          http://www.getbracknell.co.uk/entertainment/theatre_and_dance/s/2117359_outdoor_shakespeare_returns_to_south_hill_par  \n",
       "5702832                                               http://www.getbracknell.co.uk/sport/football/readingfc/s/2053822_aussie_star_gets_new_royals_dea  \n",
       "5703316                                                                  http://www.getbracknell.co.uk/news/s/2111876_council_considers_garden_proposa  \n",
       "5703709                                                           http://www.getbracknell.co.uk/news/s/2108096_snow_fails_to_disrupt_bracknell#comment  \n",
       "5703985                              http://www.getbracknell.co.uk/news/special_features/s/2045581_staff_college_inquiry__day_seven_a_campaigners_diar  \n",
       "5706855            http://www.getbracknell.co.uk/news/special_features/pride_of_reading/s/2057612_pride_of_reading_nomination_for_kirsty_mason#comment  \n",
       "5707339                                                       http://www.getbracknell.co.uk/news/bracknell/2009/2009988/plea_for_more_funds_for_the_ar  \n",
       "5707406                                                    http://www.getbracknell.co.uk/entertainment/music/s/2117241_mj_cole_headlines_cubed_at_sub8  \n",
       "5708464                                                   http://www.getbracknell.co.uk/entertainment/music/2009/2009816/rice_is_reaching_boiling_poin  \n",
       "5710395                                 http://www.getbracknell.co.uk/news/s/2131057_fedup_neighbours_see_no_end_to_christine_ingram_gardens_flats_sag  \n",
       "5710472                                                                     http://www.getbracknell.co.uk/news/s/2023805_cctv_plan_for_garths_new_buil  \n",
       "5710737                                                   http://www.getbracknell.co.uk/news/s/2111300_london_man_jailed_for_drug_dealing_in_crown_woo  \n",
       "5710966                           http://www.getbracknell.co.uk/lifestyle/home_and_garden/s/2051864_gardeners_losing_plot_over_allotments_waiting_time  \n",
       "5711076                                   http://www.getbracknell.co.uk/sport/field_hockey/s/2060672_unbeaten_bracknell_hc_2nd_have_henley_on_the_rope  \n",
       "5711223                                       http://www.getbracknell.co.uk/news/s/2056901_bracknell_will_provide_more_permanent_pitches_for_traveller  \n",
       "5711378                                        http://www.getbracknell.co.uk/entertainment/theatre_and_dance/s/2124439_dr_faustus_on_at_south_hill_par  \n",
       "5712560                              http://www.getbracknell.co.uk/entertainment/film_and_cinema/s/2051540_the_jonas_brothers_the_3d_concert_experienc  \n",
       "5712872                                                                 http://www.getbracknell.co.uk/news/s/2131017_thieves_raid_charity_shop#comment  \n",
       "5713187                                                                http://www.getbracknell.co.uk/news/s/2114700_date_set_for_bracknell_murder_tria  \n",
       "\n",
       "[10033 rows x 2 columns]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.set_option('display.max_colwidth', 250)\n",
    "df[df.url.str.contains('getbracknell.co.uk') == True][['sourceName', 'url']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>8959</th>\n",
       "      <td>Kenilworth Weekly News</td>\n",
       "      <td>http://www.kenilworthweeklynews.co.uk/men_arrested_on_suspicion_of_stealing_lead_from_leamington_church_1_354084</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9422</th>\n",
       "      <td>Kenilworth Today</td>\n",
       "      <td>http://www.kenilworthweeklynews.co.uk/latest-national-news/Police-to-probe-MI6-torture.5641684.j</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9618</th>\n",
       "      <td>Kenilworth Today</td>\n",
       "      <td>http://www.kenilworthweeklynews.co.uk/latest-national-news/Brown-due-to-unveil-shift.5409192.j</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9743</th>\n",
       "      <td>Kenilworth Today</td>\n",
       "      <td>http://www.kenilworthweeklynews.co.uk/latest-national-news/Man-held-over-Fearne-Cotton.5477243.j</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10241</th>\n",
       "      <td>Kenilworth Today</td>\n",
       "      <td>http://www.kenilworthweeklynews.co.uk/latest-national-news/BBC2-digital-switchover-in-region.5792321.j</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10661</th>\n",
       "      <td>Kenilworth Today</td>\n",
       "      <td>http://www.kenilworthweeklynews.co.uk/latest-national-news/Lockerbie-bomber-flown-out-to.5573914.j</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13923</th>\n",
       "      <td>Kenilworth Today</td>\n",
       "      <td>http://www.kenilworthweeklynews.co.uk/news/Have-a-great-time-with.4974093.j</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15324</th>\n",
       "      <td>Kenilworth Today</td>\n",
       "      <td>http://www.kenilworthweeklynews.co.uk/latest-national-news/Lord-offered-to-39disband39-Ukip.5866642.j</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15404</th>\n",
       "      <td>Kenilworth Today</td>\n",
       "      <td>http://www.kenilworthweeklynews.co.uk/latest-national-news/Tributes-to-friendly-fire-soldier.5932561.j</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16294</th>\n",
       "      <td>Kenilworth Today</td>\n",
       "      <td>http://www.kenilworthweeklynews.co.uk/latest-national-news/Expensesrow-MP-denies-39house-ban39.5842644.j</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17646</th>\n",
       "      <td>Kenilworth Today</td>\n",
       "      <td>http://www.kenilworthweeklynews.co.uk/news/Balsall-Common-woman-admits-stabbing.4816554.j</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18871</th>\n",
       "      <td>Kenilworth Today</td>\n",
       "      <td>http://www.kenilworthweeklynews.co.uk/latest-national-news/Burglar-is-acquitted-of-Ada.5468356.j</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19585</th>\n",
       "      <td>Kenilworth Today</td>\n",
       "      <td>http://www.kenilworthweeklynews.co.uk/latest-national-news/Tabloid-bosses-face-phone-taps.5442552.j</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20651</th>\n",
       "      <td>Kenilworth Today</td>\n",
       "      <td>http://www.kenilworthweeklynews.co.uk/latest-national-news/X-Factor-a-joke-says.5828147.j</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20681</th>\n",
       "      <td>Kenilworth Today</td>\n",
       "      <td>http://www.kenilworthweeklynews.co.uk/latest-national-news/Agony-as-paedophile-remains-silent.5693942.j</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21449</th>\n",
       "      <td>Kenilworth Today</td>\n",
       "      <td>http://www.kenilworthweeklynews.co.uk/latest-national-news/Cameron-urges-39good-clean39-fight.5940360.j</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21798</th>\n",
       "      <td>Kenilworth Today</td>\n",
       "      <td>http://www.kenilworthweeklynews.co.uk/news/Search-for-missing-oil-painting.4505298.j</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23989</th>\n",
       "      <td>Kenilworth Today</td>\n",
       "      <td>http://www.kenilworthweeklynews.co.uk/latest-national-news/PM-orders-airport-security-review.5950512.j</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25433</th>\n",
       "      <td>Kenilworth Today</td>\n",
       "      <td>http://www.kenilworthweeklynews.co.uk/latest-national-news/Backlash-over-bullied-family-deaths.5686718.j</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5689572</th>\n",
       "      <td>Kenilworth Today</td>\n",
       "      <td>http://www.kenilworthweeklynews.co.uk/news/New-school-is-a-lifeline.3729875.j</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5690333</th>\n",
       "      <td>Kenilworth Today</td>\n",
       "      <td>http://www.kenilworthweeklynews.co.uk/latest-national-news/Hamilton-gets-crew-cut-for.5817047.j</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5691090</th>\n",
       "      <td>Kenilworth Today</td>\n",
       "      <td>http://www.kenilworthweeklynews.co.uk/latest-national-news/Fresh-bid-to-resolve-post.5763413.j</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5691160</th>\n",
       "      <td>Kenilworth Weekly News</td>\n",
       "      <td>http://www.kenilworthweeklynews.co.uk/harrison_is_a_roman_force_for_a_fourth_time_1_343522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5691875</th>\n",
       "      <td>Kenilworth Today</td>\n",
       "      <td>http://www.kenilworthweeklynews.co.uk/latest-national-news/Anger-at-Lockerbie-bomber-39release39.5549172.j</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5692649</th>\n",
       "      <td>Kenilworth Today</td>\n",
       "      <td>http://www.kenilworthweeklynews.co.uk/latest-national-news/Action-over-failing-primary-schools.5884544.j</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5695482</th>\n",
       "      <td>Kenilworth Today</td>\n",
       "      <td>http://www.kenilworthweeklynews.co.uk/latest-national-news/Cousins-extradited-over-death-crash.5871472.j</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5696710</th>\n",
       "      <td>Kenilworth Today</td>\n",
       "      <td>http://www.kenilworthweeklynews.co.uk/latest-national-news/Police-stored-DNA-in-with.5416837.j</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5697891</th>\n",
       "      <td>Kenilworth Today</td>\n",
       "      <td>http://www.kenilworthweeklynews.co.uk/where-in-the-world/Weekly-News-is-read-in.3181304.j</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5698718</th>\n",
       "      <td>Kenilworth Today</td>\n",
       "      <td>http://www.kenilworthweeklynews.co.uk/latest-national-news/Cameron-pledges-to-slash-NHS.5786511.j</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5698967</th>\n",
       "      <td>Kenilworth Weekly News</td>\n",
       "      <td>http://www.kenilworthweeklynews.co.uk/action_group_will_meet_to_strengthen_hs2_fight_1_346133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5700535</th>\n",
       "      <td>Kenilworth Today</td>\n",
       "      <td>http://www.kenilworthweeklynews.co.uk/latest-national-news/Public-views-sought-on-social.5726705.j</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5701323</th>\n",
       "      <td>Kenilworth Today</td>\n",
       "      <td>http://www.kenilworthweeklynews.co.uk/news/Fun-run-in-the-sun.4087980.j</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5701326</th>\n",
       "      <td>Kenilworth Today</td>\n",
       "      <td>http://www.kenilworthweeklynews.co.uk/latest-national-news/Train-firms-seek-longer-contracts.5780763.j</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5702754</th>\n",
       "      <td>Kenilworth Weekly News</td>\n",
       "      <td>http://www.kenilworthweeklynews.co.uk/tears-of-joy-as-a-level-students-celebrate-1-417134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5705626</th>\n",
       "      <td>Kenilworth Today</td>\n",
       "      <td>http://www.kenilworthweeklynews.co.uk/newsl/Concern-over-plans-to-extend.5551472.j</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5705812</th>\n",
       "      <td>Kenilworth Today</td>\n",
       "      <td>http://www.kenilworthweeklynews.co.uk/latest-national-news/Officer-hurt-in-Orange-parade.5455136.j</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5706839</th>\n",
       "      <td>Kenilworth Today</td>\n",
       "      <td>http://www.kenilworthweeklynews.co.uk/latest-national-news/Cameron-plans-Afghan-39war-Cabinet39.5698122.j</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5706885</th>\n",
       "      <td>Kenilworth Today</td>\n",
       "      <td>http://www.kenilworthweeklynews.co.uk/latest-national-news/Fresh-claims-in-39MI5-torture39.5400097.j</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5707152</th>\n",
       "      <td>Kenilworth Today</td>\n",
       "      <td>http://www.kenilworthweeklynews.co.uk/latest-national-news/39Carrot39-car-runs-on-chocs.5624203.j</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5707670</th>\n",
       "      <td>Kenilworth Today</td>\n",
       "      <td>http://www.kenilworthweeklynews.co.uk/latest-national-news/Tories-39will-end-Big-Brother.5368152.j</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5708214</th>\n",
       "      <td>Kenilworth Today</td>\n",
       "      <td>http://www.kenilworthweeklynews.co.uk/latest-national-news/BA-to-resist-union39s-legal.5782267.j</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5709575</th>\n",
       "      <td>Kenilworth Today</td>\n",
       "      <td>http://www.kenilworthweeklynews.co.uk/latest-national-news/Visa-row-housekeeper-due-in.5888694.j</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5710304</th>\n",
       "      <td>Kenilworth Today</td>\n",
       "      <td>http://www.kenilworthweeklynews.co.uk/latest-national-news/MPs39-expense-claims-placed-online.5899680.j</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5710374</th>\n",
       "      <td>Kenilworth Today</td>\n",
       "      <td>http://www.kenilworthweeklynews.co.uk/latest-national-news/Commons-accused-of-online-coverup.5377589.j</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712068</th>\n",
       "      <td>Kenilworth Today</td>\n",
       "      <td>http://www.kenilworthweeklynews.co.uk/latest-national-news/Report-seeks-common-sense-policing.5874861.j</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712202</th>\n",
       "      <td>Kenilworth Today</td>\n",
       "      <td>http://www.kenilworthweeklynews.co.uk/latest-national-news/Hiccupping-singer-has-brain-tumour.5454960.j</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712333</th>\n",
       "      <td>Kenilworth Today</td>\n",
       "      <td>http://www.kenilworthweeklynews.co.uk/news/Mollie-to-meet-Ziggy-in.4368704.j</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712601</th>\n",
       "      <td>Kenilworth Today</td>\n",
       "      <td>http://www.kenilworthweeklynews.co.uk/latest-national-news/Teenager-hurt-in-carnival-stabbing.5604394.j</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712988</th>\n",
       "      <td>Kenilworth Today</td>\n",
       "      <td>http://www.kenilworthweeklynews.co.uk/latest-national-news/Uturn-on-TV-product-placement.5642536.j</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>8608 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     sourceName  \\\n",
       "53             Kenilworth Today   \n",
       "2105           Kenilworth Today   \n",
       "2257           Kenilworth Today   \n",
       "2804     Kenilworth Weekly News   \n",
       "3291           Kenilworth Today   \n",
       "3926           Kenilworth Today   \n",
       "4611           Kenilworth Today   \n",
       "6000           Kenilworth Today   \n",
       "7177           Kenilworth Today   \n",
       "8077           Kenilworth Today   \n",
       "8915           Kenilworth Today   \n",
       "8959     Kenilworth Weekly News   \n",
       "9422           Kenilworth Today   \n",
       "9618           Kenilworth Today   \n",
       "9743           Kenilworth Today   \n",
       "10241          Kenilworth Today   \n",
       "10661          Kenilworth Today   \n",
       "13923          Kenilworth Today   \n",
       "15324          Kenilworth Today   \n",
       "15404          Kenilworth Today   \n",
       "16294          Kenilworth Today   \n",
       "17646          Kenilworth Today   \n",
       "18871          Kenilworth Today   \n",
       "19585          Kenilworth Today   \n",
       "20651          Kenilworth Today   \n",
       "20681          Kenilworth Today   \n",
       "21449          Kenilworth Today   \n",
       "21798          Kenilworth Today   \n",
       "23989          Kenilworth Today   \n",
       "25433          Kenilworth Today   \n",
       "...                         ...   \n",
       "5689572        Kenilworth Today   \n",
       "5690333        Kenilworth Today   \n",
       "5691090        Kenilworth Today   \n",
       "5691160  Kenilworth Weekly News   \n",
       "5691875        Kenilworth Today   \n",
       "5692649        Kenilworth Today   \n",
       "5695482        Kenilworth Today   \n",
       "5696710        Kenilworth Today   \n",
       "5697891        Kenilworth Today   \n",
       "5698718        Kenilworth Today   \n",
       "5698967  Kenilworth Weekly News   \n",
       "5700535        Kenilworth Today   \n",
       "5701323        Kenilworth Today   \n",
       "5701326        Kenilworth Today   \n",
       "5702754  Kenilworth Weekly News   \n",
       "5705626        Kenilworth Today   \n",
       "5705812        Kenilworth Today   \n",
       "5706839        Kenilworth Today   \n",
       "5706885        Kenilworth Today   \n",
       "5707152        Kenilworth Today   \n",
       "5707670        Kenilworth Today   \n",
       "5708214        Kenilworth Today   \n",
       "5709575        Kenilworth Today   \n",
       "5710304        Kenilworth Today   \n",
       "5710374        Kenilworth Today   \n",
       "5712068        Kenilworth Today   \n",
       "5712202        Kenilworth Today   \n",
       "5712333        Kenilworth Today   \n",
       "5712601        Kenilworth Today   \n",
       "5712988        Kenilworth Today   \n",
       "\n",
       "                                                                                                                      url  \n",
       "53                                       http://www.kenilworthweeklynews.co.uk/news/Man-died-after-falling-down.3945327.j  \n",
       "2105                    http://www.kenilworthweeklynews.co.uk/latest-national-news/Armoured-trucks-39for-use-in.5523506.j  \n",
       "2257                     http://www.kenilworthweeklynews.co.uk/latest-national-news/Nanny-tells-of-Jackson-drug.5407685.j  \n",
       "2804               http://www.kenilworthweeklynews.co.uk/ribbon_will_soon_be_cut_to_open_the_public_s_new_centre_1_351140  \n",
       "3291                 http://www.kenilworthweeklynews.co.uk/latest-national-news/Balcony-death-father-returns-to.5366653.j  \n",
       "3926              http://www.kenilworthweeklynews.co.uk/latest-national-news/Two-hospitalised-after-Ecoli-alert.5518087.j  \n",
       "4611            http://www.kenilworthweeklynews.co.uk/latest-national-news/Brown-accused-of-spending-39deceit39.5419229.j  \n",
       "6000              http://www.kenilworthweeklynews.co.uk/latest-national-news/Flood-residents-braced-for-deluges.5845907.j  \n",
       "7177              http://www.kenilworthweeklynews.co.uk/latest-national-news/Police-examine-G20-protests-review.5434047.j  \n",
       "8077               http://www.kenilworthweeklynews.co.uk/latest-national-news/Consumer-optimism-at-18month-high.5709635.j  \n",
       "8915              http://www.kenilworthweeklynews.co.uk/latest-national-news/90m-pensions-blunder-39avoidable39.5464324.j  \n",
       "8959     http://www.kenilworthweeklynews.co.uk/men_arrested_on_suspicion_of_stealing_lead_from_leamington_church_1_354084  \n",
       "9422                     http://www.kenilworthweeklynews.co.uk/latest-national-news/Police-to-probe-MI6-torture.5641684.j  \n",
       "9618                       http://www.kenilworthweeklynews.co.uk/latest-national-news/Brown-due-to-unveil-shift.5409192.j  \n",
       "9743                     http://www.kenilworthweeklynews.co.uk/latest-national-news/Man-held-over-Fearne-Cotton.5477243.j  \n",
       "10241              http://www.kenilworthweeklynews.co.uk/latest-national-news/BBC2-digital-switchover-in-region.5792321.j  \n",
       "10661                  http://www.kenilworthweeklynews.co.uk/latest-national-news/Lockerbie-bomber-flown-out-to.5573914.j  \n",
       "13923                                         http://www.kenilworthweeklynews.co.uk/news/Have-a-great-time-with.4974093.j  \n",
       "15324               http://www.kenilworthweeklynews.co.uk/latest-national-news/Lord-offered-to-39disband39-Ukip.5866642.j  \n",
       "15404              http://www.kenilworthweeklynews.co.uk/latest-national-news/Tributes-to-friendly-fire-soldier.5932561.j  \n",
       "16294            http://www.kenilworthweeklynews.co.uk/latest-national-news/Expensesrow-MP-denies-39house-ban39.5842644.j  \n",
       "17646                           http://www.kenilworthweeklynews.co.uk/news/Balsall-Common-woman-admits-stabbing.4816554.j  \n",
       "18871                    http://www.kenilworthweeklynews.co.uk/latest-national-news/Burglar-is-acquitted-of-Ada.5468356.j  \n",
       "19585                 http://www.kenilworthweeklynews.co.uk/latest-national-news/Tabloid-bosses-face-phone-taps.5442552.j  \n",
       "20651                           http://www.kenilworthweeklynews.co.uk/latest-national-news/X-Factor-a-joke-says.5828147.j  \n",
       "20681             http://www.kenilworthweeklynews.co.uk/latest-national-news/Agony-as-paedophile-remains-silent.5693942.j  \n",
       "21449             http://www.kenilworthweeklynews.co.uk/latest-national-news/Cameron-urges-39good-clean39-fight.5940360.j  \n",
       "21798                                http://www.kenilworthweeklynews.co.uk/news/Search-for-missing-oil-painting.4505298.j  \n",
       "23989              http://www.kenilworthweeklynews.co.uk/latest-national-news/PM-orders-airport-security-review.5950512.j  \n",
       "25433            http://www.kenilworthweeklynews.co.uk/latest-national-news/Backlash-over-bullied-family-deaths.5686718.j  \n",
       "...                                                                                                                   ...  \n",
       "5689572                                     http://www.kenilworthweeklynews.co.uk/news/New-school-is-a-lifeline.3729875.j  \n",
       "5690333                   http://www.kenilworthweeklynews.co.uk/latest-national-news/Hamilton-gets-crew-cut-for.5817047.j  \n",
       "5691090                    http://www.kenilworthweeklynews.co.uk/latest-national-news/Fresh-bid-to-resolve-post.5763413.j  \n",
       "5691160                        http://www.kenilworthweeklynews.co.uk/harrison_is_a_roman_force_for_a_fourth_time_1_343522  \n",
       "5691875        http://www.kenilworthweeklynews.co.uk/latest-national-news/Anger-at-Lockerbie-bomber-39release39.5549172.j  \n",
       "5692649          http://www.kenilworthweeklynews.co.uk/latest-national-news/Action-over-failing-primary-schools.5884544.j  \n",
       "5695482          http://www.kenilworthweeklynews.co.uk/latest-national-news/Cousins-extradited-over-death-crash.5871472.j  \n",
       "5696710                    http://www.kenilworthweeklynews.co.uk/latest-national-news/Police-stored-DNA-in-with.5416837.j  \n",
       "5697891                         http://www.kenilworthweeklynews.co.uk/where-in-the-world/Weekly-News-is-read-in.3181304.j  \n",
       "5698718                 http://www.kenilworthweeklynews.co.uk/latest-national-news/Cameron-pledges-to-slash-NHS.5786511.j  \n",
       "5698967                     http://www.kenilworthweeklynews.co.uk/action_group_will_meet_to_strengthen_hs2_fight_1_346133  \n",
       "5700535                http://www.kenilworthweeklynews.co.uk/latest-national-news/Public-views-sought-on-social.5726705.j  \n",
       "5701323                                           http://www.kenilworthweeklynews.co.uk/news/Fun-run-in-the-sun.4087980.j  \n",
       "5701326            http://www.kenilworthweeklynews.co.uk/latest-national-news/Train-firms-seek-longer-contracts.5780763.j  \n",
       "5702754                         http://www.kenilworthweeklynews.co.uk/tears-of-joy-as-a-level-students-celebrate-1-417134  \n",
       "5705626                                http://www.kenilworthweeklynews.co.uk/newsl/Concern-over-plans-to-extend.5551472.j  \n",
       "5705812                http://www.kenilworthweeklynews.co.uk/latest-national-news/Officer-hurt-in-Orange-parade.5455136.j  \n",
       "5706839         http://www.kenilworthweeklynews.co.uk/latest-national-news/Cameron-plans-Afghan-39war-Cabinet39.5698122.j  \n",
       "5706885              http://www.kenilworthweeklynews.co.uk/latest-national-news/Fresh-claims-in-39MI5-torture39.5400097.j  \n",
       "5707152                 http://www.kenilworthweeklynews.co.uk/latest-national-news/39Carrot39-car-runs-on-chocs.5624203.j  \n",
       "5707670                http://www.kenilworthweeklynews.co.uk/latest-national-news/Tories-39will-end-Big-Brother.5368152.j  \n",
       "5708214                  http://www.kenilworthweeklynews.co.uk/latest-national-news/BA-to-resist-union39s-legal.5782267.j  \n",
       "5709575                  http://www.kenilworthweeklynews.co.uk/latest-national-news/Visa-row-housekeeper-due-in.5888694.j  \n",
       "5710304           http://www.kenilworthweeklynews.co.uk/latest-national-news/MPs39-expense-claims-placed-online.5899680.j  \n",
       "5710374            http://www.kenilworthweeklynews.co.uk/latest-national-news/Commons-accused-of-online-coverup.5377589.j  \n",
       "5712068           http://www.kenilworthweeklynews.co.uk/latest-national-news/Report-seeks-common-sense-policing.5874861.j  \n",
       "5712202           http://www.kenilworthweeklynews.co.uk/latest-national-news/Hiccupping-singer-has-brain-tumour.5454960.j  \n",
       "5712333                                      http://www.kenilworthweeklynews.co.uk/news/Mollie-to-meet-Ziggy-in.4368704.j  \n",
       "5712601           http://www.kenilworthweeklynews.co.uk/latest-national-news/Teenager-hurt-in-carnival-stabbing.5604394.j  \n",
       "5712988                http://www.kenilworthweeklynews.co.uk/latest-national-news/Uturn-on-TV-product-placement.5642536.j  \n",
       "\n",
       "[8608 rows x 2 columns]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.set_option('display.max_colwidth', 250)\n",
    "tdf = df[df.url.str.contains('kenilworthweeklynews.co.uk') == True][['sourceName', 'url']]\n",
    "tdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "sourceName\n",
       "Kenilworth Today          7651\n",
       "Kenilworth Weekly News     957\n",
       "dtype: int64"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tdf.groupby('sourceName').size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sourceName</th>\n",
       "      <th>url</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1319</th>\n",
       "      <td>Donegal News</td>\n",
       "      <td>http://www.nwipp-newspapers.com/dn/free/308423820431914.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1406</th>\n",
       "      <td>Donegal News</td>\n",
       "      <td>http://www.nwipp-newspapers.com/DN/free/288271568807860.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2878</th>\n",
       "      <td>Donegal News</td>\n",
       "      <td>http://www.nwipp-newspapers.com/DN/free/288836157315717.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6333</th>\n",
       "      <td>Donegal News</td>\n",
       "      <td>http://www.nwipp-newspapers.com/DN/free/327291356595808.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6962</th>\n",
       "      <td>Donegal News</td>\n",
       "      <td>http://www.nwipp-newspapers.com/dn/free/314660913152355.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7811</th>\n",
       "      <td>Starbane Chronicle</td>\n",
       "      <td>http://www.nwipp-newspapers.com/SC/free/297014158048696.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11778</th>\n",
       "      <td>Donegal News</td>\n",
       "      <td>http://www.nwipp-newspapers.com/dn/free/328092007548800.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13622</th>\n",
       "      <td>Starbane Chronicle</td>\n",
       "      <td>http://www.nwipp-newspapers.com/SC/free/321069741769898.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15151</th>\n",
       "      <td>Ulster Herald</td>\n",
       "      <td>http://www.nwipp-newspapers.com/UH/free/317828424756634.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16386</th>\n",
       "      <td>Donegal News</td>\n",
       "      <td>http://www.nwipp-newspapers.com/dn/free/324460458001966.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16461</th>\n",
       "      <td>Ulster Herald</td>\n",
       "      <td>http://www.nwipp-newspapers.com/UH/free/314599526918083.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16796</th>\n",
       "      <td>Donegal News</td>\n",
       "      <td>http://www.nwipp-newspapers.com/DN/free/301912043548555.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19081</th>\n",
       "      <td>Starbane Chronicle</td>\n",
       "      <td>http://www.nwipp-newspapers.com/SC/free/289818117698472.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19286</th>\n",
       "      <td>Donegal News</td>\n",
       "      <td>http://www.nwipp-newspapers.com/dn/free/328092006663190.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19657</th>\n",
       "      <td>Ulster Herald</td>\n",
       "      <td>http://www.nwipp-newspapers.com/UH/free/296843201842638.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19825</th>\n",
       "      <td>Donegal News</td>\n",
       "      <td>http://www.nwipp-newspapers.com/DN/free/300722549406961.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20404</th>\n",
       "      <td>Donegal News</td>\n",
       "      <td>http://www.nwipp-newspapers.com/DN/free/295376501763651.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20546</th>\n",
       "      <td>Ulster Herald</td>\n",
       "      <td>http://www.nwipp-newspapers.com/UH/free/289710689397349.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22570</th>\n",
       "      <td>Starbane Chronicle</td>\n",
       "      <td>http://www.nwipp-newspapers.com/SC/free/300234218916423.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24777</th>\n",
       "      <td>Donegal News</td>\n",
       "      <td>http://www.nwipp-newspapers.com/dn/free/321106072591733.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25131</th>\n",
       "      <td>Donegal News</td>\n",
       "      <td>http://www.nwipp-newspapers.com/dn/free/295363035355113.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26940</th>\n",
       "      <td>Ulster Herald</td>\n",
       "      <td>http://www.nwipp-newspapers.com/UH/free/327601256951815.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27747</th>\n",
       "      <td>Starbane Chronicle</td>\n",
       "      <td>http://www.nwipp-newspapers.com/SC/free/307963565283913.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32544</th>\n",
       "      <td>Donegal News</td>\n",
       "      <td>http://www.nwipp-newspapers.com/DN/free/308458290675700.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33156</th>\n",
       "      <td>Starbane Chronicle</td>\n",
       "      <td>http://www.nwipp-newspapers.com/SC/free/298207024681731.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34857</th>\n",
       "      <td>Donegal News</td>\n",
       "      <td>http://www.nwipp-newspapers.com/DN/free/321575607515558.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35682</th>\n",
       "      <td>Starbane Chronicle</td>\n",
       "      <td>http://www.nwipp-newspapers.com/SC/free/288917036888821.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35967</th>\n",
       "      <td>Starbane Chronicle</td>\n",
       "      <td>http://www.nwipp-newspapers.com/SC/free/303483481356924.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36872</th>\n",
       "      <td>Donegal News</td>\n",
       "      <td>http://www.nwipp-newspapers.com/DN/free/300722548344229.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39250</th>\n",
       "      <td>Donegal News</td>\n",
       "      <td>http://www.nwipp-newspapers.com/dn/free/324768298783357.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5666627</th>\n",
       "      <td>Donegal News</td>\n",
       "      <td>http://www.nwipp-newspapers.com/dn/free/305192483534862.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5670823</th>\n",
       "      <td>Donegal News</td>\n",
       "      <td>http://www.nwipp-newspapers.com/DN/free/293456681630750.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5670828</th>\n",
       "      <td>Donegal News</td>\n",
       "      <td>http://www.nwipp-newspapers.com/DN/free/289342321600508.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5671514</th>\n",
       "      <td>Donegal News</td>\n",
       "      <td>http://www.nwipp-newspapers.com/DN/free/305192561114298.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5676297</th>\n",
       "      <td>Starbane Chronicle</td>\n",
       "      <td>http://www.nwipp-newspapers.com/SC/free/289175018358578.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5677023</th>\n",
       "      <td>Donegal News</td>\n",
       "      <td>http://www.nwipp-newspapers.com/DN/free/289075510687612.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5677473</th>\n",
       "      <td>Starbane Chronicle</td>\n",
       "      <td>http://www.nwipp-newspapers.com/SC/free/288586542646435.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5679418</th>\n",
       "      <td>Starbane Chronicle</td>\n",
       "      <td>http://www.nwipp-newspapers.com/SC/free/317773970546076.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5679963</th>\n",
       "      <td>Donegal News</td>\n",
       "      <td>http://www.nwipp-newspapers.com/dn/free/317966700802399.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5680372</th>\n",
       "      <td>Donegal News</td>\n",
       "      <td>http://www.nwipp-newspapers.com/DN/free/288676614054290.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5682216</th>\n",
       "      <td>Donegal News</td>\n",
       "      <td>http://www.nwipp-newspapers.com/dn/free/293462897195974.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5685966</th>\n",
       "      <td>Starbane Chronicle</td>\n",
       "      <td>http://www.nwipp-newspapers.com/SC/free/317483000900868.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5687407</th>\n",
       "      <td>Starbane Chronicle</td>\n",
       "      <td>http://www.nwipp-newspapers.com/SC/free/290246831403518.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5688090</th>\n",
       "      <td>Donegal News</td>\n",
       "      <td>http://www.nwipp-newspapers.com/dn/free/301920300356268.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5689421</th>\n",
       "      <td>Donegal News</td>\n",
       "      <td>http://www.nwipp-newspapers.com/DN/free/308090117270254.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5690289</th>\n",
       "      <td>Donegal News</td>\n",
       "      <td>http://www.nwipp-newspapers.com/DN/free/294134383081759.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5691761</th>\n",
       "      <td>Starbane Chronicle</td>\n",
       "      <td>http://www.nwipp-newspapers.com/SC/free/290433937239292.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5694243</th>\n",
       "      <td>Donegal News</td>\n",
       "      <td>http://www.nwipp-newspapers.com/DN/free/317931613908370.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5696141</th>\n",
       "      <td>Starbane Chronicle</td>\n",
       "      <td>http://www.nwipp-newspapers.com/SC/free/291647911589628.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5696330</th>\n",
       "      <td>Donegal News</td>\n",
       "      <td>http://www.nwipp-newspapers.com/dn/free/301995168054448.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5697490</th>\n",
       "      <td>Donegal News</td>\n",
       "      <td>http://www.nwipp-newspapers.com/dn/free/319314960462718.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5699598</th>\n",
       "      <td>Donegal News</td>\n",
       "      <td>http://www.nwipp-newspapers.com/DN/free/308423830793551.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5699988</th>\n",
       "      <td>Ulster Herald</td>\n",
       "      <td>http://www.nwipp-newspapers.com/UH/free/314599535419939.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5700617</th>\n",
       "      <td>Donegal News</td>\n",
       "      <td>http://www.nwipp-newspapers.com/DN/free/308423839295407.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5700707</th>\n",
       "      <td>Donegal News</td>\n",
       "      <td>http://www.nwipp-newspapers.com/dn/free/319314965510695.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5700727</th>\n",
       "      <td>Donegal News</td>\n",
       "      <td>http://www.nwipp-newspapers.com/dn/free/301995166637472.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5707467</th>\n",
       "      <td>Donegal News</td>\n",
       "      <td>http://www.nwipp-newspapers.com/dn/free/293462895956120.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5707970</th>\n",
       "      <td>Donegal News</td>\n",
       "      <td>http://www.nwipp-newspapers.com/dn/free/324460458799015.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5708039</th>\n",
       "      <td>Donegal News</td>\n",
       "      <td>http://www.nwipp-newspapers.com/dn/free/324768294266746.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5708860</th>\n",
       "      <td>Donegal News</td>\n",
       "      <td>http://www.nwipp-newspapers.com/DN/free/314954095582709.ph</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>3676 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 sourceName  \\\n",
       "1319           Donegal News   \n",
       "1406           Donegal News   \n",
       "2878           Donegal News   \n",
       "6333           Donegal News   \n",
       "6962           Donegal News   \n",
       "7811     Starbane Chronicle   \n",
       "11778          Donegal News   \n",
       "13622    Starbane Chronicle   \n",
       "15151         Ulster Herald   \n",
       "16386          Donegal News   \n",
       "16461         Ulster Herald   \n",
       "16796          Donegal News   \n",
       "19081    Starbane Chronicle   \n",
       "19286          Donegal News   \n",
       "19657         Ulster Herald   \n",
       "19825          Donegal News   \n",
       "20404          Donegal News   \n",
       "20546         Ulster Herald   \n",
       "22570    Starbane Chronicle   \n",
       "24777          Donegal News   \n",
       "25131          Donegal News   \n",
       "26940         Ulster Herald   \n",
       "27747    Starbane Chronicle   \n",
       "32544          Donegal News   \n",
       "33156    Starbane Chronicle   \n",
       "34857          Donegal News   \n",
       "35682    Starbane Chronicle   \n",
       "35967    Starbane Chronicle   \n",
       "36872          Donegal News   \n",
       "39250          Donegal News   \n",
       "...                     ...   \n",
       "5666627        Donegal News   \n",
       "5670823        Donegal News   \n",
       "5670828        Donegal News   \n",
       "5671514        Donegal News   \n",
       "5676297  Starbane Chronicle   \n",
       "5677023        Donegal News   \n",
       "5677473  Starbane Chronicle   \n",
       "5679418  Starbane Chronicle   \n",
       "5679963        Donegal News   \n",
       "5680372        Donegal News   \n",
       "5682216        Donegal News   \n",
       "5685966  Starbane Chronicle   \n",
       "5687407  Starbane Chronicle   \n",
       "5688090        Donegal News   \n",
       "5689421        Donegal News   \n",
       "5690289        Donegal News   \n",
       "5691761  Starbane Chronicle   \n",
       "5694243        Donegal News   \n",
       "5696141  Starbane Chronicle   \n",
       "5696330        Donegal News   \n",
       "5697490        Donegal News   \n",
       "5699598        Donegal News   \n",
       "5699988       Ulster Herald   \n",
       "5700617        Donegal News   \n",
       "5700707        Donegal News   \n",
       "5700727        Donegal News   \n",
       "5707467        Donegal News   \n",
       "5707970        Donegal News   \n",
       "5708039        Donegal News   \n",
       "5708860        Donegal News   \n",
       "\n",
       "                                                                url  \n",
       "1319     http://www.nwipp-newspapers.com/dn/free/308423820431914.ph  \n",
       "1406     http://www.nwipp-newspapers.com/DN/free/288271568807860.ph  \n",
       "2878     http://www.nwipp-newspapers.com/DN/free/288836157315717.ph  \n",
       "6333     http://www.nwipp-newspapers.com/DN/free/327291356595808.ph  \n",
       "6962     http://www.nwipp-newspapers.com/dn/free/314660913152355.ph  \n",
       "7811     http://www.nwipp-newspapers.com/SC/free/297014158048696.ph  \n",
       "11778    http://www.nwipp-newspapers.com/dn/free/328092007548800.ph  \n",
       "13622    http://www.nwipp-newspapers.com/SC/free/321069741769898.ph  \n",
       "15151    http://www.nwipp-newspapers.com/UH/free/317828424756634.ph  \n",
       "16386    http://www.nwipp-newspapers.com/dn/free/324460458001966.ph  \n",
       "16461    http://www.nwipp-newspapers.com/UH/free/314599526918083.ph  \n",
       "16796    http://www.nwipp-newspapers.com/DN/free/301912043548555.ph  \n",
       "19081    http://www.nwipp-newspapers.com/SC/free/289818117698472.ph  \n",
       "19286    http://www.nwipp-newspapers.com/dn/free/328092006663190.ph  \n",
       "19657    http://www.nwipp-newspapers.com/UH/free/296843201842638.ph  \n",
       "19825    http://www.nwipp-newspapers.com/DN/free/300722549406961.ph  \n",
       "20404    http://www.nwipp-newspapers.com/DN/free/295376501763651.ph  \n",
       "20546    http://www.nwipp-newspapers.com/UH/free/289710689397349.ph  \n",
       "22570    http://www.nwipp-newspapers.com/SC/free/300234218916423.ph  \n",
       "24777    http://www.nwipp-newspapers.com/dn/free/321106072591733.ph  \n",
       "25131    http://www.nwipp-newspapers.com/dn/free/295363035355113.ph  \n",
       "26940    http://www.nwipp-newspapers.com/UH/free/327601256951815.ph  \n",
       "27747    http://www.nwipp-newspapers.com/SC/free/307963565283913.ph  \n",
       "32544    http://www.nwipp-newspapers.com/DN/free/308458290675700.ph  \n",
       "33156    http://www.nwipp-newspapers.com/SC/free/298207024681731.ph  \n",
       "34857    http://www.nwipp-newspapers.com/DN/free/321575607515558.ph  \n",
       "35682    http://www.nwipp-newspapers.com/SC/free/288917036888821.ph  \n",
       "35967    http://www.nwipp-newspapers.com/SC/free/303483481356924.ph  \n",
       "36872    http://www.nwipp-newspapers.com/DN/free/300722548344229.ph  \n",
       "39250    http://www.nwipp-newspapers.com/dn/free/324768298783357.ph  \n",
       "...                                                             ...  \n",
       "5666627  http://www.nwipp-newspapers.com/dn/free/305192483534862.ph  \n",
       "5670823  http://www.nwipp-newspapers.com/DN/free/293456681630750.ph  \n",
       "5670828  http://www.nwipp-newspapers.com/DN/free/289342321600508.ph  \n",
       "5671514  http://www.nwipp-newspapers.com/DN/free/305192561114298.ph  \n",
       "5676297  http://www.nwipp-newspapers.com/SC/free/289175018358578.ph  \n",
       "5677023  http://www.nwipp-newspapers.com/DN/free/289075510687612.ph  \n",
       "5677473  http://www.nwipp-newspapers.com/SC/free/288586542646435.ph  \n",
       "5679418  http://www.nwipp-newspapers.com/SC/free/317773970546076.ph  \n",
       "5679963  http://www.nwipp-newspapers.com/dn/free/317966700802399.ph  \n",
       "5680372  http://www.nwipp-newspapers.com/DN/free/288676614054290.ph  \n",
       "5682216  http://www.nwipp-newspapers.com/dn/free/293462897195974.ph  \n",
       "5685966  http://www.nwipp-newspapers.com/SC/free/317483000900868.ph  \n",
       "5687407  http://www.nwipp-newspapers.com/SC/free/290246831403518.ph  \n",
       "5688090  http://www.nwipp-newspapers.com/dn/free/301920300356268.ph  \n",
       "5689421  http://www.nwipp-newspapers.com/DN/free/308090117270254.ph  \n",
       "5690289  http://www.nwipp-newspapers.com/DN/free/294134383081759.ph  \n",
       "5691761  http://www.nwipp-newspapers.com/SC/free/290433937239292.ph  \n",
       "5694243  http://www.nwipp-newspapers.com/DN/free/317931613908370.ph  \n",
       "5696141  http://www.nwipp-newspapers.com/SC/free/291647911589628.ph  \n",
       "5696330  http://www.nwipp-newspapers.com/dn/free/301995168054448.ph  \n",
       "5697490  http://www.nwipp-newspapers.com/dn/free/319314960462718.ph  \n",
       "5699598  http://www.nwipp-newspapers.com/DN/free/308423830793551.ph  \n",
       "5699988  http://www.nwipp-newspapers.com/UH/free/314599535419939.ph  \n",
       "5700617  http://www.nwipp-newspapers.com/DN/free/308423839295407.ph  \n",
       "5700707  http://www.nwipp-newspapers.com/dn/free/319314965510695.ph  \n",
       "5700727  http://www.nwipp-newspapers.com/dn/free/301995166637472.ph  \n",
       "5707467  http://www.nwipp-newspapers.com/dn/free/293462895956120.ph  \n",
       "5707970  http://www.nwipp-newspapers.com/dn/free/324460458799015.ph  \n",
       "5708039  http://www.nwipp-newspapers.com/dn/free/324768294266746.ph  \n",
       "5708860  http://www.nwipp-newspapers.com/DN/free/314954095582709.ph  \n",
       "\n",
       "[3676 rows x 2 columns]"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.set_option('display.max_colwidth', 250)\n",
    "tdf = df[df.url.str.contains('nwipp-newspapers.com') == True][['sourceName', 'url']]\n",
    "tdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sourceName</th>\n",
       "      <th>url</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1500</th>\n",
       "      <td>Sutton Guardian</td>\n",
       "      <td>http://www.suttonguardian.co.uk/news/10159418.Boy_stabbed_after_hooded_youths_gatecrash_party/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1514</th>\n",
       "      <td>Sutton Guardian</td>\n",
       "      <td>http://www.suttonguardian.co.uk/news/9931651.Cyclists_to_set_off_for_200_mile_charity_ride/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1552</th>\n",
       "      <td>Sutton Guardian</td>\n",
       "      <td>http://www.suttonguardian.co.uk/news/10474591.Kingston_Council_to_pay_share_of_south_London_waste_budget_overspend/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2701</th>\n",
       "      <td>Sutton Guardian</td>\n",
       "      <td>http://www.suttonguardian.co.uk/news/10596216.Rockers_Brightlight_City_in_final_push_to_win_Jamie_Oliver_contest/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2841</th>\n",
       "      <td>Sutton Guardian</td>\n",
       "      <td>http://www.suttonguardian.co.uk/news/11131310.Driver_took_girl_on_Grand_Theft_Auto_style_high_speed_police_chase/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3249</th>\n",
       "      <td>Sutton Guardian</td>\n",
       "      <td>http://www.suttonguardian.co.uk/news/10490768.Sutton_schools_battle_it_out_to_be_Top_of_The_Form/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3614</th>\n",
       "      <td>Sutton Guardian</td>\n",
       "      <td>http://www.suttonguardian.co.uk/news/10302319.VIDEO__Thousands_walk_for_Royal_Marsden_Cancer_Charity/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4047</th>\n",
       "      <td>Sutton Guardian</td>\n",
       "      <td>http://www.suttonguardian.co.uk/news/10898946.Review_of_the_Year_2013__October_to_December/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5064</th>\n",
       "      <td>Sutton Guardian</td>\n",
       "      <td>http://www.suttonguardian.co.uk/news/9758973.Cheam_s_Joanna_Rowsell_chosen_for_team_GB/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8054</th>\n",
       "      <td>Sutton Guardian</td>\n",
       "      <td>http://www.suttonguardian.co.uk/news/streathamnews/display.var.1873713.0.naomi_campbell_and_lewis_hamilton_fuel_romance_rumours.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10041</th>\n",
       "      <td>Sutton Guardian</td>\n",
       "      <td>http://www.suttonguardian.co.uk/news/topstories/display.var.1866300.0.eight_expelled_in_eight_days_from_wandsworth_school.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10488</th>\n",
       "      <td>Sutton Guardian</td>\n",
       "      <td>http://www.suttonguardian.co.uk/news/10287260.Our_story_prompts_Government_call_for_prison_changes/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10855</th>\n",
       "      <td>Sutton Guardian</td>\n",
       "      <td>http://www.suttonguardian.co.uk/news/10296410.Learn_to_attract_newts_and_hedgehogs_at_garden_showcase/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13154</th>\n",
       "      <td>Sutton Guardian</td>\n",
       "      <td>http://www.suttonguardian.co.uk/news/11139633.Pensioner_mowed_down_at_same_junction_as_tragic_teen_Claudia_Landa/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13460</th>\n",
       "      <td>Sutton Guardian</td>\n",
       "      <td>http://www.suttonguardian.co.uk/uk_national_entertainment/9461946.Worrall_Thompson_seeking_treatment/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16091</th>\n",
       "      <td>Sutton Guardian</td>\n",
       "      <td>http://www.suttonguardian.co.uk/news/9846755.Joyriders_destroy_flower_meadow/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16205</th>\n",
       "      <td>Sutton Guardian</td>\n",
       "      <td>http://www.suttonguardian.co.uk/news/10478123.St_Raphael_s_Hospice_boss_admits__uncertain__future/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16312</th>\n",
       "      <td>Sutton Guardian</td>\n",
       "      <td>http://www.suttonguardian.co.uk/news/10449432.Gardeners_encouraged_to_enter_Sutton_in_Bloom_contest/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17120</th>\n",
       "      <td>Sutton Guardian</td>\n",
       "      <td>http://www.suttonguardian.co.uk/news/topstories/display.var.1742237.0.update_two_in_court_over_stairwell_killing.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17533</th>\n",
       "      <td>Sutton Guardian</td>\n",
       "      <td>http://www.suttonguardian.co.uk/sport/9515166.Hampton_Trophy_trip_off/r/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17802</th>\n",
       "      <td>Sutton Guardian</td>\n",
       "      <td>http://www.suttonguardian.co.uk/news/10443641.Flowers_for_murdered_soldier_outside_Sutton_TA_base/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19271</th>\n",
       "      <td>Sutton Guardian</td>\n",
       "      <td>http://www.suttonguardian.co.uk/news/topstories/display.var.1813703.0.update_power_cut_causes_rush_hour_chaos_in_cheam.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20065</th>\n",
       "      <td>Sutton Guardian</td>\n",
       "      <td>http://www.suttonguardian.co.uk/news/topstories/display.var.1768711.0.thieves_desecrate_carshalton_war_memorial.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22369</th>\n",
       "      <td>Sutton Guardian</td>\n",
       "      <td>http://www.suttonguardian.co.uk/news/topstories/display.var.1701640.0.critics_pan_award_winning_winehouse.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22499</th>\n",
       "      <td>Sutton Guardian</td>\n",
       "      <td>http://www.suttonguardian.co.uk/news/10225681.Renal_institute_looks_to_hit___5m_mark/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24543</th>\n",
       "      <td>Sutton Guardian</td>\n",
       "      <td>http://www.suttonguardian.co.uk/uk_national_sport/9517230.Defiant_Contador_vows_to_return/r/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25040</th>\n",
       "      <td>Sutton Guardian</td>\n",
       "      <td>http://www.suttonguardian.co.uk/uk_national_sport/9527966.Sponsors_voiced_Suarez_concerns/r/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25217</th>\n",
       "      <td>Sutton Guardian</td>\n",
       "      <td>http://www.suttonguardian.co.uk/news/9460881.Trout_found_in_river_for_first_time_since_chemical_spillage/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25603</th>\n",
       "      <td>Sutton Guardian</td>\n",
       "      <td>http://www.suttonguardian.co.uk/news/10296957.Join_us_tomorrow_for_live_coverage_of_the_new_Pope_installed_at_Mass/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26370</th>\n",
       "      <td>Sutton Guardian</td>\n",
       "      <td>http://www.suttonguardian.co.uk/news/9472371.Driver_walks_away_after_car_flips_on_roof/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5695211</th>\n",
       "      <td>Sutton Guardian</td>\n",
       "      <td>http://www.suttonguardian.co.uk/uk_national_sport/9511521.Wickets_tumble_in_Dubai/r/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5695496</th>\n",
       "      <td>Sutton Guardian</td>\n",
       "      <td>http://www.suttonguardian.co.uk/news/topstories/display.var.1289593.0.flogging_off_our_assets.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5696205</th>\n",
       "      <td>Sutton Guardian</td>\n",
       "      <td>http://www.suttonguardian.co.uk/news/11305283.16_year_old_arrested_for_possession_of_10in_knife/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5696596</th>\n",
       "      <td>Sutton Guardian</td>\n",
       "      <td>http://www.suttonguardian.co.uk/news/9443178.Bailiff_who_faked_robbery_sentenced/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5696658</th>\n",
       "      <td>Sutton Guardian</td>\n",
       "      <td>http://www.suttonguardian.co.uk/news/10889480.PICTURES__Sutton_gets_into_the_festive_spirit_for_Christmas/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5696726</th>\n",
       "      <td>Sutton Guardian</td>\n",
       "      <td>http://www.suttonguardian.co.uk/news/10462092.Our_views_are_not_being_heard__say_nurses_on_controversial_healthcare_review/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5697002</th>\n",
       "      <td>Sutton Guardian</td>\n",
       "      <td>http://www.suttonguardian.co.uk/news/10904020.Christmas_day_baby_interrupts_Turkey_dinner/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5697503</th>\n",
       "      <td>Sutton Guardian</td>\n",
       "      <td>http://www.suttonguardian.co.uk/news/9508637.Sutton_set_for_another_council_tax_freeze/r/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5698206</th>\n",
       "      <td>Sutton Guardian</td>\n",
       "      <td>http://www.suttonguardian.co.uk/sport/9522847.Herculean_effort_by_Wimbledon_s_women/r/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5698326</th>\n",
       "      <td>Sutton Guardian</td>\n",
       "      <td>http://www.suttonguardian.co.uk/news/topstories/display.var.1788853.0.mp_racks_up_49k_bill_on_stationery_and_postage.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5699093</th>\n",
       "      <td>Sutton Guardian</td>\n",
       "      <td>http://www.suttonguardian.co.uk/news/topstories/display.var.1914030.0.paralysed_solders_family_slams_government.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5699172</th>\n",
       "      <td>Sutton Guardian</td>\n",
       "      <td>http://www.suttonguardian.co.uk/news/10278173.MP_looking_for_the_best_bar_naan/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5700094</th>\n",
       "      <td>Sutton Guardian</td>\n",
       "      <td>http://www.suttonguardian.co.uk/uk_national_entertainment/9538435.George_Clooney_feels_like_Mr_Lonely/r/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5700503</th>\n",
       "      <td>Sutton Guardian</td>\n",
       "      <td>http://www.suttonguardian.co.uk/news/elmbridgenews/display.var.1305785.0.drug_bus_to_visit_molesey.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5701614</th>\n",
       "      <td>Sutton Guardian</td>\n",
       "      <td>http://www.suttonguardian.co.uk/news/9516613.Scrap_metal_dealer_funds___21_000_replacement_war_memorial/r/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5701718</th>\n",
       "      <td>Sutton Guardian</td>\n",
       "      <td>http://www.suttonguardian.co.uk/news/topstories/display.var.1284892.0.update_district_line_delays_downgraded_to_minor.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5702059</th>\n",
       "      <td>Sutton Guardian</td>\n",
       "      <td>http://www.suttonguardian.co.uk/news/topstories/display.var.1409472.0.lying_love_rat_jailed_for_duping_women.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5702953</th>\n",
       "      <td>Sutton Guardian</td>\n",
       "      <td>http://www.suttonguardian.co.uk/news/topstories/display.var.1392834.0.kerb_crawling_campaign_kicked_off.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5703670</th>\n",
       "      <td>Sutton Guardian</td>\n",
       "      <td>http://www.suttonguardian.co.uk/news/readerscomments/display.var.1429146.0.swan_attack_filmed_by_yobs.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5703865</th>\n",
       "      <td>Sutton Guardian</td>\n",
       "      <td>http://www.suttonguardian.co.uk/news/topstories/display.var.1878768.0.hgv_driver_cleared_of_cyclists_death.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5704546</th>\n",
       "      <td>Sutton Guardian</td>\n",
       "      <td>http://www.suttonguardian.co.uk/news/10898414.Spiders__a_model_and_inappropriate_bus_behaviour__Sutton_Guardian_s_most_read_stories_of_2013/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5704564</th>\n",
       "      <td>Sutton Guardian</td>\n",
       "      <td>http://www.suttonguardian.co.uk/uk_national_entertainment/9515741.McCartney__to_play_Jubilee_concert_/r/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5705242</th>\n",
       "      <td>Sutton Guardian</td>\n",
       "      <td>http://www.suttonguardian.co.uk/news/topstories/display.var.1359408.0.officers_return_to_fire_scene.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5705308</th>\n",
       "      <td>Sutton Guardian</td>\n",
       "      <td>http://www.suttonguardian.co.uk/news/10150482.Police_station_could_close_to_the_public/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5706582</th>\n",
       "      <td>Sutton Guardian</td>\n",
       "      <td>http://www.suttonguardian.co.uk/news/11188703.Knife_wielding_man_sexually_assaults_girl_in_Overton_Park___boy_arrested/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5708774</th>\n",
       "      <td>Sutton Guardian</td>\n",
       "      <td>http://www.suttonguardian.co.uk/news/9509636.Nuns_step_down_from_running_hospital_after_100_years/r/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5709870</th>\n",
       "      <td>Sutton Guardian</td>\n",
       "      <td>http://www.suttonguardian.co.uk/news/10626268.Tom_Brake_MP_backs_Carshalton_school_s_electric_car_plan/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5710067</th>\n",
       "      <td>Sutton Guardian</td>\n",
       "      <td>http://www.suttonguardian.co.uk/news/topstories/display.var.1362647.0.crane_tragedy_plaque_unveild_in_battersea.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5710385</th>\n",
       "      <td>Sutton Guardian</td>\n",
       "      <td>http://www.suttonguardian.co.uk/news/topstories/display.var.1493976.0.lonely_hearts_swindler_avoids_jail.ph</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712957</th>\n",
       "      <td>Sutton Guardian</td>\n",
       "      <td>http://www.suttonguardian.co.uk/news/10625894.Doctor_claims_hospital_campaigners_are_harming_efforts_to_improve_care/?ref=rss</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>7506 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              sourceName  \\\n",
       "1500     Sutton Guardian   \n",
       "1514     Sutton Guardian   \n",
       "1552     Sutton Guardian   \n",
       "2701     Sutton Guardian   \n",
       "2841     Sutton Guardian   \n",
       "3249     Sutton Guardian   \n",
       "3614     Sutton Guardian   \n",
       "4047     Sutton Guardian   \n",
       "5064     Sutton Guardian   \n",
       "8054     Sutton Guardian   \n",
       "10041    Sutton Guardian   \n",
       "10488    Sutton Guardian   \n",
       "10855    Sutton Guardian   \n",
       "13154    Sutton Guardian   \n",
       "13460    Sutton Guardian   \n",
       "16091    Sutton Guardian   \n",
       "16205    Sutton Guardian   \n",
       "16312    Sutton Guardian   \n",
       "17120    Sutton Guardian   \n",
       "17533    Sutton Guardian   \n",
       "17802    Sutton Guardian   \n",
       "19271    Sutton Guardian   \n",
       "20065    Sutton Guardian   \n",
       "22369    Sutton Guardian   \n",
       "22499    Sutton Guardian   \n",
       "24543    Sutton Guardian   \n",
       "25040    Sutton Guardian   \n",
       "25217    Sutton Guardian   \n",
       "25603    Sutton Guardian   \n",
       "26370    Sutton Guardian   \n",
       "...                  ...   \n",
       "5695211  Sutton Guardian   \n",
       "5695496  Sutton Guardian   \n",
       "5696205  Sutton Guardian   \n",
       "5696596  Sutton Guardian   \n",
       "5696658  Sutton Guardian   \n",
       "5696726  Sutton Guardian   \n",
       "5697002  Sutton Guardian   \n",
       "5697503  Sutton Guardian   \n",
       "5698206  Sutton Guardian   \n",
       "5698326  Sutton Guardian   \n",
       "5699093  Sutton Guardian   \n",
       "5699172  Sutton Guardian   \n",
       "5700094  Sutton Guardian   \n",
       "5700503  Sutton Guardian   \n",
       "5701614  Sutton Guardian   \n",
       "5701718  Sutton Guardian   \n",
       "5702059  Sutton Guardian   \n",
       "5702953  Sutton Guardian   \n",
       "5703670  Sutton Guardian   \n",
       "5703865  Sutton Guardian   \n",
       "5704546  Sutton Guardian   \n",
       "5704564  Sutton Guardian   \n",
       "5705242  Sutton Guardian   \n",
       "5705308  Sutton Guardian   \n",
       "5706582  Sutton Guardian   \n",
       "5708774  Sutton Guardian   \n",
       "5709870  Sutton Guardian   \n",
       "5710067  Sutton Guardian   \n",
       "5710385  Sutton Guardian   \n",
       "5712957  Sutton Guardian   \n",
       "\n",
       "                                                                                                                                                          url  \n",
       "1500                                                    http://www.suttonguardian.co.uk/news/10159418.Boy_stabbed_after_hooded_youths_gatecrash_party/?ref=rs  \n",
       "1514                                                       http://www.suttonguardian.co.uk/news/9931651.Cyclists_to_set_off_for_200_mile_charity_ride/?ref=rs  \n",
       "1552                              http://www.suttonguardian.co.uk/news/10474591.Kingston_Council_to_pay_share_of_south_London_waste_budget_overspend/?ref=rss  \n",
       "2701                                http://www.suttonguardian.co.uk/news/10596216.Rockers_Brightlight_City_in_final_push_to_win_Jamie_Oliver_contest/?ref=rss  \n",
       "2841                                http://www.suttonguardian.co.uk/news/11131310.Driver_took_girl_on_Grand_Theft_Auto_style_high_speed_police_chase/?ref=rss  \n",
       "3249                                                http://www.suttonguardian.co.uk/news/10490768.Sutton_schools_battle_it_out_to_be_Top_of_The_Form/?ref=rss  \n",
       "3614                                             http://www.suttonguardian.co.uk/news/10302319.VIDEO__Thousands_walk_for_Royal_Marsden_Cancer_Charity/?ref=rs  \n",
       "4047                                                      http://www.suttonguardian.co.uk/news/10898946.Review_of_the_Year_2013__October_to_December/?ref=rss  \n",
       "5064                                                           http://www.suttonguardian.co.uk/news/9758973.Cheam_s_Joanna_Rowsell_chosen_for_team_GB/?ref=rs  \n",
       "8054                       http://www.suttonguardian.co.uk/news/streathamnews/display.var.1873713.0.naomi_campbell_and_lewis_hamilton_fuel_romance_rumours.ph  \n",
       "10041                            http://www.suttonguardian.co.uk/news/topstories/display.var.1866300.0.eight_expelled_in_eight_days_from_wandsworth_school.ph  \n",
       "10488                                              http://www.suttonguardian.co.uk/news/10287260.Our_story_prompts_Government_call_for_prison_changes/?ref=rs  \n",
       "10855                                           http://www.suttonguardian.co.uk/news/10296410.Learn_to_attract_newts_and_hedgehogs_at_garden_showcase/?ref=rs  \n",
       "13154                               http://www.suttonguardian.co.uk/news/11139633.Pensioner_mowed_down_at_same_junction_as_tragic_teen_Claudia_Landa/?ref=rss  \n",
       "13460                                            http://www.suttonguardian.co.uk/uk_national_entertainment/9461946.Worrall_Thompson_seeking_treatment/?ref=rs  \n",
       "16091                                                                    http://www.suttonguardian.co.uk/news/9846755.Joyriders_destroy_flower_meadow/?ref=rs  \n",
       "16205                                               http://www.suttonguardian.co.uk/news/10478123.St_Raphael_s_Hospice_boss_admits__uncertain__future/?ref=rs  \n",
       "16312                                            http://www.suttonguardian.co.uk/news/10449432.Gardeners_encouraged_to_enter_Sutton_in_Bloom_contest/?ref=rss  \n",
       "17120                                     http://www.suttonguardian.co.uk/news/topstories/display.var.1742237.0.update_two_in_court_over_stairwell_killing.ph  \n",
       "17533                                                                         http://www.suttonguardian.co.uk/sport/9515166.Hampton_Trophy_trip_off/r/?ref=rs  \n",
       "17802                                               http://www.suttonguardian.co.uk/news/10443641.Flowers_for_murdered_soldier_outside_Sutton_TA_base/?ref=rs  \n",
       "19271                               http://www.suttonguardian.co.uk/news/topstories/display.var.1813703.0.update_power_cut_causes_rush_hour_chaos_in_cheam.ph  \n",
       "20065                                      http://www.suttonguardian.co.uk/news/topstories/display.var.1768711.0.thieves_desecrate_carshalton_war_memorial.ph  \n",
       "22369                                            http://www.suttonguardian.co.uk/news/topstories/display.var.1701640.0.critics_pan_award_winning_winehouse.ph  \n",
       "22499                                                            http://www.suttonguardian.co.uk/news/10225681.Renal_institute_looks_to_hit___5m_mark/?ref=rs  \n",
       "24543                                                     http://www.suttonguardian.co.uk/uk_national_sport/9517230.Defiant_Contador_vows_to_return/r/?ref=rs  \n",
       "25040                                                     http://www.suttonguardian.co.uk/uk_national_sport/9527966.Sponsors_voiced_Suarez_concerns/r/?ref=rs  \n",
       "25217                                        http://www.suttonguardian.co.uk/news/9460881.Trout_found_in_river_for_first_time_since_chemical_spillage/?ref=rs  \n",
       "25603                              http://www.suttonguardian.co.uk/news/10296957.Join_us_tomorrow_for_live_coverage_of_the_new_Pope_installed_at_Mass/?ref=rs  \n",
       "26370                                                          http://www.suttonguardian.co.uk/news/9472371.Driver_walks_away_after_car_flips_on_roof/?ref=rs  \n",
       "...                                                                                                                                                       ...  \n",
       "5695211                                                           http://www.suttonguardian.co.uk/uk_national_sport/9511521.Wickets_tumble_in_Dubai/r/?ref=rs  \n",
       "5695496                                                      http://www.suttonguardian.co.uk/news/topstories/display.var.1289593.0.flogging_off_our_assets.ph  \n",
       "5696205                                              http://www.suttonguardian.co.uk/news/11305283.16_year_old_arrested_for_possession_of_10in_knife/?ref=rss  \n",
       "5696596                                                              http://www.suttonguardian.co.uk/news/9443178.Bailiff_who_faked_robbery_sentenced/?ref=rs  \n",
       "5696658                                    http://www.suttonguardian.co.uk/news/10889480.PICTURES__Sutton_gets_into_the_festive_spirit_for_Christmas/?ref=rss  \n",
       "5696726                    http://www.suttonguardian.co.uk/news/10462092.Our_views_are_not_being_heard__say_nurses_on_controversial_healthcare_review/?ref=rs  \n",
       "5697002                                                    http://www.suttonguardian.co.uk/news/10904020.Christmas_day_baby_interrupts_Turkey_dinner/?ref=rss  \n",
       "5697503                                                      http://www.suttonguardian.co.uk/news/9508637.Sutton_set_for_another_council_tax_freeze/r/?ref=rs  \n",
       "5698206                                                         http://www.suttonguardian.co.uk/sport/9522847.Herculean_effort_by_Wimbledon_s_women/r/?ref=rs  \n",
       "5698326                               http://www.suttonguardian.co.uk/news/topstories/display.var.1788853.0.mp_racks_up_49k_bill_on_stationery_and_postage.ph  \n",
       "5699093                                    http://www.suttonguardian.co.uk/news/topstories/display.var.1914030.0.paralysed_solders_family_slams_government.ph  \n",
       "5699172                                                                http://www.suttonguardian.co.uk/news/10278173.MP_looking_for_the_best_bar_naan/?ref=rs  \n",
       "5700094                                       http://www.suttonguardian.co.uk/uk_national_entertainment/9538435.George_Clooney_feels_like_Mr_Lonely/r/?ref=rs  \n",
       "5700503                                                 http://www.suttonguardian.co.uk/news/elmbridgenews/display.var.1305785.0.drug_bus_to_visit_molesey.ph  \n",
       "5701614                                     http://www.suttonguardian.co.uk/news/9516613.Scrap_metal_dealer_funds___21_000_replacement_war_memorial/r/?ref=rs  \n",
       "5701718                              http://www.suttonguardian.co.uk/news/topstories/display.var.1284892.0.update_district_line_delays_downgraded_to_minor.ph  \n",
       "5702059                                       http://www.suttonguardian.co.uk/news/topstories/display.var.1409472.0.lying_love_rat_jailed_for_duping_women.ph  \n",
       "5702953                                            http://www.suttonguardian.co.uk/news/topstories/display.var.1392834.0.kerb_crawling_campaign_kicked_off.ph  \n",
       "5703670                                              http://www.suttonguardian.co.uk/news/readerscomments/display.var.1429146.0.swan_attack_filmed_by_yobs.ph  \n",
       "5703865                                         http://www.suttonguardian.co.uk/news/topstories/display.var.1878768.0.hgv_driver_cleared_of_cyclists_death.ph  \n",
       "5704546  http://www.suttonguardian.co.uk/news/10898414.Spiders__a_model_and_inappropriate_bus_behaviour__Sutton_Guardian_s_most_read_stories_of_2013/?ref=rss  \n",
       "5704564                                       http://www.suttonguardian.co.uk/uk_national_entertainment/9515741.McCartney__to_play_Jubilee_concert_/r/?ref=rs  \n",
       "5705242                                                http://www.suttonguardian.co.uk/news/topstories/display.var.1359408.0.officers_return_to_fire_scene.ph  \n",
       "5705308                                                        http://www.suttonguardian.co.uk/news/10150482.Police_station_could_close_to_the_public/?ref=rs  \n",
       "5706582                       http://www.suttonguardian.co.uk/news/11188703.Knife_wielding_man_sexually_assaults_girl_in_Overton_Park___boy_arrested/?ref=rss  \n",
       "5708774                                           http://www.suttonguardian.co.uk/news/9509636.Nuns_step_down_from_running_hospital_after_100_years/r/?ref=rs  \n",
       "5709870                                       http://www.suttonguardian.co.uk/news/10626268.Tom_Brake_MP_backs_Carshalton_school_s_electric_car_plan/?ref=rss  \n",
       "5710067                                    http://www.suttonguardian.co.uk/news/topstories/display.var.1362647.0.crane_tragedy_plaque_unveild_in_battersea.ph  \n",
       "5710385                                           http://www.suttonguardian.co.uk/news/topstories/display.var.1493976.0.lonely_hearts_swindler_avoids_jail.ph  \n",
       "5712957                         http://www.suttonguardian.co.uk/news/10625894.Doctor_claims_hospital_campaigners_are_harming_efforts_to_improve_care/?ref=rss  \n",
       "\n",
       "[7506 rows x 2 columns]"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.set_option('display.max_colwidth', 250)\n",
    "tdf = df[df.url.str.contains('suttonguardian.co.uk') == True][['sourceName', 'url']]\n",
    "tdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "sourceName\n",
       "Local London          3\n",
       "Sutton Guardian    7503\n",
       "dtype: int64"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tdf.groupby('sourceName').size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "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>sourceName</th>\n",
       "      <th>url</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1916812</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.suttonguardian.co.uk/news/8175671.How_did_caring_father_become_Cheam_Road_killer_/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1921690</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.suttonguardian.co.uk/news/10334490.Housing_bosses_not_aware_of_risk_posed_by_mentally_ill_killer/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4664805</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.suttonguardian.co.uk/news/10824225.Murder_suspect_found_dead_in_prison_tried_to_self_harm_after_tobacco_withdrawal__court_hears/</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           sourceName  \\\n",
       "1916812  Local London   \n",
       "1921690  Local London   \n",
       "4664805  Local London   \n",
       "\n",
       "                                                                                                                                                 url  \n",
       "1916812                                                http://www.suttonguardian.co.uk/news/8175671.How_did_caring_father_become_Cheam_Road_killer_/  \n",
       "1921690                                 http://www.suttonguardian.co.uk/news/10334490.Housing_bosses_not_aware_of_risk_posed_by_mentally_ill_killer/  \n",
       "4664805  http://www.suttonguardian.co.uk/news/10824225.Murder_suspect_found_dead_in_prison_tried_to_self_harm_after_tobacco_withdrawal__court_hears/  "
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tdf[tdf.sourceName == 'Local London']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "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>sourceName</th>\n",
       "      <th>url</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>993</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.thisislocallondon.co.uk/uk_national_news/10345349.Asda__acted_swiftly__over_bute_find?ref=n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1577</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.thisislocallondon.co.uk/uk_national_news/11204891.Late_start_for_A_level_students?ref=nt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1726</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.thisislocallondon.co.uk/uk_national_news/10414320.Capaldi__Colman_tipped_for_success?ref=n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1888</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.thisislocallondon.co.uk/uk_national_entertainment/10391371.Portas_aims_to_get_OAPs_working</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2181</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.thisislocallondon.co.uk/uk_national_entertainment/10133984.Vienna_tops_number_two_singles_poll</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2449</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.thisislocallondon.co.uk/news/11247744.Specialist_nurses_at_East_Surrey_Hospital_organise_an_event_to_help_care_for_the_carers/?ref=var_0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2729</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.thisislocallondon.co.uk/uk_national_entertainment/11133523.Wonder_to_close_Calling_Festival/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2791</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.thisislocallondon.co.uk/news/11207286.England_World_Cup_Squad__No_place_for_Andy_Carroll_but_Frank_Lampard_makes_the_cut/?ref=var_0&amp;ref=mmsp</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3347</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.thisislocallondon.co.uk/sport/sporttopstories/10259440.Hause_happy_to_make_a_home_at_Adams_Park?ref=n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3401</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.thisislocallondon.co.uk/sport/11155167.Comedian_Eddie_Izzard_enjoying_Crystal_Palace_success/?ref=var_0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3673</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.thisislocallondon.co.uk/uk_national_entertainment/10494500.Carell_reunited_with_his_Minions/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4157</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.thisislocallondon.co.uk/news/11263208.School_breakfast_club_gets_cash_boost/?ref=var_0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4289</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.thisislocallondon.co.uk/uk_national_news/10253321.Armed_forces__facing___11bn_of_cuts_?ref=n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4487</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.thisislocallondon.co.uk/uk_national_news/10905404.May_has_tests_amid_cancer_fears?ref=nt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4767</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.thisislocallondon.co.uk/uk_national_entertainment/10503673.Kendrick_for_musical_s_Cinderella_/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5165</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.thisislocallondon.co.uk/uk_national_news/10930688.Heart_condition_affects_one_million?ref=nt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5690</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.thisislocallondon.co.uk/uk_national_news/11179553.Change_urged_to_cohabitants__rights?ref=nt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5804</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.thisislocallondon.co.uk/uk_national_entertainment/11158622.DeHaan__R_Patz_and_I_chilled_out/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6292</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.thisislocallondon.co.uk/sport/sporttopstories/11112593.Blues_hold_high_fliers_in_battling_draw?ref=nt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7010</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.thisislocallondon.co.uk/news/9816139.David_Lloyd_re_opens_gates_to_walkers</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7751</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.thisislocallondon.co.uk/uk_national_entertainment/10294743.Lil_Wayne_in_new_seizure_scare</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8486</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.thisislocallondon.co.uk/uk_national_entertainment/10472959.Depp__My_characters_are_my_pals</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8593</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.thisislocallondon.co.uk/sport/sporttopstories/10401819.Jackson_hails_Charlton_s_return_to_Championship_as_a_success?ref=n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8766</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.thisislocallondon.co.uk/sport/sporttopstories/10966216.Diakite_won_t_leave_unless_club__take_his_contract_?ref=nt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9190</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.thisislocallondon.co.uk/news/10252104.Cricketer_killed_by_a_tube_was_high_on_cocaine_and_alcohol</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9197</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.thisislocallondon.co.uk/sport/sporttopstories/9824224.Loach_to_have_Ipswich_medical_ahead_of_move?ref=n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9370</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.thisislocallondon.co.uk/uk_national_entertainment/10631388.DLT_in_court_to_face_12_sex_charges/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10108</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.thisislocallondon.co.uk/news/11180535.Station_to_receive_cash_to_improve_access/?ref=var_0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10642</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.thisislocallondon.co.uk/news/9645502.Car_lodged_between_tree_and_wall_in_Bromley_crash</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11438</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.thisislocallondon.co.uk/uk_national_entertainment/10164850.Turner_on_ice_after_rib_injury</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5699630</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.thisislocallondon.co.uk/news/11085198.Night_of_music_and_magic_as_seven_schools_join_forces/?ref=var_0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5699676</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.thisislocallondon.co.uk/sport/sporttopstories/11215787.More_to_follow_Hayes__arrival_at_Adams_Park?ref=nt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5699710</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.thisislocallondon.co.uk/news/10489275.Teenager_in_court_following_domestic_incident_in_Bickley</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5700596</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.thisislocallondon.co.uk/news/9776952.Swanley_man_Robert_Smith_charged_with_Cambridge_museum_raid</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5700648</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.thisislocallondon.co.uk/sport/sporttopstories/9659966.Waddock__I_d_like_to_think_it_will_bring_the_best_out_of_my_players?ref=n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5700723</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.thisislocallondon.co.uk/news/10143566.Controlled_explosion_near_Cutty_Sark__Greenwich__of_historic_explosive_device</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5701101</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.thisislocallondon.co.uk/uk_national_entertainment/10931197.Fassbender_handles_Globes_pressure/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5702822</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.thisislocallondon.co.uk/uk_national_entertainment/11151487.Cameron_Diaz_talks_animal_instinct/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5703358</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.thisislocallondon.co.uk/uk_national_news/10886262.Warning_over_A_E_ambulance_queues?ref=nt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5703501</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.thisislocallondon.co.uk/sport/football/champion/eagles/crystalpalacenews/10338565.Barnsley_dent_Palace___s_promotion_push</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5703943</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.thisislocallondon.co.uk/news/9766367.Midwives_prepare_to_celebrate_National_Breastfeeding_Week</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5704067</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.thisislocallondon.co.uk/sport/football/champion/eagles/crystalpalacenews/10950371.Former_Crystal_Palace_and_England_legend_Kenny_Sansom_on_assault_charge/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5704513</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.thisislocallondon.co.uk/uk_national_news/11263693.Ukip_in_fresh_demand_for_more_peers?ref=nt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5704519</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.thisislocallondon.co.uk/news/10153804.Jessops_stores_in_Bromley__Bexleyheath_and_Bluewater_under_threat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5705767</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.thisislocallondon.co.uk/uk_national_entertainment/11274606.McBusted_s_Tom_is_top_celebrity_dad/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5706041</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.thisislocallondon.co.uk/uk_national_entertainment/10384053.Will_i_am_denies_song_theft_claim</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5706741</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.thisislocallondon.co.uk/news/9740329.UPDATE__Beckenham_Hill_death_treated_as__unexplained_</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5708066</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.thisislocallondon.co.uk/news/11230067.Bomb_scare_in_Biggin_Hill/?ref=var_0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5708257</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.thisislocallondon.co.uk/sport/sporttopstories/11159755.Leyton_Orient_v_Wolves_preview?ref=nt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5708342</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.thisislocallondon.co.uk/sport/sporttopstories/10297979.Fan_s_View__Sevens_Series_to_give_Allianz_Park_chance_to_shine?ref=n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5708593</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.thisislocallondon.co.uk/sport/sporttopstories/10143340.Gaz__I_had_to_get_a_performance_out_of_them?ref=n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5708886</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.thisislocallondon.co.uk/sport/sporttopstories/11265236.On_this_date_in_Watford_FC_s_history?ref=nt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5709616</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.thisislocallondon.co.uk/news/weird/9528234.Croydon_man_s_guide_of_borough_is_tour_de_force/r/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5709661</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.thisislocallondon.co.uk/uk_national_news/9920878.Thousands_turn_out_for_athletes?ref=n</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5709926</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.thisislocallondon.co.uk/uk_national_news/11173371.Wilson_waiting_for_The_Voice_call?ref=nt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5710465</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.thisislocallondon.co.uk/sport/sporttopstories/10586914.Morgan__We_re_better_than_this_league?ref=nt</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5710642</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.thisislocallondon.co.uk/uk_national_entertainment/10865682.Ferrell_vows_to_go_skinny_dipping/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712154</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.thisislocallondon.co.uk/news/10945157.Don_t_be_blue_about_Mustangs_at_Eel_Pie_Club/?ref=var_0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712372</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.thisislocallondon.co.uk/uk_national_entertainment/11214768.Jolie__Kids_will_help_plan_wedding/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712796</th>\n",
       "      <td>Local London</td>\n",
       "      <td>http://www.thisislocallondon.co.uk/uk_national_news/11020038.Ruling_in_airport_detention_row_due?ref=nt</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>13305 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           sourceName  \\\n",
       "993      Local London   \n",
       "1577     Local London   \n",
       "1726     Local London   \n",
       "1888     Local London   \n",
       "2181     Local London   \n",
       "2449     Local London   \n",
       "2729     Local London   \n",
       "2791     Local London   \n",
       "3347     Local London   \n",
       "3401     Local London   \n",
       "3673     Local London   \n",
       "4157     Local London   \n",
       "4289     Local London   \n",
       "4487     Local London   \n",
       "4767     Local London   \n",
       "5165     Local London   \n",
       "5690     Local London   \n",
       "5804     Local London   \n",
       "6292     Local London   \n",
       "7010     Local London   \n",
       "7751     Local London   \n",
       "8486     Local London   \n",
       "8593     Local London   \n",
       "8766     Local London   \n",
       "9190     Local London   \n",
       "9197     Local London   \n",
       "9370     Local London   \n",
       "10108    Local London   \n",
       "10642    Local London   \n",
       "11438    Local London   \n",
       "...               ...   \n",
       "5699630  Local London   \n",
       "5699676  Local London   \n",
       "5699710  Local London   \n",
       "5700596  Local London   \n",
       "5700648  Local London   \n",
       "5700723  Local London   \n",
       "5701101  Local London   \n",
       "5702822  Local London   \n",
       "5703358  Local London   \n",
       "5703501  Local London   \n",
       "5703943  Local London   \n",
       "5704067  Local London   \n",
       "5704513  Local London   \n",
       "5704519  Local London   \n",
       "5705767  Local London   \n",
       "5706041  Local London   \n",
       "5706741  Local London   \n",
       "5708066  Local London   \n",
       "5708257  Local London   \n",
       "5708342  Local London   \n",
       "5708593  Local London   \n",
       "5708886  Local London   \n",
       "5709616  Local London   \n",
       "5709661  Local London   \n",
       "5709926  Local London   \n",
       "5710465  Local London   \n",
       "5710642  Local London   \n",
       "5712154  Local London   \n",
       "5712372  Local London   \n",
       "5712796  Local London   \n",
       "\n",
       "                                                                                                                                                                           url  \n",
       "993                                                                     http://www.thisislocallondon.co.uk/uk_national_news/10345349.Asda__acted_swiftly__over_bute_find?ref=n  \n",
       "1577                                                                       http://www.thisislocallondon.co.uk/uk_national_news/11204891.Late_start_for_A_level_students?ref=nt  \n",
       "1726                                                                     http://www.thisislocallondon.co.uk/uk_national_news/10414320.Capaldi__Colman_tipped_for_success?ref=n  \n",
       "1888                                                                     http://www.thisislocallondon.co.uk/uk_national_entertainment/10391371.Portas_aims_to_get_OAPs_working  \n",
       "2181                                                                 http://www.thisislocallondon.co.uk/uk_national_entertainment/10133984.Vienna_tops_number_two_singles_poll  \n",
       "2449                       http://www.thisislocallondon.co.uk/news/11247744.Specialist_nurses_at_East_Surrey_Hospital_organise_an_event_to_help_care_for_the_carers/?ref=var_0  \n",
       "2729                                                                   http://www.thisislocallondon.co.uk/uk_national_entertainment/11133523.Wonder_to_close_Calling_Festival/  \n",
       "2791                   http://www.thisislocallondon.co.uk/news/11207286.England_World_Cup_Squad__No_place_for_Andy_Carroll_but_Frank_Lampard_makes_the_cut/?ref=var_0&ref=mmsp  \n",
       "3347                                                          http://www.thisislocallondon.co.uk/sport/sporttopstories/10259440.Hause_happy_to_make_a_home_at_Adams_Park?ref=n  \n",
       "3401                                                        http://www.thisislocallondon.co.uk/sport/11155167.Comedian_Eddie_Izzard_enjoying_Crystal_Palace_success/?ref=var_0  \n",
       "3673                                                                   http://www.thisislocallondon.co.uk/uk_national_entertainment/10494500.Carell_reunited_with_his_Minions/  \n",
       "4157                                                                         http://www.thisislocallondon.co.uk/news/11263208.School_breakfast_club_gets_cash_boost/?ref=var_0  \n",
       "4289                                                                   http://www.thisislocallondon.co.uk/uk_national_news/10253321.Armed_forces__facing___11bn_of_cuts_?ref=n  \n",
       "4487                                                                       http://www.thisislocallondon.co.uk/uk_national_news/10905404.May_has_tests_amid_cancer_fears?ref=nt  \n",
       "4767                                                                 http://www.thisislocallondon.co.uk/uk_national_entertainment/10503673.Kendrick_for_musical_s_Cinderella_/  \n",
       "5165                                                                   http://www.thisislocallondon.co.uk/uk_national_news/10930688.Heart_condition_affects_one_million?ref=nt  \n",
       "5690                                                                   http://www.thisislocallondon.co.uk/uk_national_news/11179553.Change_urged_to_cohabitants__rights?ref=nt  \n",
       "5804                                                                   http://www.thisislocallondon.co.uk/uk_national_entertainment/11158622.DeHaan__R_Patz_and_I_chilled_out/  \n",
       "6292                                                          http://www.thisislocallondon.co.uk/sport/sporttopstories/11112593.Blues_hold_high_fliers_in_battling_draw?ref=nt  \n",
       "7010                                                                                     http://www.thisislocallondon.co.uk/news/9816139.David_Lloyd_re_opens_gates_to_walkers  \n",
       "7751                                                                      http://www.thisislocallondon.co.uk/uk_national_entertainment/10294743.Lil_Wayne_in_new_seizure_scare  \n",
       "8486                                                                     http://www.thisislocallondon.co.uk/uk_national_entertainment/10472959.Depp__My_characters_are_my_pals  \n",
       "8593                                      http://www.thisislocallondon.co.uk/sport/sporttopstories/10401819.Jackson_hails_Charlton_s_return_to_Championship_as_a_success?ref=n  \n",
       "8766                                              http://www.thisislocallondon.co.uk/sport/sporttopstories/10966216.Diakite_won_t_leave_unless_club__take_his_contract_?ref=nt  \n",
       "9190                                                               http://www.thisislocallondon.co.uk/news/10252104.Cricketer_killed_by_a_tube_was_high_on_cocaine_and_alcohol  \n",
       "9197                                                        http://www.thisislocallondon.co.uk/sport/sporttopstories/9824224.Loach_to_have_Ipswich_medical_ahead_of_move?ref=n  \n",
       "9370                                                                http://www.thisislocallondon.co.uk/uk_national_entertainment/10631388.DLT_in_court_to_face_12_sex_charges/  \n",
       "10108                                                                    http://www.thisislocallondon.co.uk/news/11180535.Station_to_receive_cash_to_improve_access/?ref=var_0  \n",
       "10642                                                                        http://www.thisislocallondon.co.uk/news/9645502.Car_lodged_between_tree_and_wall_in_Bromley_crash  \n",
       "11438                                                                     http://www.thisislocallondon.co.uk/uk_national_entertainment/10164850.Turner_on_ice_after_rib_injury  \n",
       "...                                                                                                                                                                        ...  \n",
       "5699630                                                      http://www.thisislocallondon.co.uk/news/11085198.Night_of_music_and_magic_as_seven_schools_join_forces/?ref=var_0  \n",
       "5699676                                                   http://www.thisislocallondon.co.uk/sport/sporttopstories/11215787.More_to_follow_Hayes__arrival_at_Adams_Park?ref=nt  \n",
       "5699710                                                              http://www.thisislocallondon.co.uk/news/10489275.Teenager_in_court_following_domestic_incident_in_Bickley  \n",
       "5700596                                                            http://www.thisislocallondon.co.uk/news/9776952.Swanley_man_Robert_Smith_charged_with_Cambridge_museum_raid  \n",
       "5700648                             http://www.thisislocallondon.co.uk/sport/sporttopstories/9659966.Waddock__I_d_like_to_think_it_will_bring_the_best_out_of_my_players?ref=n  \n",
       "5700723                                         http://www.thisislocallondon.co.uk/news/10143566.Controlled_explosion_near_Cutty_Sark__Greenwich__of_historic_explosive_device  \n",
       "5701101                                                              http://www.thisislocallondon.co.uk/uk_national_entertainment/10931197.Fassbender_handles_Globes_pressure/  \n",
       "5702822                                                              http://www.thisislocallondon.co.uk/uk_national_entertainment/11151487.Cameron_Diaz_talks_animal_instinct/  \n",
       "5703358                                                                  http://www.thisislocallondon.co.uk/uk_national_news/10886262.Warning_over_A_E_ambulance_queues?ref=nt  \n",
       "5703501                                   http://www.thisislocallondon.co.uk/sport/football/champion/eagles/crystalpalacenews/10338565.Barnsley_dent_Palace___s_promotion_push  \n",
       "5703943                                                              http://www.thisislocallondon.co.uk/news/9766367.Midwives_prepare_to_celebrate_National_Breastfeeding_Week  \n",
       "5704067  http://www.thisislocallondon.co.uk/sport/football/champion/eagles/crystalpalacenews/10950371.Former_Crystal_Palace_and_England_legend_Kenny_Sansom_on_assault_charge/  \n",
       "5704513                                                                http://www.thisislocallondon.co.uk/uk_national_news/11263693.Ukip_in_fresh_demand_for_more_peers?ref=nt  \n",
       "5704519                                                     http://www.thisislocallondon.co.uk/news/10153804.Jessops_stores_in_Bromley__Bexleyheath_and_Bluewater_under_threat  \n",
       "5705767                                                             http://www.thisislocallondon.co.uk/uk_national_entertainment/11274606.McBusted_s_Tom_is_top_celebrity_dad/  \n",
       "5706041                                                                http://www.thisislocallondon.co.uk/uk_national_entertainment/10384053.Will_i_am_denies_song_theft_claim  \n",
       "5706741                                                                  http://www.thisislocallondon.co.uk/news/9740329.UPDATE__Beckenham_Hill_death_treated_as__unexplained_  \n",
       "5708066                                                                                  http://www.thisislocallondon.co.uk/news/11230067.Bomb_scare_in_Biggin_Hill/?ref=var_0  \n",
       "5708257                                                                http://www.thisislocallondon.co.uk/sport/sporttopstories/11159755.Leyton_Orient_v_Wolves_preview?ref=nt  \n",
       "5708342                                 http://www.thisislocallondon.co.uk/sport/sporttopstories/10297979.Fan_s_View__Sevens_Series_to_give_Allianz_Park_chance_to_shine?ref=n  \n",
       "5708593                                                    http://www.thisislocallondon.co.uk/sport/sporttopstories/10143340.Gaz__I_had_to_get_a_performance_out_of_them?ref=n  \n",
       "5708886                                                          http://www.thisislocallondon.co.uk/sport/sporttopstories/11265236.On_this_date_in_Watford_FC_s_history?ref=nt  \n",
       "5709616                                                        http://www.thisislocallondon.co.uk/news/weird/9528234.Croydon_man_s_guide_of_borough_is_tour_de_force/r/?ref=rs  \n",
       "5709661                                                                      http://www.thisislocallondon.co.uk/uk_national_news/9920878.Thousands_turn_out_for_athletes?ref=n  \n",
       "5709926                                                                  http://www.thisislocallondon.co.uk/uk_national_news/11173371.Wilson_waiting_for_The_Voice_call?ref=nt  \n",
       "5710465                                                         http://www.thisislocallondon.co.uk/sport/sporttopstories/10586914.Morgan__We_re_better_than_this_league?ref=nt  \n",
       "5710642                                                               http://www.thisislocallondon.co.uk/uk_national_entertainment/10865682.Ferrell_vows_to_go_skinny_dipping/  \n",
       "5712154                                                               http://www.thisislocallondon.co.uk/news/10945157.Don_t_be_blue_about_Mustangs_at_Eel_Pie_Club/?ref=var_0  \n",
       "5712372                                                              http://www.thisislocallondon.co.uk/uk_national_entertainment/11214768.Jolie__Kids_will_help_plan_wedding/  \n",
       "5712796                                                                http://www.thisislocallondon.co.uk/uk_national_news/11020038.Ruling_in_airport_detention_row_due?ref=nt  \n",
       "\n",
       "[13305 rows x 2 columns]"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.set_option('display.max_colwidth', 250)\n",
    "tdf = df[df.url.str.contains('thisislocallondon.co.uk') == True][['sourceName', 'url']]\n",
    "tdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "sourceName\n",
       "Local London    13305\n",
       "dtype: int64"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tdf.groupby('sourceName').size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sourceName</th>\n",
       "      <th>url</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Wiltshire News / This Is Wiltshire</td>\n",
       "      <td>http://www.thisiswiltshire.co.uk/news/11409484.Rail_passengers_facing_a_chaotic_Bank_Holiday_weekend/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>483</th>\n",
       "      <td>Wiltshire News / This Is Wiltshire</td>\n",
       "      <td>http://www.thisiswiltshire.co.uk/news/10993755.__2_5m_Lotto_windfall_boosts_town_groups/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>565</th>\n",
       "      <td>Wiltshire News / This Is Wiltshire</td>\n",
       "      <td>http://www.thisiswiltshire.co.uk/NEWS/11640190.Boxes_lift_lid_on_a_happy_global_Christmas/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>721</th>\n",
       "      <td>Wiltshire News / This Is Wiltshire</td>\n",
       "      <td>http://www.thisiswiltshire.co.uk/news/11071335.Housing_plans_for_Yatesbury_airfield/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1703</th>\n",
       "      <td>Wiltshire News / This Is Wiltshire</td>\n",
       "      <td>http://www.thisiswiltshire.co.uk/news/10599939.Devizes_gallery_returning_after_long_absence/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1824</th>\n",
       "      <td>Wiltshire News / This Is Wiltshire</td>\n",
       "      <td>http://www.thisiswiltshire.co.uk/news/11644707.VIDEO__Police_search_field_in_bid_to_find_items_belonging_to_Sian_O_Callaghan/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2969</th>\n",
       "      <td>Wiltshire News / This Is Wiltshire</td>\n",
       "      <td>http://www.thisiswiltshire.co.uk/news/11393908.International_conductor_from_Devizes_killed_in_crash/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3186</th>\n",
       "      <td>Wiltshire News / This Is Wiltshire</td>\n",
       "      <td>http://www.thisiswiltshire.co.uk/news/11187595.On_a_roll_with_new_minibus/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3615</th>\n",
       "      <td>Wiltshire News / This Is Wiltshire</td>\n",
       "      <td>http://www.thisiswiltshire.co.uk/news/11635709.Dancers_bring_in__cash_for_charity/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3745</th>\n",
       "      <td>Wiltshire News / This Is Wiltshire</td>\n",
       "      <td>http://www.thisiswiltshire.co.uk/news/11428778.Police_chase__fraud_suspect/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4543</th>\n",
       "      <td>Wiltshire News / This Is Wiltshire</td>\n",
       "      <td>http://www.thisiswiltshire.co.uk/news/10495599.Man_dies_after_being_hit_by_train/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4564</th>\n",
       "      <td>Wiltshire News / This Is Wiltshire</td>\n",
       "      <td>http://www.thisiswiltshire.co.uk/news/11155909.The_family_fun_day_for_our_Give_Us_A_Chance_appeal_finds_a_bigger_venue/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4814</th>\n",
       "      <td>Wiltshire News / This Is Wiltshire</td>\n",
       "      <td>http://www.thisiswiltshire.co.uk/NEWs/11419651.Country_pursuits_and_activities_on_show_in_Devizes/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4943</th>\n",
       "      <td>Wiltshire News / This Is Wiltshire</td>\n",
       "      <td>http://www.thisiswiltshire.co.uk/news/11153475.Lifelong_seafarer_is_awarded_Arctic_Star/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5573</th>\n",
       "      <td>Wiltshire News / This Is Wiltshire</td>\n",
       "      <td>http://www.thisiswiltshire.co.uk/news/11300624.Lottery_funding_allows_town_to_mark_Great_War/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6395</th>\n",
       "      <td>Wiltshire News / This Is Wiltshire</td>\n",
       "      <td>http://www.thisiswiltshire.co.uk/news/10974088.Appeal_starts_for_shamed_Trowbridge_snooker_star/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6568</th>\n",
       "      <td>Wiltshire News / This Is Wiltshire</td>\n",
       "      <td>http://www.thisiswiltshire.co.uk/news/11556950.Melksham_yarn_bombers_get_needled/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6573</th>\n",
       "      <td>Wiltshire News / This Is Wiltshire</td>\n",
       "      <td>http://www.thisiswiltshire.co.uk/news/11500463.World_champion_Shelley_expecting_second_child/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7003</th>\n",
       "      <td>Wiltshire News / This Is Wiltshire</td>\n",
       "      <td>http://www.thisiswiltshire.co.uk/NEWS/11631174.Tax_precept__to_increase_even_higher/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7635</th>\n",
       "      <td>Wiltshire News / This Is Wiltshire</td>\n",
       "      <td>http://www.thisiswiltshire.co.uk/NEWs/11136891.Locals_help_Sherston_s_Rattlebone_Inn_rise_from_ashes/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7662</th>\n",
       "      <td>Wiltshire News / This Is Wiltshire</td>\n",
       "      <td>http://www.thisiswiltshire.co.uk/news/11415091.It_s__jolly_good_fun/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7734</th>\n",
       "      <td>Wiltshire News / This Is Wiltshire</td>\n",
       "      <td>http://www.thisiswiltshire.co.uk/news/11386688.Neighbours_woken_by_blasts_like_gunfire_as_car_catches_alight_on_garage_forecourt_in_Marlborough/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7921</th>\n",
       "      <td>Wiltshire News / This Is Wiltshire</td>\n",
       "      <td>http://www.thisiswiltshire.co.uk/news/10782571.Five_vehicle_crash_in_Royal_Wootton_Bassett/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8459</th>\n",
       "      <td>Wiltshire News / This Is Wiltshire</td>\n",
       "      <td>http://www.thisiswiltshire.co.uk/news/11149302.Explore_and_join_Easter_egg_hunt_at_park/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9341</th>\n",
       "      <td>Wiltshire News / This Is Wiltshire</td>\n",
       "      <td>http://www.thisiswiltshire.co.uk/NEWs/11139985.Union_to_protest_over_Next_s_pay_offer_after___695m_profits/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9932</th>\n",
       "      <td>Wiltshire News / This Is Wiltshire</td>\n",
       "      <td>http://www.thisiswiltshire.co.uk/news/10784185.Bradford_on_Avon_man_in_court_over_police_car_chase/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10751</th>\n",
       "      <td>Wiltshire News / This Is Wiltshire</td>\n",
       "      <td>http://www.thisiswiltshire.co.uk/news/11397796.Brave_hearted_Westbury_boy/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10804</th>\n",
       "      <td>Wiltshire News / This Is Wiltshire</td>\n",
       "      <td>http://www.thisiswiltshire.co.uk/news/headlines/9634369.Inquiry_into_gardener___s_work_death</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10833</th>\n",
       "      <td>Wiltshire News / This Is Wiltshire</td>\n",
       "      <td>http://www.thisiswiltshire.co.uk/news/10782477.Morning_fire_strike_passes_with_no_incidents/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12266</th>\n",
       "      <td>Wiltshire News / This Is Wiltshire</td>\n",
       "      <td>http://www.thisiswiltshire.co.uk/news/10501264.Six_years_for____prank____that_led_to_death/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5702134</th>\n",
       "      <td>Wiltshire News / This Is Wiltshire</td>\n",
       "      <td>http://www.thisiswiltshire.co.uk/news/headlines/9775298.Back_your_fancy_and_watch_the_donkeys_run_at_Westbury_event</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5702361</th>\n",
       "      <td>Wiltshire News / This Is Wiltshire</td>\n",
       "      <td>http://www.thisiswiltshire.co.uk/news/10876103.Knees__Store_at_heart_of_town_since_1879/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5703838</th>\n",
       "      <td>Wiltshire News / This Is Wiltshire</td>\n",
       "      <td>http://www.thisiswiltshire.co.uk/news/10912066.Arrest_warrant_issued_over_Devizes_Poppy_Appeal_box_theft/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5704233</th>\n",
       "      <td>Wiltshire News / This Is Wiltshire</td>\n",
       "      <td>http://www.thisiswiltshire.co.uk/news/10446749.Cigarettes_stolen_in_high_value_raid/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5704815</th>\n",
       "      <td>Wiltshire News / This Is Wiltshire</td>\n",
       "      <td>http://www.thisiswiltshire.co.uk/news/10905266.70th_birthday_celebration_for_Swindon_performing_arts_school/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5705873</th>\n",
       "      <td>Wiltshire News / This Is Wiltshire</td>\n",
       "      <td>http://www.thisiswiltshire.co.uk/news/11637886.Firefighters_ready_for_another_24_hour_strike_over_service___s_pension_plans/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5706640</th>\n",
       "      <td>Wiltshire News / This Is Wiltshire</td>\n",
       "      <td>http://www.thisiswiltshire.co.uk/news/10945877.Wiltshire_councillor_apologises_over_failings_of_new_app/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5706790</th>\n",
       "      <td>Wiltshire News / This Is Wiltshire</td>\n",
       "      <td>http://www.thisiswiltshire.co.uk/news/11437637.Old_Town_care_home_exposed_in_damning_inspection/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5707081</th>\n",
       "      <td>Wiltshire News / This Is Wiltshire</td>\n",
       "      <td>http://www.thisiswiltshire.co.uk/news/11266281.Man_in_Trowbridge_multi_storey_car_park_fall_dies/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5707144</th>\n",
       "      <td>Wiltshire News / This Is Wiltshire</td>\n",
       "      <td>http://www.thisiswiltshire.co.uk/news/11196433.Drama_group_about_to_face_its_final_act/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5707353</th>\n",
       "      <td>Wiltshire News / This Is Wiltshire</td>\n",
       "      <td>http://www.thisiswiltshire.co.uk/news/11210434.Hospital_theatre_nurses_avert_pay_cut/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5707452</th>\n",
       "      <td>Wiltshire News / This Is Wiltshire</td>\n",
       "      <td>http://www.thisiswiltshire.co.uk/NEWs/11468362.Work_begins_on_new_retirement_apartments_in_Corsham/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5707554</th>\n",
       "      <td>Wiltshire News / This Is Wiltshire</td>\n",
       "      <td>http://www.thisiswiltshire.co.uk/news/11200075.Search_for_kin__of_bookmark_tribute_soldier/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5707622</th>\n",
       "      <td>Wiltshire News / This Is Wiltshire</td>\n",
       "      <td>http://www.thisiswiltshire.co.uk/NEWS/11630007.Youth_urged_to_have_their_say/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5708164</th>\n",
       "      <td>Wiltshire News / This Is Wiltshire</td>\n",
       "      <td>http://www.thisiswiltshire.co.uk/news/11218972.Beauty_team_to_join_the_race_for_life/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5708434</th>\n",
       "      <td>Wiltshire News / This Is Wiltshire</td>\n",
       "      <td>http://www.thisiswiltshire.co.uk/news/10585332.Relay_puts_Melksham_school_on_track_for_great_results/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5708662</th>\n",
       "      <td>Wiltshire News / This Is Wiltshire</td>\n",
       "      <td>http://www.thisiswiltshire.co.uk/sport/sportheadlines/9707286.Nationwide_taste_victory_against_Wootton_Bassett</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5708906</th>\n",
       "      <td>Wiltshire News / This Is Wiltshire</td>\n",
       "      <td>http://www.thisiswiltshire.co.uk/news/11102293.Teachers__strike__Royal_Wootton_Bassett_Academy_closed/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5709070</th>\n",
       "      <td>Wiltshire News / This Is Wiltshire</td>\n",
       "      <td>http://www.thisiswiltshire.co.uk/news/11519203.Conman_who_posed_as_air_pilot_on_dating_websites_jailed/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5709121</th>\n",
       "      <td>Wiltshire News / This Is Wiltshire</td>\n",
       "      <td>http://www.thisiswiltshire.co.uk/news/headlines/9663592.Town_fans_joy_at_gaining_promotion</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5710082</th>\n",
       "      <td>Wiltshire News / This Is Wiltshire</td>\n",
       "      <td>http://www.thisiswiltshire.co.uk/news/11395454.Funds_in_place_for_forensics_merger/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5710765</th>\n",
       "      <td>Wiltshire News / This Is Wiltshire</td>\n",
       "      <td>http://www.thisiswiltshire.co.uk/news/10632895.Magic_Roundabout_is_about_to_get_scarier/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5710855</th>\n",
       "      <td>Wiltshire News / This Is Wiltshire</td>\n",
       "      <td>http://www.thisiswiltshire.co.uk/news/10483520.Westbury_hosts_French_choir_s_visit/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5710872</th>\n",
       "      <td>Wiltshire News / This Is Wiltshire</td>\n",
       "      <td>http://www.thisiswiltshire.co.uk/news/11194985.Carnival_charmers/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5711267</th>\n",
       "      <td>Wiltshire News / This Is Wiltshire</td>\n",
       "      <td>http://www.thisiswiltshire.co.uk/news/11223136.Police_divers_ready_to_end_pond_search_after_Sian_O_Callaghan_murder_case_finds/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5711660</th>\n",
       "      <td>Wiltshire News / This Is Wiltshire</td>\n",
       "      <td>http://www.thisiswiltshire.co.uk/news/10583344.Bus_passengers_can_connect_online/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712345</th>\n",
       "      <td>Wiltshire News / This Is Wiltshire</td>\n",
       "      <td>http://www.thisiswiltshire.co.uk/news/11766333.College_and_school_plan_special_football_facilities/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712412</th>\n",
       "      <td>Wiltshire News / This Is Wiltshire</td>\n",
       "      <td>http://www.thisiswiltshire.co.uk/news/10484241.Chudley_trial__Penniless_former_lover_tells_jury_he_was_a_control__freak/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712715</th>\n",
       "      <td>Wiltshire News / This Is Wiltshire</td>\n",
       "      <td>http://www.thisiswiltshire.co.uk/news/10839333.Peter_Pan_stars_to_make_it_a_magical_festive_switch_on_in_Bradford/?ref=rss</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5712794</th>\n",
       "      <td>Wiltshire News / This Is Wiltshire</td>\n",
       "      <td>http://www.thisiswiltshire.co.uk/news/11007580.Milestones_for_young_Corsham_runners/?ref=rss</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>16537 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 sourceName  \\\n",
       "42       Wiltshire News / This Is Wiltshire   \n",
       "483      Wiltshire News / This Is Wiltshire   \n",
       "565      Wiltshire News / This Is Wiltshire   \n",
       "721      Wiltshire News / This Is Wiltshire   \n",
       "1703     Wiltshire News / This Is Wiltshire   \n",
       "1824     Wiltshire News / This Is Wiltshire   \n",
       "2969     Wiltshire News / This Is Wiltshire   \n",
       "3186     Wiltshire News / This Is Wiltshire   \n",
       "3615     Wiltshire News / This Is Wiltshire   \n",
       "3745     Wiltshire News / This Is Wiltshire   \n",
       "4543     Wiltshire News / This Is Wiltshire   \n",
       "4564     Wiltshire News / This Is Wiltshire   \n",
       "4814     Wiltshire News / This Is Wiltshire   \n",
       "4943     Wiltshire News / This Is Wiltshire   \n",
       "5573     Wiltshire News / This Is Wiltshire   \n",
       "6395     Wiltshire News / This Is Wiltshire   \n",
       "6568     Wiltshire News / This Is Wiltshire   \n",
       "6573     Wiltshire News / This Is Wiltshire   \n",
       "7003     Wiltshire News / This Is Wiltshire   \n",
       "7635     Wiltshire News / This Is Wiltshire   \n",
       "7662     Wiltshire News / This Is Wiltshire   \n",
       "7734     Wiltshire News / This Is Wiltshire   \n",
       "7921     Wiltshire News / This Is Wiltshire   \n",
       "8459     Wiltshire News / This Is Wiltshire   \n",
       "9341     Wiltshire News / This Is Wiltshire   \n",
       "9932     Wiltshire News / This Is Wiltshire   \n",
       "10751    Wiltshire News / This Is Wiltshire   \n",
       "10804    Wiltshire News / This Is Wiltshire   \n",
       "10833    Wiltshire News / This Is Wiltshire   \n",
       "12266    Wiltshire News / This Is Wiltshire   \n",
       "...                                     ...   \n",
       "5702134  Wiltshire News / This Is Wiltshire   \n",
       "5702361  Wiltshire News / This Is Wiltshire   \n",
       "5703838  Wiltshire News / This Is Wiltshire   \n",
       "5704233  Wiltshire News / This Is Wiltshire   \n",
       "5704815  Wiltshire News / This Is Wiltshire   \n",
       "5705873  Wiltshire News / This Is Wiltshire   \n",
       "5706640  Wiltshire News / This Is Wiltshire   \n",
       "5706790  Wiltshire News / This Is Wiltshire   \n",
       "5707081  Wiltshire News / This Is Wiltshire   \n",
       "5707144  Wiltshire News / This Is Wiltshire   \n",
       "5707353  Wiltshire News / This Is Wiltshire   \n",
       "5707452  Wiltshire News / This Is Wiltshire   \n",
       "5707554  Wiltshire News / This Is Wiltshire   \n",
       "5707622  Wiltshire News / This Is Wiltshire   \n",
       "5708164  Wiltshire News / This Is Wiltshire   \n",
       "5708434  Wiltshire News / This Is Wiltshire   \n",
       "5708662  Wiltshire News / This Is Wiltshire   \n",
       "5708906  Wiltshire News / This Is Wiltshire   \n",
       "5709070  Wiltshire News / This Is Wiltshire   \n",
       "5709121  Wiltshire News / This Is Wiltshire   \n",
       "5710082  Wiltshire News / This Is Wiltshire   \n",
       "5710765  Wiltshire News / This Is Wiltshire   \n",
       "5710855  Wiltshire News / This Is Wiltshire   \n",
       "5710872  Wiltshire News / This Is Wiltshire   \n",
       "5711267  Wiltshire News / This Is Wiltshire   \n",
       "5711660  Wiltshire News / This Is Wiltshire   \n",
       "5712345  Wiltshire News / This Is Wiltshire   \n",
       "5712412  Wiltshire News / This Is Wiltshire   \n",
       "5712715  Wiltshire News / This Is Wiltshire   \n",
       "5712794  Wiltshire News / This Is Wiltshire   \n",
       "\n",
       "                                                                                                                                                              url  \n",
       "42                                                  http://www.thisiswiltshire.co.uk/news/11409484.Rail_passengers_facing_a_chaotic_Bank_Holiday_weekend/?ref=rss  \n",
       "483                                                              http://www.thisiswiltshire.co.uk/news/10993755.__2_5m_Lotto_windfall_boosts_town_groups/?ref=rss  \n",
       "565                                                            http://www.thisiswiltshire.co.uk/NEWS/11640190.Boxes_lift_lid_on_a_happy_global_Christmas/?ref=rss  \n",
       "721                                                                  http://www.thisiswiltshire.co.uk/news/11071335.Housing_plans_for_Yatesbury_airfield/?ref=rss  \n",
       "1703                                                         http://www.thisiswiltshire.co.uk/news/10599939.Devizes_gallery_returning_after_long_absence/?ref=rss  \n",
       "1824                        http://www.thisiswiltshire.co.uk/news/11644707.VIDEO__Police_search_field_in_bid_to_find_items_belonging_to_Sian_O_Callaghan/?ref=rss  \n",
       "2969                                                 http://www.thisiswiltshire.co.uk/news/11393908.International_conductor_from_Devizes_killed_in_crash/?ref=rss  \n",
       "3186                                                                           http://www.thisiswiltshire.co.uk/news/11187595.On_a_roll_with_new_minibus/?ref=rss  \n",
       "3615                                                                   http://www.thisiswiltshire.co.uk/news/11635709.Dancers_bring_in__cash_for_charity/?ref=rss  \n",
       "3745                                                                          http://www.thisiswiltshire.co.uk/news/11428778.Police_chase__fraud_suspect/?ref=rss  \n",
       "4543                                                                    http://www.thisiswiltshire.co.uk/news/10495599.Man_dies_after_being_hit_by_train/?ref=rss  \n",
       "4564                              http://www.thisiswiltshire.co.uk/news/11155909.The_family_fun_day_for_our_Give_Us_A_Chance_appeal_finds_a_bigger_venue/?ref=rss  \n",
       "4814                                                   http://www.thisiswiltshire.co.uk/NEWs/11419651.Country_pursuits_and_activities_on_show_in_Devizes/?ref=rss  \n",
       "4943                                                             http://www.thisiswiltshire.co.uk/news/11153475.Lifelong_seafarer_is_awarded_Arctic_Star/?ref=rss  \n",
       "5573                                                        http://www.thisiswiltshire.co.uk/news/11300624.Lottery_funding_allows_town_to_mark_Great_War/?ref=rss  \n",
       "6395                                                     http://www.thisiswiltshire.co.uk/news/10974088.Appeal_starts_for_shamed_Trowbridge_snooker_star/?ref=rss  \n",
       "6568                                                                    http://www.thisiswiltshire.co.uk/news/11556950.Melksham_yarn_bombers_get_needled/?ref=rss  \n",
       "6573                                                        http://www.thisiswiltshire.co.uk/news/11500463.World_champion_Shelley_expecting_second_child/?ref=rss  \n",
       "7003                                                                 http://www.thisiswiltshire.co.uk/NEWS/11631174.Tax_precept__to_increase_even_higher/?ref=rss  \n",
       "7635                                                http://www.thisiswiltshire.co.uk/NEWs/11136891.Locals_help_Sherston_s_Rattlebone_Inn_rise_from_ashes/?ref=rss  \n",
       "7662                                                                                 http://www.thisiswiltshire.co.uk/news/11415091.It_s__jolly_good_fun/?ref=rss  \n",
       "7734     http://www.thisiswiltshire.co.uk/news/11386688.Neighbours_woken_by_blasts_like_gunfire_as_car_catches_alight_on_garage_forecourt_in_Marlborough/?ref=rss  \n",
       "7921                                                          http://www.thisiswiltshire.co.uk/news/10782571.Five_vehicle_crash_in_Royal_Wootton_Bassett/?ref=rss  \n",
       "8459                                                             http://www.thisiswiltshire.co.uk/news/11149302.Explore_and_join_Easter_egg_hunt_at_park/?ref=rss  \n",
       "9341                                          http://www.thisiswiltshire.co.uk/NEWs/11139985.Union_to_protest_over_Next_s_pay_offer_after___695m_profits/?ref=rss  \n",
       "9932                                                  http://www.thisiswiltshire.co.uk/news/10784185.Bradford_on_Avon_man_in_court_over_police_car_chase/?ref=rss  \n",
       "10751                                                                          http://www.thisiswiltshire.co.uk/news/11397796.Brave_hearted_Westbury_boy/?ref=rss  \n",
       "10804                                                                http://www.thisiswiltshire.co.uk/news/headlines/9634369.Inquiry_into_gardener___s_work_death  \n",
       "10833                                                        http://www.thisiswiltshire.co.uk/news/10782477.Morning_fire_strike_passes_with_no_incidents/?ref=rss  \n",
       "12266                                                         http://www.thisiswiltshire.co.uk/news/10501264.Six_years_for____prank____that_led_to_death/?ref=rss  \n",
       "...                                                                                                                                                           ...  \n",
       "5702134                                       http://www.thisiswiltshire.co.uk/news/headlines/9775298.Back_your_fancy_and_watch_the_donkeys_run_at_Westbury_event  \n",
       "5702361                                                          http://www.thisiswiltshire.co.uk/news/10876103.Knees__Store_at_heart_of_town_since_1879/?ref=rss  \n",
       "5703838                                         http://www.thisiswiltshire.co.uk/news/10912066.Arrest_warrant_issued_over_Devizes_Poppy_Appeal_box_theft/?ref=rss  \n",
       "5704233                                                              http://www.thisiswiltshire.co.uk/news/10446749.Cigarettes_stolen_in_high_value_raid/?ref=rss  \n",
       "5704815                                      http://www.thisiswiltshire.co.uk/news/10905266.70th_birthday_celebration_for_Swindon_performing_arts_school/?ref=rss  \n",
       "5705873                      http://www.thisiswiltshire.co.uk/news/11637886.Firefighters_ready_for_another_24_hour_strike_over_service___s_pension_plans/?ref=rss  \n",
       "5706640                                          http://www.thisiswiltshire.co.uk/news/10945877.Wiltshire_councillor_apologises_over_failings_of_new_app/?ref=rss  \n",
       "5706790                                                  http://www.thisiswiltshire.co.uk/news/11437637.Old_Town_care_home_exposed_in_damning_inspection/?ref=rss  \n",
       "5707081                                                 http://www.thisiswiltshire.co.uk/news/11266281.Man_in_Trowbridge_multi_storey_car_park_fall_dies/?ref=rss  \n",
       "5707144                                                           http://www.thisiswiltshire.co.uk/news/11196433.Drama_group_about_to_face_its_final_act/?ref=rss  \n",
       "5707353                                                             http://www.thisiswiltshire.co.uk/news/11210434.Hospital_theatre_nurses_avert_pay_cut/?ref=rss  \n",
       "5707452                                               http://www.thisiswiltshire.co.uk/NEWs/11468362.Work_begins_on_new_retirement_apartments_in_Corsham/?ref=rss  \n",
       "5707554                                                       http://www.thisiswiltshire.co.uk/news/11200075.Search_for_kin__of_bookmark_tribute_soldier/?ref=rss  \n",
       "5707622                                                                     http://www.thisiswiltshire.co.uk/NEWS/11630007.Youth_urged_to_have_their_say/?ref=rss  \n",
       "5708164                                                             http://www.thisiswiltshire.co.uk/news/11218972.Beauty_team_to_join_the_race_for_life/?ref=rss  \n",
       "5708434                                             http://www.thisiswiltshire.co.uk/news/10585332.Relay_puts_Melksham_school_on_track_for_great_results/?ref=rss  \n",
       "5708662                                            http://www.thisiswiltshire.co.uk/sport/sportheadlines/9707286.Nationwide_taste_victory_against_Wootton_Bassett  \n",
       "5708906                                            http://www.thisiswiltshire.co.uk/news/11102293.Teachers__strike__Royal_Wootton_Bassett_Academy_closed/?ref=rss  \n",
       "5709070                                           http://www.thisiswiltshire.co.uk/news/11519203.Conman_who_posed_as_air_pilot_on_dating_websites_jailed/?ref=rss  \n",
       "5709121                                                                http://www.thisiswiltshire.co.uk/news/headlines/9663592.Town_fans_joy_at_gaining_promotion  \n",
       "5710082                                                               http://www.thisiswiltshire.co.uk/news/11395454.Funds_in_place_for_forensics_merger/?ref=rss  \n",
       "5710765                                                          http://www.thisiswiltshire.co.uk/news/10632895.Magic_Roundabout_is_about_to_get_scarier/?ref=rss  \n",
       "5710855                                                               http://www.thisiswiltshire.co.uk/news/10483520.Westbury_hosts_French_choir_s_visit/?ref=rss  \n",
       "5710872                                                                                 http://www.thisiswiltshire.co.uk/news/11194985.Carnival_charmers/?ref=rss  \n",
       "5711267                   http://www.thisiswiltshire.co.uk/news/11223136.Police_divers_ready_to_end_pond_search_after_Sian_O_Callaghan_murder_case_finds/?ref=rss  \n",
       "5711660                                                                 http://www.thisiswiltshire.co.uk/news/10583344.Bus_passengers_can_connect_online/?ref=rss  \n",
       "5712345                                               http://www.thisiswiltshire.co.uk/news/11766333.College_and_school_plan_special_football_facilities/?ref=rss  \n",
       "5712412                          http://www.thisiswiltshire.co.uk/news/10484241.Chudley_trial__Penniless_former_lover_tells_jury_he_was_a_control__freak/?ref=rss  \n",
       "5712715                                http://www.thisiswiltshire.co.uk/news/10839333.Peter_Pan_stars_to_make_it_a_magical_festive_switch_on_in_Bradford/?ref=rss  \n",
       "5712794                                                              http://www.thisiswiltshire.co.uk/news/11007580.Milestones_for_young_Corsham_runners/?ref=rss  \n",
       "\n",
       "[16537 rows x 2 columns]"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.set_option('display.max_colwidth', 250)\n",
    "tdf = df[df.url.str.contains('thisiswiltshire.co.uk') == True][['sourceName', 'url']]\n",
    "tdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "sourceName\n",
       "Wiltshire News / This Is Wiltshire    16537\n",
       "dtype: int64"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tdf.groupby('sourceName').size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>Kingston Guardian</td>\n",
       "      <td>http://www.yourlocalguardian.co.uk/news/local/topstories/4082437.Protesters_take_campaign_to_Commons_ahead_of_Heathrow_vote</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>Epsom Guardian</td>\n",
       "      <td>http://www.yourlocalguardian.co.uk/news/local/topstories/3609978.Deen_City_Farm_s_Alpacas_are_due_a_haircut</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>257</th>\n",
       "      <td>Guardian Local</td>\n",
       "      <td>http://www.yourlocalguardian.co.uk/testarea/movienerd/fromthevault/8633542.From_the_Vault__Hologram_Man__1995_/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319</th>\n",
       "      <td>Epsom Guardian</td>\n",
       "      <td>http://www.yourlocalguardian.co.uk/news/local/topstories/4162878.Woman_airlifted_to_hospital_after_getting_trapped_under_train</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>608</th>\n",
       "      <td>Kingston Guardian</td>\n",
       "      <td>http://www.yourlocalguardian.co.uk/news/local/topstories/4516111.Joke_from_playwright_Shaw_unearthed_in_Wimbledon</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2875</th>\n",
       "      <td>Kingston Guardian</td>\n",
       "      <td>http://www.yourlocalguardian.co.uk/news/local/topstories/4647830.Walton_teenager_admits_aggravated_burglary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3267</th>\n",
       "      <td>Guardian Local</td>\n",
       "      <td>http://www.yourlocalguardian.co.uk/news/local/topstories/9772023.Hydrangea_rage_granny_gets_community_order</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3379</th>\n",
       "      <td>Kingston Guardian</td>\n",
       "      <td>http://www.yourlocalguardian.co.uk/news/local/topstories/4682268.Sad_loss_of_a__fantastic__daughter__says_mum</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3429</th>\n",
       "      <td>Epsom Guardian</td>\n",
       "      <td>http://www.yourlocalguardian.co.uk/news/local/topstories/4461635.Tooting_arson_death__teenagers_key_to_solving_murder</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4080</th>\n",
       "      <td>Kingston Guardian</td>\n",
       "      <td>http://www.yourlocalguardian.co.uk/news/local/topstories/4160465.Valentine_s_murder_suspect__was_scared__of_victim</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4477</th>\n",
       "      <td>Epsom Guardian</td>\n",
       "      <td>http://www.yourlocalguardian.co.uk/news/local/topstories/4108346.Stay_of_execution_for_Kingston_disability_taxi_service</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4828</th>\n",
       "      <td>Guardian Local</td>\n",
       "      <td>http://www.yourlocalguardian.co.uk/news/local/topstories/10484149.Holi_Festival_of_Colours_to_light_up_Battersea_Power_Station</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5963</th>\n",
       "      <td>Epsom Guardian</td>\n",
       "      <td>http://www.yourlocalguardian.co.uk/news/local/topstories/4069292.Anger_at_Richmond_Park_parking_charge_plan</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6718</th>\n",
       "      <td>Epsom Guardian</td>\n",
       "      <td>http://www.yourlocalguardian.co.uk/news/local/topstories/4523260.Croydon_MP_given_honorary_doctorate</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7558</th>\n",
       "      <td>Kingston Guardian</td>\n",
       "      <td>http://www.yourlocalguardian.co.uk/news/local/topstories/4455330.Couple_celebrate_an_incredible_70_years_of_marriage</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7879</th>\n",
       "      <td>Guardian Local</td>\n",
       "      <td>http://www.yourlocalguardian.co.uk/news/local/topstories/10486206.Man_guilty_of_displaying__Asians_only__sign</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10047</th>\n",
       "      <td>Kingston Guardian</td>\n",
       "      <td>http://www.yourlocalguardian.co.uk/news/local/topstories/4208046.Banks_must_help_London_through_recession__says_Boris_Johnson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10807</th>\n",
       "      <td>Epsom Guardian</td>\n",
       "      <td>http://www.yourlocalguardian.co.uk/news/local/topstories/3853802.Former_Tory_MP_Andrew_Pelling_joins_Labour_fundraiser</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12198</th>\n",
       "      <td>Epsom Guardian</td>\n",
       "      <td>http://www.yourlocalguardian.co.uk/news/local/topstories/4140016.Streatham_and_Clapham_students_smash_sport_record</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12694</th>\n",
       "      <td>Kingston Guardian</td>\n",
       "      <td>http://www.yourlocalguardian.co.uk/news/local/topstories/3640262.New_plan_for_removing_roadside_tributes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12978</th>\n",
       "      <td>Guardian Local</td>\n",
       "      <td>http://www.yourlocalguardian.co.uk/news/local/topstories/10135492.Firefighters_cut_roof_from_car_after_crash</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14499</th>\n",
       "      <td>Guardian Local</td>\n",
       "      <td>http://www.yourlocalguardian.co.uk/sport/rugby/9411891.Platt_key_to_Richmond_surge/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14812</th>\n",
       "      <td>Kingston Guardian</td>\n",
       "      <td>http://www.yourlocalguardian.co.uk/news/local/topstories/4485799.Boris_hands_over_keys_to_new_Croydon_eco_homes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15738</th>\n",
       "      <td>Guardian Local</td>\n",
       "      <td>http://www.yourlocalguardian.co.uk/news/local/topstories/10345719.Judgment_day_set_for_South_London_incinerator</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16164</th>\n",
       "      <td>Epsom Guardian</td>\n",
       "      <td>http://www.yourlocalguardian.co.uk/news/local/topstories/4210381.Nurse_in_bid_to_have_UK_s_first_debaptism</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16455</th>\n",
       "      <td>Epsom Guardian</td>\n",
       "      <td>http://www.yourlocalguardian.co.uk/news/local/topstories/4554618.Burma_Star_war_veterans_remember_fallen_comrades</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16740</th>\n",
       "      <td>Kingston Guardian</td>\n",
       "      <td>http://www.yourlocalguardian.co.uk/news/local/topstories/4650443.Commuters__enlightenment____on_Platform_One</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17515</th>\n",
       "      <td>Guardian Local</td>\n",
       "      <td>http://www.yourlocalguardian.co.uk/sport/rugby/9362502.Welsh_cup_challenge_back_on_track/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17538</th>\n",
       "      <td>Epsom Guardian</td>\n",
       "      <td>http://www.yourlocalguardian.co.uk/news/local/topstories/3744788.Guide_dog_owner_accused_of_beating_shopkeeper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17793</th>\n",
       "      <td>Guardian Local</td>\n",
       "      <td>http://www.yourlocalguardian.co.uk/news/local/topstories/10488092.St_Helier_Hospital_chief_executive_goes_live_on_air/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5689551</th>\n",
       "      <td>Epsom Guardian</td>\n",
       "      <td>http://www.yourlocalguardian.co.uk/news/local/topstories/3674822.Herne_Hill_teen_handed_suspended_sentence_after_Taser_charge</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5690011</th>\n",
       "      <td>Guardian Local</td>\n",
       "      <td>http://www.yourlocalguardian.co.uk/sport/football/nonleague/other/9489509.QPR_set_to_sign_Kingston_teenager/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5690591</th>\n",
       "      <td>Guardian Local</td>\n",
       "      <td>http://www.yourlocalguardian.co.uk/news/local/topstories/10489977.Widower_discovers_giant_mound_of_dirt_dumped_on_wife_s_grave</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5690628</th>\n",
       "      <td>Guardian Local</td>\n",
       "      <td>http://www.yourlocalguardian.co.uk/sport/rugby/9411954.Brown__Welsh_keep_fans_on_their_toes/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5690760</th>\n",
       "      <td>Guardian Local</td>\n",
       "      <td>http://www.yourlocalguardian.co.uk/sport/rugby/9486963.Old_Walcountians_out_of_Surrey_Shield/r/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5691382</th>\n",
       "      <td>Guardian Local</td>\n",
       "      <td>http://www.yourlocalguardian.co.uk/news/local/wimbledonnews/9503792.New_bar_in_fresh_start_after_drugs_bust/r/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5692051</th>\n",
       "      <td>Guardian Local</td>\n",
       "      <td>http://www.yourlocalguardian.co.uk/news/local/topstories/9746092.Update_on_the___219m_promised_to_St_Helier</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5692140</th>\n",
       "      <td>Epsom Guardian</td>\n",
       "      <td>http://www.yourlocalguardian.co.uk/news/local/topstories/4125763.Woman_murdered_in_Mitcham_shop</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5693249</th>\n",
       "      <td>Epsom Guardian</td>\n",
       "      <td>http://www.yourlocalguardian.co.uk/news/local/topstories/4527539.Croydon_s_Imogin_Appiah_saved_by_revolutionary_new_treatment</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5694820</th>\n",
       "      <td>Guardian Local</td>\n",
       "      <td>http://www.yourlocalguardian.co.uk/news/local/topstories/9742843.Machete_wielding_maniac_in_horror_attack_which_left_five_men_injured</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5695053</th>\n",
       "      <td>Guardian Local</td>\n",
       "      <td>http://www.yourlocalguardian.co.uk/news/local/topstories/10367244.Twickenham_councillor_denies_she_lives_in_Cornwall</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5695396</th>\n",
       "      <td>Wimbledon Guardian</td>\n",
       "      <td>http://www.yourlocalguardian.co.uk/news/9491371.Man_charged_with_Oxford_Street_murder_of_Seydou_Diarrassouba</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5696198</th>\n",
       "      <td>Guardian Local</td>\n",
       "      <td>http://www.yourlocalguardian.co.uk/news/local/topstories/9849008.Friends_fear_Crystal_Palace_director_was_assassinated</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5696316</th>\n",
       "      <td>Wimbledon Guardian</td>\n",
       "      <td>http://www.yourlocalguardian.co.uk/news/9448937.Tram_rant_accused_faces_further_charge</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5698303</th>\n",
       "      <td>Kingston Guardian</td>\n",
       "      <td>http://www.yourlocalguardian.co.uk/news/local/kingstonnews/3972842.Man_jailed_for_homophobic_murder</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5698392</th>\n",
       "      <td>Wimbledon Guardian</td>\n",
       "      <td>http://www.yourlocalguardian.co.uk/news/9491498.Croydon_North_MP_calls_for_police_investigation_into_Croydoc_after_damning_report</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5699610</th>\n",
       "      <td>Epsom Guardian</td>\n",
       "      <td>http://www.yourlocalguardian.co.uk/news/local/topstories/3681773._Business_doesn_t_need_Heathrow___protesters</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5700166</th>\n",
       "      <td>Guardian Local</td>\n",
       "      <td>http://www.yourlocalguardian.co.uk/news/local/topstories/10189784.70_year_old_dies_after_motorcycle_collision</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5702800</th>\n",
       "      <td>Guardian Local</td>\n",
       "      <td>http://www.yourlocalguardian.co.uk/news/local/topstories/9848914.Amnesiac_seeks_lost_love_after_memory_returns</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5703142</th>\n",
       "      <td>Kingston Guardian</td>\n",
       "      <td>http://www.yourlocalguardian.co.uk/news/local/topstories/4694762.Two__stabbed__men_found_dead_in_flat</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5704588</th>\n",
       "      <td>Kingston Guardian</td>\n",
       "      <td>http://www.yourlocalguardian.co.uk/news/local/topstories/4169960.Derby_not_at_risk_despite_lack_of_sponsor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5706085</th>\n",
       "      <td>Guardian Local</td>\n",
       "      <td>http://www.yourlocalguardian.co.uk/news/local/topstories/9825816.Council_boss_quits_after_scathing_Ofsted_report</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5706974</th>\n",
       "      <td>Guardian Local</td>\n",
       "      <td>http://www.yourlocalguardian.co.uk/news/local/topstories/10479994.Will_St_George_s_Hospital_s_A_E_be_able_to_cope_if_Epsom_and_St_Helier_s_A_Es_are_axed_/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5707477</th>\n",
       "      <td>Epsom Guardian</td>\n",
       "      <td>http://www.yourlocalguardian.co.uk/news/local/topstories/4200705._Children__spark_High_Court_immigration_row</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5707703</th>\n",
       "      <td>Guardian Local</td>\n",
       "      <td>http://www.yourlocalguardian.co.uk/sport/rugby/9401903.Park_edge_another_victory/?ref=rs</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5708321</th>\n",
       "      <td>Guardian Local</td>\n",
       "      <td>http://www.yourlocalguardian.co.uk/news/local/topstories/10479554.Smiley_Culture__suddenly_without_warning__stabbed_himself_in_front_of_police__inquest_told/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5709582</th>\n",
       "      <td>Kingston Guardian</td>\n",
       "      <td>http://www.yourlocalguardian.co.uk/news/local/topstories/4225978.Crystal_Palace_had_own__Google_Street_View__a_decade_ago</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5710298</th>\n",
       "      <td>Epsom Guardian</td>\n",
       "      <td>http://www.yourlocalguardian.co.uk/news/local/topstories/4325522.Jail_for_teen_who_kept_machine_gun_in_rucksack</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5710904</th>\n",
       "      <td>Epsom Guardian</td>\n",
       "      <td>http://www.yourlocalguardian.co.uk/news/local/topstories/3963396.Merton_green_radio_boss_joins_London_eco_leaders</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5711695</th>\n",
       "      <td>Guardian Local</td>\n",
       "      <td>http://www.yourlocalguardian.co.uk/news/local/topstories/10475447.Police_launch_murder_inquiry_after_man__stabbed_to_death__on_Kingston_estate</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>9157 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                 sourceName  \\\n",
       "70        Kingston Guardian   \n",
       "140          Epsom Guardian   \n",
       "257          Guardian Local   \n",
       "319          Epsom Guardian   \n",
       "608       Kingston Guardian   \n",
       "2875      Kingston Guardian   \n",
       "3267         Guardian Local   \n",
       "3379      Kingston Guardian   \n",
       "3429         Epsom Guardian   \n",
       "4080      Kingston Guardian   \n",
       "4477         Epsom Guardian   \n",
       "4828         Guardian Local   \n",
       "5963         Epsom Guardian   \n",
       "6718         Epsom Guardian   \n",
       "7558      Kingston Guardian   \n",
       "7879         Guardian Local   \n",
       "10047     Kingston Guardian   \n",
       "10807        Epsom Guardian   \n",
       "12198        Epsom Guardian   \n",
       "12694     Kingston Guardian   \n",
       "12978        Guardian Local   \n",
       "14499        Guardian Local   \n",
       "14812     Kingston Guardian   \n",
       "15738        Guardian Local   \n",
       "16164        Epsom Guardian   \n",
       "16455        Epsom Guardian   \n",
       "16740     Kingston Guardian   \n",
       "17515        Guardian Local   \n",
       "17538        Epsom Guardian   \n",
       "17793        Guardian Local   \n",
       "...                     ...   \n",
       "5689551      Epsom Guardian   \n",
       "5690011      Guardian Local   \n",
       "5690591      Guardian Local   \n",
       "5690628      Guardian Local   \n",
       "5690760      Guardian Local   \n",
       "5691382      Guardian Local   \n",
       "5692051      Guardian Local   \n",
       "5692140      Epsom Guardian   \n",
       "5693249      Epsom Guardian   \n",
       "5694820      Guardian Local   \n",
       "5695053      Guardian Local   \n",
       "5695396  Wimbledon Guardian   \n",
       "5696198      Guardian Local   \n",
       "5696316  Wimbledon Guardian   \n",
       "5698303   Kingston Guardian   \n",
       "5698392  Wimbledon Guardian   \n",
       "5699610      Epsom Guardian   \n",
       "5700166      Guardian Local   \n",
       "5702800      Guardian Local   \n",
       "5703142   Kingston Guardian   \n",
       "5704588   Kingston Guardian   \n",
       "5706085      Guardian Local   \n",
       "5706974      Guardian Local   \n",
       "5707477      Epsom Guardian   \n",
       "5707703      Guardian Local   \n",
       "5708321      Guardian Local   \n",
       "5709582   Kingston Guardian   \n",
       "5710298      Epsom Guardian   \n",
       "5710904      Epsom Guardian   \n",
       "5711695      Guardian Local   \n",
       "\n",
       "                                                                                                                                                                   url  \n",
       "70                                         http://www.yourlocalguardian.co.uk/news/local/topstories/4082437.Protesters_take_campaign_to_Commons_ahead_of_Heathrow_vote  \n",
       "140                                                        http://www.yourlocalguardian.co.uk/news/local/topstories/3609978.Deen_City_Farm_s_Alpacas_are_due_a_haircut  \n",
       "257                                             http://www.yourlocalguardian.co.uk/testarea/movienerd/fromthevault/8633542.From_the_Vault__Hologram_Man__1995_/?ref=rs  \n",
       "319                                     http://www.yourlocalguardian.co.uk/news/local/topstories/4162878.Woman_airlifted_to_hospital_after_getting_trapped_under_train  \n",
       "608                                                  http://www.yourlocalguardian.co.uk/news/local/topstories/4516111.Joke_from_playwright_Shaw_unearthed_in_Wimbledon  \n",
       "2875                                                       http://www.yourlocalguardian.co.uk/news/local/topstories/4647830.Walton_teenager_admits_aggravated_burglary  \n",
       "3267                                                       http://www.yourlocalguardian.co.uk/news/local/topstories/9772023.Hydrangea_rage_granny_gets_community_order  \n",
       "3379                                                     http://www.yourlocalguardian.co.uk/news/local/topstories/4682268.Sad_loss_of_a__fantastic__daughter__says_mum  \n",
       "3429                                             http://www.yourlocalguardian.co.uk/news/local/topstories/4461635.Tooting_arson_death__teenagers_key_to_solving_murder  \n",
       "4080                                                http://www.yourlocalguardian.co.uk/news/local/topstories/4160465.Valentine_s_murder_suspect__was_scared__of_victim  \n",
       "4477                                           http://www.yourlocalguardian.co.uk/news/local/topstories/4108346.Stay_of_execution_for_Kingston_disability_taxi_service  \n",
       "4828                                    http://www.yourlocalguardian.co.uk/news/local/topstories/10484149.Holi_Festival_of_Colours_to_light_up_Battersea_Power_Station  \n",
       "5963                                                       http://www.yourlocalguardian.co.uk/news/local/topstories/4069292.Anger_at_Richmond_Park_parking_charge_plan  \n",
       "6718                                                              http://www.yourlocalguardian.co.uk/news/local/topstories/4523260.Croydon_MP_given_honorary_doctorate  \n",
       "7558                                              http://www.yourlocalguardian.co.uk/news/local/topstories/4455330.Couple_celebrate_an_incredible_70_years_of_marriage  \n",
       "7879                                                     http://www.yourlocalguardian.co.uk/news/local/topstories/10486206.Man_guilty_of_displaying__Asians_only__sign  \n",
       "10047                                    http://www.yourlocalguardian.co.uk/news/local/topstories/4208046.Banks_must_help_London_through_recession__says_Boris_Johnson  \n",
       "10807                                           http://www.yourlocalguardian.co.uk/news/local/topstories/3853802.Former_Tory_MP_Andrew_Pelling_joins_Labour_fundraiser  \n",
       "12198                                               http://www.yourlocalguardian.co.uk/news/local/topstories/4140016.Streatham_and_Clapham_students_smash_sport_record  \n",
       "12694                                                         http://www.yourlocalguardian.co.uk/news/local/topstories/3640262.New_plan_for_removing_roadside_tributes  \n",
       "12978                                                     http://www.yourlocalguardian.co.uk/news/local/topstories/10135492.Firefighters_cut_roof_from_car_after_crash  \n",
       "14499                                                                       http://www.yourlocalguardian.co.uk/sport/rugby/9411891.Platt_key_to_Richmond_surge/?ref=rs  \n",
       "14812                                                  http://www.yourlocalguardian.co.uk/news/local/topstories/4485799.Boris_hands_over_keys_to_new_Croydon_eco_homes  \n",
       "15738                                                  http://www.yourlocalguardian.co.uk/news/local/topstories/10345719.Judgment_day_set_for_South_London_incinerator  \n",
       "16164                                                       http://www.yourlocalguardian.co.uk/news/local/topstories/4210381.Nurse_in_bid_to_have_UK_s_first_debaptism  \n",
       "16455                                                http://www.yourlocalguardian.co.uk/news/local/topstories/4554618.Burma_Star_war_veterans_remember_fallen_comrades  \n",
       "16740                                                     http://www.yourlocalguardian.co.uk/news/local/topstories/4650443.Commuters__enlightenment____on_Platform_One  \n",
       "17515                                                                 http://www.yourlocalguardian.co.uk/sport/rugby/9362502.Welsh_cup_challenge_back_on_track/?ref=rs  \n",
       "17538                                                   http://www.yourlocalguardian.co.uk/news/local/topstories/3744788.Guide_dog_owner_accused_of_beating_shopkeeper  \n",
       "17793                                           http://www.yourlocalguardian.co.uk/news/local/topstories/10488092.St_Helier_Hospital_chief_executive_goes_live_on_air/  \n",
       "...                                                                                                                                                                ...  \n",
       "5689551                                  http://www.yourlocalguardian.co.uk/news/local/topstories/3674822.Herne_Hill_teen_handed_suspended_sentence_after_Taser_charge  \n",
       "5690011                                            http://www.yourlocalguardian.co.uk/sport/football/nonleague/other/9489509.QPR_set_to_sign_Kingston_teenager/?ref=rs  \n",
       "5690591                                 http://www.yourlocalguardian.co.uk/news/local/topstories/10489977.Widower_discovers_giant_mound_of_dirt_dumped_on_wife_s_grave  \n",
       "5690628                                                            http://www.yourlocalguardian.co.uk/sport/rugby/9411954.Brown__Welsh_keep_fans_on_their_toes/?ref=rs  \n",
       "5690760                                                         http://www.yourlocalguardian.co.uk/sport/rugby/9486963.Old_Walcountians_out_of_Surrey_Shield/r/?ref=rs  \n",
       "5691382                                          http://www.yourlocalguardian.co.uk/news/local/wimbledonnews/9503792.New_bar_in_fresh_start_after_drugs_bust/r/?ref=rs  \n",
       "5692051                                                    http://www.yourlocalguardian.co.uk/news/local/topstories/9746092.Update_on_the___219m_promised_to_St_Helier  \n",
       "5692140                                                                http://www.yourlocalguardian.co.uk/news/local/topstories/4125763.Woman_murdered_in_Mitcham_shop  \n",
       "5693249                                  http://www.yourlocalguardian.co.uk/news/local/topstories/4527539.Croydon_s_Imogin_Appiah_saved_by_revolutionary_new_treatment  \n",
       "5694820                          http://www.yourlocalguardian.co.uk/news/local/topstories/9742843.Machete_wielding_maniac_in_horror_attack_which_left_five_men_injured  \n",
       "5695053                                           http://www.yourlocalguardian.co.uk/news/local/topstories/10367244.Twickenham_councillor_denies_she_lives_in_Cornwall  \n",
       "5695396                                                   http://www.yourlocalguardian.co.uk/news/9491371.Man_charged_with_Oxford_Street_murder_of_Seydou_Diarrassouba  \n",
       "5696198                                         http://www.yourlocalguardian.co.uk/news/local/topstories/9849008.Friends_fear_Crystal_Palace_director_was_assassinated  \n",
       "5696316                                                                         http://www.yourlocalguardian.co.uk/news/9448937.Tram_rant_accused_faces_further_charge  \n",
       "5698303                                                            http://www.yourlocalguardian.co.uk/news/local/kingstonnews/3972842.Man_jailed_for_homophobic_murder  \n",
       "5698392                              http://www.yourlocalguardian.co.uk/news/9491498.Croydon_North_MP_calls_for_police_investigation_into_Croydoc_after_damning_report  \n",
       "5699610                                                  http://www.yourlocalguardian.co.uk/news/local/topstories/3681773._Business_doesn_t_need_Heathrow___protesters  \n",
       "5700166                                                  http://www.yourlocalguardian.co.uk/news/local/topstories/10189784.70_year_old_dies_after_motorcycle_collision  \n",
       "5702800                                                 http://www.yourlocalguardian.co.uk/news/local/topstories/9848914.Amnesiac_seeks_lost_love_after_memory_returns  \n",
       "5703142                                                          http://www.yourlocalguardian.co.uk/news/local/topstories/4694762.Two__stabbed__men_found_dead_in_flat  \n",
       "5704588                                                     http://www.yourlocalguardian.co.uk/news/local/topstories/4169960.Derby_not_at_risk_despite_lack_of_sponsor  \n",
       "5706085                                               http://www.yourlocalguardian.co.uk/news/local/topstories/9825816.Council_boss_quits_after_scathing_Ofsted_report  \n",
       "5706974     http://www.yourlocalguardian.co.uk/news/local/topstories/10479994.Will_St_George_s_Hospital_s_A_E_be_able_to_cope_if_Epsom_and_St_Helier_s_A_Es_are_axed_/  \n",
       "5707477                                                   http://www.yourlocalguardian.co.uk/news/local/topstories/4200705._Children__spark_High_Court_immigration_row  \n",
       "5707703                                                                       http://www.yourlocalguardian.co.uk/sport/rugby/9401903.Park_edge_another_victory/?ref=rs  \n",
       "5708321  http://www.yourlocalguardian.co.uk/news/local/topstories/10479554.Smiley_Culture__suddenly_without_warning__stabbed_himself_in_front_of_police__inquest_told/  \n",
       "5709582                                      http://www.yourlocalguardian.co.uk/news/local/topstories/4225978.Crystal_Palace_had_own__Google_Street_View__a_decade_ago  \n",
       "5710298                                                http://www.yourlocalguardian.co.uk/news/local/topstories/4325522.Jail_for_teen_who_kept_machine_gun_in_rucksack  \n",
       "5710904                                              http://www.yourlocalguardian.co.uk/news/local/topstories/3963396.Merton_green_radio_boss_joins_London_eco_leaders  \n",
       "5711695                 http://www.yourlocalguardian.co.uk/news/local/topstories/10475447.Police_launch_murder_inquiry_after_man__stabbed_to_death__on_Kingston_estate  \n",
       "\n",
       "[9157 rows x 2 columns]"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.set_option('display.max_colwidth', 250)\n",
    "tdf = df[df.url.str.contains('yourlocalguardian.co.uk') == True][['sourceName', 'url']]\n",
    "tdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "sourceName\n",
       "Epsom Guardian        3044\n",
       "Guardian Local        2992\n",
       "Kingston Guardian     2911\n",
       "Wimbledon Guardian     210\n",
       "dtype: int64"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tdf.groupby('sourceName').size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
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   "name": "python3"
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   "codemirror_mode": {
    "name": "ipython",
    "version": 3
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   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
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