In [1]:
#imports
import mediacloud, json, datetime
#you need to add your mediacloud key. Available here https://core.mediacloud.org/login/register
mc = mediacloud.api.MediaCloud('MY_API_KEY')
#request based on Media Cloud Python API examples here https://github.com/c4fcm/MediaCloud-API-Client
fetch_size = 2000
stories = []
last_processed_stories_id = 0
while len(stories) < 2000:
fetched_stories = mc.storyList('( hillary AND clinton ) OR ( donald AND trump)', #specified first names to avoid other references
solr_filter=[ mc.publish_date_query( datetime.date(2016, 10, 8), datetime.date(2016, 10, 11)), #modified dates to track changes in media as a result of Trump's tape being leaked
'tags_id_media:1'],
last_processed_stories_id=last_processed_stories_id, rows= fetch_size)
stories.extend(fetched_stories)
if len(fetched_stories) < fetch_size:
break
last_processed_stories_id = stories[-1]['processed_stories_id']
print json.dumps(stories)
[{"bitly_click_count": 3, "media_id": 34, "language": "en", "title": "Oblivious Trump can't avoid self-sabotage", "stories_id": "523015874", "word_count": null, "processed_stories_id": 748416406, "url": "http://feeds.baltimoresun.com/~r/baltimoresun/news/opinion/rss2/~3/NwFuFerh9gM/bs-ed-goldberg-1009-20161008-story.html", "publish_date": "2016-10-08 03:00:00", "ap_syndicated": 0, "story_tags": [{"tags_id": 8929188, "tag": "readability-lxml-0.3.0.5", "tag_sets_id": 1354, "tag_set": "extractor_version", "stories_id": "523015874"}], "media_name": "The Baltimore Sun", "guid": "http://feeds.baltimoresun.com/~r/baltimoresun/news/opinion/rss2/~3/NwFuFerh9gM/bs-ed-goldberg-1009-20161008-story.html", "collect_date": "2016-10-07 10:21:48.801654", "media_url": "http://www.baltimoresun.com/"}, {"bitly_click_count": 1, "media_id": 34, "language": "en", "title": "The top five questions for Clinton and Trump", "stories_id": "523055844", "word_count": null, "processed_stories_id": 748527087, "url": "http://feeds.baltimoresun.com/~r/baltimoresun/news/opinion/rss2/~3/hU75_cWIO6Q/bs-ed-debate-20161008-story.html", "publish_date": "2016-10-08 03:00:00", "ap_syndicated": 0, "story_tags": [{"tags_id": 8929188, "tag": "readability-lxml-0.3.0.5", "tag_sets_id": 1354, "tag_set": "extractor_version", "stories_id": "523055844"}], "media_name": "The Baltimore Sun", "guid": "http://feeds.baltimoresun.com/~r/baltimoresun/news/opinion/rss2/~3/hU75_cWIO6Q/bs-ed-debate-20161008-story.html", "collect_date": "2016-10-07 11:53:13.445227", "media_url": "http://www.baltimoresun.com/"}, {"bitly_click_count": 0, "media_id": 38, "language": "en", "title": "Men who choose not to seek work: A \u2018quiet catastrophe\u2019", "stories_id": "523208819", "word_count": null, "processed_stories_id": 749107147, "url": "http://feeds.orlandosentinel.com/~r/orlandosentinel/news/opinion/~3/T06z7KvqtN0/will-column-adv06-1stld-writethru-20161008-story.html", "publish_date": "2016-10-08 03:00:00", "ap_syndicated": 0, "story_tags": [{"tags_id": 8929188, "tag": "readability-lxml-0.3.0.5", "tag_sets_id": 1354, "tag_set": "extractor_version", "stories_id": "523208819"}], "media_name": "The Orlando Sentinel", "guid": "http://feeds.orlandosentinel.com/~r/orlandosentinel/news/opinion/~3/T06z7KvqtN0/will-column-adv06-1stld-writethru-20161008-story.html", "collect_date": "2016-10-07 19:54:18.97091", "media_url": "http://www.orlandosentinel.com/"}, {"bitly_click_count": 0, "media_id": 38, "language": "en", "title": "GOP abandons Reagan to inherit Donald Trump", "stories_id": "523208779", "word_count": null, "processed_stories_id": 749108388, "url": "http://feeds.orlandosentinel.com/~r/orlandosentinel/news/opinion/~3/8dW_ADu3Yes/milbank-column-advimmediate-20161008-story.html", "publish_date": "2016-10-08 03:00:00", "ap_syndicated": 1, "story_tags": [{"tags_id": 8929188, "tag": "readability-lxml-0.3.0.5", "tag_sets_id": 1354, "tag_set": "extractor_version", "stories_id": "523208779"}], "media_name": "The Orlando Sentinel", "guid": "http://feeds.orlandosentinel.com/~r/orlandosentinel/news/opinion/~3/8dW_ADu3Yes/milbank-column-advimmediate-20161008-story.html", "collect_date": "2016-10-07 19:54:17.61951", "media_url": "http://www.orlandosentinel.com/"}, {"bitly_click_count": 0, "media_id": 38, "language": "en", "title": "Questions about Trump Foundation", "stories_id": "523208741", "word_count": null, "processed_stories_id": 749109078, "url": "http://feeds.orlandosentinel.com/~r/orlandosentinel/news/opinion/~3/daaP4c5vzxk/os-ed-trump-foundation-questions-chicago-tribune100816-20161008-story.html", "publish_date": "2016-10-08 03:00:00", "ap_syndicated": 0, "story_tags": [{"tags_id": 8929188, "tag": "readability-lxml-0.3.0.5", "tag_sets_id": 1354, "tag_set": "extractor_version", "stories_id": "523208741"}], "media_name": "The Orlando Sentinel", "guid": "http://feeds.orlandosentinel.com/~r/orlandosentinel/news/opinion/~3/daaP4c5vzxk/os-ed-trump-foundation-questions-chicago-tribune100816-20161008-story.html", "collect_date": "2016-10-07 19:54:14.950489", "media_url": "http://www.orlandosentinel.com/"}, {"bitly_click_count": 0, "media_id": 38, "language": "en", "title": "Small-business owner: I like Trump tax ideas", "stories_id": "523208636", "word_count": null, "processed_stories_id": 749110445, "url": "http://feeds.orlandosentinel.com/~r/orlandosentinel/news/opinion/~3/9-Q692jVcOY/os-ed-tax-code-reform-myword-100816-20161008-story.html", "publish_date": "2016-10-08 03:00:00", "ap_syndicated": 0, "story_tags": [{"tags_id": 8929188, "tag": "readability-lxml-0.3.0.5", "tag_sets_id": 1354, "tag_set": "extractor_version", "stories_id": "523208636"}], "media_name": "The Orlando Sentinel", "guid": "http://feeds.orlandosentinel.com/~r/orlandosentinel/news/opinion/~3/9-Q692jVcOY/os-ed-tax-code-reform-myword-100816-20161008-story.html", "collect_date": "2016-10-07 19:54:11.270159", "media_url": "http://www.orlandosentinel.com/"}, {"bitly_click_count": 0, "media_id": 97, "language": "en", "title": "'The American Presidency': Lehigh Valley Heritage Museum exhibit on 43 presidents", "stories_id": "523219377", "word_count": null, "processed_stories_id": 749183729, "url": "http://www.mcall.com/mc-american-presidency-lehigh-valley-heritage-20161008-story.html", "publish_date": "2016-10-08 03:00:00", "ap_syndicated": 0, "story_tags": [{"tags_id": 8929188, "tag": "readability-lxml-0.3.0.5", "tag_sets_id": 1354, "tag_set": "extractor_version", "stories_id": "523219377"}], "media_name": "Morning Call", "guid": "http://www.mcall.com/mc-american-presidency-lehigh-valley-heritage-20161008-story.html", "collect_date": "2016-10-07 20:51:38.392639", "media_url": "http://www.mcall.com/"}, {"bitly_click_count": 0, "media_id": 100, "language": "en", "title": "Trump's campaign reeling after crude comments on women aired", "stories_id": "523258697", "word_count": null, "processed_stories_id": 749409119, "url": "http://www.news-journalonline.com/news/20161007/trumps-campaign-reeling-after-crude-comments-on-women-aired?rssfeed=true", "publish_date": "2016-10-08 03:33:16", "ap_syndicated": 0, "story_tags": [{"tags_id": 8878461, "tag": "geonames_6252001", "tag_sets_id": 1011, "tag_set": "mc-geocoder@media.mit.edu", "stories_id": "523258697"}, {"tags_id": 8878463, "tag": "geonames_5128638", "tag_sets_id": 1011, "tag_set": "mc-geocoder@media.mit.edu", "stories_id": "523258697"}, {"tags_id": 8878483, "tag": "geonames_4398678", "tag_sets_id": 1011, "tag_set": "mc-geocoder@media.mit.edu", "stories_id": "523258697"}, {"tags_id": 8878577, "tag": "geonames_4921868", "tag_sets_id": 1011, "tag_set": "mc-geocoder@media.mit.edu", "stories_id": "523258697"}, {"tags_id": 8878849, "tag": "geonames_5279468", "tag_sets_id": 1011, "tag_set": "mc-geocoder@media.mit.edu", "stories_id": "523258697"}, {"tags_id": 8879620, "tag": "geonames_5090174", "tag_sets_id": 1011, "tag_set": "mc-geocoder@media.mit.edu", "stories_id": "523258697"}, {"tags_id": 8929188, "tag": "readability-lxml-0.3.0.5", "tag_sets_id": 1354, "tag_set": "extractor_version", "stories_id": "523258697"}], "media_name": "The Daytona Beach News-Journal ", "guid": "http://www.news-journalonline.com/news/20161007/trumps-campaign-reeling-after-crude-comments-on-women-aired", "collect_date": "2016-10-07 23:53:13.408539", "media_url": "http://www.news-journalonline.com/index.htm"}, {"bitly_click_count": 0, "media_id": 44, "language": "en", "title": "AP News in Brief at 12:04 a.m. EDT", "stories_id": "523260234", "word_count": null, "processed_stories_id": 749445112, "url": "http://www.charlotteobserver.com/news/nation-world/national/article106872112.html#storylink=rss", "publish_date": "2016-10-08 00:08:41", "ap_syndicated": 1, "story_tags": [{"tags_id": 8878461, "tag": "geonames_6252001", "tag_sets_id": 1011, "tag_set": "mc-geocoder@media.mit.edu", "stories_id": "523260234"}, {"tags_id": 8878463, "tag": "geonames_5128638", "tag_sets_id": 1011, "tag_set": "mc-geocoder@media.mit.edu", "stories_id": "523260234"}, {"tags_id": 8929188, "tag": "readability-lxml-0.3.0.5", "tag_sets_id": 1354, "tag_set": "extractor_version", "stories_id": "523260234"}], "media_name": "The Charlotte Observer", "guid": "http://www.charlotteobserver.com/news/nation-world/national/article106872112.html", "collect_date": "2016-10-08 00:22:05.72581", "media_url": "http://www.charlotte.com/"}, {"bitly_click_count": 0, "media_id": 102, "language": "en", "title": "Syrian carnage stains Obama's legacy", "stories_id": "523259712", "word_count": null, "processed_stories_id": 749445155, "url": "http://www.postandcourier.com/20161008/161009530/syrian-carnage-stains-obamas-legacy&source=RSS", "publish_date": "2016-10-08 01:01:00", "ap_syndicated": 0, "story_tags": [{"tags_id": 8878534, "tag": "geonames_5037779", "tag_sets_id": 1011, "tag_set": "mc-geocoder@media.mit.edu", "stories_id": "523259712"}, {"tags_id": 8879173, "tag": "geonames_163843", "tag_sets_id": 1011, "tag_set": "mc-geocoder@media.mit.edu", "stories_id": "523259712"}, {"tags_id": 8880761, "tag": "geonames_98465", "tag_sets_id": 1011, "tag_set": "mc-geocoder@media.mit.edu", "stories_id": "523259712"}, {"tags_id": 8881891, "tag": "geonames_170062", "tag_sets_id": 1011, "tag_set": "mc-geocoder@media.mit.edu", "stories_id": "523259712"}, {"tags_id": 8929188, "tag": "readability-lxml-0.3.0.5", "tag_sets_id": 1354, "tag_set": "extractor_version", "stories_id": "523259712"}], "media_name": "The Post and Courier ", "guid": "http://www.postandcourier.com/20161008/161009530/syrian-carnage-stains-obamas-legacy&source=RSS", "collect_date": "2016-10-08 00:22:01.025817", "media_url": "http://www.charleston.net/"}, {"bitly_click_count": 0, "media_id": 96, "language": "en", "title": "AP News in Brief at 12:04 a.m. EDT", "stories_id": "523261802", "word_count": null, "processed_stories_id": 749445493, "url": "http://www.kentucky.com/news/nation-world/national/article106872112.html#storylink=rss", "publish_date": "2016-10-08 00:08:41", "ap_syndicated": 1, "story_tags": [{"tags_id": 8878461, "tag": "geonames_6252001", "tag_sets_id": 1011, "tag_set": "mc-geocoder@media.mit.edu", "stories_id": "523261802"}, {"tags_id": 8878463, "tag": "geonames_5128638", "tag_sets_id": 1011, "tag_set": "mc-geocoder@media.mit.edu", "stories_id": "523261802"}, {"tags_id": 8929188, "tag": "readability-lxml-0.3.0.5", "tag_sets_id": 1354, "tag_set": "extractor_version", "stories_id": "523261802"}], "media_name": "Lexington Herald-Leader ", "guid": "http://www.kentucky.com/news/nation-world/national/article106872112.html", "collect_date": "2016-10-08 00:22:22.082821", "media_url": "http://www.kentucky.com/"}, {"bitly_click_count": 4667, "media_id": 19, "language": "en", "title": "Donald Trump's video statement, posted on his Facebook page", "stories_id": "523263346", "word_count": null, "processed_stories_id": 749446406, "url": "https://www.facebook.com/DonaldTrump/videos/10157844642270725/", "publish_date": "2016-10-08 00:22:34", "ap_syndicated": 0, "story_tags": [{"tags_id": 8878461, "tag": "geonames_6252001", "tag_sets_id": 1011, "tag_set": "mc-geocoder@media.mit.edu", "stories_id": "523263346"}, {"tags_id": 8878463, "tag": "geonames_5128638", "tag_sets_id": 1011, "tag_set": "mc-geocoder@media.mit.edu", "stories_id": "523263346"}, {"tags_id": 9325058, "tag": "readability-lxml-0.6.2", "tag_sets_id": 1354, "tag_set": "extractor_version", "stories_id": "523263346"}], "media_name": "Star Tribune ", "guid": "https://www.facebook.com/DonaldTrump/videos/10157844642270725/", "collect_date": "2016-10-08 00:22:36.724374", "media_url": "http://www.startribune.com/"}, {"bitly_click_count": 0, "media_id": 102, "language": "en", "title": "When losing $916 million wins acclaim", "stories_id": "523259704", "word_count": null, "processed_stories_id": 749446589, "url": "http://www.postandcourier.com/20161008/161009528/when-losing-916-million-wins-acclaim&source=RSS", "publish_date": "2016-10-08 01:01:00", "ap_syndicated": 0, "story_tags": [{"tags_id": 8878461, "tag": "geonames_6252001", "tag_sets_id": 1011, "tag_set": "mc-geocoder@media.mit.edu", "stories_id": "523259704"}, {"tags_id": 8878463, "tag": "geonames_5128638", "tag_sets_id": 1011, "tag_set": "mc-geocoder@media.mit.edu", "stories_id": "523259704"}, {"tags_id": 8878645, "tag": "geonames_2017370", "tag_sets_id": 1011, "tag_set": "mc-geocoder@media.mit.edu", "stories_id": "523259704"}, {"tags_id": 8929188, "tag": "readability-lxml-0.3.0.5", "tag_sets_id": 1354, "tag_set": "extractor_version", "stories_id": "523259704"}], "media_name": "The Post and Courier ", "guid": "http://www.postandcourier.com/20161008/161009528/when-losing-916-million-wins-acclaim&source=RSS", "collect_date": "2016-10-08 00:22:00.883331", "media_url": "http://www.charleston.net/"}, {"bitly_click_count": 0, 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{"bitly_click_count": 54, "media_id": 70, "language": "en", "title": "Pence expected in R.I. for fundraiser as lewd Trump video rocks campaign", "stories_id": "523264406", "word_count": null, "processed_stories_id": 749447899, "url": "http://www.providencejournal.com/news/20161008/pence-expected-in-ri-for-fundraiser-as-lewd-trump-video-rocks-campaign?rssfeed=true", "publish_date": "2016-10-08 01:01:00", "ap_syndicated": 0, "story_tags": [{"tags_id": 8878461, "tag": "geonames_6252001", "tag_sets_id": 1011, "tag_set": "mc-geocoder@media.mit.edu", "stories_id": "523264406"}, {"tags_id": 8878836, "tag": "geonames_5224323", "tag_sets_id": 1011, "tag_set": "mc-geocoder@media.mit.edu", "stories_id": "523264406"}, {"tags_id": 8929188, "tag": "readability-lxml-0.3.0.5", "tag_sets_id": 1354, "tag_set": "extractor_version", "stories_id": "523264406"}], "media_name": "The Providence Journal ", "guid": "http://www.providencejournal.com/news/20161008/pence-expected-in-ri-for-fundraiser-as-lewd-trump-video-rocks-campaign", "collect_date": "2016-10-08 00:22:48.62208", "media_url": "http://www.projo.com/"}, {"bitly_click_count": 0, "media_id": 64, "language": "en", "title": "Moderator bias gets in way of presidential debates", "stories_id": "523263931", "word_count": null, "processed_stories_id": 749448223, "url": "http://www.reviewjournal.com/opinion/letters/moderator-bias-gets-way-presidential-debates", "publish_date": "2016-10-08 00:00:19", "ap_syndicated": 0, "story_tags": [{"tags_id": 8878517, "tag": "geonames_3865483", "tag_sets_id": 1011, "tag_set": "mc-geocoder@media.mit.edu", "stories_id": "523263931"}, {"tags_id": 8929188, "tag": "readability-lxml-0.3.0.5", "tag_sets_id": 1354, "tag_set": "extractor_version", "stories_id": "523263931"}], "media_name": "Las Vegas Review-Journal ", "guid": "2243811 at http://www.reviewjournal.com", "collect_date": "2016-10-08 00:22:42.605139", "media_url": "http://www.lvrj.com/"}, {"bitly_click_count": 0, "media_id": 90, "language": "en", "title": "AP News in Brief at 12:04 a.m. EDT", "stories_id": "523260062", "word_count": null, "processed_stories_id": 749449165, "url": "http://www.thenewstribune.com/news/nation-world/article106872112.html#storylink=rss", "publish_date": "2016-10-08 00:08:41", "ap_syndicated": 1, "story_tags": [{"tags_id": 8878461, "tag": "geonames_6252001", "tag_sets_id": 1011, "tag_set": "mc-geocoder@media.mit.edu", "stories_id": "523260062"}, {"tags_id": 8878477, "tag": "geonames_4155751", "tag_sets_id": 1011, "tag_set": "mc-geocoder@media.mit.edu", "stories_id": "523260062"}, {"tags_id": 8929188, "tag": "readability-lxml-0.3.0.5", "tag_sets_id": 1354, "tag_set": "extractor_version", "stories_id": "523260062"}], "media_name": "The News Tribune ", "guid": "http://www.thenewstribune.com/news/nation-world/article106872112.html", "collect_date": "2016-10-08 00:22:04.252208", "media_url": 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In [2]:
import mediacloud, datetime
mc = mediacloud.api.MediaCloud('MY_API_KEY')
clinton = mc.sentenceCount('( hillary AND clinton)', solr_filter=[mc.publish_date_query( datetime.date( 2016, 10, 7), datetime.date( 2016, 10, 14) ), 'tags_id_media:1' ])
trump = mc.sentenceCount('( donald AND trump)', solr_filter=[mc.publish_date_query( datetime.date( 2016, 10, 7), datetime.date( 2016, 10, 14) ), 'tags_id_media:1' ])
print clinton['count']
print trump['count']
#I decided to call this request for October given that Trump's tape was released in early October. I'm not sure how big of a difference 6K sentences are but given the magnitude of
#the content of the tape I would expect a lot more coverage of Trump on mainstream media in the week right after the video was released.
16121
22315
In [4]:
import mediacloud, datetime
mc = mediacloud.api.MediaCloud('MY_API_KEY')
words_trump = mc.wordCount('( donald AND trump)', solr_filter=[mc.publish_date_query( datetime.date( 2016, 10, 7), datetime.date( 2016, 10, 14) ), 'tags_id_media:1' ] )
print words_trump[0]
print words_trump[1]
print words_trump[2]
print words_trump[3]
print words_trump[4]
print words_trump[5]
print words_trump[6]
print words_trump[7]
print words_trump[8]
print words_trump[9]
#also suprising no reference to the tape is showing in related words.
{u'count': 1004, u'term': u'trump', u'stem': u'trump'}
{u'count': 930, u'term': u'donald', u'stem': u'donald'}
{u'count': 277, u'term': u'clinton', u'stem': u'clinton'}
{u'count': 264, u'term': u'presidential', u'stem': u'presidenti'}
{u'count': 262, u'term': u'republican', u'stem': u'republican'}
{u'count': 212, u'term': u'hillary', u'stem': u'hillari'}
{u'count': 168, u'term': u'nominee', u'stem': u'nomine'}
{u'count': 108, u'term': u'campaign', u'stem': u'campaign'}
{u'count': 72, u'term': u'democratic', u'stem': u'democrat'}
{u'count': 66, u'term': u'washington', u'stem': u'washington'}
Content source: pcuellar/MAS.500
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