Question 1

institution_name international_students
0 Mcgill University 96.2
1 University Of Toronto 93.0
2 Simon Fraser University 91.5
3 University Of Waterloo 84.1
4 University Of Alberta 80.8
5 University Of British Columbia 79.3
6 Dalhousie University 73.4
7 Université De Montréal 61.8
8 University Of Calgary 61.2
9 University Of Ottawa 56.7

Question 2

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 3

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 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
10 Other 155

Question 5

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

Quation 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 -109.359832
1 98.4 2 -99.680176
2 97.4 3 -93.630391
3 97.2 4 -92.420434
4 96.9 5 -90.605498
5 95.9 6 -84.555713
6 95.0 7 -79.110906
7 94.8 8 -77.900949
8 94.1 9 -73.666100
9 92.0 10 -60.961551
10 91.8 11 -59.751594
11 91.8 11 -59.751594
12 90.9 13 -54.306787
13 89.3 14 -44.627131
14 88.9 15 -42.207217
15 88.6 16 -40.392281
16 87.7 17 -34.947474
17 87.4 18 -33.132539
18 87.4 18 -33.132539
19 86.2 20 -25.872797
20 86.0 21 -24.662840
21 84.3 22 -14.378205
22 84.3 22 -14.378205
23 83.9 24 -11.958291
24 83.8 25 -11.353312
25 83.8 25 -11.353312
26 82.7 27 -4.698548
27 82.6 28 -4.093570
28 82.1 29 -1.068677
29 82.1 29 -1.068677
30 81.5 31 2.561194
31 80.6 32 8.006000
32 80.5 33 8.610979
33 80.5 33 8.610979
34 80.4 35 9.215957
35 80.4 35 9.215957
36 79.6 37 14.055786
37 79.5 38 14.660764
38 78.8 39 18.895614
39 78.6 40 20.105571
40 77.9 41 24.340420
41 77.8 42 24.945399
42 77.1 43 29.180249
43 77.0 44 29.785227
44 76.6 45 32.205141
45 75.9 46 36.439991
46 75.7 47 37.649948
47 74.8 48 43.094755
48 74.5 49 44.909690
49 74.2 50 46.724626
50 74.1 51 47.329604
51 73.6 52 50.354497
52 73.4 53 51.564454
53 72.4 54 57.614239
54 72.3 55 58.219218
55 71.8 56 61.244110
56 71.5 57 63.059046
57 70.9 58 66.688917
58 70.9 58 66.688917
59 70.5 60 69.108831
60 70.5 60 69.108831
61 70.4 62 69.713809
62 69.6 63 74.553638
63 69.0 64 78.183509
64 68.6 65 80.603423
65 68.4 66 81.813380
66 68.2 67 83.023337
67 67.9 68 84.838272
68 67.3 69 88.468143
69 67.1 70 89.678101
70 66.5 71 93.307972
71 66.2 72 95.122907
72 66.0 74 96.332864
73 65.9 75 96.937843
74 65.8 76 97.542821
75 64.9 77 102.987628
76 64.2 78 107.222478
77 64.2 78 107.222478
78 64.1 80 107.827456
79 64.0 81 108.432435
80 63.8 81 109.642392
81 63.7 82 110.247370
82 63.4 83 112.062306
83 63.4 83 112.062306
84 63.2 84 113.272263
85 63.1 85 113.877241
86 62.9 86 115.087198
87 62.6 87 116.902134
88 62.3 89 118.717069
89 62.2 90 119.322048
90 61.9 91 121.136984
91 61.8 92 121.741962
92 61.7 93 122.346941
93 61.7 93 122.346941
94 61.0 95 126.581790
95 60.8 96 127.791747
96 60.6 97 129.001704
97 60.5 98 129.606683
98 60.5 98 129.606683
99 59.9 100 133.236554
100 59.5 101 135.656468
101 58.9 102 139.286339
102 58.8 103 139.891318
103 58.7 104 140.496296
104 58.7 104 140.496296
105 58.6 106 141.101275
106 58.4 107 142.311232
107 58.3 108 142.916210
108 58.3 108 142.916210
109 58.1 110 144.126167
110 57.8 111 145.941103
111 57.4 112 148.361017
112 57.3 113 148.965995
113 56.1 114 156.225738
114 55.8 115 158.040673
115 55.5 116 159.855609
116 55.5 116 159.855609
117 55.4 118 160.460587
118 54.7 119 164.695437
119 54.5 120 165.905394
120 54.5 120 165.905394
121 54.5 120 165.905394
122 54.3 123 167.115351
123 54.2 124 167.720329
124 54.0 125 168.930287
125 54.0 125 168.930287
126 53.9 126 169.535265
127 53.4 127 172.560158
128 53.2 128 173.770115
129 53.1 129 174.375093
130 53.0 130 174.980072
131 53.0 130 174.980072
132 52.9 132 175.585050
133 52.9 132 175.585050
134 52.4 134 178.609943
135 52.3 135 179.214921
136 52.1 136 180.424878
137 52.0 137 181.029857
138 51.9 138 181.634835
139 51.4 139 184.659728
140 51.2 140 185.869685
141 51.2 140 185.869685
142 51.2 140 185.869685
143 51.1 144 186.474664
144 51.0 145 187.079642
145 50.9 146 187.684621
146 50.6 147 189.499556
147 50.5 148 190.104535
148 50.4 149 190.709513
149 50.3 150 191.314492
150 50.0 151 193.129427
151 49.4 152 196.759298
152 49.2 153 197.969255
153 49.0 154 199.179212
154 49.0 154 199.179212
155 48.6 156 201.599127
156 48.6 156 201.599127
157 48.5 158 202.204105
158 48.4 159 202.809084
159 48.3 160 203.414062
160 48.3 160 203.414062
161 48.2 162 204.019041
162 48.1 163 204.624019
163 48.1 163 204.624019
164 47.9 165 205.833976
165 47.9 165 205.833976
166 47.8 167 206.438955
167 47.7 167 207.043933
168 47.7 167 207.043933
169 47.3 169 209.463847
170 47.3 169 209.463847
171 47.3 170 209.463847
172 47.0 172 211.278783
173 46.8 173 212.488740
174 46.8 173 212.488740
175 46.8 173 212.488740
176 46.7 176 213.093718
177 46.6 177 213.698697
178 46.6 177 213.698697
179 46.4 179 214.908654
180 46.3 181 215.513632
181 46.2 182 216.118611
182 46.1 183 216.723590
183 45.9 184 217.933547
184 45.6 185 219.748482
185 45.2 186 222.168396
186 45.2 186 222.168396
187 45.1 188 222.773375
188 45.0 189 223.378353
189 45.0 189 223.378353
190 44.8 191 224.588310
191 44.7 192 225.193289
192 44.7 192 225.193289
193 44.6 194 225.798267
194 44.5 195 226.403246
195 44.2 197 228.218181
196 44.1 198 228.823160
197 44.1 198 228.823160
198 44.0 200 229.428138
199 44.0 200 229.428138
200 44.0 200 229.428138
201 43.7 202 231.243074
202 43.5 203 232.453031
203 43.4 204 233.058010
204 43.3 205 233.662988
205 43.2 206 234.267967
206 43.1 207 234.872945
207 43.1 207 234.872945
208 43.1 207 234.872945
209 42.9 210 236.082902
210 42.8 211 236.687881
211 42.7 212 237.292859
212 42.7 212 237.292859
213 42.1 214 240.922730
214 42.0 215 241.527709
215 42.0 215 241.527709
216 41.4 217 245.157580
217 41.4 217 245.157580
218 41.3 219 245.762558
219 41.3 219 245.762558
220 41.3 219 245.762558
221 41.2 222 246.367537
222 40.9 223 248.182473
223 40.7 224 249.392430
224 40.7 224 249.392430
225 40.4 225 251.207365
226 40.1 226 253.022301
227 40.0 227 253.627279
228 40.0 227 253.627279
229 40.0 227 253.627279
230 39.9 230 254.232258
231 39.8 231 254.837236
232 39.8 231 254.837236
233 39.7 233 255.442215
234 39.6 234 256.047193
235 39.6 234 256.047193
236 39.6 234 256.047193
237 39.5 237 256.652172
238 39.2 238 258.467107
239 39.0 239 259.677064
240 39.0 239 259.677064
241 39.0 239 259.677064
242 38.9 242 260.282043
243 38.8 243 260.887021
244 38.7 244 261.492000
245 38.5 245 262.701957
246 38.4 246 263.306936
247 38.3 247 263.911914
248 38.3 247 263.911914
249 37.8 250 266.936807
250 37.6 251 268.146764
251 37.6 251 268.146764
252 37.5 253 268.751742
253 37.5 253 268.751742
254 37.5 253 268.751742
255 37.3 256 269.961699
256 37.2 257 270.566678
257 37.2 257 270.566678
258 37.1 259 271.171656
259 37.0 260 271.776635
260 36.9 261 272.381613
261 36.8 262 272.986592
262 36.8 262 272.986592
263 36.8 262 272.986592
264 36.7 265 273.591570
265 36.6 266 274.196549
266 36.6 266 274.196549
267 36.5 268 274.801527
268 36.5 268 274.801527
269 36.3 270 276.011484
270 36.1 271 277.221441
271 36.1 271 277.221441
272 36.1 271 277.221441
273 35.9 274 278.431398
274 35.9 274 278.431398
275 35.8 276 279.036377
276 35.7 277 279.641356
277 35.7 277 279.641356
278 35.6 279 280.246334
279 35.4 280 281.456291
280 35.2 281 282.666248
281 35.2 281 282.666248
282 35.2 281 282.666248
283 35.1 284 283.271227
284 35.0 285 283.876205
285 35.0 285 283.876205
286 34.9 287 284.481184
287 34.9 287 284.481184
288 34.9 287 284.481184
289 34.9 287 284.481184
290 34.8 291 285.086162
291 34.8 291 285.086162
292 34.8 291 285.086162
293 34.8 291 285.086162
294 34.8 291 285.086162
295 34.7 296 285.691141
296 34.7 296 285.691141
297 34.6 298 286.296119
298 34.6 298 286.296119
299 34.5 300 286.901098
300 34.4 301 287.506076
301 34.3 302 288.111055
302 34.3 302 288.111055
303 34.3 302 288.111055
304 34.2 305 288.716033
305 34.2 305 288.716033
306 34.1 307 289.321012
307 34.0 308 289.925990
308 33.9 309 290.530969
309 33.7 310 291.740926
310 33.6 311 292.345904
311 33.5 312 292.950883
312 33.5 312 292.950883
313 33.4 314 293.555861
314 33.4 314 293.555861
315 33.4 314 293.555861
316 33.4 314 293.555861
317 33.4 314 293.555861
318 33.3 319 294.160840
319 33.2 320 294.765818
320 33.2 320 294.765818
321 33.1 322 295.370797
322 33.1 322 295.370797
323 33.0 324 295.975776
324 33.0 324 295.975776
325 32.9 326 296.580754
326 32.7 327 297.790711
327 32.6 328 298.395690
328 32.4 329 299.605647
329 32.4 329 299.605647
330 32.3 331 300.210625
331 32.3 331 300.210625
332 32.3 331 300.210625
333 32.2 334 300.815604
334 32.1 335 301.420582
335 32.0 336 302.025561
336 32.0 336 302.025561
337 31.9 338 302.630539
338 31.9 338 302.630539
339 31.8 340 303.235518
340 31.8 340 303.235518
341 31.8 340 303.235518
342 31.8 340 303.235518
343 31.7 344 303.840496
344 31.7 344 303.840496
345 31.6 346 304.445475
346 31.3 347 306.260410
347 31.2 348 306.865389
348 31.1 349 307.470367
349 31.1 349 307.470367
350 31.0 351 308.075346
351 31.0 351 308.075346
352 30.9 353 308.680324
353 30.9 353 308.680324
354 30.8 355 309.285303
355 30.7 356 309.890281
356 30.7 356 309.890281
357 30.6 358 310.495260
358 30.5 359 311.100239
359 30.5 359 311.100239
360 30.5 359 311.100239
361 30.5 359 311.100239
362 30.5 359 311.100239
363 30.4 364 311.705217
364 30.4 364 311.705217
365 30.3 366 312.310196
366 30.2 367 312.915174
367 29.8 368 315.335088
368 29.8 368 315.335088
369 29.7 370 315.940067
370 29.6 371 316.545045
371 29.6 371 316.545045
372 29.4 372 317.755002
373 29.4 372 317.755002
374 29.3 374 318.359981
375 29.2 375 318.964959
376 29.1 376 319.569938
377 29.0 377 320.174916
378 29.0 377 320.174916
379 28.9 379 320.779895
380 28.9 379 320.779895
381 28.9 379 320.779895
382 28.9 379 320.779895
383 28.8 383 321.384873
384 28.8 383 321.384873
385 28.8 383 321.384873
386 28.8 383 321.384873
387 28.7 387 321.989852
388 28.7 387 321.989852
389 28.6 389 322.594830
390 28.6 389 322.594830
391 28.6 389 322.594830
392 28.5 392 323.199809
393 28.5 392 323.199809
394 28.5 392 323.199809
395 28.4 395 323.804787
396 28.4 395 323.804787
397 28.4 395 323.804787
398 28.3 398 324.409766
399 28.3 398 324.409766

Question 18

inverse_overall_score rank fit
0 0.010000 1 -6.828067
1 0.010163 2 -4.237899
2 0.010267 3 -2.575831
3 0.010288 4 -2.239313
4 0.010320 5 -1.731932
5 0.010428 6 -0.017736
6 0.010526 7 1.555896
7 0.010549 8 1.909650
8 0.010627 9 3.159630
9 0.010870 10 7.023698
10 0.010893 11 7.400925
11 0.010893 11 7.400925
12 0.011001 13 9.118987
13 0.011198 14 12.258828
14 0.011249 15 13.061447
15 0.011287 16 13.668168
16 0.011403 17 15.513235
17 0.011442 18 16.136702
18 0.011442 18 16.136702
19 0.011601 20 18.673965
20 0.011628 21 19.103726
21 0.011862 22 22.839029
22 0.011862 22 22.839029
23 0.011919 24 23.739923
24 0.011933 25 23.966490
25 0.011933 25 23.966490
26 0.012092 27 26.494892
27 0.012107 28 26.728086
28 0.012180 29 27.902577
29 0.012180 29 27.902577
30 0.012270 31 29.330989
31 0.012407 32 31.513481
32 0.012422 33 31.758993
33 0.012422 33 31.758993
34 0.012438 35 32.005115
35 0.012438 35 32.005115
36 0.012563 37 33.996356
37 0.012579 38 34.248079
38 0.012690 39 36.028029
39 0.012723 40 36.542409
40 0.012837 41 38.363539
41 0.012853 42 38.626376
42 0.012970 43 40.485323
43 0.012987 44 40.753646
44 0.013055 45 41.833943
45 0.013175 46 43.751863
46 0.013210 47 44.306355
47 0.013369 48 46.838264
48 0.013423 49 47.695827
49 0.013477 50 48.560325
50 0.013495 51 48.850047
51 0.013587 52 50.310464
52 0.013624 53 50.900202
53 0.013812 54 53.897765
54 0.013831 55 54.202082
55 0.013928 56 55.736382
56 0.013986 57 56.667262
57 0.014104 58 58.552655
58 0.014104 58 58.552655
59 0.014184 60 59.827413
60 0.014184 60 59.827413
61 0.014205 62 60.148365
62 0.014368 63 62.749190
63 0.014493 64 64.739386
64 0.014577 65 66.085525
65 0.014620 66 66.764498
66 0.014663 67 67.447454
67 0.014728 68 68.479431
68 0.014859 69 70.570986
69 0.014903 70 71.276483
70 0.015038 71 73.418437
71 0.015106 72 74.503974
72 0.015152 74 75.233148
73 0.015175 75 75.599394
74 0.015198 76 75.966754
75 0.015408 77 79.323936
76 0.015576 78 82.000153
77 0.015576 78 82.000153
78 0.015601 80 82.387241
79 0.015625 81 82.775539
80 0.015674 81 83.555786
81 0.015699 82 83.947747
82 0.015773 83 85.131049
83 0.015773 83 85.131049
84 0.015823 84 85.926158
85 0.015848 85 86.325602
86 0.015898 86 87.128302
87 0.015974 87 88.341968
88 0.016051 89 89.567322
89 0.016077 90 89.978401
90 0.016155 91 91.219605
91 0.016181 92 91.636017
92 0.016207 93 92.053780
93 0.016207 93 92.053780
94 0.016393 95 95.016468
95 0.016447 96 95.875481
96 0.016502 97 96.740164
97 0.016529 98 97.174649
98 0.016529 98 97.174649
99 0.016694 100 99.812024
100 0.016807 101 101.599825
101 0.016978 102 104.327057
102 0.017007 103 104.787006
103 0.017036 104 105.248523
104 0.017036 104 105.248523
105 0.017065 106 105.711615
106 0.017123 107 106.642557
107 0.017153 108 107.110423
108 0.017153 108 107.110423
109 0.017212 110 108.050987
110 0.017301 111 109.474037
111 0.017422 112 111.394576
112 0.017452 113 111.878901
113 0.017825 114 117.825473
114 0.017921 115 119.352080
115 0.018018 116 120.895191
116 0.018018 116 120.895191
117 0.018051 118 121.413275
118 0.018282 119 125.092902
119 0.018349 120 126.161586
120 0.018349 120 126.161586
121 0.018349 120 126.161586
122 0.018416 123 127.238142
123 0.018450 124 127.779399
124 0.018519 125 128.867928
125 0.018519 125 128.867928
126 0.018553 126 129.415222
127 0.018727 127 132.182437
128 0.018797 128 133.303887
129 0.018832 129 133.867781
130 0.018868 130 134.433802
131 0.018868 130 134.433802
132 0.018904 132 135.001963
133 0.018904 132 135.001963
134 0.019084 134 137.875296
135 0.019120 135 138.456555
136 0.019194 136 139.625768
137 0.019231 137 140.213747
138 0.019268 138 140.803992
139 0.019455 139 143.789667
140 0.019531 140 145.000265
141 0.019531 140 145.000265
142 0.019531 140 145.000265
143 0.019569 144 145.609117
144 0.019608 145 146.220357
145 0.019646 146 146.833999
146 0.019763 147 148.689478
147 0.019802 148 149.312869
148 0.019841 149 149.938735
149 0.019881 150 150.567089
150 0.020000 151 152.467232
151 0.020243 152 156.336753
152 0.020325 153 157.647567
153 0.020408 154 158.969081
154 0.020408 154 158.969081
155 0.020576 156 161.644739
156 0.020576 156 161.644739
157 0.020619 158 162.320549
158 0.020661 159 162.999152
159 0.020704 160 163.680565
160 0.020704 160 163.680565
161 0.020747 162 164.364806
162 0.020790 163 165.051891
163 0.020790 163 165.051891
164 0.020877 165 166.434669
165 0.020877 165 166.434669
166 0.020921 167 167.130397
167 0.020964 167 167.829042
168 0.020964 167 167.829042
169 0.021142 169 170.653164
170 0.021142 169 170.653164
171 0.021142 170 170.653164
172 0.021277 172 172.802802
173 0.021368 173 174.251204
174 0.021368 173 174.251204
175 0.021368 173 174.251204
176 0.021413 176 174.980058
177 0.021459 177 175.712039
178 0.021459 177 175.712039
179 0.021552 179 177.185468
180 0.021598 181 177.926955
181 0.021645 182 178.671653
182 0.021692 183 179.419581
183 0.021786 184 180.925215
184 0.021930 185 183.208430
185 0.022124 186 186.299861
186 0.022124 186 186.299861
187 0.022173 188 187.081288
188 0.022222 189 187.866187
189 0.022222 189 187.866187
190 0.022321 191 189.446497
191 0.022371 192 190.241956
192 0.022371 192 190.241956
193 0.022422 194 191.040981
194 0.022472 195 191.843598
195 0.022624 197 194.273238
196 0.022676 198 195.090463
197 0.022676 198 195.090463
198 0.022727 200 195.911404
199 0.022727 200 195.911404
200 0.022727 200 195.911404
201 0.022883 202 198.396769
202 0.022989 203 200.072723
203 0.023041 204 200.916493
204 0.023095 205 201.764160
205 0.023148 206 202.615752
206 0.023202 207 203.471295
207 0.023202 207 203.471295
208 0.023202 207 203.471295
209 0.023310 210 205.194347
210 0.023364 211 206.061912
211 0.023419 212 206.933540
212 0.023419 212 206.933540
213 0.023753 214 212.250265
214 0.023810 215 213.151155
215 0.023810 215 213.151155
216 0.024155 217 218.647887
217 0.024155 217 218.647887
218 0.024213 219 219.579537
219 0.024213 219 219.579537
220 0.024213 219 219.579537
221 0.024272 222 220.515709
222 0.024450 223 223.351692
223 0.024570 224 225.265574
224 0.024570 224 225.265574
225 0.024752 225 228.171928
226 0.024938 226 231.121768
227 0.025000 227 232.114881
228 0.025000 227 232.114881
229 0.025000 227 232.114881
230 0.025063 230 233.112972
231 0.025126 231 234.116078
232 0.025126 231 234.116078
233 0.025189 233 235.124238
234 0.025253 234 236.137489
235 0.025253 234 236.137489
236 0.025253 234 236.137489
237 0.025316 237 237.155871
238 0.025510 238 240.242192
239 0.025641 239 242.326118
240 0.025641 239 242.326118
241 0.025641 239 242.326118
242 0.025707 242 243.376117
243 0.025773 243 244.431528
244 0.025840 244 245.492393
245 0.025974 245 247.630657
246 0.026042 246 248.708141
247 0.026110 247 249.791252
248 0.026110 247 249.791252
249 0.026455 250 255.292768
250 0.026596 251 257.534343
251 0.026596 251 257.534343
252 0.026667 253 258.664097
253 0.026667 253 258.664097
254 0.026667 253 258.664097
255 0.026810 256 260.941778
256 0.026882 257 262.089803
257 0.026882 257 262.089803
258 0.026954 259 263.244016
259 0.027027 260 264.404468
260 0.027100 261 265.571211
261 0.027174 262 266.744294
262 0.027174 262 266.744294
263 0.027174 262 266.744294
264 0.027248 265 267.923770
265 0.027322 266 269.109691
266 0.027322 266 269.109691
267 0.027397 268 270.302110
268 0.027397 268 270.302110
269 0.027548 270 272.706658
270 0.027701 271 275.137849
271 0.027701 271 275.137849
272 0.027701 271 275.137849
273 0.027855 274 277.596129
274 0.027855 274 277.596129
275 0.027933 276 278.835569
276 0.028011 277 280.081953
277 0.028011 277 280.081953
278 0.028090 279 281.335338
279 0.028249 280 283.863354
280 0.028409 281 286.420096
281 0.028409 281 286.420096
282 0.028409 281 286.420096
283 0.028490 284 287.709394
284 0.028571 285 289.006059
285 0.028571 285 289.006059
286 0.028653 287 290.310155
287 0.028653 287 290.310155
288 0.028653 287 290.310155
289 0.028653 287 290.310155
290 0.028736 291 291.621745
291 0.028736 291 291.621745
292 0.028736 291 291.621745
293 0.028736 291 291.621745
294 0.028736 291 291.621745
295 0.028818 296 292.940895
296 0.028818 296 292.940895
297 0.028902 298 294.267671
298 0.028902 298 294.267671
299 0.028986 300 295.602138
300 0.029070 301 296.944363
301 0.029155 302 298.294415
302 0.029155 302 298.294415
303 0.029155 302 298.294415
304 0.029240 305 299.652361
305 0.029240 305 299.652361
306 0.029326 307 301.018272
307 0.029412 308 302.392218
308 0.029499 309 303.774270
309 0.029674 310 306.562980
310 0.029762 311 307.969785
311 0.029851 312 309.384988
312 0.029851 312 309.384988
313 0.029940 314 310.808666
314 0.029940 314 310.808666
315 0.029940 314 310.808666
316 0.029940 314 310.808666
317 0.029940 314 310.808666
318 0.030030 319 312.240894
319 0.030120 320 313.681751
320 0.030120 320 313.681751
321 0.030211 322 315.131313
322 0.030211 322 315.131313
323 0.030303 324 316.589660
324 0.030303 324 316.589660
325 0.030395 326 318.056873
326 0.030581 327 321.018220
327 0.030675 328 322.512520
328 0.030864 329 325.528790
329 0.030864 329 325.528790
330 0.030960 331 327.050933
331 0.030960 331 327.050933
332 0.030960 331 327.050933
333 0.031056 334 328.582531
334 0.031153 335 330.123670
335 0.031250 336 331.674442
336 0.031250 336 331.674442
337 0.031348 338 333.234937
338 0.031348 338 333.234937
339 0.031447 340 334.805246
340 0.031447 340 334.805246
341 0.031447 340 334.805246
342 0.031447 340 334.805246
343 0.031546 344 336.385463
344 0.031546 344 336.385463
345 0.031646 346 337.975680
346 0.031949 347 342.807301
347 0.032051 348 344.438489
348 0.032154 349 346.080167
349 0.032154 349 346.080167
350 0.032258 351 347.732436
351 0.032258 351 347.732436
352 0.032362 353 349.395400
353 0.032362 353 349.395400
354 0.032468 355 351.069162
355 0.032573 356 352.753828
356 0.032573 356 352.753828
357 0.032680 358 354.449506
358 0.032787 359 356.156302
359 0.032787 359 356.156302
360 0.032787 359 356.156302
361 0.032787 359 356.156302
362 0.032787 359 356.156302
363 0.032895 364 357.874327
364 0.032895 364 357.874327
365 0.033003 366 359.603692
366 0.033113 367 361.344510
367 0.033557 368 368.424616
368 0.033557 368 368.424616
369 0.033670 370 370.224441
370 0.033784 371 372.036427
371 0.033784 371 372.036427
372 0.034014 372 375.697378
373 0.034014 372 375.697378
374 0.034130 374 377.546595
375 0.034247 375 379.408479
376 0.034364 376 381.283159
377 0.034483 377 383.170767
378 0.034483 377 383.170767
379 0.034602 379 385.071439
380 0.034602 379 385.071439
381 0.034602 379 385.071439
382 0.034602 379 385.071439
383 0.034722 383 386.985310
384 0.034722 383 386.985310
385 0.034722 383 386.985310
386 0.034722 383 386.985310
387 0.034843 387 388.912518
388 0.034843 387 388.912518
389 0.034965 389 390.853203
390 0.034965 389 390.853203
391 0.034965 389 390.853203
392 0.035088 392 392.807507
393 0.035088 392 392.807507
394 0.035088 392 392.807507
395 0.035211 395 394.775573
396 0.035211 395 394.775573
397 0.035211 395 394.775573
398 0.035336 398 396.757548
399 0.035336 398 396.757548