Data Frame q1

Year Rank Institution Name Country Academic Reputation Employer Reputation Faculty Student Citations per Faculty International Faculty International Students International Research Network Employment Outcomes Sustainability Overall
0 2022 75 University of Wisconsin-Madison United States 83.4 52.8 69.2 58.4 8.1 27.5 NaN NaN NaN 66.2
1 2023 83 University of Wisconsin-Madison United States 82.4 48.1 70.6 41.9 37.7 23.8 93.2 84.6 NaN 63.7
2 2024 102 University of Wisconsin-Madison United States 80.2 47.8 61.3 37.4 30.9 22.8 83.6 73.1 83.7 60.0

Data Frame q2

Institution Name International Students
0 Tokyo Institute of Technology (Tokyo Tech) 31.7
1 The University of Tokyo 29.2
2 Waseda University 28.6
3 Kyushu University 25.6
4 Hitotsubashi University 22.4
5 University of Tsukuba 21.2
6 Kyoto University 20.8
7 Nagoya University 19.1
8 Hokkaido University 14.4
9 Tohoku University 13.8

Data Frame q3

Institution Name Reputation
0 Harvard University 200.0
1 Massachusetts Institute of Technology (MIT) 200.0
2 Stanford University 200.0
3 University of California, Berkeley (UCB) 200.0
4 University of California, Los Angeles (UCLA) 199.9
5 Yale University 199.9
6 Princeton University 198.8
7 Columbia University 197.8
8 New York University (NYU) 194.9
9 University of Chicago 191.4

Data Frame q4

Country Number of Institutions
0 United States 87
1 United Kingdom 49
2 Germany 31
3 Australia 26
4 China (Mainland) 26
5 Russia 17
6 Canada 16
7 Japan 16
8 South Korea 16
9 Italy 14

Data Frame q5

Country Number of Institutions
0 United States 87
1 United Kingdom 49
2 Germany 31
3 Australia 26
4 China (Mainland) 26
5 Russia 17
6 Canada 16
7 Japan 16
8 South Korea 16
9 Italy 14
10 Other 202

Data Frame q6

Country Total Score
0 United States 4441.9
1 United Kingdom 2543.8
2 Australia 1243.3
3 Germany 1235.3
4 China (Mainland) 1138.5
5 Japan 796.3
6 Canada 785.6
7 South Korea 739.1
8 Netherlands 673.6
9 Russia 582.6

Data Frame q7

Institution Name International Score
0 Massachusetts Institute of Technology (MIT) 188.2
1 Rice University 185.8
2 California Institute of Technology (Caltech) 181.0
3 Yale University 168.6
4 University of Pennsylvania 166.3
5 University of Chicago 165.6
6 University of Rochester 163.1
7 University of California, Berkeley (UCB) 156.1
8 Johns Hopkins University 155.8
9 Northeastern University 154.5

Data Frame q8

Citations per Faculty Overall
0 100.0 100.0
1 92.3 99.2
2 90.6 98.9
3 100.0 98.3
4 99.9 98.1
5 94.0 97.8
6 98.9 93.3
7 93.2 92.7
8 74.3 92.4
9 99.9 90.4
10 78.5 90.3
11 68.4 89.4
12 99.1 89.3
13 92.1 87.9
14 100.0 87.8
15 45.8 87.7
16 97.5 87.0
17 100.0 87.0
18 95.9 86.7
19 93.5 86.7
20 57.2 86.3
21 58.7 86.1
22 40.7 85.9
23 95.7 85.8
24 98.9 84.9
25 94.4 84.5
26 82.3 84.5
27 89.4 84.5
28 70.0 84.3
29 84.8 83.8
30 62.1 83.7
31 49.1 82.2
32 56.2 81.7
33 92.8 81.5
34 57.0 81.5
35 98.0 80.4
36 59.6 80.0
37 93.8 79.5
38 26.7 79.5
39 61.1 79.3
40 64.9 78.5
41 88.4 78.2
42 87.0 78.1
43 97.6 77.8
44 80.2 76.9
45 49.3 76.3
46 84.9 76.2
47 70.3 76.2
48 92.3 76.2
49 72.4 74.4
50 99.4 74.3
51 99.9 73.7
52 98.1 73.4
53 51.4 72.5
54 64.7 72.4
55 97.7 72.2
56 40.2 72.0
57 86.7 71.8
58 85.4 71.7
59 99.1 71.1
60 92.7 70.1
61 74.3 70.0
62 93.5 69.2
63 86.5 69.1
64 88.8 68.7
65 32.7 68.7
66 49.0 68.6
67 61.7 68.0
68 47.0 67.9
69 99.9 67.7
70 45.8 67.6
71 98.9 66.9
72 85.9 66.4
73 90.2 66.4
74 42.3 65.5
75 31.8 65.2
76 36.2 65.2
77 53.3 65.1
78 36.6 64.7
79 62.7 63.9
80 64.1 63.5
81 71.4 63.5
82 62.9 63.1
83 38.2 63.0
84 37.7 62.8
85 29.9 62.8
86 4.6 62.2
87 38.2 62.2
88 87.1 62.0
89 95.3 61.8
90 53.0 61.6
91 52.0 61.6
92 60.1 61.4
93 2.7 61.4
94 1.7 61.0
95 57.7 61.0
96 67.1 60.9
97 71.4 60.8
98 68.4 60.7
99 98.3 60.4
100 46.5 60.4
101 37.4 60.0
102 11.6 59.9
103 46.9 59.7
104 45.6 59.4
105 78.7 59.3
106 21.2 58.8
107 80.8 58.8
108 79.4 58.7
109 50.2 58.6
110 59.1 58.3
111 82.9 58.1
112 29.6 58.0
113 98.3 57.4
114 49.8 57.2
115 68.0 57.1
116 64.2 56.9
117 71.9 56.8
118 71.9 56.4
119 31.3 56.3
120 83.4 56.2
121 79.3 55.7
122 48.3 55.2
123 89.7 55.0
124 96.5 55.0
125 62.7 54.8
126 99.2 54.8
127 75.4 54.2
128 80.9 54.0
129 81.3 53.7
130 14.5 53.7
131 59.2 56.7
132 42.5 53.2
133 44.9 52.9
134 68.4 52.9
135 58.0 52.7
136 16.2 52.6
137 98.5 52.6
138 42.9 52.5
139 68.6 52.4
140 96.9 52.1
141 24.9 52.1
142 54.1 52.0
143 37.5 52.0
144 50.7 51.9
145 82.5 51.9
146 37.9 51.9
147 61.9 51.8
148 73.1 51.7
149 70.6 51.7
150 30.8 51.3
151 46.0 51.3
152 43.3 50.9
153 49.5 50.5
154 39.6 50.5
155 24.9 50.5
156 50.7 50.5
157 22.7 50.4
158 25.1 50.2
159 12.5 50.2
160 11.7 50.2
161 93.8 50.1
162 96.9 50.0
163 23.3 49.7
164 23.9 49.7
165 41.8 49.7
166 40.3 49.4
167 26.6 49.1
168 68.4 48.9
169 67.4 48.9
170 7.0 48.8
171 38.9 48.8
172 38.8 48.7
173 91.4 48.7
174 45.7 48.7
175 53.4 48.5
176 33.0 48.5
177 37.9 48.5
178 61.5 48.1
179 65.8 48.0
180 60.2 48.0
181 41.5 47.9
182 86.2 47.8
183 98.4 47.6
184 85.7 47.6
185 2.3 47.6
186 39.4 47.3
187 33.9 46.9
188 29.0 46.8
189 64.9 46.8
190 63.3 46.8
191 63.3 46.7
192 80.7 46.7
193 87.4 46.6
194 46.4 46.4
195 27.8 46.2
196 64.3 46.1
197 5.9 46.0
198 84.0 49.6
199 25.1 45.9
200 4.3 45.9
201 43.5 45.8
202 32.2 45.2
203 79.1 45.2
204 60.0 45.1
205 51.0 45.0
206 68.1 44.9
207 42.1 44.6
208 45.1 44.5
209 65.3 44.4
210 7.0 44.3
211 34.6 44.2
212 19.7 44.1
213 6.0 44.0
214 99.9 43.9
215 91.8 43.5
216 52.1 43.3
217 70.9 43.1
218 51.8 43.0
219 24.9 42.7
220 65.1 42.7
221 74.9 42.5
222 38.7 42.5
223 51.6 42.4
224 100.0 42.1
225 24.2 41.9
226 3.5 41.9
227 21.2 41.8
228 95.8 41.7
229 1.4 41.6
230 48.3 41.6
231 17.7 41.4
232 67.4 41.3
233 38.3 41.3
234 79.4 41.2
235 93.7 41.1
236 78.6 40.9
237 2.0 40.9
238 22.7 40.6
239 22.1 40.6
240 32.3 40.5
241 77.5 40.3
242 65.8 40.1
243 56.2 39.9
244 57.6 39.8
245 79.0 39.7
246 14.8 39.7
247 9.4 39.6
248 49.2 39.6
249 75.0 39.5
250 22.5 39.3
251 57.9 39.2
252 58.1 39.0
253 96.9 38.9
254 63.9 38.8
255 98.8 38.7
256 62.7 38.7
257 32.8 38.7
258 22.0 38.6
259 34.1 38.5
260 37.2 38.4
261 6.3 38.1
262 1.7 38.0
263 49.4 37.9
264 27.7 37.9
265 98.6 37.7
266 35.1 37.7
267 48.8 37.5
268 50.3 37.5
269 31.2 37.5
270 85.8 37.4
271 86.4 37.3
272 45.3 37.3
273 67.3 37.2
274 99.3 37.1
275 47.8 37.0
276 33.7 37.0
277 75.5 36.9
278 19.2 36.9
279 15.1 36.8
280 2.5 36.6
281 31.2 36.6
282 59.9 36.5
283 8.5 36.2
284 54.7 36.1
285 89.5 36.1
286 19.5 36.1
287 98.2 36.1
288 13.5 36.0
289 13.8 35.9
290 80.9 35.8
291 27.5 35.7
292 21.6 35.7
293 48.8 35.6
294 51.9 35.4
295 66.0 35.4
296 18.6 35.3
297 41.8 34.9
298 18.1 34.8
299 3.2 34.7
300 95.0 34.6
301 21.3 34.5
302 34.8 34.5
303 6.2 34.3
304 39.1 34.3
305 20.7 34.0
306 100.0 34.0
307 27.4 33.9
308 65.7 33.9
309 58.1 33.9
310 88.6 33.8
311 55.6 33.8
312 64.8 33.7
313 21.6 33.5
314 56.9 33.5
315 97.0 33.4
316 5.1 33.4
317 32.4 33.4
318 42.5 33.3
319 1.4 33.2
320 3.2 33.2
321 4.8 33.2
322 65.0 33.0
323 44.1 32.8
324 26.2 32.8
325 20.7 32.8
326 32.8 32.7
327 40.7 32.7
328 42.2 32.6
329 100.0 32.6
330 3.4 32.6
331 56.4 32.6
332 14.0 32.5
333 79.6 32.5
334 99.1 32.4
335 61.8 32.3
336 42.4 32.2
337 22.2 32.2
338 1.8 32.2
339 43.9 32.2
340 76.4 32.1
341 29.3 32.1
342 2.0 32.0
343 44.2 31.9
344 84.3 31.6
345 1.4 31.5
346 54.3 31.5
347 72.3 31.4
348 1.7 31.4
349 11.4 31.3
350 41.1 31.3
351 97.7 31.2
352 41.6 31.2
353 29.2 31.1
354 22.3 31.0
355 1.4 30.9
356 94.7 30.9
357 19.0 30.9
358 49.6 30.8
359 11.5 30.8
360 78.7 30.7
361 67.5 30.7
362 51.5 30.6
363 11.2 30.6
364 20.0 30.3
365 98.1 30.3
366 36.8 30.3
367 11.7 30.2
368 77.8 30.1
369 91.2 30.0
370 99.7 30.0
371 2.8 29.9
372 44.2 29.9
373 8.3 29.9
374 65.1 29.7
375 29.5 29.5
376 99.8 29.5
377 24.2 29.5
378 59.7 29.5
379 42.9 29.4
380 42.6 29.2
381 28.6 29.1
382 4.7 29.0
383 57.6 29.0
384 73.9 28.6
385 12.5 28.6
386 48.6 28.4
387 26.5 28.3
388 1.3 28.3
389 23.7 28.3
390 27.0 28.3
391 8.2 28.3
392 50.8 28.2
393 95.4 28.2
394 25.4 28.2
395 65.3 28.2
396 85.7 28.1
397 2.8 28.1
398 31.8 28.1
399 1.9 28.0
400 58.7 27.9
401 15.2 27.9
402 24.2 27.9
403 23.3 27.8
404 13.3 27.6
405 59.9 27.6
406 1.9 27.6
407 18.5 27.4
408 22.5 27.4
409 20.3 27.3
410 4.0 27.2
411 9.0 27.2
412 59.6 27.2
413 8.4 27.1
414 36.3 27.1
415 51.1 27.0
416 16.0 27.0
417 4.6 27.0
418 5.1 26.9
419 16.2 26.8
420 35.4 26.8
421 13.6 26.7
422 12.6 26.7
423 27.2 26.7
424 23.1 26.7
425 51.7 26.7
426 21.9 26.6
427 99.8 26.5
428 2.6 26.4
429 64.6 26.3
430 44.0 26.3
431 28.6 26.2
432 53.1 26.2
433 34.3 26.2
434 5.9 26.2
435 34.7 26.2
436 12.4 26.0
437 65.5 26.0
438 31.8 26.0
439 97.3 26.0
440 22.8 26.0
441 68.0 25.9
442 14.2 25.9
443 25.1 25.9
444 36.5 25.9
445 29.1 25.8
446 41.6 25.8
447 34.1 25.7
448 16.1 25.7
449 72.5 25.7
450 96.4 25.7
451 15.3 25.7
452 94.8 25.6
453 98.4 25.5
454 55.3 25.5
455 4.1 25.2
456 94.4 25.2
457 73.1 25.2
458 18.4 25.2
459 45.1 25.2
460 25.6 25.1
461 38.6 25.0
462 30.7 24.9
463 10.9 24.9
464 10.0 24.9
465 14.8 24.8
466 70.8 24.7
467 14.9 24.7
468 21.4 24.7
469 13.5 24.7
470 52.7 24.6
471 48.5 24.6
472 51.0 24.6
473 9.6 24.5
474 68.7 24.4
475 2.1 24.4
476 3.0 24.4
477 11.6 24.3
478 19.6 24.3
479 21.2 24.2
480 9.6 24.1
481 85.1 24.0
482 39.7 23.9
483 2.2 23.9
484 14.8 23.9
485 1.2 23.9
486 57.1 24.0
487 22.4 23.8
488 96.4 23.7
489 47.5 23.7
490 1.7 23.6
491 38.1 23.6
492 79.8 23.5
493 37.2 23.5
494 20.9 23.5
495 8.9 23.4
496 82.0 23.4
497 70.7 23.4
498 8.5 23.4
499 7.7 23.2

Data Frame q9

Academic Reputation Employer Reputation
0 100.0 100.0
1 100.0 100.0
2 100.0 100.0
3 96.5 87.1
4 99.2 92.2
5 96.5 92.5
6 99.9 98.9
7 99.9 100.0
8 98.3 91.4
9 99.7 98.1
10 87.9 47.2
11 98.5 91.3
12 100.0 100.0
13 84.4 71.9
14 95.9 99.0
15 100.0 99.9
16 86.1 79.8
17 72.1 69.0
18 90.0 61.6
19 57.6 54.2
20 93.7 85.2
21 84.8 48.6
22 82.4 48.1
23 85.6 60.9
24 67.7 77.0
25 76.7 69.8
26 38.8 26.1
27 64.8 51.0
28 65.5 44.7
29 62.3 57.2
30 40.1 15.3
31 62.7 73.1
32 54.6 59.1
33 61.1 62.2
34 23.8 20.1
35 55.9 24.0
36 25.2 15.7
37 60.5 61.4
38 61.5 65.0
39 51.2 35.6
40 18.3 20.2
41 39.9 16.3
42 60.1 28.2
43 48.5 47.0
44 25.9 22.2
45 19.2 25.9
46 46.7 40.2
47 39.7 18.4
48 26.6 44.2
49 2.6 3.7
50 40.7 16.8
51 35.2 37.5
52 39.6 22.4
53 37.6 35.6
54 31.2 44.6
55 22.7 32.1
56 29.2 23.0
57 18.3 7.2
58 37.0 13.5
59 42.0 31.9
60 36.6 26.3
61 15.5 10.7
62 27.2 29.0
63 28.5 25.6
64 14.9 16.1
65 18.6 5.0
66 15.6 14.3
67 20.5 12.5
68 16.5 7.6
69 19.1 19.2
70 19.3 9.8
71 17.7 10.6
72 7.9 8.2
73 5.4 7.3
74 14.8 8.2
75 25.5 24.4
76 17.8 8.5
77 8.4 6.5
78 3.1 3.7
79 20.7 13.3
80 9.5 4.2
81 19.4 13.9
82 9.6 3.8

Data Frame q10

Faculty Student International Students
0 76.0 68.9
1 38.0 96.0
2 24.2 89.2
3 96.8 48.2
4 7.7 43.3
5 17.4 2.7
6 96.5 65.4
7 68.9 95.1
8 22.3 3.9
9 87.3 36.9
10 19.5 1.8
11 69.4 4.5
12 5.1 27.4
13 41.3 51.6
14 100.0 24.5
15 40.8 4.3
16 88.9 24.2
17 66.5 5.8
18 99.8 83.6
19 96.4 95.0
20 5.3 7.5
21 84.2 98.7
22 56.3 1.9
23 62.3 2.0
24 7.7 1.3
25 25.7 93.3
26 78.8 7.1
27 5.4 54.3
28 91.9 27.8
29 98.3 34.6
30 62.1 61.8
31 79.8 9.1
32 16.4 98.2
33 67.8 53.0
34 43.2 2.6
35 26.7 80.7
36 22.4 92.4
37 83.8 27.5
38 67.3 3.7
39 77.0 5.7
40 27.7 1.5
41 46.8 1.3
42 38.4 9.3
43 12.8 21.3
44 61.1 94.8
45 99.8 91.9
46 66.3 54.3
47 79.8 73.5
48 15.7 30.1
49 87.0 10.3
50 11.8 20.2
51 70.0 70.2
52 74.2 98.0
53 33.4 32.6
54 34.6 2.8
55 31.2 10.6
56 91.7 69.7
57 100.0 96.3
58 100.0 90.0
59 78.9 3.6

Data Frame q13

Country Sum of International Citations
0 United States 2294.2671
1 United Kingdom 2279.9530
2 Australia 1895.6595
3 Canada 822.9573
4 Netherlands 749.9450
5 Switzerland 664.2349
6 Germany 635.0223
7 China (Mainland) 578.7473
8 Hong Kong SAR 513.1582
9 France 385.9691
10 Sweden 382.8463
11 New Zealand 344.3393
12 Belgium 300.6716
13 Denmark 217.8851
14 Finland 210.7134

Data Frame q14

Country Average Citations per International
0 Singapore 92.950000
1 Australia 82.001726
2 Hong Kong SAR 78.318000
3 Switzerland 78.004875
4 Netherlands 58.039117
5 United Kingdom 56.838479
6 Sweden 52.991567
7 Canada 48.342191
8 Denmark 47.686267
9 Belgium 47.580433
10 Norway 44.820000
11 Saudi Arabia 43.294600
12 Finland 42.823267
13 Ireland 38.282033
14 New Zealand 38.215660
15 Qatar 36.900000
16 China (Mainland) 36.544577
17 United States 36.240415
18 France 32.660511
19 United Arab Emirates 31.700000
20 Austria 31.611433
21 South Africa 27.696600
22 Israel 26.089950
23 Germany 24.701627
24 Lebanon 14.980000
25 South Korea 14.784700
26 Spain 14.626767
27 Italy 10.578600
28 Taiwan 8.763275
29 Brunei 8.500000
30 Japan 7.592830
31 Malaysia 5.926371
32 Estonia 5.720000
33 Portugal 5.283600
34 India 3.698383
35 Brazil 3.292400
36 Czech Republic 2.557300
37 Chile 1.772050
38 Russia 1.433386
39 Indonesia 1.180100
40 Argentina 1.146600
41 Colombia 1.059850
42 Mexico 0.716750
43 Kazakhstan 0.539850
44 Poland 0.470300
45 Thailand 0.445800
46 Belarus 0.044200

Data Frame q15

Country Institution Name Maximum Citations per International
0 United States Massachusetts Institute of Technology (MIT) 100.0000
1 Hong Kong SAR City University of Hong Kong 99.9000
2 Switzerland University of Bern 99.2000
3 Australia The University of Western Australia 98.9000
4 Canada Western University 98.0051
5 Macau SAR University of Macau 96.9000
6 China (Mainland) Zhejiang University 95.3552
7 Singapore Nanyang Technological University, Singapore (NTU) 94.4000
8 United Kingdom Imperial College London 94.0000
9 France Institut Polytechnique de Paris 92.3930
10 Netherlands University of Amsterdam 90.6444
11 Belgium KU Leuven 86.3037
12 Sweden KTH Royal Institute of Technology 84.0664
13 Denmark Technical University of Denmark 83.4000
14 Finland Aalto University 75.8270
15 New Zealand University of Waikato 74.4750
16 Cyprus University of Cyprus (UCY) 72.2762
17 Austria Technische Universität Wien 67.9601
18 Saudi Arabia King Fahd University of Petroleum & Minerals 65.8000
19 Ireland Trinity College Dublin, The University of Dublin 63.9718
20 Malaysia Universiti Teknologi PETRONAS (UTP) 55.9764
21 Norway University of Oslo 55.2762
22 Germany KIT, Karlsruhe Institute of Technology 50.6176
23 United Arab Emirates Khalifa University of Science and Technology 48.3000
24 Spain Universitat Pompeu Fabra (Barcelona) 43.3124
25 South Korea Ulsan National Institute of Science and Technology (UNIST) 40.9190
26 Israel Tel Aviv University 40.3596
27 Qatar Qatar University 38.8000
28 Italy Politecnico di Milano 30.8154
29 Luxembourg University of Luxembourg 28.6000
30 South Africa University of Cape Town 27.3743
31 Oman Sultan Qaboos University 18.4000
32 Japan Osaka University 17.9322
33 Lebanon American University of Beirut (AUB) 16.4076
34 Iran, Islamic Republic of Amirkabir University of Technology 15.8682
35 Taiwan National Yang Ming Chiao Tung University 9.8990
36 Brunei Universiti Brunei Darussalam (UBD) 8.2000
37 Turkey Koç University 7.8078
38 Russia National Research Nuclear University MEPhI (Moscow Engineering Physics Institute) 5.8969
39 Portugal Universidade Nova de Lisboa 5.8080
40 Estonia University of Tartu 5.3475
41 India Indian Institute of Science 4.8000
42 Czech Republic Masaryk University 4.7120
43 Egypt The American University in Cairo 4.5034
44 Pakistan Quaid-i-Azam University 3.2980
45 Brazil Universidade Estadual de Campinas (Unicamp) 2.9133
46 Greece National and Kapodistrian University of Athens 2.8809
47 Indonesia Bandung Institute of Technology (ITB) 2.1100
48 Chile Pontificia Universidad Católica de Chile (UC) 1.9024
49 Colombia Universidad de los Andes 1.5576
50 Argentina Universidad de Buenos Aires (UBA) 1.0642
51 Thailand Chulalongkorn University 1.0500
52 Kazakhstan L.N. Gumilyov Eurasian National University (ENU) 0.8302
53 Mexico Tecnológico de Monterrey 0.7521
54 Poland University of Warsaw 0.6174
55 Lithuania Vilnius University 0.3900
56 Peru Pontificia Universidad Católica del Perú 0.0702
57 Belarus Belarusian State University 0.0533
58 Philippines University of the Philippines 0.0304

Data Frame q16

Country Average Citations per Faculty Average International Faculty
0 Canada 57.033333 93.3000
1 Germany 27.200000 56.9000
2 United Kingdom 77.937500 98.9375
3 Hong Kong SAR 81.166667 100.0000
4 Australia 91.180000 99.4200
5 Singapore 93.050000 100.0000
6 France 73.350000 75.9000
7 Switzerland 99.800000 100.0000
8 United States 83.700000 65.9000
9 China (Mainland) 84.240000 55.5400
10 Japan 69.650000 4.3500
11 South Korea 86.900000 6.2500

Data Frame q17

Rank Overall fit
0 1 100.0 -142.320024
1 2 99.5 -138.773723
2 3 98.7 -133.099642
3 3 98.7 -133.099642
4 5 98.0 -128.134821
5 6 97.4 -123.879260
6 7 97.3 -123.170000
7 8 95.4 -109.694057
8 8 95.4 -109.694057
9 10 94.5 -103.310716
10 11 93.9 -99.055155
11 12 90.8 -77.068090
12 13 90.7 -76.358830
13 14 90.2 -72.812529
14 14 90.2 -72.812529
15 16 89.9 -70.684749
16 17 89.0 -64.301408
17 18 88.8 -62.882887
18 19 88.7 -62.173627
19 20 88.6 -61.464367
20 21 88.3 -59.336587
21 22 86.3 -45.151384
22 23 86.2 -44.442124
23 23 86.2 -44.442124
24 25 85.9 -42.314343
25 26 85.3 -38.058782
26 27 84.0 -28.838400
27 27 84.0 -28.838400
28 27 84.0 -28.838400
29 30 82.8 -20.327278
30 31 82.6 -18.908758
31 32 82.5 -18.199498
32 33 82.3 -16.780978
33 34 82.2 -16.071718
34 35 82.0 -14.653197
35 36 81.7 -12.525417
36 37 81.4 -10.397636
37 38 80.4 -3.305035
38 39 80.3 -2.595775
39 40 79.7 1.659786
40 41 79.1 5.915347
41 42 78.9 7.333867
42 43 77.7 15.844989
43 44 77.6 16.554249
44 45 77.4 17.972770
45 46 77.1 20.100550
46 47 76.6 23.646851
47 48 76.1 27.193151
48 49 75.9 28.611672
49 49 75.8 29.320932
50 50 75.6 30.739452
51 50 75.6 30.739452
52 52 75.2 33.576493
53 53 74.6 37.832054
54 53 74.6 37.832054
55 55 73.8 43.506135
56 56 73.5 45.633915
57 57 73.1 48.470956
58 58 72.2 54.854297
59 60 71.3 61.237639
60 61 71.2 61.946899
61 62 71.0 63.365419
62 63 70.8 64.783939
63 64 70.1 69.748760
64 65 69.8 71.876541
65 66 69.1 76.841362
66 67 68.4 81.806183
67 68 68.2 83.224703
68 69 67.9 85.352484
69 70 67.2 90.317305
70 70 67.2 90.317305
71 72 67.1 91.026565
72 73 66.8 93.154345
73 74 66.3 96.700646
74 75 66.2 97.409906
75 75 66.2 97.409906
76 77 65.7 100.956207
77 78 65.6 101.665467
78 79 65.5 102.374727
79 79 65.5 102.374727
80 81 65.4 103.083987
81 82 65.2 104.502508
82 82 65.2 104.502508
83 82 65.2 104.502508
84 85 65.0 105.921028
85 85 65.0 105.921028
86 86 64.9 106.630288
87 87 63.8 114.432150
88 88 63.5 116.559930
89 89 63.2 118.687711
90 90 62.9 120.815491
91 91 62.8 121.524751
92 92 62.6 122.943271
93 93 62.5 123.652532
94 94 62.3 125.071052
95 95 61.6 130.035873
96 96 61.5 130.745133
97 97 60.5 137.837735
98 98 60.1 140.674775
99 99 59.9 142.093295
100 100 59.6 144.221076
101 101 59.5 144.930336
102 102 59.0 148.476637
103 103 58.9 149.185897
104 104 58.5 152.022938
105 105 58.3 153.441458
106 105 58.3 153.441458
107 107 58.0 155.569238
108 108 57.9 156.278498
109 108 57.9 156.278498
110 109 57.7 157.697019
111 110 57.5 159.115539
112 111 57.3 160.534059
113 112 57.0 162.661840
114 112 57.0 162.661840
115 112 57.0 162.661840
116 112 57.0 162.661840
117 116 56.9 163.371100
118 117 56.7 164.789620
119 118 56.2 168.335921
120 119 56.1 169.045181
121 120 56.0 169.754441
122 121 55.9 170.463701
123 121 55.9 170.463701
124 123 55.8 171.172962
125 124 55.4 174.010002
126 125 55.3 174.719262
127 126 55.2 175.428522
128 127 54.9 177.556303
129 128 54.8 178.265563
130 128 54.8 178.265563
131 130 54.6 179.684083
132 131 54.2 182.521124
133 132 54.0 183.939644
134 133 53.9 184.648904
135 134 53.8 185.358165
136 135 53.6 186.776685
137 136 53.4 188.195205
138 137 53.3 188.904465
139 138 53.0 191.032246
140 140 52.7 193.160026
141 141 52.6 193.869286
142 142 52.5 194.578546
143 143 52.2 196.706327
144 144 52.0 198.124847
145 145 51.4 202.380408
146 146 51.2 203.798928
147 147 51.0 205.217449
148 148 50.6 208.054489
149 149 50.5 208.763749
150 149 50.5 208.763749
151 151 50.4 209.473010
152 151 50.4 209.473010
153 151 50.4 209.473010
154 154 50.3 210.182270
155 155 50.2 210.891530
156 156 49.8 213.728570
157 157 49.7 214.437831
158 158 49.5 215.856351
159 159 49.3 217.274871
160 160 48.6 222.239692
161 161 48.2 225.076733
162 161 48.2 225.076733
163 163 48.1 225.785993
164 163 48.1 225.785993
165 165 48.0 226.495253
166 166 47.7 228.623034
167 166 47.7 228.623034
168 168 47.6 229.332294
169 168 47.6 229.332294
170 170 47.5 230.041554
171 171 47.2 232.169334
172 172 47.0 233.587855
173 173 46.9 234.297115
174 173 46.9 234.297115
175 175 46.8 235.006375
176 176 46.6 236.424895
177 177 46.4 237.843415
178 177 46.4 237.843415
179 179 46.3 238.552676
180 180 46.1 239.971196
181 180 46.1 239.971196
182 180 46.1 239.971196
183 183 46.0 240.680456
184 183 46.0 240.680456
185 185 45.9 241.389716
186 186 45.7 242.808237
187 186 45.7 242.808237
188 188 45.6 243.517497
189 189 45.5 244.226757
190 189 45.5 244.226757
191 191 45.1 247.063797
192 191 45.1 247.063797
193 193 44.9 248.482318
194 194 44.8 249.191578
195 194 44.8 249.191578
196 194 44.8 249.191578
197 197 44.6 250.610098
198 198 44.5 251.319358
199 199 44.2 253.447139
200 200 44.1 254.156399
201 201 43.9 255.574919
202 202 43.5 258.411960
203 203 43.3 259.830480
204 204 43.2 260.539740
205 205 43.1 261.249000
206 206 42.8 263.376781
207 207 42.7 264.086041
208 207 42.7 264.086041
209 209 42.6 264.795301
210 209 42.6 264.795301
211 211 42.5 265.504561
212 212 42.4 266.213821
213 213 42.1 268.341602
214 214 42.0 269.050862
215 215 41.9 269.760122
216 216 41.8 270.469382
217 216 41.8 270.469382
218 218 41.7 271.178642
219 219 41.3 274.015683
220 220 41.1 275.434203
221 221 41.0 276.143463
222 222 40.9 276.852724
223 223 40.8 277.561984
224 224 40.7 278.271244
225 225 40.4 280.399024
226 226 40.3 281.108285
227 226 40.3 281.108285
228 226 40.3 281.108285
229 226 40.3 281.108285
230 230 40.2 281.817545
231 231 40.1 282.526805
232 232 40.0 283.236065
233 233 39.8 284.654585
234 233 39.8 284.654585
235 235 39.7 285.363845
236 236 39.6 286.073106
237 236 39.6 286.073106
238 236 39.6 286.073106
239 236 39.6 286.073106
240 240 39.5 286.782366
241 240 39.5 286.782366
242 242 39.2 288.910146
243 242 39.2 288.910146
244 242 39.2 288.910146
245 245 39.1 289.619406
246 246 38.8 291.747187
247 246 38.8 291.747187
248 248 38.7 292.456447
249 248 38.7 292.456447
250 250 38.6 293.165707
251 251 38.5 293.874967
252 252 38.4 294.584227
253 252 38.4 294.584227
254 254 38.3 295.293487
255 255 38.1 296.712008
256 255 38.1 296.712008
257 255 38.1 296.712008
258 258 37.6 300.258309
259 258 37.6 300.258309
260 258 37.7 299.549048
261 260 37.4 301.676829
262 261 37.3 302.386089
263 261 37.3 302.386089
264 264 37.2 303.095349
265 264 37.2 303.095349
266 266 37.1 303.804609
267 266 37.1 303.804609
268 268 36.9 305.223130
269 268 36.9 305.223130
270 269 36.9 305.223130
271 270 36.7 306.641650
272 270 36.7 306.641650
273 272 36.6 307.350910
274 272 36.6 307.350910
275 272 36.6 307.350910
276 275 36.5 308.060170
277 275 36.5 308.060170
278 277 36.4 308.769430
279 277 36.4 308.769430
280 277 36.4 308.769430
281 280 36.3 309.478690
282 281 36.2 310.187951
283 281 36.2 310.187951
284 283 36.1 310.897211
285 284 35.9 312.315731
286 285 35.6 314.443511
287 285 35.6 314.443511
288 287 35.5 315.152772
289 288 35.4 315.862032
290 290 35.1 317.989812
291 290 35.1 317.989812
292 290 35.1 317.989812
293 290 35.1 317.989812
294 290 35.1 317.989812
295 295 34.9 319.408333
296 295 34.9 319.408333
297 295 34.9 319.408333
298 298 34.8 320.117593
299 298 34.8 320.117593
300 300 34.7 320.826853
301 300 34.7 320.826853
302 302 34.4 322.954633
303 303 34.2 324.373154
304 303 34.2 324.373154
305 305 34.1 325.082414
306 305 34.1 325.082414
307 307 34.0 325.791674
308 308 33.9 326.500934
309 309 33.8 327.210194
310 309 33.8 327.210194
311 311 33.7 327.919454
312 311 33.7 327.919454
313 311 33.7 327.919454
314 314 33.6 328.628714
315 314 33.6 328.628714
316 316 33.5 329.337975
317 317 33.4 330.047235
318 317 33.4 330.047235
319 319 33.1 332.175015
320 319 33.1 332.175015
321 321 33.0 332.884275
322 322 32.9 333.593535
323 322 32.9 333.593535
324 322 32.9 333.593535
325 322 32.9 333.593535
326 326 32.8 334.302796
327 326 32.8 334.302796
328 328 32.7 335.012056
329 329 32.5 336.430576
330 330 32.4 337.139836
331 330 32.4 337.139836
332 332 32.3 337.849096
333 332 32.3 337.849096
334 334 32.2 338.558357
335 334 32.2 338.558357
336 334 32.2 338.558357
337 334 32.2 338.558357
338 334 32.2 338.558357
339 334 32.2 338.558357
340 340 32.1 339.267617
341 340 32.1 339.267617
342 342 31.9 340.686137
343 343 31.8 341.395397
344 344 31.7 342.104657
345 344 31.7 342.104657
346 346 31.6 342.813917
347 347 31.4 344.232438
348 347 31.4 344.232438
349 347 31.4 344.232438
350 347 31.4 344.232438
351 351 31.3 344.941698
352 351 31.3 344.941698
353 351 31.3 344.941698
354 354 31.2 345.650958
355 355 31.1 346.360218
356 356 31.0 347.069478
357 356 31.0 347.069478
358 358 30.9 347.778738
359 358 30.9 347.778738
360 358 30.9 347.778738
361 358 30.9 347.778738
362 362 30.8 348.487999
363 362 30.8 348.487999
364 362 30.8 348.487999
365 365 30.5 350.615779
366 365 30.5 350.615779
367 365 30.5 350.615779
368 368 30.4 351.325039
369 369 30.3 352.034299
370 369 30.3 352.034299
371 371 30.0 354.162080
372 372 29.8 355.580600
373 373 29.6 356.999120
374 373 29.6 356.999120
375 373 29.6 356.999120
376 373 29.6 356.999120
377 377 29.5 357.708381
378 378 29.4 358.417641
379 378 29.4 358.417641
380 378 29.4 358.417641
381 381 29.3 359.126901
382 381 29.3 359.126901
383 383 29.1 360.545421
384 383 29.1 360.545421
385 383 29.1 360.545421
386 386 28.9 361.963941
387 387 28.8 362.673202
388 388 28.7 363.382462
389 388 28.7 363.382462
390 390 28.6 364.091722
391 391 28.5 364.800982
392 391 28.5 364.800982
393 393 28.4 365.510242
394 393 28.4 365.510242
395 395 28.3 366.219502
396 395 28.3 366.219502
397 395 28.3 366.219502
398 398 28.2 366.928762
399 399 28.1 367.638023
400 400 28.0 368.347283
401 400 28.0 368.347283
402 400 28.0 368.347283
403 403 27.9 369.056543
404 403 27.9 369.056543
405 403 27.9 369.056543
406 407 27.8 369.765803
407 407 27.8 369.765803
408 407 27.8 369.765803
409 407 27.8 369.765803
410 411 27.7 370.475063
411 412 27.5 371.893583
412 412 27.5 371.893583
413 414 27.4 372.602844
414 414 27.4 372.602844
415 414 27.4 372.602844
416 414 27.4 372.602844
417 414 27.4 372.602844
418 414 27.4 372.602844
419 414 27.4 372.602844
420 421 27.3 373.312104
421 421 27.3 373.312104
422 423 27.2 374.021364
423 424 27.1 374.730624
424 424 27.1 374.730624
425 424 27.1 374.730624
426 427 27.0 375.439884
427 427 27.0 375.439884
428 429 26.9 376.149144
429 429 26.9 376.149144
430 431 26.8 376.858405
431 431 26.8 376.858405
432 431 26.8 376.858405
433 434 26.7 377.567665
434 434 26.7 377.567665
435 436 26.6 378.276925
436 436 26.6 378.276925
437 436 26.6 378.276925
438 439 26.5 378.986185
439 440 26.3 380.404705
440 440 26.3 380.404705
441 440 26.3 380.404705
442 440 26.3 380.404705
443 444 26.2 381.113965
444 445 26.1 381.823226
445 445 26.1 381.823226
446 447 26.0 382.532486
447 447 26.0 382.532486
448 447 26.0 382.532486
449 450 25.9 383.241746
450 451 25.8 383.951006
451 451 25.8 383.951006
452 451 25.8 383.951006
453 451 25.8 383.951006
454 455 25.7 384.660266
455 455 25.7 384.660266
456 455 25.7 384.660266
457 458 25.6 385.369526
458 459 25.5 386.078786
459 459 25.5 386.078786
460 461 25.4 386.788047
461 461 25.4 386.788047
462 461 25.4 386.788047
463 461 25.4 386.788047
464 465 25.3 387.497307
465 465 25.3 387.497307
466 465 25.3 387.497307
467 465 25.3 387.497307
468 469 25.2 388.206567
469 469 25.2 388.206567
470 471 25.1 388.915827
471 471 25.1 388.915827
472 471 25.1 388.915827
473 471 25.1 388.915827
474 475 25.0 389.625087
475 476 24.9 390.334347
476 477 24.8 391.043607
477 477 24.8 391.043607
478 477 24.8 391.043607
479 480 24.7 391.752868
480 480 24.7 391.752868
481 482 24.6 392.462128
482 482 24.6 392.462128
483 482 24.6 392.462128
484 485 24.5 393.171388
485 485 24.5 393.171388
486 487 24.4 393.880648
487 487 24.4 393.880648
488 487 24.4 393.880648
489 490 24.3 394.589908
490 490 24.3 394.589908
491 492 24.2 395.299168
492 492 24.2 395.299168
493 494 24.1 396.008429
494 494 24.1 396.008429
495 494 24.1 396.008429
496 494 24.1 396.008429
497 494 24.1 396.008429
498 494 24.1 396.008429
499 494 24.1 396.008429

Data Frame q18

Rank Inverse Overall fit
0 1 0.010000 -3.168433
1 2 0.010050 -2.371054
2 3 0.010132 -1.078443
3 3 0.010132 -1.078443
4 5 0.010204 0.069903
5 6 0.010267 1.067337
6 7 0.010277 1.234772
7 8 0.010482 4.482730
8 8 0.010482 4.482730
9 10 0.010582 6.066822
10 11 0.010650 7.139754
11 12 0.011013 12.909122
12 13 0.011025 13.101797
13 14 0.011086 14.071579
14 14 0.011086 14.071579
15 16 0.011123 14.658627
16 17 0.011236 16.443514
17 18 0.011261 16.845069
18 19 0.011274 17.046526
19 20 0.011287 17.248437
20 21 0.011325 17.856915
21 22 0.011587 22.021546
22 23 0.011601 22.234850
23 23 0.011601 22.234850
24 25 0.011641 22.877744
25 26 0.011723 24.177097
26 27 0.011905 27.056040
27 27 0.011905 27.056040
28 27 0.011905 27.056040
29 30 0.012077 29.793764
30 31 0.012107 30.257785
31 32 0.012121 30.490639
32 33 0.012151 30.958045
33 34 0.012165 31.192601
34 35 0.012195 31.663429
35 36 0.012240 32.373993
36 37 0.012285 33.089795
37 38 0.012438 35.514381
38 39 0.012453 35.760161
39 40 0.012547 37.247793
40 41 0.012642 38.757993
41 42 0.012674 39.266497
42 43 0.012870 42.372495
43 44 0.012887 42.635665
44 45 0.012920 43.164044
45 46 0.012970 43.961752
46 47 0.013055 45.305150
47 48 0.013141 46.666202
48 49 0.013175 47.215644
49 49 0.013193 47.491452
50 50 0.013228 48.045257
51 50 0.013228 48.045257
52 52 0.013298 49.161705
53 53 0.013405 50.858825
54 53 0.013405 50.858825
55 55 0.013550 53.164578
56 56 0.013605 54.042176
57 57 0.013680 55.223512
58 58 0.013850 57.929376
59 60 0.014025 60.703551
60 61 0.014045 61.016121
61 62 0.014085 61.643905
62 63 0.014124 62.275235
63 64 0.014265 64.513259
64 65 0.014327 65.486154
65 66 0.014472 67.789094
66 67 0.014620 70.139170
67 68 0.014663 70.819481
68 69 0.014728 71.847462
69 70 0.014881 74.281778
70 70 0.014881 74.281778
71 72 0.014903 74.633684
72 73 0.014970 75.695723
73 74 0.015083 77.487145
74 75 0.015106 77.848677
75 75 0.015106 77.848677
76 77 0.015221 79.672845
77 78 0.015244 80.041015
78 79 0.015267 80.410309
79 79 0.015267 80.410309
80 81 0.015291 80.780733
81 82 0.015337 81.524990
82 82 0.015337 81.524990
83 82 0.015337 81.524990
84 85 0.015385 82.273827
85 85 0.015385 82.273827
86 86 0.015408 82.649976
87 87 0.015674 86.865439
88 88 0.015748 88.040458
89 89 0.015823 89.226632
90 90 0.015898 90.424122
91 91 0.015924 90.825827
92 92 0.015974 91.633088
93 93 0.016000 92.038656
94 94 0.016051 92.853698
95 95 0.016234 95.748023
96 96 0.016260 96.166877
97 97 0.016529 100.431568
98 98 0.016639 102.177182
99 99 0.016694 103.058731
100 100 0.016779 104.392149
101 101 0.016807 104.839609
102 102 0.016949 107.099665
103 103 0.016978 107.556280
104 104 0.017094 109.398353
105 105 0.017153 110.328869
106 105 0.017153 110.328869
107 107 0.017241 111.736675
108 108 0.017271 112.209185
109 108 0.017271 112.209185
110 109 0.017331 113.159120
111 110 0.017391 114.115662
112 111 0.017452 115.078883
113 112 0.017544 116.536387
114 112 0.017544 116.536387
115 112 0.017544 116.536387
116 112 0.017544 116.536387
117 116 0.017575 117.025637
118 117 0.017637 118.009314
119 118 0.017794 120.499139
120 119 0.017825 121.002429
121 120 0.017857 121.507517
122 121 0.017889 122.014412
123 121 0.017889 122.014412
124 123 0.017921 122.523125
125 124 0.018051 124.576338
126 125 0.018083 125.094282
127 126 0.018116 125.614103
128 127 0.018215 127.184928
129 128 0.018248 127.712359
130 128 0.018248 127.712359
131 130 0.018315 128.773016
132 131 0.018450 130.917812
133 132 0.018519 132.002126
134 133 0.018553 132.547300
135 134 0.018587 133.094502
136 135 0.018657 134.195029
137 136 0.018727 135.303801
138 137 0.018762 135.861307
139 138 0.018868 137.546447
140 140 0.018975 139.250774
141 141 0.019011 139.823203
142 142 0.019048 140.397813
143 143 0.019157 142.134851
144 144 0.019231 143.304012
145 145 0.019455 146.866085
146 146 0.019531 148.071995
147 147 0.019608 149.287364
148 148 0.019763 151.746923
149 149 0.019802 152.367901
150 149 0.019802 152.367901
151 151 0.019841 152.991343
152 151 0.019841 152.991343
153 151 0.019841 152.991343
154 154 0.019881 153.617264
155 155 0.019920 154.245679
156 156 0.020080 156.784575
157 157 0.020121 157.425685
158 158 0.020202 158.715675
159 159 0.020284 160.016132
160 160 0.020576 164.652019
161 161 0.020747 167.361554
162 161 0.020747 167.361554
163 163 0.020790 168.045979
164 163 0.020790 168.045979
165 165 0.020833 168.733256
166 166 0.020964 170.812377
167 166 0.020964 170.812377
168 168 0.021008 171.511241
169 168 0.021008 171.511241
170 170 0.021053 172.213047
171 171 0.021186 174.336310
172 172 0.021277 175.766877
173 173 0.021322 176.486736
174 173 0.021322 176.486736
175 175 0.021368 177.209671
176 176 0.021459 178.664849
177 177 0.021552 180.132572
178 177 0.021552 180.132572
179 179 0.021598 180.871189
180 180 0.021692 182.358035
181 180 0.021692 182.358035
182 180 0.021692 182.358035
183 183 0.021739 183.106307
184 183 0.021739 183.106307
185 185 0.021786 183.857839
186 186 0.021882 185.370770
187 186 0.021882 185.370770
188 188 0.021930 186.132213
189 189 0.021978 186.897002
190 189 0.021978 186.897002
191 191 0.022173 189.990074
192 191 0.022173 189.990074
193 193 0.022272 191.557277
194 194 0.022321 192.346126
195 194 0.022321 192.346126
196 194 0.022321 192.346126
197 197 0.022422 193.934435
198 198 0.022472 194.733944
199 199 0.022624 197.154176
200 200 0.022676 197.968237
201 201 0.022779 199.607486
202 202 0.022989 202.931205
203 203 0.023095 204.616092
204 204 0.023148 205.464386
205 205 0.023202 206.316617
206 206 0.023364 208.897202
207 207 0.023419 209.765455
208 207 0.023419 209.765455
209 209 0.023474 210.637785
210 209 0.023474 210.637785
211 211 0.023529 211.514220
212 212 0.023585 212.394788
213 213 0.023753 215.061594
214 214 0.023810 215.958995
215 215 0.023866 216.860680
216 216 0.023923 217.766679
217 216 0.023923 217.766679
218 218 0.023981 218.677023
219 219 0.024213 222.362485
220 220 0.024331 224.232117
221 221 0.024390 225.173773
222 222 0.024450 226.120034
223 223 0.024510 227.070933
224 224 0.024570 228.026506
225 225 0.024752 230.921605
226 226 0.024814 231.896217
227 226 0.024814 231.896217
228 226 0.024814 231.896217
229 226 0.024814 231.896217
230 230 0.024876 232.875677
231 231 0.024938 233.860023
232 232 0.025000 234.849290
233 233 0.025126 236.842739
234 233 0.025126 236.842739
235 235 0.025189 237.846995
236 236 0.025253 238.856323
237 236 0.025253 238.856323
238 236 0.025253 238.856323
239 236 0.025253 238.856323
240 240 0.025316 239.870761
241 240 0.025316 239.870761
242 242 0.025510 242.945131
243 242 0.025510 242.945131
244 242 0.025510 242.945131
245 245 0.025575 243.980405
246 246 0.025773 247.118245
247 246 0.025773 247.118245
248 248 0.025840 248.175003
249 248 0.025840 248.175003
250 250 0.025907 249.237236
251 251 0.025974 250.304987
252 252 0.026042 251.378299
253 252 0.026042 251.378299
254 254 0.026110 252.457216
255 255 0.026247 254.632041
256 255 0.026247 254.632041
257 255 0.026247 254.632041
258 258 0.026596 260.170325
259 258 0.026596 260.170325
260 258 0.026525 259.050916
261 260 0.026738 262.427102
262 261 0.026810 263.564565
263 261 0.026810 263.564565
264 264 0.026882 264.708145
265 264 0.026882 264.708145
266 266 0.026954 265.857889
267 266 0.026954 265.857889
268 268 0.027100 268.176072
269 268 0.027100 268.176072
270 269 0.027100 268.176072
271 270 0.027248 270.519522
272 270 0.027248 270.519522
273 272 0.027322 271.700851
274 272 0.027322 271.700851
275 272 0.027322 271.700851
276 275 0.027397 272.888653
277 275 0.027397 272.888653
278 277 0.027473 274.082981
279 277 0.027473 274.082981
280 277 0.027473 274.082981
281 280 0.027548 275.283890
282 281 0.027624 276.491434
283 281 0.027624 276.491434
284 283 0.027701 277.705667
285 284 0.027855 280.154428
286 285 0.028090 283.879159
287 285 0.028090 283.879159
288 287 0.028169 285.134725
289 288 0.028249 286.397385
290 290 0.028490 290.228533
291 290 0.028490 290.228533
292 290 0.028490 290.228533
293 290 0.028490 290.228533
294 290 0.028490 290.228533
295 295 0.028653 292.819223
296 295 0.028653 292.819223
297 295 0.028653 292.819223
298 298 0.028736 294.125735
299 298 0.028736 294.125735
300 300 0.028818 295.439777
301 300 0.028818 295.439777
302 302 0.029070 299.427743
303 303 0.029240 302.125255
304 303 0.029240 302.125255
305 305 0.029326 303.485877
306 305 0.029326 303.485877
307 307 0.029412 304.854503
308 308 0.029499 306.231204
309 309 0.029586 307.616050
310 309 0.029586 307.616050
311 311 0.029674 309.009115
312 311 0.029674 309.009115
313 311 0.029674 309.009115
314 314 0.029762 310.410473
315 314 0.029762 310.410473
316 316 0.029851 311.820196
317 317 0.029940 313.238361
318 317 0.029940 313.238361
319 319 0.030211 317.544270
320 319 0.030211 317.544270
321 321 0.030303 318.996971
322 322 0.030395 320.458502
323 322 0.030395 320.458502
324 322 0.030395 320.458502
325 322 0.030395 320.458502
326 326 0.030488 321.928945
327 326 0.030488 321.928945
328 328 0.030581 323.408382
329 329 0.030769 326.394569
330 330 0.030864 327.901487
331 330 0.030864 327.901487
332 332 0.030960 329.417736
333 332 0.030960 329.417736
334 334 0.031056 330.943403
335 334 0.031056 330.943403
336 334 0.031056 330.943403
337 334 0.031056 330.943403
338 334 0.031056 330.943403
339 334 0.031056 330.943403
340 340 0.031153 332.478575
341 340 0.031153 332.478575
342 342 0.031348 335.577794
343 343 0.031447 337.142023
344 344 0.031546 338.716120
345 344 0.031546 338.716120
346 346 0.031646 340.300181
347 347 0.031847 343.498570
348 347 0.031847 343.498570
349 347 0.031847 343.498570
350 347 0.031847 343.498570
351 351 0.031949 345.113092
352 351 0.031949 345.113092
353 351 0.031949 345.113092
354 354 0.032051 346.737964
355 355 0.032154 348.373285
356 356 0.032258 350.019157
357 356 0.032258 350.019157
358 358 0.032362 351.675681
359 358 0.032362 351.675681
360 358 0.032362 351.675681
361 358 0.032362 351.675681
362 362 0.032468 353.342962
363 362 0.032468 353.342962
364 362 0.032468 353.342962
365 365 0.032787 358.410404
366 365 0.032787 358.410404
367 365 0.032787 358.410404
368 368 0.032895 360.121777
369 369 0.033003 361.844446
370 369 0.033003 361.844446
371 371 0.033333 367.081359
372 372 0.033557 370.631213
373 373 0.033784 374.229039
374 373 0.033784 374.229039
375 373 0.033784 374.229039
376 373 0.033784 374.229039
377 377 0.033898 376.046245
378 378 0.034014 377.875814
379 378 0.034014 377.875814
380 378 0.034014 377.875814
381 381 0.034130 379.717871
382 381 0.034130 379.717871
383 383 0.034364 383.439966
384 383 0.034364 383.439966
385 383 0.034364 383.439966
386 386 0.034602 387.213577
387 387 0.034722 389.120037
388 388 0.034843 391.039783
389 388 0.034843 391.039783
390 390 0.034965 392.972953
391 391 0.035088 394.919689
392 391 0.035088 394.919689
393 393 0.035211 396.880135
394 393 0.035211 396.880135
395 395 0.035336 398.854436
396 395 0.035336 398.854436
397 395 0.035336 398.854436
398 398 0.035461 400.842738
399 399 0.035587 402.845193
400 400 0.035714 404.861950
401 400 0.035714 404.861950
402 400 0.035714 404.861950
403 403 0.035842 406.893165
404 403 0.035842 406.893165
405 403 0.035842 406.893165
406 407 0.035971 408.938992
407 407 0.035971 408.938992
408 407 0.035971 408.938992
409 407 0.035971 408.938992
410 411 0.036101 410.999591
411 412 0.036364 415.165748
412 412 0.036364 415.165748
413 414 0.036496 417.271633
414 414 0.036496 417.271633
415 414 0.036496 417.271633
416 414 0.036496 417.271633
417 414 0.036496 417.271633
418 414 0.036496 417.271633
419 414 0.036496 417.271633
420 421 0.036630 419.392947
421 421 0.036630 419.392947
422 423 0.036765 421.529858
423 424 0.036900 423.682540
424 424 0.036900 423.682540
425 424 0.036900 423.682540
426 427 0.037037 425.851168
427 427 0.037037 425.851168
428 429 0.037175 428.035919
429 429 0.037175 428.035919
430 431 0.037313 430.236974
431 431 0.037313 430.236974
432 431 0.037313 430.236974
433 434 0.037453 432.454517
434 434 0.037453 432.454517
435 436 0.037594 434.688733
436 436 0.037594 434.688733
437 436 0.037594 434.688733
438 439 0.037736 436.939811
439 440 0.038023 441.493322
440 440 0.038023 441.493322
441 440 0.038023 441.493322
442 440 0.038023 441.493322
443 444 0.038168 443.796147
444 445 0.038314 446.116619
445 445 0.038314 446.116619
446 447 0.038462 448.454940
447 447 0.038462 448.454940
448 447 0.038462 448.454940
449 450 0.038610 450.811318
450 451 0.038760 453.185962
451 451 0.038760 453.185962
452 451 0.038760 453.185962
453 451 0.038760 453.185962
454 455 0.038911 455.579086
455 455 0.038911 455.579086
456 455 0.038911 455.579086
457 458 0.039062 457.990906
458 459 0.039216 460.421643
459 459 0.039216 460.421643
460 461 0.039370 462.871519
461 461 0.039370 462.871519
462 461 0.039370 462.871519
463 461 0.039370 462.871519
464 465 0.039526 465.340762
465 465 0.039526 465.340762
466 465 0.039526 465.340762
467 465 0.039526 465.340762
468 469 0.039683 467.829602
469 469 0.039683 467.829602
470 471 0.039841 470.338273
471 471 0.039841 470.338273
472 471 0.039841 470.338273
473 471 0.039841 470.338273
474 475 0.040000 472.867014
475 476 0.040161 475.416066
476 477 0.040323 477.985675
477 477 0.040323 477.985675
478 477 0.040323 477.985675
479 480 0.040486 480.576090
480 480 0.040486 480.576090
481 482 0.040650 483.187566
482 482 0.040650 483.187566
483 482 0.040650 483.187566
484 485 0.040816 485.820360
485 485 0.040816 485.820360
486 487 0.040984 488.474734
487 487 0.040984 488.474734
488 487 0.040984 488.474734
489 490 0.041152 491.150955
490 490 0.041152 491.150955
491 492 0.041322 493.849293
492 492 0.041322 493.849293
493 494 0.041494 496.570024
494 494 0.041494 496.570024
495 494 0.041494 496.570024
496 494 0.041494 496.570024
497 494 0.041494 496.570024
498 494 0.041494 496.570024
499 494 0.041494 496.570024

Data Frame q20

Country Number of Institutions
0 United States 87
1 United Kingdom 49
2 Germany 31
3 Australia 26
4 China (Mainland) 26
5 Russia 17
6 Canada 16
7 Japan 16
8 South Korea 16
9 Italy 14
10 Other 202