Newsreader Universities

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.

Some setup

In [2]:
import json
import urllib2
import urllib
from IPython.display import display

Are there scientists in the data?

  • Remember to add &output=json to grab the data back
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}

List of all the universities in the system

  • note we only grab the first 20 so we don't have to loop through the data
  • contains a dbpedia url, a comment, and the number of events in the news the university was found in
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}

Plot!

  • Here we plot the number of events in which the unviersities occured in.
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>

Retrieve what kinds of events the universities are involved in

  • Uses the event_details_filtered_by_actor api
  • Note they include a handy next page field in the json results for looping through results
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
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https://newsreader.scraperwiki.com/cars/summary_of_events_with_actor/page/16?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/17?uris.0=http%3A%2F%2Fdbpedia.org%2Fresource%2FUniversity_of_Southern_California&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_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, 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u'finance': 1, u'get': 5, u'assistant': 1, u'earn': 3, u'pathologist': 1, u'game': 6, u'fan': 6, u'opener': 1, u'ticket': 2, u'develope': 1, u'day': 1, u'scholar': 2, u'loss': 1, u'school': 1, u'donate': 1, u'resource': 1, u'name': 4, u'inventory': 1, u'trustee': 2, u'curator': 1, u'collect': 1, u'lose': 2, u'release': 3, u'grad': 3, u'luck': 1, u'draw': 1, u'exceed': 2, u'work': 3, u'force': 1, u'house': 1, u'reduce': 1, u'play': 6, u'economic': 2, u'usher': 1, u'measure': 1, u'co-director': 1, u'home': 1, u'operation': 1, u'envisions': 1, u'project': 1, u'retire': 1, u'lead': 6, u'space': 1, u'avoid': 1, u'experiment': 1, u'cooperation': 1, u'conduct': 1, u'Accepted': 1, u'issue': 3, u'journal': 1, u'specialist': 1, u'School': 4, u'associate': 2, u'marketing': 1, u'screen': 1, u'team': 1, u'expansion': 1, u'contribution': 1, u'fun': 1, u'restructuring': 1, u'management': 2, u'let': 1, u'put': 1, u'news': 1, u'teach': 2, u'come': 1, u'enrol': 1, u'change': 1, u'improve': 1, 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})}

Plot the above data for each university

  • Scroll down in the output area to see the graphs
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