The goal of this ipython notebook is to play around with the NewsReader project's API to see what information we can find about universities in the news.
We use the NewsReader Simple API to interact with data extracted from the Lexis Nexis corpus of news.
In [2]:
import json
import urllib2
import urllib
from IPython.display import display
In [3]:
request_str = 'https://newsreader.scraperwiki.com/types_of_actors?filter=scientist&output=json'
res = json.load(urllib2.urlopen(request_str))
print res
{u'count': 1, u'next page': u'https://newsreader.scraperwiki.com/cars/types_of_actors/page/2?output=json&filter=scientist', u'payload': [{u'count': u'2457', u'type': u'http://dbpedia.org/ontology/Scientist'}], u'page number': 1}
In [27]:
#request_str = "https://newsreader.scraperwiki.com/summary_of_events_with_actor_type?datefilter=2010-01&uris.0=dbo:University&output=json"
#request_str = "https://newsreader.scraperwiki.com/summary_of_events_with_event_label?filter=acquisition&datefilter=2010&output=json"
request_str = "https://newsreader.scraperwiki.com/actors_of_a_type?uris.0=dbo:University&filter=university"
res = json.load(urllib2.urlopen(request_str+"&output=json"))
print res
{u'count': 2469, u'next page': u'https://newsreader.scraperwiki.com/cars/actors_of_a_type/page/2?filter=university&output=json&uris.0=dbo%3AUniversity', u'payload': [{u'comment': u'The Texas Tech University System is a state university system in Texas consisting of four separate universities in the state of Texas, of which two are academic institutions: Angelo State University and Texas Tech University, and two are health institutions: Texas Tech University Health Sciences Center, and Texas Tech University Health Sciences Center El Paso Campus. The System is headquartered in the Administration Building on the Texas Tech University campus in Lubbock, Texas.', u'count': u'1025', u'actor': u'http://dbpedia.org/resource/Texas_Tech_University_System'}, {u'comment': u"The University of Michigan (UM, U-M, UMich, or U of M), frequently referred to as simply Michigan, is a public research university located in Ann Arbor, Michigan, United States. It is the state's oldest university and has two satellite campuses located in Flint and Dearborn. The university was founded in 1817 in Detroit as the Catholepistemiad, or University of Michigania, about 20 years before the Michigan Territory officially became a state.", u'count': u'1000', u'actor': u'http://dbpedia.org/resource/University_of_Michigan'}, {u'comment': u'Leland Stanford Junior University, commonly referred to as Stanford University, is a private research university in Stanford, California in northwestern Silicon Valley near Palo Alto. Its academic reputation, eminent alumni, influence, and wealth have made it one of the most prestigious universities in the world.The university was founded in 1885 by Leland Stanford, former governor of and U.S.', u'count': u'607', u'actor': u'http://dbpedia.org/resource/Stanford_University'}, {u'comment': u'Michigan State University (MSU) is a public research university located in East Lansing, Michigan, United States and is the first land-grant institution that was created to serve as a model for future land-grant colleges in the country under the 1862 Morrill Act.MSU pioneered the studies of packaging, hospitality business, supply chain management, and telecommunication.', u'count': u'571', u'actor': u'http://dbpedia.org/resource/Michigan_State_University'}, {u'comment': u'The Pennsylvania State University (commonly referred to as Penn State or PSU) is a public, state-related research university with campuses and facilities throughout Pennsylvania. Founded in 1855, the university has a stated threefold mission of teaching, research, and public service. Its instructional mission includes undergraduate, graduate, professional and continuing education offered through resident instruction and online delivery.', u'count': u'554', u'actor': u'http://dbpedia.org/resource/Pennsylvania_State_University'}, {u'comment': u"Harvard University is a private Ivy League research university in Cambridge, Massachusetts, whose history, influence and wealth have made it one of the most prestigious universities in the world.Established in 1636 by the Massachusetts legislature and soon thereafter named for John Harvard (its first benefactor), Harvard is the United States' oldest institution of higher learning, and the Harvard Corporation (formally, the President and Fellows of Harvard College) is its first chartered corporation. ", u'count': u'507', u'actor': u'http://dbpedia.org/resource/Harvard_University'}, {u'comment': u'Auburn University (AU or Auburn) is a public university located in Auburn, Alabama, United States. With more than 20,000 undergraduate students, and a total of over 25,000 students and 1,200 faculty members, it is one of the largest universities in the state. Auburn was chartered on February 7, 1856, as the East Alabama Male College, a private liberal arts school affiliated with the Methodist Episcopal Church, South.', u'count': u'490', u'actor': u'http://dbpedia.org/resource/Auburn_University'}, {u'comment': u"The University of Southern California (known as USC or SC) is a private, not-for-profit, nonsectarian, research university founded in 1880 with its main campus in Los Angeles, California. As California's oldest private research university, USC has historically educated a large number of the region's business leaders and professionals.", u'count': u'451', u'actor': u'http://dbpedia.org/resource/University_of_Southern_California'}, {u'comment': u'Purdue University, located in West Lafayette, Indiana, is the flagship university of the six-campus Purdue University system. Purdue was founded on May 6, 1869, as a land-grant university when the Indiana General Assembly, taking advantage of the Morrill Act, accepted a donation of land and money from Lafayette businessman John Purdue to establish a college of science, technology, and agriculture in his name.', u'count': u'441', u'actor': u'http://dbpedia.org/resource/Purdue_University'}, {u'comment': u"The University of Nebraska\u2013Lincoln (commonly referred to as Nebraska, UNL or NU) is a public research university located in Lincoln, Nebraska, United States. It is the state's oldest and largest university and the flagship university of the University of Nebraska system.The university was chartered by the legislature in 1869 as a land-grant university under the 1862 Morrill Act, two years after Nebraska's statehood into the United States.", u'count': u'419', u'actor': u'http://dbpedia.org/resource/University_of_Nebraska\u2013Lincoln'}, {u'comment': u'The University of Tennessee (also referred to as the University of Tennessee, Knoxville, UT Knoxville, UTK, or UT) is a public sun-grant and land-grant university headquartered at Knoxville, Tennessee, United States.', u'count': u'415', u'actor': u'http://dbpedia.org/resource/University_of_Tennessee'}, {u'comment': u"Virginia Polytechnic Institute and State University, popularly known as Virginia Tech, is a public land-grant university with a main campus in Blacksburg, Virginia, educational facilities in six regions statewide, and a study-abroad site in Switzerland. The commonwealth's most comprehensive university and leading research institution, Virginia Tech offers 225 undergraduate and graduate degree programs to some 31,000 students and manages a research portfolio of $454 million.", u'count': u'414', u'actor': u'http://dbpedia.org/resource/Virginia_Tech'}, {u'comment': u'Arizona State University (commonly referred to as ASU or Arizona State) is a national space-grant institution and public metropolitan research university located on several campuses spread across the Phoenix, Arizona Metropolitan Area. It is the largest public university in the United States by enrollment. Founded in 1885 as The Arizona Territorial Normal School at Tempe, the school came under control of the Arizona Board of Regents in 1945 and was renamed Arizona State College.', u'count': u'406', u'actor': u'http://dbpedia.org/resource/Arizona_State_University'}, {u'comment': u'The University of Lincoln is a public university in the city of Lincoln, England. The university has origins tracing back to 1861, and after gaining university status in 1992, was known as the University of Humberside until 1996 and the University of Lincolnshire and Humberside until 2001, when it adopted its present name.Lincoln is one of two universities in the city, alongside Bishop Grosseteste University.', u'count': u'400', u'actor': u'http://dbpedia.org/resource/University_of_Lincoln'}, {u'comment': u'The University of North Carolina at Chapel Hill (also known as UNC, UNC-Chapel Hill, Chapel Hill, North Carolina, or simply Carolina) is a coeducational public research university located in Chapel Hill, North Carolina, United States. North Carolina has been consistently ranked among the highest ranked universities in the United States and is one of the original eight Public Ivy schools that provide an Ivy League experience for a public schooling price.', u'count': u'397', u'actor': u'http://dbpedia.org/resource/University_of_North_Carolina_at_Chapel_Hill'}, {u'comment': u'Louisiana State University and Agricultural and Mechanical College (most often referred to as Louisiana State University or LSU) is a public coeducational university located in Baton Rouge, Louisiana. The University was founded in 1853 in what is now known as Pineville, Louisiana, under the name Louisiana State Seminary of Learning & Military Academy.', u'count': u'387', u'actor': u'http://dbpedia.org/resource/Louisiana_State_University'}, {u'comment': u'The University of California (UC) is a public university system in the U.S. state of California.', u'count': u'382', u'actor': u'http://dbpedia.org/resource/University_of_California'}, {u'comment': u'New Mexico State University at Las Cruces (officially New Mexico State University, although also commonly referred to as NMSU-Las Cruces, NMSU, or NM State), is a major land-grant university in Las Cruces, New Mexico, United States.', u'count': u'381', u'actor': u'http://dbpedia.org/resource/New_Mexico_State_University'}, {u'comment': u'Clemson University /\u02c8kl\u025bms\u0259n/ is an American public, coeducational, land-grant and sea-grant research university located in Clemson, South Carolina, United States.Founded in 1889, Clemson University consists of five colleges: Agriculture, Forestry and Life Sciences; Architecture, Arts and Humanities; Business and Behavioral Sciences; Engineering and Science; and Health, Education and Human Development.', u'count': u'381', u'actor': u'http://dbpedia.org/resource/Clemson_University'}, {u'comment': u'The Ohio State University, commonly referred to as Ohio State or OSU, is a public research university in Columbus, Ohio. Founded in 1870, as a land-grant university and ninth university in Ohio with the Morrill Act of 1862, the university was originally known as the Ohio Agricultural and Mechanical College.', u'count': u'375', u'actor': u'http://dbpedia.org/resource/Ohio_State_University'}], u'page number': 1}
In [28]:
import pandas as pd
import numpy as np
import matplotlib.pyplot as plt
In [29]:
uniToCount = {"uni": [],
"count": []}
payload = res['payload']
print uniToCount
for p in payload:
actor = p['actor'][28:]
count = p['count']
uniToCount["uni"].append(actor)
uniToCount["count"].append(int(count))
df = pd.DataFrame(uniToCount)
print df
df.plot(kind='barh',x='uni', title="Number of Events in the News")
{'count': [], 'uni': []}
count uni
0 1025 Texas_Tech_University_System
1 1000 University_of_Michigan
2 607 Stanford_University
3 571 Michigan_State_University
4 554 Pennsylvania_State_University
5 507 Harvard_University
6 490 Auburn_University
7 451 University_of_Southern_California
8 441 Purdue_University
9 419 University_of_Nebraska–Lincoln
10 415 University_of_Tennessee
11 414 Virginia_Tech
12 406 Arizona_State_University
13 400 University_of_Lincoln
14 397 University_of_North_Carolina_at_Chapel_Hill
15 387 Louisiana_State_University
16 382 University_of_California
17 381 New_Mexico_State_University
18 381 Clemson_University
19 375 Ohio_State_University
Out[29]:
<matplotlib.axes._subplots.AxesSubplot at 0x107d2e8d0>
In [52]:
from collections import defaultdict
#str = 'https://newsreader.scraperwiki.com/event_details_filtered_by_actor?uris.0=' + actor + '&output=json'
actorToLabels = {}
for p in payload:
print "start"
labels = defaultdict()
actor = p['actor']
print actor
url = 'https://newsreader.scraperwiki.com/summary_of_events_with_actor?uris.0=' + actor + '&output=json'
while url:
res = json.load(urllib2.urlopen(url))
#print res
if 'next page' in res:
url = res['next page']
else:
break
for r in res['payload']:
if r['event_label'] in labels:
labels[r['event_label']] += 1
else:
labels[r['event_label']] = 1
print url
actorToLabels[actor] = labels
start
http://dbpedia.org/resource/Texas_Tech_University_System
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/2?output=json&uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FTexas_Tech_University_System
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/3?uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FTexas_Tech_University_System&output=json
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/4?output=json&uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FTexas_Tech_University_System
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/5?uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FTexas_Tech_University_System&output=json
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/6?output=json&uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FTexas_Tech_University_System
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/7?uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FTexas_Tech_University_System&output=json
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/8?output=json&uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FTexas_Tech_University_System
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/9?uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FTexas_Tech_University_System&output=json
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/10?output=json&uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FTexas_Tech_University_System
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/11?uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FTexas_Tech_University_System&output=json
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/12?output=json&uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FTexas_Tech_University_System
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/13?uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FTexas_Tech_University_System&output=json
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/14?output=json&uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FTexas_Tech_University_System
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/15?uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FTexas_Tech_University_System&output=json
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/16?output=json&uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FTexas_Tech_University_System
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/17?uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FTexas_Tech_University_System&output=json
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/18?output=json&uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FTexas_Tech_University_System
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/19?uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FTexas_Tech_University_System&output=json
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/20?output=json&uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FTexas_Tech_University_System
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/21?uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FTexas_Tech_University_System&output=json
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/22?output=json&uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FTexas_Tech_University_System
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/23?uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FTexas_Tech_University_System&output=json
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/24?output=json&uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FTexas_Tech_University_System
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/25?uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FTexas_Tech_University_System&output=json
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/26?output=json&uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FTexas_Tech_University_System
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/27?uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FTexas_Tech_University_System&output=json
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/28?output=json&uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FTexas_Tech_University_System
start
http://dbpedia.org/resource/University_of_Michigan
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/2?output=json&uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FUniversity_of_Michigan
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/3?uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FUniversity_of_Michigan&output=json
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/4?output=json&uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FUniversity_of_Michigan
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/5?uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FUniversity_of_Michigan&output=json
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/6?output=json&uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FUniversity_of_Michigan
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/7?uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FUniversity_of_Michigan&output=json
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/8?output=json&uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FUniversity_of_Michigan
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/9?uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FUniversity_of_Michigan&output=json
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/10?output=json&uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FUniversity_of_Michigan
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/11?uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FUniversity_of_Michigan&output=json
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/12?output=json&uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FUniversity_of_Michigan
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/13?uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FUniversity_of_Michigan&output=json
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/14?output=json&uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FUniversity_of_Michigan
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/15?uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FUniversity_of_Michigan&output=json
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/16?output=json&uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FUniversity_of_Michigan
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/17?uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FUniversity_of_Michigan&output=json
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/18?output=json&uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FUniversity_of_Michigan
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/19?uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FUniversity_of_Michigan&output=json
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/20?output=json&uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FUniversity_of_Michigan
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/21?uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FUniversity_of_Michigan&output=json
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/22?output=json&uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FUniversity_of_Michigan
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/23?uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FUniversity_of_Michigan&output=json
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/24?output=json&uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FUniversity_of_Michigan
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/25?uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FUniversity_of_Michigan&output=json
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/26?output=json&uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FUniversity_of_Michigan
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/27?uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FUniversity_of_Michigan&output=json
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/28?output=json&uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FUniversity_of_Michigan
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/29?uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FUniversity_of_Michigan&output=json
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/30?output=json&uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FUniversity_of_Michigan
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/31?uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FUniversity_of_Michigan&output=json
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/32?output=json&uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FUniversity_of_Michigan
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/33?uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FUniversity_of_Michigan&output=json
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/34?output=json&uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FUniversity_of_Michigan
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/35?uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FUniversity_of_Michigan&output=json
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/36?output=json&uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FUniversity_of_Michigan
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/37?uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FUniversity_of_Michigan&output=json
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/38?output=json&uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FUniversity_of_Michigan
start
http://dbpedia.org/resource/Stanford_University
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/2?output=json&uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FStanford_University
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/3?uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FStanford_University&output=json
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/4?output=json&uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FStanford_University
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/5?uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FStanford_University&output=json
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https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/18?output=json&uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FUniversity_of_Southern_California
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/19?uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FUniversity_of_Southern_California&output=json
start
http://dbpedia.org/resource/Purdue_University
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/2?output=json&uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FPurdue_University
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/3?uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FPurdue_University&output=json
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/4?output=json&uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FPurdue_University
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/5?uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FPurdue_University&output=json
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/6?output=json&uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FPurdue_University
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/7?uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FPurdue_University&output=json
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/8?output=json&uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FPurdue_University
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/9?uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FPurdue_University&output=json
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/10?output=json&uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FPurdue_University
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/11?uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FPurdue_University&output=json
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/12?output=json&uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FPurdue_University
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/13?uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FPurdue_University&output=json
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/14?output=json&uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FPurdue_University
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/15?uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FPurdue_University&output=json
https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/16?output=json&uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FPurdue_University
start
http://dbpedia.org/resource/University_of_Nebraska–Lincoln
---------------------------------------------------------------------------
UnicodeEncodeError Traceback (most recent call last)
<ipython-input-52-eb8b10bfe4f0> in <module>()
10 url = 'https://newsreader.scraperwiki.com/summary_of_events_with_actor?uris.0=' + actor + '&output=json'
11 while url:
---> 12 res = json.load(urllib2.urlopen(url))
13 #print res
14 if 'next page' in res:
/System/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/urllib2.pyc in urlopen(url, data, timeout)
125 if _opener is None:
126 _opener = build_opener()
--> 127 return _opener.open(url, data, timeout)
128
129 def install_opener(opener):
/System/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/urllib2.pyc in open(self, fullurl, data, timeout)
402 req = meth(req)
403
--> 404 response = self._open(req, data)
405
406 # post-process response
/System/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/urllib2.pyc in _open(self, req, data)
420 protocol = req.get_type()
421 result = self._call_chain(self.handle_open, protocol, protocol +
--> 422 '_open', req)
423 if result:
424 return result
/System/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/urllib2.pyc in _call_chain(self, chain, kind, meth_name, *args)
380 func = getattr(handler, meth_name)
381
--> 382 result = func(*args)
383 if result is not None:
384 return result
/System/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/urllib2.pyc in https_open(self, req)
1220
1221 def https_open(self, req):
-> 1222 return self.do_open(httplib.HTTPSConnection, req)
1223
1224 https_request = AbstractHTTPHandler.do_request_
/System/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/urllib2.pyc in do_open(self, http_class, req)
1179
1180 try:
-> 1181 h.request(req.get_method(), req.get_selector(), req.data, headers)
1182 except socket.error, err: # XXX what error?
1183 h.close()
/System/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/httplib.pyc in request(self, method, url, body, headers)
971 def request(self, method, url, body=None, headers={}):
972 """Send a complete request to the server."""
--> 973 self._send_request(method, url, body, headers)
974
975 def _set_content_length(self, body):
/System/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/httplib.pyc in _send_request(self, method, url, body, headers)
1005 for hdr, value in headers.iteritems():
1006 self.putheader(hdr, value)
-> 1007 self.endheaders(body)
1008
1009 def getresponse(self, buffering=False):
/System/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/httplib.pyc in endheaders(self, message_body)
967 else:
968 raise CannotSendHeader()
--> 969 self._send_output(message_body)
970
971 def request(self, method, url, body=None, headers={}):
/System/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/httplib.pyc in _send_output(self, message_body)
827 msg += message_body
828 message_body = None
--> 829 self.send(msg)
830 if message_body is not None:
831 #message_body was not a string (i.e. it is a file) and
/System/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/httplib.pyc in send(self, data)
803 datablock = data.read(blocksize)
804 else:
--> 805 self.sock.sendall(data)
806
807 def _output(self, s):
/System/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/ssl.pyc in sendall(self, data, flags)
227 count = 0
228 while (count < amount):
--> 229 v = self.send(data[count:])
230 count += v
231 return amount
/System/Library/Frameworks/Python.framework/Versions/2.7/lib/python2.7/ssl.pyc in send(self, data, flags)
196 while True:
197 try:
--> 198 v = self._sslobj.write(data)
199 except SSLError, x:
200 if x.args[0] == SSL_ERROR_WANT_READ:
UnicodeEncodeError: 'ascii' codec can't encode character u'\u2013' in position 91: ordinal not in range(128)
In [54]:
print actorToLabels
{u'http://dbpedia.org/resource/Texas_Tech_University_System': defaultdict(None, {u'perspective': 1, u'authorize': 3, u'help': 1, u'ratify': 1, u'consent': 1, u'retire': 1, u'bring': 3, u'Chairman': 13, u'committee': 1, u'follow': 2, u'alternative': 1, u'staff': 1, u'hold': 4, u'application': 1, u'claude': 1, u'measure': 1, u'removal': 1, u'add': 3, u'board': 4, u'factor': 1, u'announce': 1, u'chairman': 3, u're-appoint': 1, u'appointment': 12, u'get': 2, u'enrich': 1, u'slate': 1, u'outlet': 1, u'govern': 1, u'independentmembers': 1, u'name': 1, u'term': 1, u're-elect': 2, u'remove': 1, u'officer': 1, u'nominate': 1, u'release': 1, u'enhance': 2, u'view': 2, u'set': 1, u'seat': 30, u'election': 7, u'respect': 1, u'vacate': 1, u'close': 1, u'chair': 1, u'category': 1, u'represent': 1, u'lead': 1, u'confirm': 1, u'please': 3, u'increase': 2, u'discretion': 3, u'eliminate': 2, u'issue': 3, u'body': 1, u'welcome': 3, u'run': 1, u'extend': 2, u'opening': 1, u'team': 2, u'expansion': 1, u'like': 2, u'step': 1, u'expire': 1, u'struggle': 1, u'advisor': 1, u'put': 2, u'dividend': 4, u'standard': 1, u'change': 2, u'improve': 1, u'convert': 1, u'receive': 1, u'study': 1, u'renew': 1, u'place': 1, u'stand': 1, u'act': 1, u'action': 1, u'retain': 1, u'contribution': 1, u'adorn': 1, u'maker': 1, u'duty': 1, u'elect': 14, u'secure': 1, u'supply': 1, u'year': 1, u'appoints': 1, u'Member': 1, u'Board': 110, u'president': 2, u'vote': 2, u'table': 1, u'consider': 1, u'select': 1, u'Appointment': 1, u'proceed': 2, u'service': 2, u'become': 1, u'addition': 1, u'supervise': 1, u'visit': 1, u'Treasurer': 1, u'submit': 3, u'live': 2, u'convention': 1, u'Vice-Chairman': 1, u'authorization': 1, u'relinquish': 1, u'direction': 1, u'option': 1, u'offer': 3, u'club': 1, u'tool': 2, u'serve': 10, u'search': 1, u'flag': 1, u'representative': 3, u'sign': 2, u'appointee': 1, u'behalf': 5, u'hire': 1, u'join': 9, u'consist': 3, u'amend': 1, u'meeting': 11, u'work': 3, u'aim': 1, u'oversee': 1, u'compensation': 1, u'light': 1, u'meet': 3, u'result': 1, u'Retirement': 1, u'give': 3, u'process': 1, u'contribute': 1, u'restructure': 1, u'accept': 3, u'involve': 1, u'deem': 1, u'partner': 1, u'fill': 4, u'strength': 1, u'sit': 2, u'provide': 6, u'pay': 1, u'make': 4, u'member': 41, u'majority': 1, u'emphasis': 1, u'take': 4, u'resignation': 2, u'composition': 1, u'minority': 1, u're-election': 1, u'refusal': 1, u'resign': 3, u'director': 1, u'membership': 1, u'shareholder': 1, u'letter': 1, u'position': 5, u'date': 1, u'build': 1, u'expand': 3, u'appoint': 13, u'purchase': 3, u'invest': 2, u'grant': 2, u'cover': 1, u'directors': 1, u'contact': 1, u'allow': 1, u'Election': 1, u'withdraw': 1, u'tenure': 1, u'representation': 1, u'operate': 1, u'discussion': 1}), u'http://dbpedia.org/resource/Pennsylvania_State_University': defaultdict(None, {u'coach': 4, u'consider': 1, u'office': 2, u'athletic': 1, u'executive': 1, u'obtain': 3, u'rest': 1, u'bring': 4, u'manager': 5, u'love': 1, u'graduate': 20, u'help': 2, u'access': 1, u'justice': 1, u'send': 1, u'tie': 1, u'environment': 1, u'charge': 1, u'program': 9, u'location': 1, u'employee': 1, u'scholar': 1, u'build': 3, u'move': 4, u'return': 2, u'member': 2, u'get': 2, u'assistant': 1, u'rise': 1, u'bear': 1, u'unveil': 1, u'commemorate': 1, u'test': 1, u'game': 10, u'boost': 1, u'fan': 5, u'decide': 1, u'fall': 1, u'ticket': 2, u'induct': 1, u'tickets': 1, u'loss': 1, u'earn': 8, u'appeal': 1, u'towel': 1, u'like': 1, u'gift': 1, u'edit': 1, u'approach': 1, u'professorship': 1, u'merge': 1, u'race': 1, u'follow': 1, u'architecture': 1, u'team': 1, u'release': 4, u'involvement': 1, u'grab': 1, u'status': 1, u'set': 1, u'art': 1, u'alumnus': 1, u'deal': 3, u'plant': 1, u'seat': 2, u'administrator': 2, u'cost': 1, u'result': 2, u're-install': 1, u'trombone': 1, u'home': 1, u'project': 1, u'alums': 2, u'termination': 1, u'lead': 1, u'confirm': 1, u'assistance': 1, u'publish': 2, u'tend': 1, u'spokesman': 1, u'trustees': 1, u'curriculum': 1, u'conduct': 3, u'affiliate': 1, u'staff': 1, u'issue': 4, u'price': 1, u'common': 1, u'specialist': 1, u'degree': 2, u'exchange': 1, u'marketing': 1, u'million': 1, u'ticketholders': 1, u'job': 1, u'imaging': 1, u'key': 1, u'headline': 1, u'put': 1, u'teach': 1, u'come': 1, u'enrol': 2, u'change': 3, u'improve': 1, u'advance': 1, u'search': 1, u'no ticket': 1, u'auction': 1, u'shift': 1, u'study': 1, u'firing': 1, u'graduation': 1, u'dissolve': 1, u'turn': 2, u'connection': 1, u'feis': 1, u'place': 1, u'fraternity': 1, u'retain': 1, u'star': 1, u'honor': 1, u'authorize': 1, u'tone': 1, u'student': 12, u'researcher': 6, u'community': 3, u'recognize': 1, u'production': 1, u'semester': 1, u'initiative': 2, u'rink': 1, u'lieu': 1, u'vote': 2, u'dean': 2, u'message': 1, u'poll': 1, u'unit': 1, u'raise': 3, u'become': 1, u'addition': 1, u'transfer': 2, u'create': 1, u'B.S.': 1, u'partnership': 2, u'add': 1, u'resell': 1, u'process': 1, u'spread': 1, u'master': 1, u'convention': 1, u'meeting': 1, u'cite': 1, u'board': 4, u'buy': 1, u'Center': 1, u'name': 1, u'offer': 1, u'tool': 1, u'acre': 1, u'serve': 2, u'direct': 1, u'economic': 1, u'part': 5, u'link': 1, u'stick': 1, u'catch': 1, u'line': 1, u'hold': 2, u'junior': 2, u'jump': 1, u'join': 2, u'player': 3, u'science': 2, u'challenge': 1, u'work': 5, u'engineering': 2, u'spokeswoman': 2, u'receive': 5, u'future': 1, u'College': 3, u'property': 1, u'scramble': 1, u'history': 1, u'streak': 1, u'supervisor': 1, u'runner': 1, u'attribute': 1, u'contribute': 1, u'share': 2, u'accept': 1, u'fellow': 1, u'involve': 1, u'coordinator': 1, u'provost': 1, u'have': 2, u'arise': 1, u'partner': 2, u'seem': 1, u'pit': 1, u'campus': 9, u'trustee': 3, u'founding': 1, u'develop': 1, u'provide': 2, u'make': 2, u'government': 1, u'administration': 2, u'check': 1, u'write': 1, u'field': 2, u'emphasis': 1, u'take': 5, u'option': 1, u'department': 4, u'party': 1, u'native': 1, u'development': 1, u'play': 4, u'finish': 1, u'GRIT': 1, u'attend': 3, u'collaboration': 2, u'unleash': 1, u'effect': 1, u'stay': 2, u'director': 18, u'chance': 1, u'letter': 1, u'faculty': 3, u'president': 12, u'grow': 1, u'physic': 1, u'pull': 1, u'break': 1, u'voting': 1, u'rationalize': 1, u'professor': 9, u'camp': 1, u'drive': 2, u'vaulter': 1, u'switch': 1, u'contact': 1, u'enter': 1, u'push': 1, u'position': 1, u'operate': 1}), u'http://dbpedia.org/resource/Harvard_University': defaultdict(None, {u'conversation': 1, u'percent': 1, u'leftist': 1, u'move': 1, u'skit': 1, u'course': 2, u'manager': 2, u'scientist': 1, u'identify': 1, u'J.D.': 1, u'follow': 6, u'vocation': 1, u'economist': 1, u'make': 1, u'write': 2, u'death': 1, u'buddy': 1, u'employer': 1, u'program': 1, u'geologist': 1, u'win': 1, u'policy': 1, u'swim': 1, u'ensnare': 1, u'return': 1, u'L.L.B.': 1, u'get': 4, u'rise': 1, u'watch': 1, u'bear': 1, u'geek': 1, u'game': 1, u'fan': 1, u'prof': 1, u'room': 2, u'earn': 9, u'scholar': 3, u'gift': 1, u'brain': 1, u'list': 1, u'leave': 1, u'officer': 1, u'team': 1, u'release': 2, u'found': 1, u'wonk': 1, u'B.A.': 1, u'attorney': 1, u'set': 2, u'dean': 4, u'deal': 1, u'eagle': 1, u'startup': 1, u'direct': 2, u'seat': 1, u'administrator': 1, u'cost': 1, u'design': 1, u'portfolio': 1, u'Jenkins': 1, u'operation': 1, u'dissertation': 1, u'educate': 4, u'Educated': 2, u'genetics': 1, u'attend': 11, u'lead': 1, u'matter': 1, u'profit': 1, u'endowment': 1, u'section': 3, u'please': 1, u'fellows': 1, u'spokesman': 1, u'health': 1, u'conduct': 1, u'study2': 1, u'anne': 1, u'donate': 2, u'issue': 1, u'body': 1, u'specialist': 1, u'School': 8, u'run': 1, u'degree': 1, u'host': 1, u'become': 1, u'dividend': 1, u'teach': 6, u'come': 1, u'official': 2, u'advance': 1, u'training': 1, u'Dean': 1, u'forum': 1, u'receive': 14, u'route': 1, u'year': 1, u'job': 1, u'graduation': 3, u'turn': 2, u'survey': 1, u'banker': 1, u'contribution': 1, u'honor': 1, u'dine': 1, u'hold': 1, u'student': 10, u'campaign': 1, u'researcher': 4, u'hometown': 1, u'end': 1, u'sign': 1, u'commitment': 1, u'administer': 1, u'guard': 1, u'right': 1, u'alumnus': 6, u'poll': 1, u'open': 2, u'research': 1, u'stage': 1, u'engineer': 1, u'idea': 1, u'management': 1, u'dump': 1, u'paint': 1, u'transform': 1, u'commission': 1, u'live': 2, u'master': 2, u'laude': 1, u'way': 1, u'Agraduate': 1, u'sociology/anthropology': 1, u'draft': 2, u'hundred': 1, u'meeting': 1, u'friend': 1, u'head': 2, u'offer': 1, u'serve': 1, u'hurt': 1, u'train': 1, u'emeritus': 2, u'subsidiary': 1, u'line': 1, u'copy': 1, u'bill': 1, u'case': 1, u'hire': 2, u'join': 2, u'look': 1, u'pursue': 1, u'science': 1, u'work': 4, u'recruit': 2, u'podcasts': 1, u'career': 2, u'economic': 1, u'architect': 1, u'learn': 1, u'guru': 1, u'meet': 3, u'piece': 1, u'study': 13, u'say': 1, u'Conference': 1, u'compare': 1, u'give': 2, u'recognize': 1, u'describe': 1, u'accept': 1, u'fellow': 1, u'relieve': 1, u'provost': 1, u'classis': 1, u'stint': 1, u'examine': 1, u'hone': 1, u'mathematic': 1, u'develop': 1, u'author': 1, u'pay': 1, u'perkovic?s': 1, u'cope': 1, u'administration': 1, u'graduate': 38, u'member': 2, u'take': 1, u'corridor': 2, u'draw': 1, u'practice': 1, u'star': 1, u'clash': 1, u'Institute': 3, u'absorb': 1, u'price': 1, u'welcome': 2, u'stay': 1, u'director': 4, u'letter': 1, u'faculty': 2, u'Ph.D.': 1, u'president': 3, u'grow': 1, u'expand': 1, u'operate': 1, u'expert': 2, u'professor': 44, u'applicant': 1, u'cover': 1, u'psychologist': 1, u'spend': 1, u'mislead': 1, u'academic': 1, u'part': 1, u'roommates': 1, u'classmate': 1, u'enter': 1, u'position': 1, u'artist-in-residence': 1, u'assistance': 1, u'scholarship': 2}), u'http://dbpedia.org/resource/Stanford_University': defaultdict(None, {u'help': 3, u'founder': 1, u'violation': 1, u'percent': 1, u'executive': 1, u'suspend': 1, u'course': 2, u'manager': 2, u'mile': 1, u'file': 1, u'jury': 1, u'touch': 1, u'follow': 1, u'flashback': 1, u'avenue': 1, 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u'advance': 1, u'receive': 7, u'study': 9, u'job': 1, u'graduation': 1, u'keep': 1, u'turn': 1, u'connection': 1, u'leadership': 1, u'defeat': 1, u'commit': 1, u'concession': 1, u'replacement': 1, u'trainer': 1, u'major': 1, u'shopper': 1, u'vie': 1, u'win': 2, u'faculty': 1, u'period': 1, u'walk': 1, u'champ': 1, u'alumnus': 2, u'instal': 1, u'establish': 1, u'engineer': 1, u'take': 1, u'basketball': 1, u'raise': 1, u'Degree': 1, u'addition': 1, u'transfer': 1, u'create': 4, u'breed': 1, u'consider': 1, u'master': 1, u'way': 1, u'memory': 1, u'stage': 1, u'Women': 1, u'head': 1, u'enable': 1, u'relationship': 1, u'offer': 3, u'season': 1, u'musician': 2, u'serve': 3, u'landing': 1, u'part': 1, u'link': 1, u'mail': 1, u'http://www.prnewswire.com': 1, u'hold': 2, u'account': 1, u'join': 2, u'room': 2, u'coordinator': 2, u'recall': 1, u'official': 2, u'recruit': 2, u'distract': 1, u'Professors': 1, u'career': 1, u'while': 1, u'College': 1, u'visit': 1, u'briefing': 1, u'aid': 1, u'designate': 1, u'history': 1, u'director-logistics': 1, u'give': 1, u'resident': 1, u'partnership': 1, u'headquarters': 1, u'player': 2, u'collaborate': 1, u'have': 1, u'return': 1, u'sneak': 1, u'pit': 1, u'campus': 2, u'native': 1, u'sell': 2, u'develop': 1, u'personnel': 1, u'travel': 1, u'shorten': 1, u'feature': 1, u'graduate': 23, u'member': 3, u'dean': 1, u'complex': 1, u'chairman': 1, u'department': 1, u'performance': 1, u'fill': 1, u'week': 1, u'administrator': 3, u'acquire': 1, u'star': 2, u'attend': 5, u'Institute': 2, u'collaboration': 1, u'chart': 1, u'stay': 1, u'director': 19, u'award': 2, u'student': 6, u'retain': 1, u'score': 1, u'tradition': 2, u'expand': 1, u'building': 2, u'lawn': 1, u'band': 1, u'professor': 12, u'sale': 1, u'switch': 2, u'contact': 1, u'enter': 1, u'hear': 1, u'artist-in-residence': 1, u'spend': 3, u'womensbasketball': 1})}
In [114]:
for ab in actorToLabels:
columns = actorToLabels[ab].keys()
row = []
names = []
for x in columns:
row.append(actorToLabels[ab][x])
d = {ab[28:] : row}
df2 = pd.DataFrame(d, index=columns)
s = df2.sort(ab[28:], ascending=False)
df2.plot(kind='area')
#print s[ab[28:]][:5]
Board 110
member 41
seat 30
elect 14
Chairman 13
Name: Texas_Tech_University_System, dtype: int64
graduate 20
director 18
student 12
president 12
game 10
Name: Pennsylvania_State_University, dtype: int64
professor 44
graduate 38
receive 14
study 13
attend 11
Name: Harvard_University, dtype: int64
professor 40
graduate 16
director 12
team 11
student 11
Name: Stanford_University, dtype: int64
University 33
professor 14
study 9
director 9
graduate 8
Name: University_of_Southern_California, dtype: int64
graduate 10
fan 7
work 6
director 5
position 5
Name: Auburn_University, dtype: int64
graduate 23
professor 14
student 11
director 9
receive 6
Name: Purdue_University, dtype: int64
University 59
professor 41
graduate 35
receive 20
study 17
Name: University_of_Michigan, dtype: int64
graduate 23
director 19
professor 12
study 9
receive 7
Name: Michigan_State_University, dtype: int64
In [ ]:
Content source: pgroth/notebook
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