Question 1

rank year institution_name country academic_reputation employer_reputation faculty_student_score citations_per_faculty international_faculty international_students overall_score
0 55 2018 University Of Wisconsin-Madison United States 94.0 62.1 84.0 54.2 53.2 30.9 75.8
1 53 2019 University Of Wisconsin-Madison United States 88.5 51.2 87.4 52.6 58.8 30.6 73.2
2 56 2020 University Of Wisconsin-Madison United States 87.8 49.7 85.5 50.0 57.2 30.9 71.8

Question 2

institution_name international_students
0 Waseda University 35.8
1 Tokyo Institute Of Technology 31.3
2 University Of Tsukuba 30.4
3 The University Of Tokyo 26.2
4 Kyushu University 21.5
5 Nagoya University 21.3
6 Tohoku University 17.6
7 Kyoto University 17.5
8 Hiroshima University 17.1
9 Tokyo Medical And Dental University 16.7

Question 3

institution_name reputation
0 Harvard University 200.0
1 Massachusetts Institute Of Technology 200.0
2 Stanford University 200.0
3 University Of California, Berkeley 199.8
4 Yale University 199.6
5 University Of California, Los Angeles 199.1
6 Columbia University 197.1
7 Princeton University 196.6
8 University Of Chicago 190.3
9 Cornell University 189.2

Question 4

country num_of_institutions
0 United States 74
1 United Kingdom 45
2 Germany 23
3 Australia 21
4 Canada 14
5 China 14
6 France 14
7 Japan 14
8 Netherlands 13
9 Russia 13

Question 5

country num_of_institutions
0 United States 74
1 United Kingdom 45
2 Germany 23
3 Australia 21
4 Canada 14
5 China 14
6 France 14
7 Japan 14
8 Netherlands 13
9 Russia 13
10 Other 155

Question 6

country total_score
0 United States 4298.4
1 United Kingdom 2539.2
2 Germany 1098.2
3 Australia 1093.8
4 Japan 752.9
5 China 743.4
6 Canada 705.3
7 Netherlands 674.9
8 South Korea 612.8
9 France 595.2

Question 7

institution_name international_score
0 Massachusetts Institute Of Technology 194.1
1 California Institute Of Technology 186.7
2 Carnegie Mellon University 183.5
3 Rice University 180.4
4 Northeastern University 179.1
5 Stanford University 167.5
6 Cornell University 166.1
7 Purdue University 158.2
8 University Of Rochester 157.9
9 University Of Chicago 151.2

Question 8

citations_per_faculty overall_score
0 99.9 100.0
1 99.4 98.7
2 99.9 98.4
3 100.0 97.7
4 78.3 95.6
5 76.3 95.3
6 74.7 94.6
7 68.7 93.7
8 85.9 93.5
9 98.7 93.3
10 83.3 92.2
11 99.2 91.2
12 100.0 91.0
13 96.2 90.7
14 66.2 90.5
15 63.2 90.4
16 83.9 89.8
17 62.3 88.9
18 67.4 88.7
19 85.6 87.1
20 91.4 87.0
21 66.7 87.0
22 64.8 86.9
23 55.5 86.9
24 75.3 85.6
25 46.3 85.5
26 99.3 84.9
27 75.4 84.8
28 73.3 84.8
29 87.7 84.3
30 50.0 84.0
31 61.4 83.9
32 97.5 83.6
33 47.5 83.0
34 71.7 81.8
35 56.4 81.5
36 70.6 81.5
37 61.7 80.8
38 90.3 80.8
39 63.7 80.6
40 99.5 80.4
41 77.2 80.4
42 100.0 79.9
43 56.4 79.5
44 79.8 78.9
45 50.7 78.8
46 95.6 78.6
47 83.4 78.6
48 91.5 78.4
49 70.3 78.0
50 63.7 77.9
51 23.4 77.3
52 92.5 76.5
53 91.6 76.1
54 54.2 75.8
55 62.4 74.8
56 54.1 74.4
57 83.5 74.3
58 50.8 74.0
59 68.5 73.1
60 98.8 72.9
61 81.5 72.5
62 63.1 72.1
63 26.6 72.0
64 55.5 71.6
65 55.1 70.8
66 95.7 70.6
67 34.8 70.4
68 93.5 70.3
69 99.1 70.1
70 88.9 69.4
71 99.8 69.4
72 26.9 69.2
73 31.9 69.2
74 2.6 69.1
75 74.1 69.0
76 48.4 69.0
77 76.3 68.5
78 51.8 68.5
79 61.5 67.8
80 59.8 67.2
81 48.1 67.0
82 50.1 67.0
83 46.3 66.8
84 47.2 66.8
85 40.3 66.1
86 80.2 65.9
87 68.3 65.7
88 96.7 65.6
89 32.8 65.5
90 49.6 65.5
91 69.6 65.3
92 80.2 65.2
93 82.3 65.2
94 6.3 65.0
95 54.5 65.0
96 96.7 64.9
97 70.0 64.7
98 82.1 64.7
99 78.3 64.6
100 42.3 64.5
101 41.5 63.9
102 56.0 63.9
103 83.3 63.6
104 58.0 63.2
105 31.8 62.3
106 69.8 61.9
107 37.9 61.6
108 70.9 61.5
109 55.2 61.5
110 75.5 61.5
111 56.5 61.4
112 53.6 61.3
113 85.3 60.8
114 24.3 60.8
115 37.0 60.7
116 69.3 60.7
117 61.6 60.4
118 74.6 59.3
119 33.6 59.2
120 25.7 59.1
121 35.1 59.0
122 3.8 59.0
123 56.7 58.7
124 48.3 58.4
125 55.3 58.4
126 43.3 58.3
127 31.9 58.2
128 75.8 58.1
129 49.9 57.7
130 81.0 57.5
131 70.4 57.2
132 70.3 57.1
133 97.5 56.9
134 63.2 56.3
135 53.0 56.3
136 63.8 56.0
137 39.5 56.0
138 11.4 56.0
139 35.7 55.8
140 42.1 55.6
141 48.9 55.5
142 51.3 55.5
143 27.2 55.2
144 50.4 54.7
145 30.9 54.5
146 70.5 54.4
147 74.3 54.4
148 59.5 54.3
149 94.4 54.3
150 57.2 54.2
151 80.9 53.7
152 54.6 53.6
153 19.4 53.3
154 29.7 53.2
155 33.4 52.9
156 30.1 52.8
157 59.0 52.7
158 58.6 52.7
159 56.9 52.6
160 90.2 52.4
161 42.9 52.4
162 63.1 52.2
163 20.4 52.1
164 59.7 52.1
165 89.2 52.1
166 88.4 51.9
167 48.4 51.5
168 70.5 51.3
169 53.1 50.9
170 53.8 50.8
171 91.2 50.7
172 27.6 50.3
173 38.7 50.3
174 53.3 50.3
175 45.8 50.1
176 31.8 50.0
177 39.2 49.8
178 50.8 49.7
179 92.2 49.7
180 23.9 49.6
181 83.7 49.5
182 30.0 49.5
183 52.0 49.5
184 23.8 49.5
185 42.6 49.3
186 24.7 49.2
187 36.9 49.1
188 51.6 49.1
189 100.0 49.0
190 35.9 48.9
191 9.4 48.5
192 98.3 48.5
193 96.0 48.5
194 49.2 48.1
195 79.0 48.1
196 57.0 48.1
197 43.7 48.1
198 3.7 48.0
199 73.3 47.9
200 12.8 47.8
201 50.9 47.4
202 7.6 47.2
203 73.6 47.1
204 96.0 47.0
205 44.4 47.0
206 76.8 46.9
207 46.9 46.9
208 73.0 46.7
209 22.6 46.6
210 72.1 46.6
211 33.4 46.5
212 54.9 46.4
213 56.8 46.3
214 40.1 46.1
215 72.0 45.9
216 43.5 45.8
217 55.8 45.6
218 45.8 45.5
219 3.8 45.2
220 13.2 44.5
221 49.3 44.3
222 21.0 44.2
223 61.9 44.0
224 79.4 44.0
225 49.1 44.0
226 27.5 43.8
227 54.7 43.7
228 17.2 43.6
229 11.9 43.4
230 66.4 43.4
231 59.4 43.3
232 14.1 43.2
233 41.4 43.1
234 12.5 43.0
235 1.1 42.9
236 38.2 42.9
237 50.9 42.8
238 23.7 42.6
239 47.2 42.5
240 4.0 42.5
241 24.1 42.3
242 17.9 42.0
243 62.8 42.0
244 8.9 41.8
245 78.0 41.8
246 36.8 41.6
247 23.0 41.6
248 63.1 41.5
249 11.0 41.3
250 23.8 41.3
251 46.5 41.2
252 12.5 41.1
253 4.5 40.9
254 20.6 40.9
255 44.5 40.6
256 21.1 40.6
257 6.5 40.6
258 43.9 40.5
259 63.4 40.5
260 48.8 40.5
261 35.0 40.4
262 46.7 40.3
263 67.6 40.2
264 37.1 40.2
265 22.1 40.2
266 15.8 40.1
267 25.7 40.1
268 3.9 40.0
269 9.6 39.8
270 18.8 39.8
271 69.6 39.6
272 47.8 39.6
273 49.8 39.5
274 22.3 39.4
275 25.3 39.3
276 1.6 39.2
277 32.6 39.2
278 68.5 39.1
279 41.9 39.1
280 8.4 38.9
281 37.5 38.8
282 32.0 38.6
283 36.7 38.6
284 32.9 38.6
285 18.1 38.5
286 30.4 38.4
287 97.3 38.4
288 11.9 38.3
289 66.0 38.3
290 1.1 38.2
291 64.4 38.1
292 38.9 37.9
293 73.2 37.9
294 7.6 37.9
295 13.8 37.8
296 39.6 37.8
297 47.7 37.8
298 16.4 37.7
299 52.6 37.7
300 94.4 37.6
301 52.8 37.6
302 27.9 37.5
303 19.6 37.4
304 38.1 37.3
305 37.5 37.3
306 63.8 37.0
307 61.7 36.9
308 81.8 36.9
309 22.2 36.9
310 10.2 36.7
311 37.5 36.6
312 46.2 36.5
313 11.1 36.3
314 17.9 36.3
315 19.7 36.2
316 43.8 36.2
317 73.3 36.1
318 33.3 35.9
319 31.0 35.9
320 78.6 35.9
321 17.5 35.8
322 2.7 35.7
323 77.9 35.7
324 40.2 35.6
325 60.0 35.6
326 41.1 35.6
327 65.9 35.6
328 37.4 35.5
329 31.6 35.4
330 2.9 35.3
331 1.8 35.3
332 12.0 35.3
333 1.6 35.1
334 7.0 35.1
335 1.3 35.0
336 1.1 34.9
337 23.4 34.8
338 43.4 34.7
339 100.0 34.7
340 20.1 34.6
341 46.2 34.6
342 37.5 34.2
343 58.6 34.0
344 38.5 34.0
345 49.8 33.9
346 40.1 33.9
347 74.4 33.9
348 7.9 33.8
349 3.8 33.8
350 15.2 33.6
351 49.2 33.5
352 33.8 33.5
353 29.9 33.5
354 6.9 33.4
355 9.2 33.4
356 74.5 33.3
357 51.2 33.3
358 20.2 33.3
359 28.5 33.2
360 13.5 33.1
361 52.9 33.1
362 20.5 33.1
363 1.2 33.0
364 78.2 33.0
365 33.7 33.0
366 56.8 32.9
367 23.9 32.9
368 2.1 32.9
369 10.0 32.9
370 44.1 32.9
371 34.9 32.8
372 40.2 32.5
373 1.0 32.5
374 3.9 32.5
375 15.9 32.5
376 24.5 32.5
377 30.8 32.4
378 26.9 32.2
379 24.7 32.1
380 42.3 32.0
381 1.5 31.9
382 43.3 31.9
383 26.0 31.6
384 21.8 31.5
385 2.4 31.3
386 21.5 31.3
387 52.2 31.2
388 32.0 31.2
389 11.7 31.1
390 17.3 31.0
391 40.3 31.0
392 38.2 31.0
393 18.8 30.8
394 5.1 30.7
395 49.7 30.7
396 2.1 30.6
397 19.7 30.5
398 20.1 30.5
399 18.7 30.5

Question 9

academic_reputation employer_reputation
0 100.0 100.0
1 100.0 100.0
2 100.0 100.0
3 98.7 81.2
4 99.6 90.7
5 99.9 96.7
6 98.7 90.5
7 99.9 99.7
8 99.7 97.4
9 95.4 92.6
10 98.9 90.2
11 89.7 56.9
12 88.2 74.7
13 100.0 99.8
14 100.0 99.1
15 85.0 73.1
16 91.7 56.1
17 95.6 91.3
18 78.5 79.0
19 88.5 51.2
20 62.5 52.7
21 93.8 78.1
22 85.0 46.5
23 73.5 74.6
24 89.1 53.6
25 68.1 43.1
26 38.7 18.5
27 64.8 55.6
28 62.4 66.0
29 77.7 70.4
30 65.7 60.7
31 71.4 40.4
32 43.4 18.7
33 57.0 51.4
34 54.8 29.1
35 64.6 16.7
36 44.5 20.5
37 61.4 54.8
38 27.2 12.3
39 66.9 25.6
40 46.1 21.6
41 48.2 35.7
42 21.9 34.5
43 24.4 9.3
44 20.6 11.3
45 37.5 30.0
46 38.6 40.1
47 29.1 20.0
48 59.1 48.0
49 41.6 27.0
50 30.3 30.8
51 46.4 28.9
52 35.1 38.7
53 19.8 14.2
54 21.1 16.9
55 40.1 22.5
56 44.8 16.1
57 32.0 12.7
58 39.4 25.9
59 19.8 5.4
60 3.3 2.9
61 20.1 11.0
62 42.7 31.2
63 18.8 22.2
64 20.1 15.1
65 31.4 32.3
66 28.2 24.9
67 11.9 12.4
68 16.4 6.9
69 22.1 7.2
70 16.6 12.2
71 16.7 7.4
72 23.4 29.4
73 18.2 22.8
74 6.5 6.8
75 28.5 19.5
76 8.3 6.8

Question 10

international_students faculty_student_score
0 64.7 77.4
1 99.8 37.5
2 92.5 26.2
3 20.6 94.2
4 37.5 11.8
5 3.7 25.2
6 66.2 94.9
7 93.0 71.5
8 4.2 28.6
9 30.1 92.4
10 3.1 27.6
11 46.6 43.2
12 29.4 100.0
13 3.8 43.7
14 23.3 82.7
15 6.8 66.8
16 72.1 100.0
17 76.8 89.1
18 99.1 87.2
19 1.6 45.8
20 5.0 43.4
21 93.5 35.8
22 11.6 77.9
23 54.5 6.3
24 26.2 93.3
25 26.1 98.6
26 64.6 63.1
27 96.2 24.3
28 57.2 90.7
29 4.3 57.6
30 87.8 46.4
31 91.8 25.0
32 30.5 77.7
33 7.6 74.5
34 NaN 96.4
35 1.5 62.0
36 17.6 59.3
37 32.5 15.6
38 98.3 66.4
39 56.1 99.7
40 60.6 71.3
41 74.2 93.9
42 40.9 28.3
43 11.9 88.0
44 33.8 32.5
45 70.1 50.1
46 98.0 85.0
47 30.4 41.9
48 2.5 25.6
49 55.6 77.3
50 98.5 100.0
51 94.1 100.0

Question 13

country sum_inter_citations
0 United States 2623.8207
1 United Kingdom 2347.1602
2 Australia 1255.5530
3 Netherlands 748.4268
4 Canada 724.5029
5 Switzerland 561.8790
6 China 482.2577
7 Germany 455.5466
8 Hong Kong 375.3032
9 New Zealand 327.3357
10 Sweden 305.3745
11 Belgium 255.0750
12 France 198.0860
13 Denmark 186.4904
14 Singapore 160.3000

Question 14

country avg_inter_citations
0 Singapore 80.150000
1 Switzerland 75.497000
2 Hong Kong 62.550533
3 Australia 61.362388
4 Netherlands 56.166733
5 New Zealand 53.226220
6 United Kingdom 52.889084
7 Canada 50.779723
8 Denmark 46.196200
9 Norway 46.083300
10 Sweden 45.522983
11 Ireland 40.810833
12 Belgium 39.861500
13 United States 38.357020
14 China 37.164742
15 Israel 36.224833
16 Finland 32.759067
17 South Africa 31.579800
18 Austria 31.025500
19 Saudi Arabia 24.431567
20 Germany 19.839767
21 France 16.605891
22 South Korea 14.925775
23 Taiwan 13.880733
24 Lebanon 13.756600
25 Malaysia 9.417440
26 Italy 8.174883
27 Japan 7.546055
28 Spain 7.496975
29 Brazil 3.194100
30 India 2.952050
31 Mexico 2.350200
32 Chile 1.985200
33 Indonesia 1.690200
34 Thailand 1.365900
35 Argentina 1.335000
36 Colombia 1.329300
37 Russia 0.626680
38 Kazakhstan 0.412800

Question 15

country institution_name max_inter_citations
0 United States Massachusetts Institute Of Technology 99.8000
1 Switzerland Ecole Polytechnique Fédérale De Lausanne 98.9000
2 Netherlands Eindhoven University Of Technology 95.4493
3 United Kingdom London School Of Economics And Political Science 91.1000
4 Hong Kong The Hong Kong University Of Science And Technology 89.5000
5 Singapore Nanyang Technological University 88.8000
6 Australia The University Of Western Australia 88.3000
7 Belgium Katholieke Universiteit Leuven 76.7700
8 New Zealand University Of Waikato 73.6434
9 Canada Western University 72.3240
10 Sweden Chalmers University Of Technology 70.7608
11 Denmark Technical University Of Denmark 65.5705
12 France Ecole Polytechnique 63.1176
13 Finland Aalto University 62.9799
14 China Zhejiang University 60.9606
15 Austria Technische Universität Wien 59.0250
16 Ireland Trinity College Dublin 56.5160
17 Norway University Of Bergen 53.8688
18 Israel Technion - Israel Institute Of Technology 44.4800
19 Macau University Of Macau 43.9000
20 Germany Kit, Karlsruher Institut Für Technologie 43.5600
21 United Arab Emirates Khalifa University 42.2000
22 Saudi Arabia King Fahd University Of Petroleum & Minerals 40.1000
23 Spain Universitat Pompeu Fabra 36.8628
24 South Korea Pohang University Of Science And Technology 35.0529
25 South Africa University Of Cape Town 31.6572
26 Malaysia Universiti Malaya 26.0620
27 Italy Politecnico Di Milano 25.3774
28 Japan Tokyo Institute Of Technology 18.8191
29 Taiwan National Tsing Hua University 16.1868
30 Qatar Qatar University 14.3000
31 Lebanon American University Of Beirut 13.7104
32 Oman Sultan Qaboos University 11.2000
33 Brunei Universiti Brunei Darussalam 6.2000
34 Egypt The American University In Cairo 5.3523
35 Estonia University Of Tartu 4.8416
36 Mexico Tecnológico De Monterrey 4.5172
37 Czech Republic University Of Chemistry And Technology, Prague 4.4590
38 India Indian Institute Of Technology Kharagpur 4.1552
39 Russia Moscow Institute Of Physics And Technology State University 3.7278
40 Brazil Universidade Estadual De Campinas 3.2373
41 Portugal University Of Lisbon 3.0560
42 Chile Pontificia Universidad Católica De Chile 2.6384
43 Colombia Universidad De Los Andes Colombia 2.6001
44 Indonesia University Of Indonesia 1.7955
45 Argentina Universidad De Buenos Aires 1.2168
46 Thailand Chulalongkorn University 0.9775
47 Poland University Of Warsaw 0.6256
48 Kazakhstan Al-Farabi Kazakh National University 0.4896
49 Belarus Belarus State University 0.0935
50 Philippines University Of The Philippines 0.0378

Question 16

country avg_citations avg_inter_faculty
0 Canada 55.700000 92.950000
1 Hong Kong 69.050000 99.950000
2 United Kingdom 65.988889 95.788889
3 Singapore 74.750000 100.000000
4 Australia 79.260000 98.940000
5 Switzerland 98.950000 100.000000
6 France 100.000000 94.400000
7 China 66.900000 58.133333
8 United States 87.461111 73.894444
9 Japan 64.850000 11.400000
10 South Korea 85.050000 24.100000

Question 17

overall_score rank fit
0 100.0 1 78.221321
1 98.4 2 78.073809
2 97.4 3 77.926297
3 97.2 4 77.778785
4 96.9 5 77.631273
5 95.9 6 77.483761
6 95.0 7 77.336249
7 94.8 8 77.188737
8 94.1 9 77.041225
9 92.0 10 76.893713
10 91.8 11 76.746200
11 91.8 11 76.746200
12 90.9 13 76.451176
13 89.3 14 76.303664
14 88.9 15 76.156152
15 88.6 16 76.008640
16 87.7 17 75.861128
17 87.4 18 75.713616
18 87.4 18 75.713616
19 86.2 20 75.418592
20 86.0 21 75.271080
21 84.3 22 75.123568
22 84.3 22 75.123568
23 83.9 24 74.828543
24 83.8 25 74.681031
25 83.8 25 74.681031
26 82.7 27 74.386007
27 82.6 28 74.238495
28 82.1 29 74.090983
29 82.1 29 74.090983
30 81.5 31 73.795959
31 80.6 32 73.648447
32 80.5 33 73.500935
33 80.5 33 73.500935
34 80.4 35 73.205911
35 80.4 35 73.205911
36 79.6 37 72.910886
37 79.5 38 72.763374
38 78.8 39 72.615862
39 78.6 40 72.468350
40 77.9 41 72.320838
41 77.8 42 72.173326
42 77.1 43 72.025814
43 77.0 44 71.878302
44 76.6 45 71.730790
45 75.9 46 71.583278
46 75.7 47 71.435766
47 74.8 48 71.288253
48 74.5 49 71.140741
49 74.2 50 70.993229
50 74.1 51 70.845717
51 73.6 52 70.698205
52 73.4 53 70.550693
53 72.4 54 70.403181
54 72.3 55 70.255669
55 71.8 56 70.108157
56 71.5 57 69.960645
57 70.9 58 69.813133
58 70.9 58 69.813133
59 70.5 60 69.518109
60 70.5 60 69.518109
61 70.4 62 69.223084
62 69.6 63 69.075572
63 69.0 64 68.928060
64 68.6 65 68.780548
65 68.4 66 68.633036
66 68.2 67 68.485524
67 67.9 68 68.338012
68 67.3 69 68.190500
69 67.1 70 68.042988
70 66.5 71 67.895476
71 66.2 72 67.747964
72 66.0 74 67.452939
73 65.9 75 67.305427
74 65.8 76 67.157915
75 64.9 77 67.010403
76 64.2 78 66.862891
77 64.2 78 66.862891
78 64.1 80 66.567867
79 64.0 81 66.420355
80 63.8 81 66.420355
81 63.7 82 66.272843
82 63.4 83 66.125331
83 63.4 83 66.125331
84 63.2 84 65.977819
85 63.1 85 65.830307
86 62.9 86 65.682794
87 62.6 87 65.535282
88 62.3 89 65.240258
89 62.2 90 65.092746
90 61.9 91 64.945234
91 61.8 92 64.797722
92 61.7 93 64.650210
93 61.7 93 64.650210
94 61.0 95 64.355186
95 60.8 96 64.207674
96 60.6 97 64.060162
97 60.5 98 63.912649
98 60.5 98 63.912649
99 59.9 100 63.617625
100 59.5 101 63.470113
101 58.9 102 63.322601
102 58.8 103 63.175089
103 58.7 104 63.027577
104 58.7 104 63.027577
105 58.6 106 62.732553
106 58.4 107 62.585041
107 58.3 108 62.437529
108 58.3 108 62.437529
109 58.1 110 62.142505
110 57.8 111 61.994992
111 57.4 112 61.847480
112 57.3 113 61.699968
113 56.1 114 61.552456
114 55.8 115 61.404944
115 55.5 116 61.257432
116 55.5 116 61.257432
117 55.4 118 60.962408
118 54.7 119 60.814896
119 54.5 120 60.667384
120 54.5 120 60.667384
121 54.5 120 60.667384
122 54.3 123 60.224847
123 54.2 124 60.077335
124 54.0 125 59.929823
125 54.0 125 59.929823
126 53.9 126 59.782311
127 53.4 127 59.634799
128 53.2 128 59.487287
129 53.1 129 59.339775
130 53.0 130 59.192263
131 53.0 130 59.192263
132 52.9 132 58.897239
133 52.9 132 58.897239
134 52.4 134 58.602215
135 52.3 135 58.454703
136 52.1 136 58.307190
137 52.0 137 58.159678
138 51.9 138 58.012166
139 51.4 139 57.864654
140 51.2 140 57.717142
141 51.2 140 57.717142
142 51.2 140 57.717142
143 51.1 144 57.127094
144 51.0 145 56.979582
145 50.9 146 56.832070
146 50.6 147 56.684558
147 50.5 148 56.537045
148 50.4 149 56.389533
149 50.3 150 56.242021
150 50.0 151 56.094509
151 49.4 152 55.946997
152 49.2 153 55.799485
153 49.0 154 55.651973
154 49.0 154 55.651973
155 48.6 156 55.356949
156 48.6 156 55.356949
157 48.5 158 55.061925
158 48.4 159 54.914413
159 48.3 160 54.766901
160 48.3 160 54.766901
161 48.2 162 54.471876
162 48.1 163 54.324364
163 48.1 163 54.324364
164 47.9 165 54.029340
165 47.9 165 54.029340
166 47.8 167 53.734316
167 47.7 167 53.734316
168 47.7 167 53.734316
169 47.3 169 53.439292
170 47.3 169 53.439292
171 47.3 170 53.291780
172 47.0 172 52.996756
173 46.8 173 52.849243
174 46.8 173 52.849243
175 46.8 173 52.849243
176 46.7 176 52.406707
177 46.6 177 52.259195
178 46.6 177 52.259195
179 46.4 179 51.964171
180 46.3 181 51.669147
181 46.2 182 51.521635
182 46.1 183 51.374123
183 45.9 184 51.226611
184 45.6 185 51.079099
185 45.2 186 50.931586
186 45.2 186 50.931586
187 45.1 188 50.636562
188 45.0 189 50.489050
189 45.0 189 50.489050
190 44.8 191 50.194026
191 44.7 192 50.046514
192 44.7 192 50.046514
193 44.6 194 49.751490
194 44.5 195 49.603978
195 44.2 197 49.308954
196 44.1 198 49.161441
197 44.1 198 49.161441
198 44.0 200 48.866417
199 44.0 200 48.866417
200 44.0 200 48.866417
201 43.7 202 48.571393
202 43.5 203 48.423881
203 43.4 204 48.276369
204 43.3 205 48.128857
205 43.2 206 47.981345
206 43.1 207 47.833833
207 43.1 207 47.833833
208 43.1 207 47.833833
209 42.9 210 47.391297
210 42.8 211 47.243784
211 42.7 212 47.096272
212 42.7 212 47.096272
213 42.1 214 46.801248
214 42.0 215 46.653736
215 42.0 215 46.653736
216 41.4 217 46.358712
217 41.4 217 46.358712
218 41.3 219 46.063688
219 41.3 219 46.063688
220 41.3 219 46.063688
221 41.2 222 45.621152
222 40.9 223 45.473639
223 40.7 224 45.326127
224 40.7 224 45.326127
225 40.4 225 45.178615
226 40.1 226 45.031103
227 40.0 227 44.883591
228 40.0 227 44.883591
229 40.0 227 44.883591
230 39.9 230 44.441055
231 39.8 231 44.293543
232 39.8 231 44.293543
233 39.7 233 43.998519
234 39.6 234 43.851007
235 39.6 234 43.851007
236 39.6 234 43.851007
237 39.5 237 43.408470
238 39.2 238 43.260958
239 39.0 239 43.113446
240 39.0 239 43.113446
241 39.0 239 43.113446
242 38.9 242 42.670910
243 38.8 243 42.523398
244 38.7 244 42.375886
245 38.5 245 42.228374
246 38.4 246 42.080862
247 38.3 247 41.933350
248 38.3 247 41.933350
249 37.8 250 41.490813
250 37.6 251 41.343301
251 37.6 251 41.343301
252 37.5 253 41.048277
253 37.5 253 41.048277
254 37.5 253 41.048277
255 37.3 256 40.605741
256 37.2 257 40.458229
257 37.2 257 40.458229
258 37.1 259 40.163205
259 37.0 260 40.015693
260 36.9 261 39.868180
261 36.8 262 39.720668
262 36.8 262 39.720668
263 36.8 262 39.720668
264 36.7 265 39.278132
265 36.6 266 39.130620
266 36.6 266 39.130620
267 36.5 268 38.835596
268 36.5 268 38.835596
269 36.3 270 38.540572
270 36.1 271 38.393060
271 36.1 271 38.393060
272 36.1 271 38.393060
273 35.9 274 37.950523
274 35.9 274 37.950523
275 35.8 276 37.655499
276 35.7 277 37.507987
277 35.7 277 37.507987
278 35.6 279 37.212963
279 35.4 280 37.065451
280 35.2 281 36.917939
281 35.2 281 36.917939
282 35.2 281 36.917939
283 35.1 284 36.475403
284 35.0 285 36.327891
285 35.0 285 36.327891
286 34.9 287 36.032866
287 34.9 287 36.032866
288 34.9 287 36.032866
289 34.9 287 36.032866
290 34.8 291 35.442818
291 34.8 291 35.442818
292 34.8 291 35.442818
293 34.8 291 35.442818
294 34.8 291 35.442818
295 34.7 296 34.705258
296 34.7 296 34.705258
297 34.6 298 34.410234
298 34.6 298 34.410234
299 34.5 300 34.115209
300 34.4 301 33.967697
301 34.3 302 33.820185
302 34.3 302 33.820185
303 34.3 302 33.820185
304 34.2 305 33.377649
305 34.2 305 33.377649
306 34.1 307 33.082625
307 34.0 308 32.935113
308 33.9 309 32.787601
309 33.7 310 32.640089
310 33.6 311 32.492576
311 33.5 312 32.345064
312 33.5 312 32.345064
313 33.4 314 32.050040
314 33.4 314 32.050040
315 33.4 314 32.050040
316 33.4 314 32.050040
317 33.4 314 32.050040
318 33.3 319 31.312480
319 33.2 320 31.164968
320 33.2 320 31.164968
321 33.1 322 30.869944
322 33.1 322 30.869944
323 33.0 324 30.574919
324 33.0 324 30.574919
325 32.9 326 30.279895
326 32.7 327 30.132383
327 32.6 328 29.984871
328 32.4 329 29.837359
329 32.4 329 29.837359
330 32.3 331 29.542335
331 32.3 331 29.542335
332 32.3 331 29.542335
333 32.2 334 29.099799
334 32.1 335 28.952287
335 32.0 336 28.804774
336 32.0 336 28.804774
337 31.9 338 28.509750
338 31.9 338 28.509750
339 31.8 340 28.214726
340 31.8 340 28.214726
341 31.8 340 28.214726
342 31.8 340 28.214726
343 31.7 344 27.624678
344 31.7 344 27.624678
345 31.6 346 27.329654
346 31.3 347 27.182142
347 31.2 348 27.034630
348 31.1 349 26.887117
349 31.1 349 26.887117
350 31.0 351 26.592093
351 31.0 351 26.592093
352 30.9 353 26.297069
353 30.9 353 26.297069
354 30.8 355 26.002045
355 30.7 356 25.854533
356 30.7 356 25.854533
357 30.6 358 25.559509
358 30.5 359 25.411997
359 30.5 359 25.411997
360 30.5 359 25.411997
361 30.5 359 25.411997
362 30.5 359 25.411997
363 30.4 364 24.674436
364 30.4 364 24.674436
365 30.3 366 24.379412
366 30.2 367 24.231900
367 29.8 368 24.084388
368 29.8 368 24.084388
369 29.7 370 23.789364
370 29.6 371 23.641852
371 29.6 371 23.641852
372 29.4 372 23.494340
373 29.4 372 23.494340
374 29.3 374 23.199315
375 29.2 375 23.051803
376 29.1 376 22.904291
377 29.0 377 22.756779
378 29.0 377 22.756779
379 28.9 379 22.461755
380 28.9 379 22.461755
381 28.9 379 22.461755
382 28.9 379 22.461755
383 28.8 383 21.871707
384 28.8 383 21.871707
385 28.8 383 21.871707
386 28.8 383 21.871707
387 28.7 387 21.281658
388 28.7 387 21.281658
389 28.6 389 20.986634
390 28.6 389 20.986634
391 28.6 389 20.986634
392 28.5 392 20.544098
393 28.5 392 20.544098
394 28.5 392 20.544098
395 28.4 395 20.101562
396 28.4 395 20.101562
397 28.4 395 20.101562
398 28.3 398 19.659026
399 28.3 398 19.659026

Question 18

inverse_overall_score rank fit
0 0.010000 1 0.010503
1 0.010163 2 0.010566
2 0.010267 3 0.010629
3 0.010288 4 0.010691
4 0.010320 5 0.010754
5 0.010428 6 0.010817
6 0.010526 7 0.010879
7 0.010549 8 0.010942
8 0.010627 9 0.011005
9 0.010870 10 0.011068
10 0.010893 11 0.011130
11 0.010893 11 0.011130
12 0.011001 13 0.011256
13 0.011198 14 0.011318
14 0.011249 15 0.011381
15 0.011287 16 0.011444
16 0.011403 17 0.011507
17 0.011442 18 0.011569
18 0.011442 18 0.011569
19 0.011601 20 0.011695
20 0.011628 21 0.011758
21 0.011862 22 0.011820
22 0.011862 22 0.011820
23 0.011919 24 0.011946
24 0.011933 25 0.012008
25 0.011933 25 0.012008
26 0.012092 27 0.012134
27 0.012107 28 0.012197
28 0.012180 29 0.012259
29 0.012180 29 0.012259
30 0.012270 31 0.012385
31 0.012407 32 0.012447
32 0.012422 33 0.012510
33 0.012422 33 0.012510
34 0.012438 35 0.012636
35 0.012438 35 0.012636
36 0.012563 37 0.012761
37 0.012579 38 0.012824
38 0.012690 39 0.012886
39 0.012723 40 0.012949
40 0.012837 41 0.013012
41 0.012853 42 0.013075
42 0.012970 43 0.013137
43 0.012987 44 0.013200
44 0.013055 45 0.013263
45 0.013175 46 0.013325
46 0.013210 47 0.013388
47 0.013369 48 0.013451
48 0.013423 49 0.013514
49 0.013477 50 0.013576
50 0.013495 51 0.013639
51 0.013587 52 0.013702
52 0.013624 53 0.013764
53 0.013812 54 0.013827
54 0.013831 55 0.013890
55 0.013928 56 0.013953
56 0.013986 57 0.014015
57 0.014104 58 0.014078
58 0.014104 58 0.014078
59 0.014184 60 0.014203
60 0.014184 60 0.014203
61 0.014205 62 0.014329
62 0.014368 63 0.014392
63 0.014493 64 0.014454
64 0.014577 65 0.014517
65 0.014620 66 0.014580
66 0.014663 67 0.014643
67 0.014728 68 0.014705
68 0.014859 69 0.014768
69 0.014903 70 0.014831
70 0.015038 71 0.014893
71 0.015106 72 0.014956
72 0.015152 74 0.015082
73 0.015175 75 0.015144
74 0.015198 76 0.015207
75 0.015408 77 0.015270
76 0.015576 78 0.015332
77 0.015576 78 0.015332
78 0.015601 80 0.015458
79 0.015625 81 0.015521
80 0.015674 81 0.015521
81 0.015699 82 0.015583
82 0.015773 83 0.015646
83 0.015773 83 0.015646
84 0.015823 84 0.015709
85 0.015848 85 0.015771
86 0.015898 86 0.015834
87 0.015974 87 0.015897
88 0.016051 89 0.016022
89 0.016077 90 0.016085
90 0.016155 91 0.016148
91 0.016181 92 0.016210
92 0.016207 93 0.016273
93 0.016207 93 0.016273
94 0.016393 95 0.016399
95 0.016447 96 0.016461
96 0.016502 97 0.016524
97 0.016529 98 0.016587
98 0.016529 98 0.016587
99 0.016694 100 0.016712
100 0.016807 101 0.016775
101 0.016978 102 0.016838
102 0.017007 103 0.016900
103 0.017036 104 0.016963
104 0.017036 104 0.016963
105 0.017065 106 0.017088
106 0.017123 107 0.017151
107 0.017153 108 0.017214
108 0.017153 108 0.017214
109 0.017212 110 0.017339
110 0.017301 111 0.017402
111 0.017422 112 0.017465
112 0.017452 113 0.017528
113 0.017825 114 0.017590
114 0.017921 115 0.017653
115 0.018018 116 0.017716
116 0.018018 116 0.017716
117 0.018051 118 0.017841
118 0.018282 119 0.017904
119 0.018349 120 0.017967
120 0.018349 120 0.017967
121 0.018349 120 0.017967
122 0.018416 123 0.018155
123 0.018450 124 0.018217
124 0.018519 125 0.018280
125 0.018519 125 0.018280
126 0.018553 126 0.018343
127 0.018727 127 0.018406
128 0.018797 128 0.018468
129 0.018832 129 0.018531
130 0.018868 130 0.018594
131 0.018868 130 0.018594
132 0.018904 132 0.018719
133 0.018904 132 0.018719
134 0.019084 134 0.018845
135 0.019120 135 0.018907
136 0.019194 136 0.018970
137 0.019231 137 0.019033
138 0.019268 138 0.019095
139 0.019455 139 0.019158
140 0.019531 140 0.019221
141 0.019531 140 0.019221
142 0.019531 140 0.019221
143 0.019569 144 0.019472
144 0.019608 145 0.019534
145 0.019646 146 0.019597
146 0.019763 147 0.019660
147 0.019802 148 0.019723
148 0.019841 149 0.019785
149 0.019881 150 0.019848
150 0.020000 151 0.019911
151 0.020243 152 0.019973
152 0.020325 153 0.020036
153 0.020408 154 0.020099
154 0.020408 154 0.020099
155 0.020576 156 0.020224
156 0.020576 156 0.020224
157 0.020619 158 0.020350
158 0.020661 159 0.020413
159 0.020704 160 0.020475
160 0.020704 160 0.020475
161 0.020747 162 0.020601
162 0.020790 163 0.020663
163 0.020790 163 0.020663
164 0.020877 165 0.020789
165 0.020877 165 0.020789
166 0.020921 167 0.020914
167 0.020964 167 0.020914
168 0.020964 167 0.020914
169 0.021142 169 0.021040
170 0.021142 169 0.021040
171 0.021142 170 0.021102
172 0.021277 172 0.021228
173 0.021368 173 0.021291
174 0.021368 173 0.021291
175 0.021368 173 0.021291
176 0.021413 176 0.021479
177 0.021459 177 0.021541
178 0.021459 177 0.021541
179 0.021552 179 0.021667
180 0.021598 181 0.021792
181 0.021645 182 0.021855
182 0.021692 183 0.021918
183 0.021786 184 0.021980
184 0.021930 185 0.022043
185 0.022124 186 0.022106
186 0.022124 186 0.022106
187 0.022173 188 0.022231
188 0.022222 189 0.022294
189 0.022222 189 0.022294
190 0.022321 191 0.022419
191 0.022371 192 0.022482
192 0.022371 192 0.022482
193 0.022422 194 0.022608
194 0.022472 195 0.022670
195 0.022624 197 0.022796
196 0.022676 198 0.022858
197 0.022676 198 0.022858
198 0.022727 200 0.022984
199 0.022727 200 0.022984
200 0.022727 200 0.022984
201 0.022883 202 0.023109
202 0.022989 203 0.023172
203 0.023041 204 0.023235
204 0.023095 205 0.023298
205 0.023148 206 0.023360
206 0.023202 207 0.023423
207 0.023202 207 0.023423
208 0.023202 207 0.023423
209 0.023310 210 0.023611
210 0.023364 211 0.023674
211 0.023419 212 0.023737
212 0.023419 212 0.023737
213 0.023753 214 0.023862
214 0.023810 215 0.023925
215 0.023810 215 0.023925
216 0.024155 217 0.024050
217 0.024155 217 0.024050
218 0.024213 219 0.024176
219 0.024213 219 0.024176
220 0.024213 219 0.024176
221 0.024272 222 0.024364
222 0.024450 223 0.024426
223 0.024570 224 0.024489
224 0.024570 224 0.024489
225 0.024752 225 0.024552
226 0.024938 226 0.024615
227 0.025000 227 0.024677
228 0.025000 227 0.024677
229 0.025000 227 0.024677
230 0.025063 230 0.024865
231 0.025126 231 0.024928
232 0.025126 231 0.024928
233 0.025189 233 0.025054
234 0.025253 234 0.025116
235 0.025253 234 0.025116
236 0.025253 234 0.025116
237 0.025316 237 0.025304
238 0.025510 238 0.025367
239 0.025641 239 0.025430
240 0.025641 239 0.025430
241 0.025641 239 0.025430
242 0.025707 242 0.025618
243 0.025773 243 0.025681
244 0.025840 244 0.025743
245 0.025974 245 0.025806
246 0.026042 246 0.025869
247 0.026110 247 0.025932
248 0.026110 247 0.025932
249 0.026455 250 0.026120
250 0.026596 251 0.026183
251 0.026596 251 0.026183
252 0.026667 253 0.026308
253 0.026667 253 0.026308
254 0.026667 253 0.026308
255 0.026810 256 0.026496
256 0.026882 257 0.026559
257 0.026882 257 0.026559
258 0.026954 259 0.026684
259 0.027027 260 0.026747
260 0.027100 261 0.026810
261 0.027174 262 0.026872
262 0.027174 262 0.026872
263 0.027174 262 0.026872
264 0.027248 265 0.027061
265 0.027322 266 0.027123
266 0.027322 266 0.027123
267 0.027397 268 0.027249
268 0.027397 268 0.027249
269 0.027548 270 0.027374
270 0.027701 271 0.027437
271 0.027701 271 0.027437
272 0.027701 271 0.027437
273 0.027855 274 0.027625
274 0.027855 274 0.027625
275 0.027933 276 0.027750
276 0.028011 277 0.027813
277 0.028011 277 0.027813
278 0.028090 279 0.027939
279 0.028249 280 0.028001
280 0.028409 281 0.028064
281 0.028409 281 0.028064
282 0.028409 281 0.028064
283 0.028490 284 0.028252
284 0.028571 285 0.028315
285 0.028571 285 0.028315
286 0.028653 287 0.028440
287 0.028653 287 0.028440
288 0.028653 287 0.028440
289 0.028653 287 0.028440
290 0.028736 291 0.028691
291 0.028736 291 0.028691
292 0.028736 291 0.028691
293 0.028736 291 0.028691
294 0.028736 291 0.028691
295 0.028818 296 0.029005
296 0.028818 296 0.029005
297 0.028902 298 0.029130
298 0.028902 298 0.029130
299 0.028986 300 0.029256
300 0.029070 301 0.029318
301 0.029155 302 0.029381
302 0.029155 302 0.029381
303 0.029155 302 0.029381
304 0.029240 305 0.029569
305 0.029240 305 0.029569
306 0.029326 307 0.029695
307 0.029412 308 0.029757
308 0.029499 309 0.029820
309 0.029674 310 0.029883
310 0.029762 311 0.029946
311 0.029851 312 0.030008
312 0.029851 312 0.030008
313 0.029940 314 0.030134
314 0.029940 314 0.030134
315 0.029940 314 0.030134
316 0.029940 314 0.030134
317 0.029940 314 0.030134
318 0.030030 319 0.030447
319 0.030120 320 0.030510
320 0.030120 320 0.030510
321 0.030211 322 0.030635
322 0.030211 322 0.030635
323 0.030303 324 0.030761
324 0.030303 324 0.030761
325 0.030395 326 0.030886
326 0.030581 327 0.030949
327 0.030675 328 0.031012
328 0.030864 329 0.031074
329 0.030864 329 0.031074
330 0.030960 331 0.031200
331 0.030960 331 0.031200
332 0.030960 331 0.031200
333 0.031056 334 0.031388
334 0.031153 335 0.031451
335 0.031250 336 0.031514
336 0.031250 336 0.031514
337 0.031348 338 0.031639
338 0.031348 338 0.031639
339 0.031447 340 0.031764
340 0.031447 340 0.031764
341 0.031447 340 0.031764
342 0.031447 340 0.031764
343 0.031546 344 0.032015
344 0.031546 344 0.032015
345 0.031646 346 0.032141
346 0.031949 347 0.032203
347 0.032051 348 0.032266
348 0.032154 349 0.032329
349 0.032154 349 0.032329
350 0.032258 351 0.032454
351 0.032258 351 0.032454
352 0.032362 353 0.032580
353 0.032362 353 0.032580
354 0.032468 355 0.032705
355 0.032573 356 0.032768
356 0.032573 356 0.032768
357 0.032680 358 0.032893
358 0.032787 359 0.032956
359 0.032787 359 0.032956
360 0.032787 359 0.032956
361 0.032787 359 0.032956
362 0.032787 359 0.032956
363 0.032895 364 0.033270
364 0.032895 364 0.033270
365 0.033003 366 0.033395
366 0.033113 367 0.033458
367 0.033557 368 0.033520
368 0.033557 368 0.033520
369 0.033670 370 0.033646
370 0.033784 371 0.033709
371 0.033784 371 0.033709
372 0.034014 372 0.033771
373 0.034014 372 0.033771
374 0.034130 374 0.033897
375 0.034247 375 0.033959
376 0.034364 376 0.034022
377 0.034483 377 0.034085
378 0.034483 377 0.034085
379 0.034602 379 0.034210
380 0.034602 379 0.034210
381 0.034602 379 0.034210
382 0.034602 379 0.034210
383 0.034722 383 0.034461
384 0.034722 383 0.034461
385 0.034722 383 0.034461
386 0.034722 383 0.034461
387 0.034843 387 0.034712
388 0.034843 387 0.034712
389 0.034965 389 0.034838
390 0.034965 389 0.034838
391 0.034965 389 0.034838
392 0.035088 392 0.035026
393 0.035088 392 0.035026
394 0.035088 392 0.035026
395 0.035211 395 0.035214
396 0.035211 395 0.035214
397 0.035211 395 0.035214
398 0.035336 398 0.035402
399 0.035336 398 0.035402

Question 20

country num_of_institutions
0 United States 74
1 United Kingdom 45
2 Germany 23
3 Australia 21
4 Canada 14
5 China 14
6 France 14
7 Japan 14
8 Netherlands 13
9 Russia 13
10 Other 155