R programming for beginners (GV900)
Lesson 3: Data table ~ select & mutate columns
Wednesday, December 27, 2023
Video of Lesson 3
1 library R packages
2 Review row tidying
2.1 distinct
vote
1 Liberal Democrat
2 Labour
24 Conservative. . .
2.2 filter rows
vote age economic.cond.national economic.cond.household Blair Hague Kennedy
2 Labour 36 4 4 4 4 4
3 Labour 35 4 4 5 2 3
4 Labour 24 4 2 2 1 3
5 Labour 41 2 2 1 1 4
6 Labour 47 3 4 4 4 2
8 Labour 77 3 4 4 1 4
Europe political.knowledge gender
2 5 2 male
3 3 2 male
4 4 0 female
5 6 2 male
6 4 2 male
8 1 0 male vote age economic.cond.national economic.cond.household Blair Hague Kennedy
2 Labour 36 4 4 4 4 4
3 Labour 35 4 4 5 2 3
4 Labour 24 4 2 2 1 3
5 Labour 41 2 2 1 1 4
6 Labour 47 3 4 4 4 2
8 Labour 77 3 4 4 1 4
Europe political.knowledge gender
2 5 2 male
3 3 2 male
4 4 0 female
5 6 2 male
6 4 2 male
8 1 0 male. . .
vote age economic.cond.national economic.cond.household Blair Hague Kennedy
2 Labour 36 4 4 4 4 4
3 Labour 35 4 4 5 2 3
4 Labour 24 4 2 2 1 3
5 Labour 41 2 2 1 1 4
6 Labour 47 3 4 4 4 2
8 Labour 77 3 4 4 1 4
Europe political.knowledge gender
2 5 2 male
3 3 2 male
4 4 0 female
5 6 2 male
6 4 2 male
8 1 0 male. . .
vote age economic.cond.national economic.cond.household Blair
1 Liberal Democrat 43 3 3 4
7 Liberal Democrat 57 2 2 4
22 Liberal Democrat 53 2 1 2
24 Conservative 44 2 4 4
25 Conservative 60 3 2 4
27 Conservative 56 2 2 2
Hague Kennedy Europe political.knowledge gender
1 1 4 2 2 female
7 4 2 11 2 male
22 4 4 5 2 male
24 4 4 9 2 male
25 4 4 2 2 female
27 4 4 9 2 female. . .
2.3 arrange
vote age economic.cond.national economic.cond.household Blair
1143 Conservative 93 4 4 5
132 Conservative 92 3 3 4
355 Conservative 92 3 3 2
1292 Labour 91 4 3 4
182 Conservative 90 4 4 2
119 Labour 89 4 3 4
Hague Kennedy Europe political.knowledge gender
1143 5 2 6 2 female
132 4 3 8 2 female
355 4 2 6 0 female
1292 4 3 2 3 male
182 4 4 11 3 female
119 4 3 4 2 female. . .
vote age economic.cond.national economic.cond.household Blair
1 Liberal Democrat 43 3 3 4
4 Labour 24 4 2 2
9 Labour 39 3 3 4
11 Labour 39 3 3 1
13 Labour 59 4 4 4
14 Labour 66 3 3 2
Hague Kennedy Europe political.knowledge gender
1 1 4 2 2 female
4 1 3 4 0 female
9 4 4 11 0 female
11 2 1 7 0 female
13 1 4 10 2 female
14 5 4 8 0 female. . .
# A tibble: 6 × 14
name height mass hair_color skin_color eye_color birth_year sex gender
<chr> <int> <dbl> <chr> <chr> <chr> <dbl> <chr> <chr>
1 Ackbar 180 83 none brown mot… orange 41 male mascu…
2 Adi Gall… 184 50 none dark blue NA fema… femin…
3 Anakin S… 188 84 blond fair blue 41.9 male mascu…
4 Arvel Cr… NA NA brown fair brown NA male mascu…
5 Ayla Sec… 178 55 none blue hazel 48 fema… femin…
6 BB8 NA NA none none black NA none mascu…
# ℹ 5 more variables: homeworld <chr>, species <chr>, films <list>,
# vehicles <list>, starships <list>. . .
# A tibble: 6 × 14
name height mass hair_color skin_color eye_color birth_year sex gender
<chr> <int> <dbl> <chr> <chr> <chr> <dbl> <chr> <chr>
1 Zam Wese… 168 55 blonde fair, gre… yellow NA fema… femin…
2 Yoda 66 17 white green brown 896 male mascu…
3 Yarael P… 264 NA none white yellow NA male mascu…
4 Wilhuff … 180 NA auburn, g… fair blue 64 male mascu…
5 Wicket S… 88 20 brown brown brown 8 male mascu…
6 Wedge An… 170 77 brown fair hazel 21 male mascu…
# ℹ 5 more variables: homeworld <chr>, species <chr>, films <list>,
# vehicles <list>, starships <list>3 select column (variable)
vote age gender
1 Liberal Democrat 43 female
2 Labour 36 male
3 Labour 35 male
4 Labour 24 female
5 Labour 41 male
6 Labour 47 male Vote Age Gender
1 Liberal Democrat 43 female
2 Labour 36 male
3 Labour 35 male
4 Labour 24 female
5 Labour 41 male
6 Labour 47 male Vote Gender Age
1 Liberal Democrat female 43
2 Labour male 36
3 Labour male 35
4 Labour female 24
5 Labour male 41
6 Labour male 47 Vote Age Gender economic.cond.national economic.cond.household
1 Liberal Democrat 43 female 3 3
2 Labour 36 male 4 4
3 Labour 35 male 4 4
4 Labour 24 female 4 2
5 Labour 41 male 2 2
6 Labour 47 male 3 4
Blair Hague Kennedy Europe political.knowledge
1 4 1 4 2 2
2 4 4 4 5 2
3 5 2 3 3 2
4 2 1 3 4 0
5 1 1 4 6 2
6 4 4 2 4 2 economic.cond.national economic.cond.household Blair
1 3 3 4
2 4 4 4
3 4 4 5
4 4 2 2
5 2 2 1
6 3 4 4 vote age economic.cond.household Hague Kennedy Europe
1 Liberal Democrat 43 3 1 4 2
2 Labour 36 4 4 4 5
3 Labour 35 4 2 3 3
4 Labour 24 2 1 3 4
5 Labour 41 2 1 4 6
6 Labour 47 4 4 2 4
political.knowledge gender
1 2 female
2 2 male
3 2 male
4 0 female
5 2 male
6 2 male4 mutate: create new column (variable)
vote age economic economic.cond.national economic.cond.household
1 Liberal Democrat 43 6 3 3
2 Labour 36 8 4 4
3 Labour 35 8 4 4
4 Labour 24 6 4 2
5 Labour 41 4 2 2
6 Labour 47 7 3 4
Blair Hague Kennedy Europe political.knowledge gender
1 4 1 4 2 2 female
2 4 4 4 5 2 male
3 5 2 3 3 2 male
4 2 1 3 4 0 female
5 1 1 4 6 2 male
6 4 4 2 4 2 male vote female age_span age economic.cond.national
1 Liberal Democrat 1 middle 43 3
2 Labour 0 middle 36 4
3 Labour 0 young 35 4
4 Labour 1 young 24 4
5 Labour 0 middle 41 2
6 Labour 0 middle 47 3
economic.cond.household Blair Hague Kennedy Europe political.knowledge gender
1 3 4 1 4 2 2 female
2 4 4 4 4 5 2 male
3 4 5 2 3 3 2 male
4 2 2 1 3 4 0 female
5 2 1 1 4 6 2 male
6 4 4 4 2 4 2 male vote age economic.cond.national economic.cond.household Blair
1 Liberal Democrat 43 3 3 4
2 Labour 36 4 4 4
3 Labour 35 4 4 5
4 Labour 24 4 2 2
5 Labour 41 2 2 1
6 Labour 47 3 4 4
7 Liberal Democrat 57 2 2 4
8 Labour 77 3 4 4
9 Labour 39 3 3 4
10 Labour 70 3 2 5
11 Labour 39 3 3 1
12 Labour 66 4 3 4
13 Labour 59 4 4 4
14 Labour 66 3 3 2
15 Labour 77 2 3 2
16 Labour 51 4 4 4
17 Labour 43 2 4 1
18 Labour 41 4 4 5
19 Labour 79 3 3 4
20 Labour 37 3 1 1
21 Labour 38 3 3 4
22 Liberal Democrat 53 2 1 2
23 Labour 59 3 3 4
24 Conservative 44 2 4 4
25 Conservative 60 3 2 4
26 Labour 51 3 3 4
27 Conservative 56 2 2 2
28 Labour 51 3 2 4
29 Labour 44 3 3 4
30 Labour 61 4 3 5
31 Labour 55 3 3 4
32 Labour 66 3 2 2
33 Labour 59 3 3 2
34 Labour 62 4 3 4
35 Conservative 76 3 4 4
36 Labour 41 3 1 4
37 Labour 27 2 2 2
38 Labour 52 4 3 4
39 Labour 48 3 3 4
40 Conservative 72 1 3 2
41 Labour 42 4 4 4
42 Labour 48 3 2 4
43 Labour 66 1 1 4
44 Labour 52 3 3 4
45 Labour 37 4 3 4
46 Conservative 52 2 2 4
47 Liberal Democrat 54 2 3 4
48 Conservative 50 2 2 1
49 Labour 46 4 3 4
50 Labour 62 5 3 5
51 Labour 61 3 3 4
52 Labour 33 2 3 4
53 Labour 51 4 3 5
54 Labour 59 4 4 4
55 Labour 58 4 4 5
56 Labour 64 4 3 4
57 Liberal Democrat 42 3 4 4
58 Labour 32 1 2 1
59 Conservative 62 5 3 4
60 Labour 71 2 3 5
61 Labour 37 3 3 4
62 Labour 61 5 4 4
63 Labour 28 4 1 4
64 Labour 41 3 3 4
65 Labour 77 3 3 4
66 Labour 34 3 4 4
67 Labour 72 4 4 4
68 Labour 35 4 4 5
69 Labour 68 4 4 4
70 Liberal Democrat 67 4 3 2
71 Labour 64 4 4 4
72 Labour 39 4 3 4
73 Conservative 88 3 3 4
74 Liberal Democrat 40 4 4 4
75 Labour 43 4 3 4
76 Liberal Democrat 53 4 4 4
77 Liberal Democrat 42 4 3 4
78 Liberal Democrat 38 3 3 4
79 Labour 66 2 1 4
80 Labour 76 4 3 4
81 Labour 44 2 2 4
82 Labour 43 2 4 2
83 Conservative 78 3 3 4
84 Labour 47 3 4 4
85 Labour 65 2 2 4
86 Liberal Democrat 74 4 3 4
87 Conservative 53 3 4 2
88 Liberal Democrat 28 2 3 4
89 Labour 56 2 2 4
90 Liberal Democrat 82 4 4 4
91 Labour 55 3 3 4
92 Conservative 49 1 1 2
93 Conservative 77 3 4 4
94 Labour 84 5 5 5
95 Labour 65 3 3 4
96 Labour 81 4 4 5
97 Labour 41 3 3 4
98 Labour 45 3 2 2
99 Liberal Democrat 74 3 4 2
100 Labour 67 3 4 5
101 Labour 40 4 4 4
102 Labour 71 3 4 4
103 Labour 49 3 3 4
104 Conservative 70 2 3 2
105 Liberal Democrat 61 2 2 4
106 Labour 60 1 3 1
107 Labour 67 4 3 4
108 Labour 76 3 3 5
109 Liberal Democrat 69 3 2 4
110 Labour 31 1 1 2
111 Labour 47 3 3 4
112 Labour 62 3 3 2
113 Labour 56 3 3 4
114 Conservative 66 3 2 2
115 Labour 62 3 3 4
116 Labour 63 4 4 5
117 Labour 48 4 3 4
118 Liberal Democrat 64 4 4 4
119 Labour 89 4 3 4
120 Labour 68 4 3 4
121 Conservative 81 2 4 2
122 Labour 74 3 2 4
123 Labour 83 4 2 5
124 Labour 57 4 4 4
125 Labour 70 4 3 4
126 Conservative 79 3 3 2
127 Labour 46 4 3 4
128 Labour 41 4 4 4
129 Labour 53 4 3 4
130 Labour 29 3 4 2
131 Labour 44 3 2 4
132 Conservative 92 3 3 4
133 Conservative 73 2 2 4
134 Conservative 58 2 3 2
135 Liberal Democrat 60 4 3 2
136 Conservative 73 3 3 2
137 Conservative 76 4 3 4
138 Labour 55 4 4 4
139 Conservative 49 3 3 2
140 Labour 66 3 3 2
141 Labour 35 4 3 4
142 Labour 62 4 3 5
143 Labour 61 4 2 4
144 Labour 34 2 4 4
145 Liberal Democrat 79 3 3 2
146 Labour 39 4 2 4
147 Labour 69 3 2 4
148 Labour 61 4 4 4
149 Labour 50 3 3 5
150 Labour 33 2 3 4
151 Labour 33 3 3 4
152 Conservative 65 4 2 1
153 Labour 49 3 3 2
154 Labour 72 4 4 4
155 Labour 70 3 4 5
156 Labour 75 3 3 5
157 Labour 24 3 5 4
158 Labour 39 4 3 5
159 Liberal Democrat 55 4 4 2
160 Labour 67 1 3 2
161 Labour 37 4 4 4
162 Labour 51 3 3 4
163 Conservative 79 2 3 2
164 Labour 65 4 4 4
165 Labour 70 3 2 4
166 Conservative 53 1 3 1
167 Labour 68 3 4 4
168 Labour 83 3 4 4
169 Liberal Democrat 35 3 3 1
170 Liberal Democrat 31 3 3 4
171 Labour 33 4 3 4
172 Labour 60 4 3 4
173 Liberal Democrat 26 4 4 4
174 Labour 51 4 4 4
175 Liberal Democrat 42 4 3 2
176 Labour 55 4 4 4
177 Liberal Democrat 41 4 3 4
178 Conservative 40 3 2 2
179 Conservative 43 3 2 2
180 Liberal Democrat 50 2 2 4
181 Labour 47 4 4 5
182 Conservative 90 4 4 2
183 Conservative 76 4 3 1
184 Liberal Democrat 73 3 2 4
185 Conservative 52 3 3 2
186 Labour 46 4 4 2
187 Conservative 70 5 2 2
188 Conservative 66 3 3 2
189 Liberal Democrat 54 3 4 2
190 Conservative 75 3 5 4
191 Labour 41 3 2 4
192 Liberal Democrat 62 2 3 2
193 Liberal Democrat 33 3 4 2
194 Conservative 59 3 2 4
195 Conservative 73 3 3 2
196 Liberal Democrat 46 3 3 2
197 Conservative 54 3 5 2
198 Liberal Democrat 40 4 2 2
199 Liberal Democrat 57 4 3 2
200 Conservative 43 2 3 1
201 Liberal Democrat 46 4 4 4
202 Liberal Democrat 51 2 2 4
203 Liberal Democrat 67 3 4 4
204 Conservative 65 3 3 2
205 Liberal Democrat 42 2 3 2
206 Conservative 45 4 4 4
207 Conservative 34 4 3 1
208 Liberal Democrat 55 3 3 4
209 Liberal Democrat 56 4 4 2
210 Conservative 39 2 2 4
211 Liberal Democrat 35 3 2 4
212 Liberal Democrat 45 3 3 2
213 Labour 28 4 4 4
214 Conservative 49 3 3 4
215 Labour 60 2 2 4
216 Conservative 34 1 1 1
217 Liberal Democrat 56 2 3 4
218 Labour 72 3 4 2
219 Labour 59 3 3 2
220 Labour 33 4 4 4
221 Labour 65 2 2 4
222 Liberal Democrat 24 4 2 4
223 Labour 67 5 3 5
224 Conservative 25 2 3 1
225 Labour 44 4 3 4
226 Liberal Democrat 64 3 3 2
227 Labour 58 3 2 2
228 Labour 33 3 3 4
229 Labour 53 3 2 4
230 Labour 68 2 3 5
231 Labour 67 4 4 5
232 Labour 44 4 2 4
233 Labour 77 3 3 4
234 Labour 35 3 3 2
235 Labour 49 4 3 4
236 Labour 36 4 4 4
237 Labour 31 3 3 2
238 Labour 52 3 3 4
239 Labour 29 4 4 4
240 Labour 74 4 4 5
241 Labour 36 3 3 5
242 Labour 47 3 1 2
243 Labour 68 3 3 2
244 Labour 40 3 2 2
245 Labour 59 4 3 4
246 Labour 54 3 3 5
247 Conservative 65 3 3 2
248 Liberal Democrat 54 3 3 2
249 Liberal Democrat 24 4 3 4
250 Conservative 28 3 2 2
251 Labour 79 3 3 5
252 Labour 80 4 5 4
253 Labour 32 3 2 5
254 Labour 32 3 2 5
255 Labour 34 3 3 2
256 Labour 36 3 3 4
257 Labour 53 3 4 2
258 Labour 63 4 3 4
259 Labour 27 3 3 4
260 Liberal Democrat 45 3 3 2
261 Liberal Democrat 77 4 3 4
262 Labour 57 4 3 4
263 Liberal Democrat 75 4 2 4
264 Labour 36 4 4 2
265 Labour 69 3 3 4
266 Liberal Democrat 58 3 3 4
267 Liberal Democrat 71 5 2 4
268 Liberal Democrat 55 4 4 4
269 Labour 38 2 4 4
270 Liberal Democrat 37 4 4 4
271 Liberal Democrat 44 2 3 4
272 Conservative 64 3 3 4
273 Liberal Democrat 37 2 3 2
274 Conservative 52 3 2 2
275 Liberal Democrat 71 2 3 4
276 Conservative 49 3 3 2
277 Labour 88 3 3 4
278 Conservative 63 2 4 2
279 Liberal Democrat 74 4 3 4
280 Liberal Democrat 29 3 5 4
281 Liberal Democrat 66 3 3 4
282 Liberal Democrat 43 3 4 1
283 Labour 71 2 2 2
284 Liberal Democrat 42 3 3 2
285 Liberal Democrat 79 2 2 2
286 Labour 61 3 3 1
287 Conservative 74 4 4 4
288 Liberal Democrat 54 2 3 2
289 Labour 81 4 4 4
290 Conservative 47 4 3 2
291 Conservative 75 2 3 4
292 Conservative 60 1 2 2
293 Liberal Democrat 51 3 3 4
294 Conservative 47 4 1 4
295 Conservative 70 3 2 4
296 Labour 61 2 3 4
297 Labour 62 4 2 4
298 Labour 69 5 5 4
299 Liberal Democrat 74 3 2 4
300 Labour 30 4 3 4
301 Liberal Democrat 70 4 4 4
302 Conservative 75 3 4 2
303 Labour 75 4 3 4
304 Labour 30 4 4 1
305 Liberal Democrat 77 2 2 2
306 Conservative 66 2 3 4
307 Conservative 70 2 2 4
308 Labour 38 4 4 4
309 Labour 49 4 4 4
310 Labour 40 4 5 4
311 Liberal Democrat 82 4 4 5
312 Liberal Democrat 48 3 2 4
313 Conservative 58 2 2 1
314 Liberal Democrat 29 3 2 2
315 Conservative 65 2 3 2
316 Conservative 33 3 1 2
317 Conservative 55 3 3 4
318 Labour 56 4 5 4
319 Labour 45 3 4 5
320 Conservative 50 3 5 1
321 Labour 80 3 3 5
322 Liberal Democrat 51 3 4 4
323 Liberal Democrat 55 2 3 1
324 Labour 55 4 4 4
325 Liberal Democrat 61 4 3 4
326 Labour 39 3 3 4
327 Liberal Democrat 49 3 3 2
328 Conservative 77 3 3 2
329 Liberal Democrat 43 3 3 4
330 Liberal Democrat 34 3 3 4
331 Labour 72 5 5 5
332 Conservative 60 4 4 2
333 Liberal Democrat 39 3 3 1
334 Liberal Democrat 38 2 4 2
335 Liberal Democrat 35 3 5 4
336 Labour 44 4 4 2
337 Labour 31 4 4 4
338 Liberal Democrat 33 3 3 2
339 Conservative 66 2 3 1
340 Liberal Democrat 63 3 2 4
341 Labour 47 4 4 4
342 Conservative 38 3 2 2
343 Labour 67 4 3 5
344 Conservative 37 1 4 1
345 Labour 27 2 4 2
346 Labour 50 3 3 5
347 Labour 77 3 3 5
348 Liberal Democrat 71 3 4 1
349 Labour 53 3 3 4
350 Labour 56 4 2 5
351 Conservative 32 3 4 2
352 Conservative 83 2 4 2
353 Labour 52 4 3 4
354 Conservative 74 4 2 2
355 Conservative 92 3 3 2
356 Conservative 34 4 4 2
357 Liberal Democrat 80 2 3 4
358 Conservative 39 3 5 4
359 Liberal Democrat 80 3 5 4
360 Liberal Democrat 66 3 3 4
361 Conservative 71 3 3 2
362 Liberal Democrat 46 3 2 4
363 Conservative 54 3 3 4
364 Conservative 55 4 4 4
365 Conservative 69 2 2 1
366 Labour 74 4 4 4
367 Liberal Democrat 56 4 4 5
368 Conservative 74 2 3 4
369 Conservative 37 4 4 2
370 Liberal Democrat 43 3 2 4
371 Conservative 50 2 3 4
372 Labour 57 4 4 4
373 Liberal Democrat 42 3 4 4
374 Conservative 42 2 3 1
375 Labour 36 4 5 5
376 Liberal Democrat 55 4 4 4
377 Conservative 73 2 1 2
378 Conservative 29 4 5 4
379 Labour 56 4 4 5
380 Conservative 67 2 3 4
381 Liberal Democrat 47 4 3 4
382 Conservative 38 2 2 4
383 Labour 35 3 3 5
384 Labour 83 4 4 4
385 Conservative 32 4 4 4
386 Conservative 68 1 1 2
387 Conservative 76 4 3 4
388 Conservative 63 2 2 4
389 Liberal Democrat 86 3 3 4
390 Labour 35 4 1 4
391 Labour 39 3 4 4
392 Liberal Democrat 65 2 2 4
393 Labour 32 3 3 4
394 Labour 81 4 4 4
395 Conservative 83 1 2 2
396 Liberal Democrat 33 4 2 4
397 Liberal Democrat 37 2 3 4
398 Liberal Democrat 48 4 4 4
399 Liberal Democrat 61 4 2 4
400 Labour 66 3 3 5
401 Liberal Democrat 38 2 1 2
402 Liberal Democrat 79 4 3 5
403 Liberal Democrat 58 4 3 4
404 Conservative 56 2 5 1
405 Conservative 61 4 3 2
406 Liberal Democrat 58 3 3 4
407 Liberal Democrat 57 3 3 1
408 Conservative 35 4 5 4
409 Liberal Democrat 59 3 3 4
410 Liberal Democrat 84 3 4 1
411 Liberal Democrat 65 3 3 4
412 Labour 24 4 4 4
413 Labour 35 4 3 4
414 Liberal Democrat 50 2 2 4
415 Liberal Democrat 42 3 2 2
416 Conservative 55 4 4 4
417 Labour 35 4 3 2
418 Liberal Democrat 53 4 3 2
419 Conservative 46 2 2 2
420 Conservative 55 4 4 4
421 Liberal Democrat 42 3 3 5
422 Conservative 59 3 3 2
423 Labour 56 3 3 4
424 Liberal Democrat 48 4 3 4
425 Conservative 52 4 2 1
426 Liberal Democrat 35 3 4 5
427 Liberal Democrat 36 4 4 4
428 Liberal Democrat 77 4 4 4
429 Liberal Democrat 51 3 3 4
430 Conservative 76 2 2 2
431 Conservative 39 3 4 2
432 Liberal Democrat 38 3 2 4
433 Labour 65 4 3 4
434 Conservative 48 3 3 2
435 Labour 31 3 4 4
436 Liberal Democrat 49 1 1 2
437 Conservative 37 4 1 1
438 Conservative 60 4 4 4
439 Labour 58 4 4 5
440 Labour 65 4 2 4
441 Labour 51 3 3 4
442 Labour 78 1 1 4
443 Conservative 58 2 4 4
444 Labour 61 4 2 4
445 Labour 88 4 4 5
446 Labour 33 4 3 4
447 Conservative 66 1 1 2
448 Labour 40 4 4 4
449 Liberal Democrat 49 2 3 4
450 Labour 48 1 1 4
451 Labour 41 3 4 4
452 Liberal Democrat 42 4 3 4
453 Labour 72 3 4 4
454 Labour 76 4 4 4
455 Labour 37 4 4 5
456 Labour 70 5 4 4
457 Labour 63 3 4 5
458 Labour 27 3 3 4
459 Liberal Democrat 57 3 3 4
460 Liberal Democrat 66 4 4 4
461 Conservative 57 3 2 2
462 Labour 72 5 4 4
463 Liberal Democrat 69 3 4 2
464 Labour 46 3 4 4
465 Liberal Democrat 75 2 1 1
466 Conservative 73 3 1 4
467 Labour 82 3 4 5
468 Liberal Democrat 28 4 3 4
469 Conservative 66 4 3 4
470 Conservative 67 3 2 2
471 Conservative 51 3 3 2
472 Conservative 43 3 3 4
473 Labour 30 3 4 4
474 Conservative 47 2 3 4
475 Conservative 27 3 3 2
476 Labour 32 3 4 4
477 Conservative 61 3 3 2
478 Conservative 52 4 4 2
479 Labour 34 4 4 4
480 Liberal Democrat 71 5 3 5
481 Conservative 54 3 3 1
482 Liberal Democrat 28 3 3 2
483 Conservative 70 4 3 4
484 Liberal Democrat 43 2 3 4
485 Liberal Democrat 70 2 3 4
486 Conservative 63 2 2 4
487 Liberal Democrat 62 2 3 2
488 Liberal Democrat 62 4 3 4
489 Conservative 47 2 2 2
490 Liberal Democrat 57 2 3 4
491 Conservative 26 3 5 4
492 Labour 41 4 3 4
493 Labour 72 4 4 2
494 Labour 53 1 1 1
495 Liberal Democrat 68 3 3 4
496 Labour 79 3 3 5
497 Liberal Democrat 26 3 3 4
498 Liberal Democrat 54 2 2 1
499 Conservative 60 3 4 2
500 Labour 74 3 4 4
501 Labour 30 2 4 4
502 Liberal Democrat 41 4 5 4
503 Conservative 68 3 3 1
504 Conservative 33 3 5 4
505 Liberal Democrat 71 3 3 2
506 Conservative 69 3 4 2
507 Conservative 72 4 3 4
508 Labour 40 3 4 4
509 Conservative 29 1 2 1
510 Conservative 63 2 2 1
511 Conservative 53 1 2 1
512 Conservative 46 3 3 2
513 Liberal Democrat 39 3 4 4
514 Conservative 80 2 2 2
515 Conservative 40 4 4 2
516 Conservative 44 4 3 4
517 Labour 58 3 3 5
518 Conservative 35 4 4 4
519 Conservative 39 2 3 4
520 Liberal Democrat 53 3 3 2
521 Labour 40 3 4 2
522 Labour 51 4 3 4
523 Conservative 51 3 2 2
524 Conservative 50 3 4 2
525 Conservative 68 3 3 2
526 Labour 32 4 4 4
527 Liberal Democrat 66 4 4 4
528 Conservative 62 3 2 2
529 Labour 79 3 2 4
530 Liberal Democrat 70 4 3 2
531 Labour 75 3 4 4
532 Liberal Democrat 78 4 4 2
533 Conservative 78 2 3 4
534 Liberal Democrat 71 3 3 4
535 Labour 73 4 5 4
536 Liberal Democrat 52 4 2 4
537 Liberal Democrat 66 4 3 5
538 Conservative 38 2 3 4
539 Labour 44 5 3 4
540 Liberal Democrat 83 3 4 4
541 Labour 34 3 3 4
542 Conservative 75 1 5 2
543 Conservative 66 3 3 2
544 Labour 74 3 4 2
545 Labour 46 4 4 4
546 Liberal Democrat 76 4 2 2
547 Conservative 53 2 1 2
548 Liberal Democrat 46 2 2 2
549 Conservative 43 4 3 4
550 Liberal Democrat 29 4 3 4
551 Labour 53 4 4 4
552 Conservative 31 2 2 2
553 Conservative 54 4 3 2
554 Conservative 54 3 4 2
555 Conservative 38 2 5 2
556 Labour 54 5 3 5
557 Labour 41 3 2 4
558 Labour 77 5 2 4
559 Conservative 39 2 4 1
560 Conservative 53 3 3 2
561 Liberal Democrat 42 4 4 4
562 Liberal Democrat 46 3 4 4
563 Labour 37 4 2 4
564 Labour 41 4 3 4
565 Labour 40 3 3 2
566 Labour 84 5 4 5
567 Liberal Democrat 43 3 3 4
568 Liberal Democrat 81 4 3 1
569 Labour 41 3 4 4
570 Labour 46 4 2 2
571 Conservative 64 3 3 1
572 Liberal Democrat 67 4 4 4
573 Conservative 71 1 4 2
574 Conservative 89 2 2 1
575 Conservative 76 3 4 4
576 Conservative 50 4 3 2
577 Conservative 53 3 2 2
578 Conservative 74 4 3 2
579 Liberal Democrat 76 4 3 4
580 Liberal Democrat 84 4 3 4
581 Labour 68 5 4 5
582 Liberal Democrat 46 3 3 2
583 Conservative 39 3 3 1
584 Conservative 64 2 3 2
585 Labour 43 4 2 5
586 Conservative 59 4 3 3
587 Labour 58 4 3 5
588 Labour 70 4 2 2
589 Conservative 35 3 4 2
590 Labour 36 5 5 4
591 Conservative 77 3 3 4
592 Labour 52 4 4 4
593 Liberal Democrat 65 3 1 4
594 Conservative 60 3 2 2
595 Conservative 48 3 3 2
596 Labour 38 4 3 5
597 Conservative 70 3 3 2
598 Conservative 50 3 2 2
599 Liberal Democrat 47 4 4 2
600 Conservative 62 3 3 4
601 Liberal Democrat 64 5 3 4
602 Conservative 62 3 3 2
603 Labour 57 3 4 4
604 Labour 65 3 3 4
605 Conservative 55 4 4 4
606 Conservative 64 4 1 4
607 Conservative 32 2 3 2
608 Conservative 72 3 3 1
609 Liberal Democrat 65 3 3 4
610 Liberal Democrat 84 4 2 4
611 Conservative 49 3 4 2
612 Liberal Democrat 55 3 3 4
613 Liberal Democrat 48 4 3 4
614 Conservative 30 2 3 4
615 Conservative 40 3 4 2
616 Conservative 35 2 2 1
617 Labour 51 4 4 2
618 Conservative 75 5 3 2
619 Labour 54 4 4 2
620 Labour 32 4 5 2
621 Conservative 64 3 3 4
622 Liberal Democrat 54 3 3 4
623 Labour 76 3 3 4
624 Liberal Democrat 47 3 2 2
625 Conservative 33 2 4 2
626 Conservative 88 4 2 4
627 Liberal Democrat 39 3 4 4
628 Conservative 66 3 3 2
629 Conservative 37 2 3 2
630 Labour 81 1 3 4
631 Liberal Democrat 64 4 4 4
632 Labour 37 4 3 4
633 Liberal Democrat 48 2 2 2
634 Conservative 42 2 2 2
635 Liberal Democrat 53 3 1 2
636 Conservative 57 2 3 2
637 Labour 39 2 2 4
638 Conservative 56 3 3 2
639 Labour 41 4 4 4
640 Conservative 45 4 3 4
641 Conservative 85 4 3 2
642 Labour 57 3 3 4
643 Labour 37 4 4 4
644 Labour 53 4 2 1
645 Labour 35 3 4 4
646 Labour 41 4 4 4
647 Conservative 37 2 4 2
648 Liberal Democrat 32 4 3 2
649 Conservative 30 3 1 2
650 Conservative 61 4 3 4
651 Labour 36 4 4 4
652 Labour 59 5 3 2
653 Conservative 72 5 1 4
654 Conservative 55 3 4 4
655 Labour 48 3 2 2
656 Labour 57 4 4 4
657 Conservative 68 3 3 4
658 Conservative 78 2 3 1
659 Conservative 68 2 4 4
660 Conservative 67 3 3 5
661 Conservative 35 3 2 4
662 Labour 36 4 3 2
663 Labour 30 4 2 4
664 Liberal Democrat 37 4 3 4
665 Conservative 43 3 2 2
666 Liberal Democrat 80 5 3 2
667 Conservative 35 2 4 2
668 Conservative 36 2 2 4
669 Conservative 81 4 5 2
670 Liberal Democrat 40 4 4 4
671 Liberal Democrat 69 4 2 2
672 Liberal Democrat 47 2 2 4
673 Liberal Democrat 31 3 2 4
674 Labour 79 5 4 4
675 Liberal Democrat 43 4 1 2
676 Conservative 72 3 3 2
677 Conservative 36 2 3 2
678 Labour 47 3 3 4
679 Conservative 66 4 5 2
680 Conservative 36 3 4 4
681 Conservative 46 3 3 2
682 Conservative 47 2 2 1
683 Conservative 75 3 4 4
684 Conservative 74 4 3 4
685 Conservative 54 2 4 2
686 Conservative 79 3 3 4
687 Labour 75 3 4 5
688 Conservative 71 3 3 2
689 Conservative 50 2 4 2
690 Liberal Democrat 56 3 3 2
691 Conservative 52 4 3 2
692 Labour 33 4 4 4
693 Labour 72 5 3 4
694 Labour 47 4 3 4
695 Labour 35 4 4 2
696 Labour 68 3 5 4
697 Labour 78 5 4 4
698 Labour 47 4 3 2
699 Labour 52 3 3 2
700 Labour 72 4 4 5
701 Labour 47 3 3 4
702 Labour 50 4 3 2
703 Labour 59 3 4 4
704 Conservative 37 4 4 2
705 Labour 72 4 4 4
706 Labour 35 3 4 4
707 Conservative 48 2 2 4
708 Labour 64 5 4 4
709 Liberal Democrat 57 4 5 4
710 Labour 42 4 3 4
711 Liberal Democrat 39 5 3 4
712 Conservative 75 2 2 4
713 Liberal Democrat 43 3 4 4
714 Labour 43 4 4 4
715 Labour 37 3 2 4
716 Labour 67 4 3 5
717 Labour 59 4 1 4
718 Labour 52 3 3 4
719 Labour 45 5 4 4
720 Conservative 55 3 2 2
721 Labour 70 2 2 2
722 Conservative 64 3 3 2
723 Liberal Democrat 35 4 4 4
724 Liberal Democrat 38 3 3 4
725 Liberal Democrat 31 3 2 2
726 Liberal Democrat 38 3 3 4
727 Labour 43 2 2 4
728 Labour 46 4 5 1
729 Liberal Democrat 42 4 4 2
730 Labour 44 5 1 5
731 Labour 40 5 3 4
732 Labour 37 4 4 4
733 Labour 47 4 3 4
734 Labour 44 5 3 4
735 Labour 29 4 3 4
736 Labour 37 4 4 4
737 Liberal Democrat 46 3 3 4
738 Labour 62 3 3 4
739 Labour 46 5 4 5
740 Labour 79 4 5 5
741 Labour 38 4 4 4
742 Conservative 29 3 3 2
743 Labour 56 3 2 2
744 Liberal Democrat 45 2 2 4
745 Labour 53 4 3 4
746 Conservative 70 2 2 4
747 Conservative 44 3 2 2
748 Liberal Democrat 51 4 4 4
749 Conservative 69 1 1 4
750 Conservative 43 2 2 2
751 Conservative 56 4 3 4
752 Labour 45 4 4 4
753 Labour 45 5 3 4
754 Conservative 49 2 2 4
755 Conservative 32 2 3 2
756 Conservative 58 2 3 2
757 Liberal Democrat 49 4 4 4
758 Labour 75 3 4 4
759 Conservative 36 2 2 2
760 Liberal Democrat 61 3 3 4
761 Conservative 76 3 3 4
762 Labour 36 3 4 4
763 Labour 37 3 3 2
764 Conservative 77 2 2 1
765 Labour 25 4 4 4
766 Conservative 49 3 5 4
767 Liberal Democrat 59 2 2 2
768 Conservative 31 2 2 2
769 Conservative 35 2 2 2
770 Labour 36 3 2 4
771 Labour 30 2 1 4
772 Labour 61 4 3 5
773 Conservative 52 2 3 2
774 Conservative 56 4 3 2
775 Labour 53 4 4 4
776 Liberal Democrat 46 3 4 4
777 Conservative 27 3 4 2
778 Labour 60 5 4 4
779 Conservative 75 4 3 4
780 Liberal Democrat 80 5 5 4
781 Labour 61 5 4 4
782 Conservative 55 2 2 1
783 Liberal Democrat 35 4 4 5
784 Liberal Democrat 49 2 4 2
785 Liberal Democrat 45 2 3 4
786 Labour 52 4 2 4
787 Labour 75 5 2 5
788 Liberal Democrat 85 4 2 4
789 Labour 38 4 4 4
790 Labour 34 4 5 4
791 Liberal Democrat 61 3 3 2
792 Labour 54 2 3 2
793 Liberal Democrat 58 3 3 4
794 Liberal Democrat 54 4 4 4
795 Labour 50 3 5 5
796 Labour 29 4 4 4
797 Labour 51 4 3 4
798 Labour 72 4 4 5
799 Liberal Democrat 50 2 2 2
800 Labour 85 2 3 4
801 Conservative 42 2 2 1
802 Liberal Democrat 34 4 3 4
803 Conservative 70 3 3 2
804 Labour 36 4 5 5
805 Conservative 35 3 5 4
806 Conservative 38 4 2 4
807 Liberal Democrat 53 2 3 2
808 Labour 77 4 4 5
809 Labour 37 2 4 4
810 Labour 75 2 2 2
811 Labour 45 4 5 5
812 Conservative 82 3 3 4
813 Labour 48 3 3 4
814 Labour 68 3 3 4
815 Liberal Democrat 48 3 3 4
816 Labour 87 4 4 4
817 Labour 52 4 4 4
818 Conservative 53 4 3 4
819 Conservative 66 1 2 1
820 Liberal Democrat 85 3 4 4
821 Labour 47 4 3 4
822 Liberal Democrat 51 3 4 4
823 Labour 41 4 4 4
824 Liberal Democrat 54 4 2 4
825 Labour 76 4 3 5
826 Conservative 72 3 3 2
827 Liberal Democrat 31 3 2 4
828 Conservative 27 3 3 2
829 Conservative 79 3 3 2
830 Liberal Democrat 46 2 3 4
831 Conservative 31 3 3 4
832 Liberal Democrat 66 4 3 4
833 Labour 42 4 4 4
834 Liberal Democrat 51 3 4 4
835 Liberal Democrat 75 4 4 4
836 Labour 44 3 3 4
837 Labour 63 3 3 4
838 Conservative 77 2 3 2
839 Conservative 75 1 3 2
840 Labour 50 4 3 4
841 Labour 67 3 3 4
842 Conservative 64 3 1 2
843 Conservative 24 3 2 4
844 Liberal Democrat 44 3 1 4
845 Conservative 39 4 4 2
846 Conservative 70 3 1 4
847 Conservative 35 3 4 2
848 Conservative 33 3 4 2
849 Labour 36 2 2 4
850 Conservative 45 3 4 1
851 Labour 57 3 1 4
852 Labour 63 3 1 4
853 Conservative 64 2 4 1
854 Liberal Democrat 49 2 4 2
855 Labour 52 5 3 4
856 Labour 66 3 2 4
857 Labour 75 3 4 4
858 Labour 45 2 4 4
859 Liberal Democrat 39 3 3 4
860 Liberal Democrat 40 3 3 4
861 Conservative 43 3 4 2
862 Conservative 74 3 3 2
863 Conservative 70 3 3 4
864 Conservative 27 3 2 4
865 Conservative 57 4 3 2
866 Conservative 45 4 4 4
867 Liberal Democrat 49 2 3 4
868 Conservative 80 2 4 4
869 Conservative 51 3 3 2
870 Labour 33 4 4 4
871 Liberal Democrat 38 2 4 2
872 Conservative 48 2 3 1
873 Conservative 45 4 4 2
874 Conservative 42 2 2 2
875 Labour 50 3 4 4
876 Labour 49 4 4 4
877 Conservative 44 3 3 4
878 Labour 85 5 5 5
879 Liberal Democrat 86 3 4 1
880 Conservative 69 2 3 2
881 Liberal Democrat 32 2 5 4
882 Liberal Democrat 51 2 4 4
883 Conservative 69 3 3 2
884 Labour 81 5 3 5
885 Liberal Democrat 75 2 3 4
886 Conservative 70 4 3 4
887 Conservative 58 4 2 2
888 Labour 61 4 2 5
889 Conservative 57 2 3 4
890 Conservative 35 3 4 2
891 Conservative 37 2 3 2
892 Conservative 46 3 3 2
893 Liberal Democrat 66 4 3 2
894 Labour 51 4 3 4
895 Conservative 73 3 3 2
896 Labour 32 3 3 4
897 Liberal Democrat 30 3 3 2
898 Labour 38 4 2 4
899 Conservative 39 5 4 2
900 Conservative 49 3 4 4
901 Conservative 82 3 3 2
902 Labour 42 3 3 4
903 Labour 37 5 5 4
904 Conservative 58 3 2 4
905 Liberal Democrat 29 3 3 4
906 Liberal Democrat 27 5 5 2
907 Labour 57 5 5 5
908 Conservative 30 3 3 2
909 Conservative 43 3 4 2
910 Labour 62 5 4 4
911 Liberal Democrat 42 3 4 4
912 Labour 67 5 3 4
913 Labour 36 2 3 4
914 Labour 74 3 4 4
915 Labour 41 4 4 4
916 Liberal Democrat 27 3 4 4
917 Labour 29 4 4 4
918 Labour 38 3 3 4
919 Liberal Democrat 74 4 3 4
920 Liberal Democrat 38 3 2 4
921 Liberal Democrat 61 3 3 4
922 Liberal Democrat 65 4 4 4
923 Labour 36 3 3 4
924 Liberal Democrat 48 3 4 4
925 Liberal Democrat 39 2 4 2
926 Labour 48 3 3 4
927 Conservative 50 3 3 2
928 Conservative 71 2 2 4
929 Liberal Democrat 42 2 2 1
930 Labour 56 4 3 4
931 Liberal Democrat 64 1 3 2
932 Liberal Democrat 80 3 4 4
933 Conservative 56 4 3 4
934 Conservative 60 2 2 2
935 Conservative 39 2 2 1
936 Labour 43 2 1 4
937 Labour 35 3 2 4
938 Labour 66 5 3 5
939 Conservative 59 1 4 2
940 Labour 37 2 4 2
941 Labour 37 3 4 4
942 Labour 61 5 5 4
943 Labour 38 4 5 4
944 Labour 66 4 3 5
945 Liberal Democrat 41 3 3 2
946 Conservative 65 2 4 2
947 Labour 57 3 2 2
948 Conservative 62 2 1 1
949 Labour 31 4 5 4
950 Conservative 40 2 3 1
951 Liberal Democrat 49 3 3 2
952 Conservative 65 2 5 4
953 Labour 35 5 3 2
954 Labour 76 4 5 5
955 Conservative 74 2 2 2
956 Conservative 53 3 3 2
957 Labour 49 1 2 4
958 Liberal Democrat 37 3 2 4
959 Conservative 54 2 2 2
960 Liberal Democrat 75 4 4 1
961 Labour 76 4 3 5
962 Labour 58 3 3 4
963 Conservative 35 2 3 4
964 Conservative 66 3 3 2
965 Conservative 80 2 3 4
966 Conservative 53 4 3 4
967 Labour 64 3 2 5
968 Labour 71 3 4 4
969 Labour 40 4 2 4
970 Labour 62 4 3 4
971 Conservative 89 2 2 4
972 Labour 40 2 4 4
973 Labour 38 3 4 4
974 Labour 38 3 3 2
975 Labour 37 4 4 4
976 Labour 50 3 2 4
977 Conservative 53 2 5 1
978 Conservative 78 2 3 2
979 Labour 73 2 2 4
980 Labour 64 4 4 2
981 Labour 56 2 2 4
982 Conservative 73 4 3 2
983 Conservative 51 3 2 2
984 Conservative 74 4 3 2
985 Labour 39 4 5 5
986 Conservative 56 4 2 5
987 Conservative 80 4 2 4
988 Conservative 67 3 2 2
989 Liberal Democrat 61 2 2 4
990 Conservative 81 3 3 4
991 Liberal Democrat 35 2 3 4
992 Conservative 34 2 4 1
993 Conservative 49 1 2 2
994 Liberal Democrat 41 3 4 4
995 Liberal Democrat 58 5 3 4
996 Labour 37 4 3 4
997 Labour 38 4 2 5
998 Labour 47 4 4 4
999 Labour 75 4 5 4
1000 Labour 72 4 3 2
1001 Liberal Democrat 75 4 3 4
1002 Conservative 68 3 1 2
1003 Labour 70 5 4 2
1004 Conservative 72 2 2 4
1005 Labour 39 3 2 4
1006 Labour 47 4 3 4
1007 Labour 42 4 3 5
1008 Labour 75 4 4 4
1009 Conservative 75 2 2 2
1010 Labour 32 4 3 4
1011 Labour 76 4 4 5
1012 Labour 34 4 4 4
1013 Conservative 67 3 4 4
1014 Liberal Democrat 44 2 2 2
1015 Labour 42 3 5 2
1016 Conservative 40 2 3 4
1017 Labour 57 4 3 4
1018 Conservative 65 2 4 4
1019 Conservative 42 1 1 1
1020 Labour 77 4 5 4
1021 Labour 49 3 5 5
1022 Liberal Democrat 50 4 3 2
1023 Labour 76 4 4 5
1024 Liberal Democrat 72 3 3 2
1025 Labour 47 4 3 4
1026 Labour 52 4 4 4
1027 Conservative 68 2 3 1
1028 Labour 61 4 5 4
1029 Conservative 72 3 3 2
1030 Conservative 72 4 4 2
1031 Labour 45 3 3 4
1032 Conservative 47 2 3 2
1033 Conservative 35 2 3 2
1034 Labour 34 4 4 4
1035 Labour 39 4 3 4
1036 Liberal Democrat 53 2 4 1
1037 Liberal Democrat 27 3 5 2
1038 Labour 40 4 3 4
1039 Labour 29 4 3 4
1040 Conservative 43 5 5 2
1041 Conservative 59 3 3 2
1042 Conservative 78 4 4 2
1043 Labour 26 4 4 4
1044 Labour 34 4 5 4
1045 Labour 42 3 3 4
1046 Liberal Democrat 37 1 2 4
1047 Labour 50 1 1 4
1048 Labour 61 4 3 4
1049 Labour 58 4 3 2
1050 Labour 78 4 4 4
1051 Labour 52 3 4 2
1052 Liberal Democrat 34 3 2 2
1053 Labour 69 4 3 5
1054 Conservative 69 4 4 1
1055 Labour 54 5 4 4
1056 Labour 79 4 3 5
1057 Labour 30 5 5 4
1058 Labour 52 3 3 4
1059 Labour 37 3 4 4
1060 Conservative 49 3 3 4
1061 Labour 31 5 4 4
1062 Labour 32 2 2 4
1063 Labour 37 4 4 2
1064 Labour 39 4 4 4
1065 Labour 74 4 4 5
1066 Liberal Democrat 89 3 5 4
1067 Liberal Democrat 66 3 3 2
1068 Liberal Democrat 83 4 5 5
1069 Liberal Democrat 45 2 3 4
1070 Conservative 71 3 3 4
1071 Labour 53 3 3 4
1072 Conservative 84 3 3 2
1073 Labour 59 3 3 5
1074 Liberal Democrat 69 4 4 4
1075 Liberal Democrat 68 2 3 1
1076 Labour 89 5 5 5
1077 Conservative 72 3 3 4
1078 Labour 83 4 3 4
1079 Labour 64 4 3 2
1080 Labour 47 3 4 4
1081 Labour 61 4 4 5
1082 Labour 43 4 4 2
1083 Liberal Democrat 42 3 3 4
1084 Labour 40 3 4 4
1085 Conservative 68 3 1 4
1086 Labour 24 4 1 2
1087 Liberal Democrat 53 3 2 4
1088 Conservative 36 3 3 2
1089 Labour 76 4 4 5
1090 Conservative 67 3 3 2
1091 Liberal Democrat 58 2 2 4
1092 Labour 70 3 3 1
1093 Conservative 35 3 3 4
1094 Labour 47 4 3 5
1095 Conservative 42 4 3 4
1096 Labour 40 4 4 4
1097 Liberal Democrat 34 4 5 4
1098 Labour 54 3 3 4
1099 Conservative 39 3 2 4
1100 Labour 60 3 3 4
1101 Liberal Democrat 74 4 3 5
1102 Conservative 62 3 3 2
1103 Conservative 59 2 3 4
1104 Labour 47 4 4 4
1105 Liberal Democrat 49 4 3 4
1106 Conservative 49 2 3 2
1107 Labour 86 3 4 4
1108 Conservative 67 4 4 4
1109 Conservative 54 4 2 1
1110 Conservative 85 2 3 2
1111 Liberal Democrat 49 3 1 4
1112 Conservative 55 3 3 4
1113 Liberal Democrat 74 4 3 4
1114 Conservative 70 2 2 1
1115 Conservative 46 2 2 2
1116 Liberal Democrat 29 4 5 4
1117 Liberal Democrat 65 4 4 2
1118 Liberal Democrat 49 3 2 4
1119 Conservative 29 2 4 4
1120 Conservative 37 3 3 4
1121 Labour 45 4 4 4
1122 Conservative 61 2 3 2
1123 Labour 34 3 3 2
1124 Labour 61 4 3 4
1125 Liberal Democrat 38 3 2 1
1126 Labour 37 3 3 4
1127 Labour 28 4 4 4
1128 Labour 61 3 3 4
1129 Liberal Democrat 53 4 3 4
1130 Labour 73 4 4 5
1131 Labour 74 4 4 4
1132 Labour 36 3 3 1
1133 Labour 67 4 2 4
1134 Conservative 55 4 3 4
1135 Conservative 45 2 2 1
1136 Labour 38 4 4 4
1137 Conservative 52 3 3 2
1138 Labour 70 3 3 4
1139 Liberal Democrat 68 4 4 2
1140 Labour 50 4 3 4
1141 Labour 34 2 4 5
1142 Labour 43 2 3 2
1143 Conservative 93 4 4 5
1144 Labour 82 3 5 5
1145 Conservative 24 3 4 2
1146 Labour 65 3 3 2
1147 Labour 41 4 3 4
1148 Labour 83 3 3 5
1149 Labour 47 4 4 4
1150 Labour 46 2 1 4
1151 Labour 30 5 4 4
1152 Labour 36 3 3 4
1153 Conservative 44 2 2 2
1154 Labour 57 2 3 4
1155 Conservative 53 3 4 2
1156 Liberal Democrat 64 3 3 4
1157 Conservative 56 3 3 1
1158 Liberal Democrat 49 2 3 2
1159 Labour 87 5 3 5
1160 Liberal Democrat 46 3 3 1
1161 Labour 50 4 3 4
1162 Labour 51 4 3 5
1163 Labour 33 4 5 5
1164 Conservative 77 2 3 2
1165 Labour 48 4 3 4
1166 Conservative 67 3 4 4
1167 Liberal Democrat 27 3 4 4
1168 Conservative 24 4 4 2
1169 Labour 26 2 4 5
1170 Liberal Democrat 46 4 3 4
1171 Liberal Democrat 25 4 4 1
1172 Labour 37 4 3 4
1173 Conservative 24 4 5 4
1174 Labour 32 4 4 2
1175 Labour 54 3 3 1
1176 Conservative 63 4 2 2
1177 Conservative 59 4 3 2
1178 Conservative 55 5 3 2
1179 Conservative 36 3 4 4
1180 Liberal Democrat 74 4 4 4
1181 Labour 47 3 4 4
1182 Labour 31 4 4 4
1183 Liberal Democrat 71 1 2 2
1184 Conservative 80 2 2 4
1185 Conservative 61 3 3 4
1186 Labour 42 3 3 4
1187 Labour 39 4 4 4
1188 Liberal Democrat 54 3 4 4
1189 Labour 75 5 4 5
1190 Labour 58 4 2 2
1191 Labour 58 4 4 5
1192 Labour 75 4 5 4
1193 Labour 50 4 4 4
1194 Conservative 38 4 2 1
1195 Labour 34 3 3 2
1196 Labour 39 3 4 4
1197 Labour 46 3 4 5
1198 Liberal Democrat 33 2 2 4
1199 Conservative 71 4 2 2
1200 Labour 49 4 3 4
1201 Labour 63 5 2 5
1202 Labour 57 4 4 4
1203 Conservative 64 4 5 4
1204 Labour 47 3 5 4
1205 Conservative 63 3 3 2
1206 Labour 52 4 4 4
1207 Conservative 44 2 2 2
1208 Liberal Democrat 64 3 3 4
1209 Labour 45 4 4 4
1210 Labour 36 3 3 2
1211 Labour 47 4 5 4
1212 Labour 37 5 5 5
1213 Labour 57 3 3 4
1214 Labour 54 3 2 4
1215 Conservative 80 2 4 2
1216 Labour 65 5 3 4
1217 Liberal Democrat 56 3 3 2
1218 Liberal Democrat 55 4 3 2
1219 Conservative 66 4 4 4
1220 Labour 71 3 3 4
1221 Liberal Democrat 32 4 2 2
1222 Conservative 72 2 2 1
1223 Conservative 76 3 2 4
1224 Conservative 71 1 1 2
1225 Liberal Democrat 45 4 3 5
1226 Liberal Democrat 65 3 3 4
1227 Conservative 39 3 1 1
1228 Labour 55 4 3 4
1229 Liberal Democrat 62 3 3 2
1230 Labour 70 3 3 2
1231 Liberal Democrat 39 3 5 4
1232 Labour 50 4 2 4
1233 Labour 40 5 5 5
1234 Labour 41 4 4 4
1235 Liberal Democrat 40 2 2 4
1236 Labour 71 3 4 5
1237 Liberal Democrat 36 3 3 2
1238 Labour 70 4 3 5
1239 Labour 42 4 4 4
1240 Conservative 69 4 3 4
1241 Liberal Democrat 60 5 3 2
1242 Labour 65 4 3 2
1243 Labour 52 4 4 4
1244 Labour 41 1 4 5
1245 Labour 29 4 4 4
1246 Liberal Democrat 45 3 4 4
1247 Conservative 48 3 2 4
1248 Liberal Democrat 55 2 4 4
1249 Conservative 75 4 3 4
1250 Liberal Democrat 80 4 2 2
1251 Liberal Democrat 51 3 4 1
1252 Labour 56 3 3 4
1253 Labour 43 4 4 4
1254 Labour 39 3 4 4
1255 Conservative 59 4 3 2
1256 Labour 34 4 4 2
1257 Liberal Democrat 27 3 3 4
1258 Liberal Democrat 50 3 2 4
1259 Labour 47 4 4 4
1260 Conservative 69 2 2 2
1261 Liberal Democrat 77 4 4 2
1262 Labour 74 4 4 2
1263 Conservative 71 4 3 2
1264 Conservative 63 4 4 4
1265 Labour 49 4 4 4
1266 Conservative 46 3 4 2
1267 Conservative 43 3 2 1
1268 Conservative 70 3 2 4
1269 Labour 67 3 3 4
1270 Labour 80 4 4 4
1271 Conservative 54 2 2 2
1272 Liberal Democrat 58 4 4 4
1273 Labour 54 3 3 4
1274 Labour 27 3 4 4
1275 Labour 40 4 3 4
1276 Labour 49 4 4 4
1277 Labour 26 5 3 5
1278 Liberal Democrat 51 2 2 4
1279 Liberal Democrat 53 4 4 2
1280 Labour 46 3 3 4
1281 Labour 42 3 1 4
1282 Liberal Democrat 35 4 2 4
1283 Conservative 69 2 3 1
1284 Labour 63 4 2 4
1285 Labour 76 3 4 5
1286 Labour 44 4 4 4
1287 Conservative 66 2 2 2
1288 Labour 85 2 3 4
1289 Conservative 32 4 2 2
1290 Labour 74 3 4 4
1291 Conservative 28 3 4 4
1292 Labour 91 4 3 4
1293 Labour 60 5 2 5
1294 Conservative 59 3 3 2
1295 Labour 31 4 4 4
1296 Labour 81 3 4 4
1297 Labour 56 4 3 4
1298 Liberal Democrat 28 2 4 4
1299 Labour 69 3 3 4
1300 Liberal Democrat 37 4 1 4
1301 Labour 24 3 3 4
1302 Labour 38 3 3 1
1303 Labour 46 4 4 4
1304 Labour 25 4 4 5
1305 Labour 49 3 3 5
1306 Labour 35 3 3 4
1307 Labour 56 3 3 4
1308 Labour 62 4 2 4
1309 Liberal Democrat 57 4 1 2
1310 Labour 48 3 4 4
1311 Labour 80 4 4 4
1312 Liberal Democrat 61 3 3 2
1313 Conservative 52 3 3 2
1314 Labour 32 3 3 2
1315 Liberal Democrat 70 2 2 2
1316 Labour 35 4 3 5
1317 Labour 33 5 5 5
1318 Labour 32 3 4 4
1319 Labour 62 3 3 4
1320 Conservative 30 3 4 2
1321 Labour 60 3 4 2
1322 Liberal Democrat 49 3 2 4
1323 Labour 69 4 2 4
1324 Liberal Democrat 67 4 3 1
1325 Labour 39 4 3 4
1326 Conservative 40 3 2 2
1327 Labour 74 4 4 4
1328 Labour 37 5 5 5
1329 Labour 35 4 3 4
1330 Labour 33 5 4 4
1331 Conservative 54 3 2 2
1332 Liberal Democrat 65 4 3 4
1333 Liberal Democrat 49 3 4 2
1334 Labour 72 3 3 4
1335 Conservative 38 3 1 2
1336 Liberal Democrat 67 4 2 2
1337 Labour 47 3 3 5
1338 Liberal Democrat 58 2 2 2
1339 Liberal Democrat 31 3 5 4
1340 Labour 34 4 5 4
1341 Labour 42 3 3 2
1342 Labour 67 3 3 4
1343 Liberal Democrat 26 3 3 2
1344 Labour 73 2 3 4
1345 Liberal Democrat 46 2 4 4
1346 Labour 69 3 3 2
1347 Conservative 56 4 3 2
1348 Conservative 66 3 5 1
1349 Labour 54 4 4 4
1350 Conservative 72 3 2 2
1351 Labour 53 3 3 4
1352 Labour 37 4 5 4
1353 Conservative 47 4 3 4
1354 Liberal Democrat 53 4 1 4
1355 Conservative 69 3 3 4
1356 Liberal Democrat 47 2 2 2
1357 Liberal Democrat 46 4 2 2
1358 Liberal Democrat 50 4 3 4
1359 Conservative 65 4 4 1
1360 Conservative 73 3 2 4
1361 Liberal Democrat 47 3 2 4
1362 Labour 30 3 4 4
1363 Labour 50 3 3 4
1364 Labour 53 5 5 4
1365 Conservative 27 3 5 4
1366 Conservative 65 3 3 4
1367 Labour 39 4 4 4
1368 Labour 69 3 3 4
1369 Conservative 73 4 3 2
1370 Labour 31 3 4 4
1371 Conservative 62 2 2 2
1372 Liberal Democrat 46 4 4 4
1373 Labour 74 4 4 4
1374 Conservative 50 3 2 2
1375 Labour 51 4 4 4
1376 Labour 50 4 3 4
1377 Conservative 42 3 2 2
1378 Labour 66 4 3 4
1379 Labour 44 4 4 4
1380 Conservative 62 3 3 2
1381 Labour 72 4 4 4
1382 Labour 71 4 4 2
1383 Labour 75 5 5 5
1384 Labour 35 5 4 2
1385 Liberal Democrat 61 3 3 4
1386 Labour 38 2 4 4
1387 Labour 50 3 3 5
1388 Conservative 53 3 2 2
1389 Labour 84 4 5 5
1390 Labour 57 4 4 2
1391 Labour 69 3 3 4
1392 Conservative 52 2 2 2
1393 Labour 33 3 2 2
1394 Conservative 72 2 2 2
1395 Conservative 54 3 3 4
1396 Labour 57 3 3 4
1397 Labour 77 4 3 4
1398 Conservative 58 2 1 2
1399 Conservative 63 3 4 2
1400 Conservative 49 3 1 2
1401 Conservative 64 3 2 2
1402 Liberal Democrat 55 3 3 4
1403 Conservative 37 3 5 1
1404 Conservative 48 3 3 2
1405 Liberal Democrat 48 3 3 2
1406 Labour 60 4 3 5
1407 Labour 59 3 2 1
1408 Conservative 67 4 3 4
1409 Conservative 52 3 3 2
1410 Labour 68 4 4 4
1411 Labour 71 3 4 4
1412 Liberal Democrat 54 3 3 2
1413 Conservative 73 3 2 4
1414 Labour 56 4 5 2
1415 Labour 54 3 4 4
1416 Conservative 63 2 3 4
1417 Conservative 66 3 2 2
1418 Labour 40 4 4 4
1419 Labour 54 4 3 2
1420 Labour 39 5 4 5
1421 Labour 74 4 4 5
1422 Conservative 61 3 2 2
1423 Labour 45 4 4 4
1424 Labour 72 4 4 5
1425 Labour 46 3 3 2
1426 Liberal Democrat 84 4 4 2
1427 Labour 60 4 4 4
1428 Labour 49 5 5 4
1429 Labour 59 3 3 5
1430 Labour 53 3 4 4
1431 Labour 78 3 3 5
1432 Labour 42 3 4 4
1433 Labour 79 4 4 5
1434 Liberal Democrat 59 4 3 4
1435 Labour 66 4 4 5
1436 Labour 54 5 3 4
1437 Labour 62 4 1 1
1438 Conservative 34 2 2 2
1439 Labour 40 4 3 4
1440 Labour 87 4 4 4
1441 Liberal Democrat 34 3 3 2
1442 Labour 48 3 3 5
1443 Conservative 68 2 3 2
1444 Labour 36 4 5 4
1445 Labour 69 4 4 4
1446 Labour 71 4 3 4
1447 Liberal Democrat 75 4 4 4
1448 Liberal Democrat 69 3 3 2
1449 Labour 55 4 3 4
1450 Liberal Democrat 47 4 4 4
1451 Labour 43 4 4 4
1452 Labour 73 4 3 4
1453 Conservative 68 3 4 4
1454 Labour 62 3 3 2
1455 Conservative 42 2 2 4
1456 Labour 86 2 4 2
1457 Labour 44 4 3 4
1458 Conservative 59 3 3 2
1459 Labour 56 3 3 2
1460 Labour 72 3 5 5
1461 Labour 43 4 3 4
1462 Labour 44 3 4 5
1463 Labour 76 5 3 4
1464 Labour 57 3 1 4
1465 Labour 44 3 3 4
1466 Labour 46 4 4 4
1467 Labour 36 2 2 5
1468 Liberal Democrat 58 3 2 4
1469 Labour 41 3 4 4
1470 Conservative 70 1 1 2
1471 Labour 46 4 3 4
1472 Labour 65 3 3 4
1473 Labour 79 5 5 2
1474 Labour 54 3 3 4
1475 Labour 56 4 3 2
1476 Labour 36 4 3 4
1477 Labour 56 2 2 4
1478 Labour 50 4 2 2
1479 Liberal Democrat 42 3 3 4
1480 Labour 79 4 4 5
1481 Liberal Democrat 55 2 1 4
1482 Conservative 50 3 2 2
1483 Labour 56 2 3 4
1484 Conservative 65 3 2 4
1485 Liberal Democrat 48 4 2 2
1486 Conservative 41 2 2 2
1487 Labour 79 3 3 5
1488 Labour 49 4 4 4
1489 Labour 77 5 4 5
1490 Conservative 60 4 3 2
1491 Conservative 54 3 3 2
1492 Labour 64 3 3 4
1493 Conservative 50 2 3 2
1494 Liberal Democrat 34 3 1 4
1495 Conservative 78 3 3 2
1496 Liberal Democrat 46 3 2 1
1497 Labour 41 4 5 5
1498 Labour 65 4 3 4
1499 Labour 65 3 3 2
1500 Conservative 79 2 2 2
1501 Labour 67 2 3 4
1502 Conservative 44 3 1 4
1503 Labour 31 4 3 4
1504 Conservative 54 5 2 4
1505 Liberal Democrat 63 3 2 4
1506 Liberal Democrat 75 3 2 4
1507 Labour 62 3 3 4
1508 Conservative 52 2 1 1
1509 Conservative 70 2 2 4
1510 Labour 67 3 3 5
1511 Labour 73 4 3 4
1512 Labour 63 3 3 4
1513 Conservative 75 3 3 2
1514 Labour 46 3 3 4
1515 Labour 74 3 3 5
1516 Conservative 82 2 2 2
1517 Labour 30 3 4 4
1518 Labour 76 4 3 2
1519 Labour 50 3 4 4
1520 Conservative 35 3 4 4
1521 Conservative 67 5 3 2
1522 Conservative 73 2 2 4
1523 Labour 37 3 3 5
1524 Conservative 61 3 3 1
1525 Conservative 74 2 3 2
Hague Kennedy Europe political.knowledge gender education
1 1 4 2 2 female 15
2 4 4 5 2 male 18
3 2 3 3 2 male 15
4 1 3 4 0 female 14
5 1 4 6 2 male 9
6 4 2 4 2 male 17
7 4 2 11 2 male 16
8 1 4 1 0 male 16
9 4 4 11 0 female 8
10 1 1 11 2 male 7
11 2 1 7 0 female 17
12 4 4 9 2 male 12
13 1 4 10 2 female 16
14 5 4 8 0 female 12
15 1 4 11 2 female 19
16 4 4 5 0 male 19
17 4 3 8 0 female 19
18 4 2 7 2 female 15
19 2 4 1 0 male 8
20 1 4 5 2 female 16
21 4 2 7 0 male 7
22 4 4 5 2 male 13
23 2 2 1 2 male 18
24 4 4 9 2 male 10
25 4 4 2 2 female 14
26 3 3 6 0 female 9
27 4 4 9 2 female 12
28 2 4 2 2 female 14
29 2 4 1 2 male 13
30 1 2 1 2 male 20
31 4 2 6 2 female 15
32 2 2 6 0 male 19
33 2 2 1 2 female 20
34 2 2 1 2 male 7
35 4 4 3 2 female 7
36 4 3 6 3 female 10
37 2 3 7 0 female 18
38 4 4 3 2 male 12
39 4 3 11 0 female 7
40 2 2 11 2 female 14
41 2 2 6 0 female 18
42 2 2 4 0 female 9
43 2 4 8 0 female 18
44 1 3 1 2 female 10
45 2 4 4 2 male 13
46 4 1 6 3 female 18
47 2 2 7 2 female 14
48 4 3 10 2 male 16
49 4 1 4 3 male 14
50 1 5 1 2 male 18
51 4 4 4 2 male 9
52 4 2 9 0 male 9
53 4 2 1 2 male 7
54 5 2 11 0 female 19
55 1 4 1 0 female 14
56 4 3 4 0 male 13
57 1 4 4 3 male 12
58 4 1 1 2 male 16
59 5 3 9 0 male 20
60 2 2 6 2 female 7
61 2 2 8 0 female 10
62 1 4 11 2 male 13
63 2 2 6 2 female 13
64 4 4 7 0 female 19
65 3 3 6 2 male 7
66 4 3 8 0 female 20
67 4 4 11 2 female 19
68 2 4 3 2 male 8
69 2 4 11 0 female 10
70 1 4 6 2 male 15
71 2 4 2 3 female 8
72 2 2 5 0 male 14
73 4 4 11 0 female 18
74 1 4 4 3 male 18
75 2 4 6 2 male 14
76 2 4 5 3 male 11
77 2 4 4 2 female 10
78 4 4 4 2 male 20
79 2 3 6 0 female 9
80 2 4 3 2 female 16
81 2 3 8 0 female 17
82 4 2 5 0 female 10
83 4 4 11 0 female 14
84 4 4 3 0 female 14
85 2 4 5 2 female 10
86 2 4 3 2 male 20
87 2 3 6 0 female 10
88 4 4 11 2 female 16
89 1 3 4 2 female 11
90 1 5 5 3 male 17
91 1 4 4 2 male 10
92 4 3 8 3 female 13
93 4 4 8 3 male 17
94 2 4 1 0 male 16
95 2 2 6 0 female 10
96 1 4 5 3 female 13
97 4 3 5 2 female 7
98 2 3 10 0 male 13
99 4 4 1 0 male 8
100 1 4 11 0 male 13
101 2 4 6 0 male 9
102 2 4 3 2 male 8
103 2 4 6 2 female 11
104 4 4 8 2 female 13
105 2 3 7 2 male 12
106 4 1 8 0 female 14
107 2 2 4 0 male 8
108 1 5 1 2 male 19
109 4 2 9 0 female 9
110 4 4 11 0 male 18
111 1 2 4 2 male 17
112 2 2 3 0 male 19
113 4 3 8 0 female 9
114 3 3 2 0 female 10
115 2 3 5 2 female 8
116 4 2 11 3 female 14
117 2 2 6 0 male 9
118 2 4 8 2 female 9
119 4 3 4 2 female 16
120 2 2 11 0 female 15
121 1 4 8 0 male 18
122 2 4 1 2 male 18
123 1 2 5 0 female 18
124 2 4 11 2 female 17
125 2 4 6 2 male 16
126 2 3 9 2 female 15
127 4 2 2 2 male 8
128 2 2 3 2 male 20
129 4 4 7 0 female 19
130 4 4 4 0 female 14
131 4 3 7 3 female 15
132 4 3 8 2 female 15
133 4 2 7 2 female 14
134 4 3 5 2 male 15
135 3 4 6 2 male 16
136 4 2 6 0 male 7
137 5 3 3 0 female 11
138 4 2 6 2 female 16
139 5 1 10 3 male 12
140 4 2 1 0 female 19
141 2 4 4 3 male 13
142 2 4 1 2 female 9
143 3 3 3 0 male 7
144 1 3 6 0 female 13
145 2 4 1 2 female 14
146 4 3 6 0 female 7
147 2 2 8 2 female 12
148 2 2 6 0 female 18
149 2 4 6 0 male 10
150 4 4 3 2 female 17
151 2 3 6 2 female 14
152 4 4 11 2 female 17
153 2 3 6 2 female 14
154 2 2 8 2 male 9
155 2 4 1 2 female 7
156 3 3 4 2 female 7
157 1 2 4 0 male 15
158 1 1 11 0 female 15
159 2 4 4 0 male 12
160 4 2 11 0 female 11
161 4 2 6 0 female 17
162 1 4 6 2 male 7
163 4 2 5 0 female 15
164 2 4 4 2 female 20
165 2 1 3 2 female 11
166 4 4 6 2 male 8
167 4 4 4 2 female 11
168 4 3 3 2 male 17
169 2 5 5 3 female 13
170 1 5 3 0 female 8
171 1 1 5 2 female 19
172 1 4 3 2 female 13
173 2 4 5 2 female 11
174 2 4 2 3 male 15
175 1 4 3 3 male 19
176 1 4 2 2 female 11
177 4 4 1 2 male 16
178 2 2 6 2 female 13
179 4 2 8 3 female 14
180 2 2 4 3 male 16
181 1 2 2 3 male 19
182 4 4 11 3 female 11
183 4 2 11 3 male 20
184 4 3 3 0 female 16
185 4 2 11 2 female 17
186 4 5 5 0 female 7
187 5 4 11 2 female 9
188 2 1 11 2 female 7
189 2 3 10 0 female 7
190 4 2 8 3 male 10
191 2 4 5 0 female 16
192 2 2 11 0 female 20
193 2 4 11 2 male 9
194 2 4 8 2 female 15
195 4 1 11 2 male 17
196 4 4 3 2 female 12
197 4 2 11 2 female 8
198 2 5 7 2 female 11
199 1 4 2 3 female 20
200 4 2 8 2 male 15
201 1 3 8 0 male 12
202 4 4 4 2 male 9
203 4 3 7 0 male 19
204 2 4 6 2 female 7
205 2 2 6 0 female 17
206 2 4 11 3 male 8
207 4 1 5 3 male 18
208 2 4 5 0 female 9
209 2 4 5 3 male 15
210 1 5 4 0 female 7
211 2 4 6 2 female 13
212 2 4 2 1 female 13
213 4 2 7 1 female 11
214 2 4 2 2 male 9
215 2 1 7 0 male 18
216 4 1 11 3 male 15
217 1 4 3 3 male 20
218 2 4 3 0 female 13
219 2 2 4 2 male 7
220 2 4 5 2 male 15
221 3 3 9 2 female 9
222 2 4 4 0 female 15
223 1 4 6 0 female 9
224 4 4 7 2 female 8
225 2 1 8 2 female 20
226 1 3 6 2 male 17
227 4 1 8 1 female 10
228 4 4 5 2 female 7
229 2 2 6 0 female 9
230 2 4 8 0 female 18
231 4 4 10 0 female 14
232 2 2 4 3 male 12
233 2 3 6 1 female 18
234 1 2 1 2 female 9
235 2 2 6 0 male 8
236 2 2 7 2 female 16
237 3 3 6 0 female 13
238 1 4 5 0 male 8
239 4 3 6 2 female 7
240 1 2 9 0 female 7
241 2 3 3 2 female 14
242 1 4 4 0 female 14
243 1 1 8 0 male 17
244 4 4 1 3 female 15
245 2 4 6 2 female 14
246 4 3 1 0 female 9
247 4 4 11 0 female 16
248 2 5 5 0 female 13
249 1 4 2 3 male 16
250 4 2 6 0 female 13
251 1 5 11 2 male 14
252 2 4 1 0 female 18
253 1 5 6 2 female 14
254 1 4 3 2 female 14
255 1 1 2 2 male 17
256 2 4 4 0 female 13
257 1 3 9 0 female 9
258 2 2 9 0 female 14
259 4 4 7 0 female 15
260 2 4 1 0 female 13
261 4 2 4 2 female 9
262 2 2 3 2 male 15
263 4 5 11 0 female 20
264 2 2 11 2 female 7
265 1 4 1 2 female 10
266 3 3 10 0 male 8
267 3 3 3 3 male 17
268 4 5 9 2 male 9
269 2 2 1 3 female 16
270 2 4 11 0 female 10
271 4 4 6 0 female 18
272 4 4 10 2 female 13
273 2 4 5 0 female 8
274 4 2 11 2 male 7
275 2 5 11 0 female 17
276 2 4 8 0 female 9
277 1 2 6 0 female 16
278 4 2 10 3 female 11
279 2 5 8 0 female 9
280 4 4 6 0 female 20
281 2 4 6 0 female 7
282 1 1 8 3 male 19
283 1 4 11 0 female 14
284 2 4 9 0 male 9
285 2 4 9 3 male 11
286 1 2 6 2 female 9
287 2 4 7 2 female 14
288 4 4 11 0 female 8
289 1 4 1 2 female 9
290 4 1 3 3 male 19
291 4 2 8 2 female 8
292 5 1 11 2 female 14
293 2 4 6 1 female 18
294 2 4 8 3 female 11
295 4 2 11 0 female 20
296 2 2 2 3 male 9
297 4 3 6 2 male 16
298 2 3 11 0 male 19
299 2 4 11 0 female 8
300 1 2 2 2 male 15
301 2 3 4 2 male 15
302 2 5 11 0 male 10
303 2 4 9 0 female 8
304 2 4 11 0 female 8
305 2 2 11 2 female 14
306 4 4 10 2 male 14
307 2 2 10 3 male 17
308 2 2 4 2 male 13
309 4 2 2 2 male 11
310 1 3 1 0 female 8
311 2 3 6 2 male 20
312 2 4 6 2 male 8
313 1 1 11 2 male 20
314 4 4 9 2 female 8
315 2 1 4 1 male 12
316 4 2 9 2 male 18
317 4 2 11 3 male 9
318 1 5 11 2 male 17
319 2 3 7 2 female 20
320 5 1 10 1 female 10
321 1 2 4 2 female 20
322 1 2 6 2 female 18
323 4 4 1 0 female 10
324 2 2 6 0 female 11
325 1 4 6 0 female 12
326 2 3 9 0 female 15
327 1 5 11 0 male 18
328 4 2 9 2 male 19
329 1 4 7 2 female 20
330 2 4 3 2 male 9
331 4 4 11 0 female 20
332 4 3 10 2 male 8
333 3 3 11 0 female 14
334 2 4 4 3 male 15
335 2 4 5 2 male 19
336 2 4 10 0 female 12
337 1 4 6 3 male 19
338 4 4 6 3 male 11
339 5 1 11 3 male 9
340 2 4 2 3 male 14
341 4 4 7 0 male 7
342 4 2 11 2 male 10
343 4 5 6 2 female 20
344 5 1 11 2 female 15
345 4 4 10 0 female 13
346 5 5 1 3 male 11
347 4 2 2 0 male 13
348 4 3 11 2 male 10
349 2 4 6 2 female 7
350 2 2 1 2 female 10
351 2 3 9 3 female 18
352 4 3 10 2 female 7
353 2 2 5 3 female 18
354 5 3 11 2 female 12
355 4 2 6 0 female 19
356 4 3 10 2 male 18
357 4 4 3 3 female 7
358 4 3 11 3 female 13
359 1 4 10 2 female 10
360 2 2 5 2 male 17
361 3 3 11 3 female 18
362 2 4 11 2 female 9
363 4 4 11 1 male 15
364 4 4 9 2 female 14
365 5 1 11 0 male 12
366 2 4 5 2 male 13
367 1 4 2 3 male 16
368 4 3 9 0 female 9
369 4 1 11 2 female 18
370 2 4 8 3 male 17
371 4 5 10 2 female 20
372 4 2 5 2 male 7
373 2 4 4 3 male 19
374 2 2 8 2 male 9
375 2 4 4 0 male 14
376 4 2 9 0 male 19
377 2 1 11 2 female 13
378 4 1 8 2 male 9
379 2 4 5 2 female 8
380 4 4 9 2 female 15
381 2 3 7 1 female 7
382 4 4 10 2 male 20
383 1 2 4 3 female 11
384 4 3 1 0 female 9
385 2 1 9 2 male 10
386 4 1 10 2 female 20
387 5 4 11 2 male 7
388 4 2 5 3 male 9
389 2 4 11 0 male 11
390 2 2 11 0 male 15
391 2 4 5 2 male 14
392 2 4 11 2 male 7
393 2 4 2 3 male 11
394 4 4 10 2 female 8
395 4 3 6 0 female 7
396 2 4 7 0 male 19
397 4 4 5 2 female 8
398 4 3 3 3 male 10
399 2 2 6 2 female 14
400 1 1 11 0 female 11
401 2 4 9 2 male 10
402 4 4 11 0 male 10
403 4 4 5 2 female 15
404 4 1 4 0 male 9
405 4 4 10 2 female 7
406 2 2 3 3 female 19
407 1 4 6 2 female 15
408 5 4 11 2 female 19
409 4 4 1 3 male 16
410 2 3 9 3 female 14
411 1 2 10 2 female 8
412 2 2 4 2 female 19
413 4 2 11 2 male 13
414 4 3 2 2 male 16
415 4 2 11 3 female 7
416 4 4 11 2 male 7
417 1 1 7 2 male 7
418 2 4 6 3 male 13
419 2 2 11 2 male 12
420 2 4 7 2 female 18
421 1 4 2 3 male 18
422 4 4 8 2 female 14
423 2 5 1 2 male 11
424 1 4 3 2 male 18
425 4 1 9 0 male 20
426 4 4 9 2 female 10
427 2 4 2 2 male 20
428 1 3 11 2 female 14
429 2 4 6 2 female 7
430 4 2 11 2 male 15
431 4 4 11 2 female 18
432 2 3 11 1 male 15
433 4 4 1 3 female 11
434 4 3 11 2 female 13
435 2 4 8 3 male 8
436 2 4 6 0 male 13
437 4 1 8 2 male 14
438 2 2 6 2 male 14
439 1 4 5 3 male 8
440 1 2 6 2 male 16
441 4 4 11 0 female 9
442 4 3 1 0 female 7
443 4 2 3 0 male 16
444 2 3 7 2 male 19
445 1 2 10 0 female 17
446 1 4 3 2 male 20
447 4 2 9 2 male 11
448 4 2 1 0 male 10
449 4 2 3 2 female 16
450 4 4 11 2 male 17
451 4 2 11 0 female 17
452 4 3 11 2 male 13
453 2 4 8 2 female 19
454 1 2 11 0 female 10
455 4 4 11 3 female 15
456 2 4 6 3 female 15
457 1 1 1 3 male 16
458 2 3 11 0 female 18
459 3 3 5 3 male 13
460 2 4 11 0 male 20
461 4 4 3 0 male 7
462 2 1 2 2 female 13
463 2 2 6 0 male 8
464 1 4 6 2 female 13
465 2 4 10 2 female 11
466 4 3 11 2 female 16
467 4 4 11 2 male 16
468 4 4 2 2 male 14
469 2 2 5 0 male 8
470 4 2 11 2 male 12
471 4 2 10 3 male 15
472 2 2 7 2 male 16
473 2 2 8 0 male 18
474 4 3 4 2 female 20
475 4 2 8 2 male 16
476 2 2 3 3 female 16
477 4 3 11 2 female 8
478 4 4 9 2 male 11
479 2 2 1 2 male 15
480 2 3 2 2 female 19
481 4 4 11 2 female 12
482 2 4 3 3 male 16
483 2 2 3 3 male 19
484 2 4 2 3 male 14
485 1 3 6 2 male 11
486 4 2 10 2 female 17
487 4 4 3 0 female 18
488 1 4 3 3 male 16
489 4 2 9 2 male 14
490 1 4 3 3 male 20
491 4 4 6 0 female 16
492 2 4 5 3 male 9
493 1 2 6 0 female 7
494 4 3 7 2 female 7
495 4 4 7 2 female 9
496 3 4 6 0 female 16
497 2 4 8 2 male 13
498 2 2 11 2 male 8
499 4 2 11 0 male 16
500 2 2 1 2 male 10
501 2 2 3 2 male 10
502 2 2 7 2 male 13
503 4 4 5 2 female 12
504 4 2 7 2 female 18
505 2 4 8 2 female 12
506 4 2 9 2 male 16
507 4 2 6 2 female 10
508 2 4 7 3 male 11
509 4 3 11 2 female 7
510 5 4 11 2 male 16
511 2 1 10 2 female 7
512 4 4 7 2 female 10
513 1 4 8 0 male 7
514 4 3 7 2 male 8
515 2 5 7 3 male 19
516 3 3 4 2 male 20
517 4 5 11 0 male 20
518 4 2 8 2 male 14
519 2 2 11 3 male 7
520 4 4 11 2 male 8
521 2 2 8 0 female 15
522 1 4 2 2 male 10
523 2 4 3 2 female 15
524 2 1 7 2 female 10
525 4 4 5 2 female 20
526 4 4 2 2 female 19
527 2 4 3 2 female 7
528 4 2 11 2 female 18
529 4 4 5 2 female 18
530 4 4 10 2 female 11
531 4 2 8 0 male 7
532 2 3 6 2 female 13
533 5 2 11 1 male 20
534 2 4 11 0 female 18
535 1 4 3 2 male 19
536 2 4 4 3 male 7
537 1 4 4 3 male 8
538 4 2 11 2 male 10
539 2 4 8 0 male 14
540 2 3 4 2 female 13
541 1 4 1 3 male 18
542 4 4 11 2 male 13
543 4 3 5 0 male 7
544 2 4 6 2 female 20
545 1 1 11 2 female 12
546 2 2 3 3 male 20
547 5 4 4 2 female 8
548 4 3 8 0 female 13
549 2 1 11 3 male 9
550 2 4 4 2 female 13
551 1 4 10 2 female 7
552 4 2 6 2 female 18
553 4 3 11 2 male 9
554 4 3 9 2 female 18
555 4 2 10 2 male 16
556 2 3 6 2 female 12
557 2 2 8 0 female 7
558 2 4 4 2 male 15
559 2 2 11 3 male 17
560 2 4 5 2 female 10
561 2 4 11 0 male 19
562 1 4 2 0 male 20
563 2 5 8 1 male 14
564 4 4 8 2 male 14
565 4 2 6 2 female 19
566 1 2 1 2 male 15
567 1 2 4 3 male 12
568 2 4 11 2 female 10
569 4 3 4 2 female 8
570 2 2 5 2 female 9
571 2 2 3 2 male 10
572 4 5 10 3 female 9
573 4 2 8 0 male 19
574 4 4 1 0 male 10
575 4 2 10 3 female 15
576 4 4 9 2 male 14
577 4 2 11 2 female 12
578 4 2 8 2 female 10
579 4 4 8 0 male 17
580 2 5 1 3 male 19
581 4 4 11 0 female 12
582 4 4 6 0 female 7
583 4 1 11 2 female 20
584 4 4 10 2 female 16
585 1 3 6 0 female 16
586 5 3 9 3 male 17
587 2 3 3 2 male 14
588 1 1 11 2 female 17
589 4 3 11 2 female 17
590 2 4 1 3 male 7
591 4 2 9 3 male 13
592 2 4 4 2 male 20
593 2 2 11 2 male 16
594 4 4 11 2 female 13
595 5 3 10 2 female 19
596 5 4 3 2 male 18
597 4 3 7 2 female 10
598 2 2 3 2 male 8
599 2 1 5 3 female 15
600 3 3 11 2 female 18
601 2 1 1 3 male 10
602 4 2 4 0 male 9
603 2 4 6 0 female 10
604 2 4 11 0 female 16
605 2 4 8 2 male 16
606 4 2 9 0 female 11
607 4 2 11 2 female 20
608 2 1 11 2 female 14
609 2 2 5 2 male 16
610 1 4 4 3 female 16
611 4 2 11 2 male 13
612 2 4 11 2 female 18
613 4 5 10 2 male 17
614 4 5 7 3 male 18
615 2 2 9 2 female 11
616 4 3 11 2 male 14
617 2 4 5 3 male 8
618 4 2 11 2 male 14
619 2 4 3 2 male 14
620 4 2 7 2 female 8
621 4 3 6 0 male 10
622 4 5 6 3 female 19
623 2 2 11 2 male 16
624 2 2 6 2 female 16
625 2 3 11 3 female 13
626 4 4 2 0 female 8
627 2 4 5 2 male 18
628 5 2 11 2 male 18
629 4 2 10 2 female 16
630 2 4 11 1 female 17
631 4 5 5 2 female 9
632 2 4 4 2 female 9
633 4 1 9 2 female 8
634 4 4 11 3 male 9
635 4 4 6 3 female 12
636 2 4 4 0 female 11
637 1 4 10 2 male 16
638 4 1 3 2 female 14
639 2 2 5 2 male 18
640 4 4 10 2 female 19
641 4 4 11 2 female 11
642 2 4 4 2 female 19
643 4 2 3 2 male 13
644 4 4 11 2 female 12
645 4 3 10 0 female 10
646 1 4 4 0 female 14
647 5 2 9 2 female 11
648 2 4 6 2 female 13
649 4 5 11 2 male 15
650 4 2 7 2 female 10
651 4 4 1 0 female 19
652 4 1 11 0 female 16
653 1 4 11 2 male 19
654 5 3 8 3 female 10
655 3 3 11 0 female 11
656 2 4 11 0 female 7
657 3 3 11 2 female 8
658 4 1 11 3 male 17
659 2 4 6 0 female 20
660 5 5 7 2 male 19
661 4 4 7 2 female 16
662 2 3 8 2 female 14
663 2 4 11 2 female 12
664 4 4 10 2 male 14
665 4 3 9 2 male 20
666 5 4 9 0 male 15
667 2 2 7 2 female 11
668 2 4 11 3 female 18
669 4 2 11 2 female 13
670 2 2 3 2 female 17
671 4 4 10 0 female 15
672 2 4 10 2 female 9
673 4 3 4 2 male 19
674 2 4 6 2 male 14
675 4 3 6 2 male 18
676 4 3 11 2 female 18
677 4 3 10 2 male 12
678 2 4 11 0 male 7
679 5 2 11 2 male 8
680 4 3 6 2 male 15
681 2 2 11 2 male 7
682 5 2 11 3 female 14
683 4 2 11 2 female 9
684 4 4 10 2 female 7
685 2 1 11 2 female 12
686 4 2 11 2 female 12
687 2 2 3 0 female 13
688 4 2 5 2 female 16
689 5 4 11 2 female 7
690 3 3 6 3 female 19
691 4 2 7 2 female 11
692 2 4 6 2 male 18
693 1 4 11 2 female 7
694 4 4 5 2 female 14
695 1 2 11 0 male 8
696 4 4 11 2 male 9
697 2 4 1 2 female 8
698 4 2 2 0 female 7
699 1 4 1 2 male 15
700 4 4 2 2 male 16
701 2 4 4 0 female 12
702 2 3 10 0 male 13
703 2 4 2 3 male 9
704 2 2 8 2 male 15
705 2 4 3 2 male 15
706 4 4 3 3 male 14
707 2 4 8 0 male 14
708 4 4 11 0 male 17
709 1 4 3 2 female 16
710 2 4 3 2 male 20
711 2 4 5 3 male 13
712 4 2 6 0 female 10
713 4 4 6 2 male 9
714 2 4 1 1 male 9
715 4 5 5 2 female 16
716 2 2 2 2 male 9
717 1 3 11 1 female 19
718 1 2 6 2 female 11
719 2 3 9 0 male 8
720 4 2 10 3 male 12
721 5 2 11 0 male 17
722 4 1 11 2 male 8
723 2 4 6 2 female 14
724 1 2 7 3 male 11
725 2 4 7 2 female 20
726 1 4 5 3 male 9
727 2 2 9 0 female 9
728 1 4 6 0 female 12
729 2 2 6 2 female 15
730 1 3 4 3 female 20
731 2 4 4 2 female 7
732 1 3 1 2 female 12
733 3 3 5 3 male 11
734 1 2 3 3 female 18
735 2 4 4 2 male 19
736 2 4 2 3 male 12
737 2 4 8 2 male 18
738 1 3 6 3 male 17
739 2 2 9 0 male 19
740 3 3 7 1 female 17
741 2 2 2 3 male 14
742 2 2 7 0 female 10
743 2 2 4 0 female 12
744 2 4 6 2 male 20
745 4 4 5 0 male 15
746 2 2 10 2 female 13
747 4 2 11 2 male 9
748 2 4 11 2 female 17
749 2 4 11 0 female 13
750 4 3 6 0 male 11
751 4 4 3 0 female 7
752 2 4 5 3 male 14
753 4 4 3 1 female 16
754 4 4 10 2 male 13
755 5 2 1 0 female 8
756 2 3 7 2 female 7
757 2 4 8 0 female 20
758 3 3 1 2 male 11
759 2 1 9 3 male 13
760 4 4 8 2 female 10
761 4 3 10 2 male 15
762 4 3 9 0 male 14
763 1 1 9 0 female 10
764 4 3 8 3 female 18
765 2 4 6 2 male 17
766 4 4 8 2 female 20
767 2 4 11 0 female 18
768 4 1 5 2 male 14
769 4 1 11 3 male 8
770 2 2 9 0 male 14
771 4 3 2 3 female 9
772 2 1 9 0 male 19
773 5 2 11 2 female 11
774 4 4 10 2 female 16
775 4 3 8 2 female 16
776 2 5 3 3 female 10
777 2 2 9 2 female 18
778 2 4 2 2 male 11
779 4 1 11 2 male 18
780 4 2 4 0 male 11
781 1 4 1 2 female 20
782 4 4 7 2 male 10
783 2 2 6 2 male 8
784 2 3 5 2 female 16
785 2 4 2 3 male 20
786 1 4 5 2 female 19
787 1 4 1 2 female 15
788 1 4 1 3 female 17
789 1 4 5 2 male 19
790 4 2 8 0 female 9
791 1 2 7 2 female 9
792 1 2 5 3 male 11
793 4 5 4 3 female 13
794 2 4 10 0 male 17
795 1 4 3 2 male 17
796 2 2 10 0 female 15
797 2 1 6 2 female 15
798 1 4 2 2 male 15
799 2 4 6 2 female 14
800 3 4 6 2 female 20
801 4 4 7 2 female 12
802 1 2 5 2 male 16
803 2 2 4 2 female 15
804 4 4 6 0 male 14
805 4 2 8 3 male 20
806 5 3 10 2 male 12
807 2 2 5 3 female 10
808 2 4 5 2 male 10
809 1 4 5 3 male 7
810 4 3 3 3 male 14
811 4 4 10 3 female 15
812 4 3 11 2 male 13
813 2 4 8 3 male 11
814 1 1 6 2 male 13
815 1 5 2 3 female 19
816 2 4 3 2 male 11
817 3 3 4 3 female 7
818 5 4 10 2 male 11
819 4 2 11 3 female 13
820 4 4 5 2 female 7
821 4 2 4 0 male 17
822 2 2 11 2 female 17
823 4 3 5 2 female 14
824 4 4 2 2 female 7
825 4 4 10 2 male 10
826 4 2 6 2 male 15
827 2 3 6 0 female 15
828 4 4 5 2 female 15
829 4 2 1 0 female 10
830 4 3 1 2 male 14
831 5 4 9 2 male 9
832 2 4 5 3 female 20
833 2 2 4 2 male 15
834 2 4 4 2 male 15
835 1 5 3 3 female 12
836 2 4 11 0 female 17
837 3 3 11 2 female 17
838 2 2 10 2 female 10
839 2 4 11 2 female 14
840 1 3 9 0 male 10
841 2 4 8 2 male 9
842 4 4 11 0 female 9
843 2 2 10 2 female 15
844 2 4 6 2 male 11
845 4 4 8 0 female 18
846 4 4 7 2 female 17
847 1 1 11 2 female 11
848 4 2 6 2 female 11
849 1 2 10 0 female 16
850 5 4 11 0 female 12
851 3 3 11 1 female 13
852 1 4 9 2 female 15
853 4 3 10 2 female 11
854 4 2 5 1 female 18
855 2 3 11 3 male 15
856 2 4 9 2 female 12
857 4 3 1 2 female 12
858 2 5 6 2 male 13
859 2 4 8 0 male 17
860 2 4 5 2 female 17
861 4 1 11 2 male 13
862 2 2 9 2 female 13
863 2 2 5 2 male 11
864 2 2 8 2 female 16
865 4 1 9 2 female 17
866 4 2 3 0 male 18
867 1 4 6 2 female 7
868 4 4 11 2 female 17
869 4 4 9 2 female 7
870 1 4 9 0 female 14
871 2 1 4 3 male 18
872 4 2 11 2 female 7
873 4 1 11 2 male 14
874 4 1 11 3 female 17
875 4 4 8 2 male 16
876 2 4 9 0 female 12
877 4 5 11 2 female 17
878 1 4 1 2 male 17
879 4 4 11 2 female 11
880 4 2 11 0 male 16
881 2 4 4 3 male 13
882 1 4 6 3 female 8
883 2 2 11 2 female 12
884 2 4 8 2 male 16
885 2 3 6 2 male 11
886 4 3 6 0 female 8
887 4 3 11 0 female 8
888 1 4 2 3 male 10
889 4 2 6 0 female 14
890 4 4 11 0 male 17
891 2 4 10 0 female 15
892 2 2 9 3 male 19
893 1 4 6 3 female 16
894 2 4 2 2 female 7
895 4 2 11 3 female 18
896 1 4 3 3 male 12
897 4 4 6 2 female 9
898 2 1 6 2 female 18
899 2 1 11 2 male 9
900 5 4 9 0 male 8
901 4 4 11 2 male 10
902 4 4 7 2 male 14
903 1 2 6 2 female 9
904 4 3 7 0 female 17
905 2 2 8 2 female 12
906 1 4 4 3 male 13
907 2 4 9 0 male 9
908 4 4 8 0 female 18
909 2 4 9 2 female 20
910 1 4 2 3 male 15
911 2 4 3 3 male 11
912 1 2 1 3 female 20
913 2 4 5 0 female 17
914 2 3 2 3 male 16
915 2 2 4 0 female 17
916 4 4 5 3 female 20
917 2 4 2 2 female 16
918 2 2 6 2 female 14
919 2 4 7 1 female 9
920 4 4 2 2 male 9
921 2 4 1 2 female 17
922 2 1 3 0 male 11
923 4 2 5 0 male 20
924 2 2 5 2 male 8
925 4 4 8 0 female 18
926 1 1 6 2 female 8
927 5 2 7 3 male 20
928 5 2 11 2 female 11
929 2 2 7 2 female 9
930 2 4 3 2 female 16
931 1 3 3 0 female 17
932 1 4 1 0 male 9
933 4 4 5 0 female 19
934 3 3 10 2 female 9
935 4 4 9 2 male 11
936 2 4 8 2 male 9
937 2 4 3 2 male 14
938 1 2 3 2 female 9
939 4 4 11 0 male 9
940 4 4 7 0 male 7
941 4 4 5 3 female 16
942 4 4 6 0 male 17
943 4 3 6 0 male 8
944 1 3 1 2 male 13
945 4 3 11 0 male 19
946 5 3 11 2 female 16
947 2 5 2 2 male 20
948 4 1 11 2 male 19
949 2 2 4 3 male 16
950 4 1 8 3 male 10
951 1 4 9 2 female 16
952 2 2 11 2 male 10
953 2 3 10 0 female 10
954 2 4 2 3 male 13
955 4 3 10 2 female 9
956 4 3 1 0 female 16
957 2 2 11 0 female 17
958 2 4 7 2 male 19
959 2 4 9 2 male 17
960 1 5 1 3 male 20
961 2 5 9 3 male 16
962 2 4 2 2 female 19
963 4 4 10 3 female 17
964 3 2 11 1 female 12
965 4 3 6 2 male 11
966 2 4 5 2 male 17
967 2 1 11 2 male 17
968 1 2 4 0 female 12
969 1 4 4 0 female 8
970 4 3 2 2 female 17
971 4 4 11 0 female 16
972 2 2 8 2 male 12
973 2 4 3 2 female 14
974 2 3 11 0 female 7
975 2 4 10 0 male 13
976 2 3 11 0 female 9
977 4 4 11 2 male 10
978 4 2 11 1 female 10
979 2 2 10 2 male 19
980 5 3 11 2 male 17
981 1 3 6 2 male 20
982 2 4 11 2 female 14
983 2 4 9 2 male 13
984 4 5 8 2 female 8
985 4 3 6 2 female 7
986 5 2 8 2 male 12
987 5 3 11 2 female 18
988 4 3 11 1 male 8
989 4 4 9 0 male 18
990 4 4 10 2 female 20
991 2 4 3 3 female 10
992 4 3 11 2 female 16
993 4 4 11 3 male 11
994 2 4 10 0 female 8
995 1 4 5 2 male 11
996 2 2 5 0 male 11
997 4 4 1 0 male 14
998 1 4 4 3 male 13
999 4 3 11 2 female 12
1000 2 4 11 2 female 9
1001 2 4 11 0 male 15
1002 2 4 11 2 male 11
1003 5 5 11 0 male 9
1004 4 4 4 0 female 17
1005 2 1 7 0 female 20
1006 2 3 5 2 female 11
1007 4 5 4 2 female 11
1008 1 3 11 0 male 16
1009 4 2 8 3 female 7
1010 2 2 4 1 female 19
1011 2 4 11 0 female 10
1012 2 4 3 2 female 10
1013 4 3 4 1 female 16
1014 4 4 11 2 female 12
1015 1 2 9 0 male 8
1016 4 2 11 2 female 18
1017 2 4 6 2 male 17
1018 4 4 5 2 male 11
1019 4 3 6 2 female 9
1020 2 4 1 0 male 18
1021 2 2 5 3 male 11
1022 1 2 11 1 male 19
1023 4 4 3 2 male 16
1024 2 4 11 2 male 16
1025 2 2 4 2 male 20
1026 2 4 4 2 female 9
1027 4 3 11 2 female 17
1028 2 4 10 2 male 8
1029 4 1 11 3 male 11
1030 2 3 9 2 female 18
1031 2 4 11 0 female 7
1032 4 3 8 2 female 19
1033 3 3 10 2 male 9
1034 2 2 7 0 female 18
1035 2 2 3 2 female 13
1036 4 4 2 0 male 12
1037 4 4 6 2 female 17
1038 2 4 2 2 male 17
1039 4 2 6 3 female 16
1040 4 2 4 2 female 19
1041 4 2 4 3 female 10
1042 2 4 10 0 female 11
1043 2 3 5 0 male 9
1044 2 2 5 2 male 13
1045 2 2 3 0 male 12
1046 4 4 11 0 female 13
1047 4 2 6 0 female 17
1048 4 4 10 0 male 9
1049 2 4 11 0 male 18
1050 2 3 11 0 female 18
1051 1 4 6 0 female 11
1052 2 2 9 0 female 11
1053 2 2 3 0 male 11
1054 5 1 11 1 male 16
1055 2 5 6 2 male 20
1056 1 2 3 0 male 20
1057 5 5 9 0 female 8
1058 1 4 11 1 male 9
1059 2 2 8 0 female 19
1060 4 4 11 2 male 9
1061 4 4 6 0 female 10
1062 4 5 5 3 male 15
1063 2 3 10 0 male 12
1064 2 4 2 2 female 13
1065 2 3 11 0 female 11
1066 2 2 1 0 male 14
1067 4 4 6 2 male 16
1068 2 4 3 2 male 20
1069 2 1 6 2 male 15
1070 4 2 11 2 male 14
1071 1 5 11 2 male 20
1072 5 1 11 2 female 9
1073 2 4 6 2 male 10
1074 5 4 11 2 female 9
1075 4 4 11 0 male 12
1076 2 1 1 2 male 16
1077 4 2 8 3 male 14
1078 3 4 8 0 female 19
1079 1 5 4 2 male 18
1080 2 2 2 2 female 7
1081 1 4 1 2 male 7
1082 3 3 5 0 male 16
1083 1 5 6 2 female 9
1084 1 4 3 3 male 16
1085 5 2 9 0 male 7
1086 2 3 7 0 female 9
1087 4 5 6 0 female 19
1088 4 4 10 2 female 12
1089 2 2 1 0 female 10
1090 5 3 9 0 male 14
1091 2 4 4 3 male 9
1092 5 5 3 2 male 7
1093 4 3 10 2 male 13
1094 1 4 2 3 female 20
1095 4 3 5 0 male 16
1096 2 2 2 2 female 18
1097 4 4 7 2 female 10
1098 2 2 1 2 female 15
1099 4 2 9 2 female 9
1100 1 3 6 0 male 18
1101 4 3 11 0 female 13
1102 5 3 8 0 male 20
1103 2 2 6 3 female 11
1104 1 4 4 2 female 14
1105 2 4 8 2 male 19
1106 3 2 11 0 male 20
1107 2 2 4 2 female 17
1108 4 4 11 2 female 11
1109 4 4 11 2 female 16
1110 2 4 8 2 female 8
1111 4 3 4 0 male 19
1112 4 3 3 0 female 8
1113 1 4 2 3 male 15
1114 2 2 11 2 male 20
1115 1 4 8 2 male 12
1116 4 2 8 0 female 9
1117 1 4 3 3 female 15
1118 2 4 2 2 female 8
1119 4 2 9 2 female 19
1120 4 2 10 2 female 12
1121 2 5 9 3 male 10
1122 2 1 5 3 male 9
1123 2 2 9 2 male 20
1124 4 4 1 2 female 7
1125 5 3 5 0 female 18
1126 2 4 6 2 male 16
1127 2 4 10 0 female 17
1128 2 3 6 0 female 15
1129 2 4 10 0 female 15
1130 2 3 6 2 male 16
1131 4 1 7 0 male 12
1132 5 4 7 3 female 13
1133 1 2 1 2 male 20
1134 5 2 11 2 female 14
1135 5 4 9 2 male 10
1136 4 5 3 0 female 15
1137 4 4 11 3 female 10
1138 2 2 4 2 male 12
1139 2 2 4 3 male 7
1140 1 4 3 3 male 7
1141 1 4 3 3 male 8
1142 3 3 11 2 female 17
1143 5 2 6 2 female 17
1144 2 3 11 0 female 19
1145 4 2 11 0 male 14
1146 1 4 1 0 female 14
1147 2 2 6 2 male 14
1148 1 2 6 0 female 13
1149 2 4 5 2 female 14
1150 4 3 9 0 female 7
1151 2 1 6 2 male 11
1152 1 4 6 3 male 7
1153 2 5 7 2 male 15
1154 2 3 6 2 female 7
1155 2 2 6 0 female 9
1156 2 4 6 0 female 11
1157 4 4 9 2 female 20
1158 4 4 6 2 female 9
1159 4 3 4 0 female 14
1160 2 5 11 0 female 18
1161 2 2 4 2 male 11
1162 2 4 1 3 male 16
1163 4 4 2 2 female 15
1164 4 1 11 2 male 13
1165 2 4 6 3 female 16
1166 4 3 11 2 female 9
1167 4 4 2 3 male 17
1168 1 3 4 2 female 13
1169 2 4 4 3 male 20
1170 2 4 5 2 female 11
1171 1 4 3 3 female 7
1172 1 4 4 0 male 19
1173 4 2 6 0 male 17
1174 2 2 11 0 female 12
1175 2 2 11 0 male 7
1176 4 4 10 2 female 7
1177 4 2 8 2 female 16
1178 2 2 7 0 female 9
1179 4 4 10 3 male 12
1180 2 4 9 0 female 10
1181 2 3 6 0 female 10
1182 2 3 11 0 male 14
1183 3 3 9 0 female 14
1184 2 3 11 2 female 17
1185 2 1 6 0 female 9
1186 4 3 10 2 female 11
1187 1 2 11 0 female 20
1188 4 2 7 0 female 16
1189 2 4 1 2 male 8
1190 4 4 11 0 male 9
1191 4 4 7 2 male 17
1192 2 4 4 0 female 13
1193 2 4 2 2 female 15
1194 4 3 9 2 female 18
1195 4 5 9 2 male 20
1196 2 2 6 3 male 10
1197 2 1 3 2 female 18
1198 2 4 5 3 female 10
1199 4 3 11 2 female 7
1200 2 2 4 2 male 10
1201 2 4 1 2 male 7
1202 3 3 11 1 female 7
1203 4 3 11 2 female 9
1204 1 4 3 0 female 11
1205 4 2 9 2 male 20
1206 2 4 1 2 male 19
1207 4 2 9 0 female 8
1208 2 3 4 2 female 15
1209 2 4 6 0 female 17
1210 2 4 6 2 female 15
1211 2 4 2 3 female 13
1212 2 1 4 0 male 20
1213 2 5 3 0 male 9
1214 2 2 7 2 male 17
1215 2 4 11 0 female 11
1216 2 4 7 2 female 8
1217 4 4 11 2 male 20
1218 2 4 5 3 male 16
1219 4 4 9 0 male 8
1220 2 2 2 2 male 8
1221 2 4 6 0 female 12
1222 4 1 11 2 male 13
1223 5 3 11 2 male 20
1224 4 4 9 0 male 15
1225 4 4 1 3 female 14
1226 2 4 3 0 female 20
1227 2 2 8 2 female 10
1228 2 5 5 0 female 20
1229 2 2 8 2 male 8
1230 2 2 5 3 male 11
1231 1 4 1 2 female 16
1232 2 4 5 2 male 19
1233 1 1 3 3 male 19
1234 2 2 4 2 female 17
1235 4 5 11 3 male 10
1236 4 4 1 2 female 10
1237 2 4 6 2 female 13
1238 2 2 1 0 female 10
1239 2 2 3 0 female 7
1240 4 1 8 2 female 8
1241 2 2 5 2 female 16
1242 4 4 10 0 female 19
1243 2 4 5 0 female 8
1244 1 5 11 0 male 13
1245 2 1 2 2 female 15
1246 2 5 10 0 female 12
1247 4 4 11 3 female 12
1248 2 4 3 2 female 14
1249 5 2 7 3 female 19
1250 3 4 11 0 female 9
1251 1 1 3 2 female 17
1252 2 4 6 2 female 14
1253 2 4 11 2 male 11
1254 2 3 3 2 female 8
1255 4 1 11 0 male 14
1256 2 4 11 2 female 7
1257 2 4 4 2 female 13
1258 4 1 11 2 male 12
1259 2 4 1 2 male 13
1260 5 2 11 2 female 8
1261 2 2 1 2 female 14
1262 4 4 11 2 male 12
1263 4 4 11 2 female 19
1264 4 3 3 2 female 15
1265 2 2 3 2 male 9
1266 2 3 11 0 male 18
1267 4 4 11 3 female 14
1268 4 2 10 3 male 17
1269 2 4 3 0 female 15
1270 2 2 10 1 female 9
1271 5 2 11 2 male 14
1272 4 5 11 0 male 15
1273 2 2 3 2 female 19
1274 4 4 9 0 female 16
1275 4 2 6 0 male 8
1276 2 4 3 2 female 15
1277 1 4 4 2 female 15
1278 4 3 8 0 female 19
1279 1 4 10 0 male 14
1280 2 2 5 2 male 11
1281 2 2 4 2 female 8
1282 2 4 3 2 male 20
1283 4 1 11 2 female 19
1284 2 4 4 3 male 15
1285 2 4 9 2 male 20
1286 2 4 5 2 male 19
1287 4 3 11 3 male 8
1288 2 4 11 3 male 9
1289 4 2 5 3 male 13
1290 1 2 11 1 female 19
1291 4 2 8 2 male 10
1292 4 3 2 3 male 16
1293 2 2 1 2 male 15
1294 2 2 7 2 female 9
1295 2 4 4 2 male 11
1296 4 3 4 0 female 10
1297 2 4 6 0 male 10
1298 4 2 7 0 male 11
1299 2 3 11 2 female 13
1300 2 5 11 0 female 7
1301 4 4 4 0 female 7
1302 2 5 6 2 female 8
1303 2 4 3 3 male 8
1304 1 4 4 3 male 17
1305 4 4 10 0 male 14
1306 1 4 1 2 male 9
1307 4 2 3 0 male 17
1308 2 2 5 2 female 10
1309 2 4 3 2 male 12
1310 1 2 6 0 female 12
1311 2 2 5 2 female 16
1312 2 4 6 0 female 7
1313 4 2 10 3 male 11
1314 4 3 6 2 male 15
1315 4 4 11 0 female 14
1316 4 4 5 0 male 13
1317 4 4 11 0 female 9
1318 4 2 9 0 male 12
1319 1 5 11 0 female 13
1320 5 2 11 2 female 16
1321 2 4 9 2 female 14
1322 4 4 9 2 male 8
1323 2 4 11 0 female 7
1324 4 5 11 0 male 11
1325 2 2 8 0 male 17
1326 4 2 11 0 male 20
1327 2 2 1 2 male 19
1328 2 2 11 2 female 7
1329 4 2 7 0 female 17
1330 4 3 8 0 male 15
1331 5 2 9 3 male 15
1332 4 5 9 0 male 13
1333 4 4 7 2 male 20
1334 2 2 11 0 female 12
1335 4 2 7 2 male 17
1336 2 4 10 1 female 20
1337 2 4 1 2 male 18
1338 2 4 1 3 female 8
1339 2 4 3 3 male 10
1340 1 3 6 0 female 19
1341 2 3 11 0 female 13
1342 2 4 6 2 male 14
1343 4 3 6 2 female 14
1344 4 4 2 2 male 13
1345 4 1 6 2 female 8
1346 4 5 11 2 female 8
1347 2 4 4 0 female 13
1348 5 4 8 3 male 16
1349 2 4 1 1 male 13
1350 4 3 7 2 female 10
1351 2 4 6 3 male 16
1352 2 4 6 2 female 13
1353 5 2 8 0 female 18
1354 2 2 3 3 female 14
1355 4 4 9 2 female 15
1356 1 2 6 3 male 7
1357 1 4 5 2 female 17
1358 1 4 3 2 female 7
1359 4 1 11 2 female 19
1360 4 4 4 0 female 13
1361 2 4 3 3 male 15
1362 4 2 11 0 male 7
1363 4 2 6 0 female 7
1364 4 3 2 2 female 7
1365 4 4 8 2 male 11
1366 5 3 11 2 female 12
1367 4 2 7 0 female 11
1368 2 2 11 2 male 11
1369 4 4 9 2 male 9
1370 4 4 9 3 male 16
1371 4 2 6 2 female 14
1372 4 1 1 2 male 19
1373 2 4 2 2 male 19
1374 2 3 11 0 female 9
1375 2 4 6 3 male 13
1376 1 3 11 0 female 12
1377 4 2 10 2 male 16
1378 2 2 6 2 male 18
1379 2 3 11 2 female 10
1380 4 2 11 2 male 20
1381 2 3 6 0 female 20
1382 4 4 6 0 male 9
1383 2 4 1 2 male 14
1384 2 3 4 0 female 17
1385 2 3 10 0 male 11
1386 4 4 11 0 male 9
1387 2 4 9 2 female 18
1388 1 4 4 0 female 9
1389 2 4 11 0 female 13
1390 2 4 6 0 female 15
1391 2 4 10 3 male 10
1392 4 1 11 2 female 19
1393 2 4 5 3 male 7
1394 5 2 11 2 male 10
1395 4 2 11 0 female 10
1396 1 4 6 3 male 18
1397 2 4 3 2 male 17
1398 4 4 4 0 male 18
1399 2 2 11 3 female 12
1400 5 4 9 3 male 18
1401 4 3 10 2 female 8
1402 2 2 3 3 female 19
1403 5 1 10 3 male 11
1404 4 1 2 2 female 11
1405 4 4 5 3 male 13
1406 1 4 6 3 male 17
1407 2 4 1 2 male 16
1408 2 3 11 0 female 10
1409 4 4 5 2 female 11
1410 2 3 11 0 male 16
1411 1 4 11 2 male 7
1412 1 4 11 0 female 9
1413 1 3 6 0 male 11
1414 2 4 9 0 female 11
1415 2 2 3 2 female 14
1416 4 2 6 2 male 12
1417 4 4 6 2 male 15
1418 2 4 1 2 female 20
1419 4 4 6 0 female 8
1420 2 2 2 2 female 13
1421 2 5 1 2 female 11
1422 4 3 2 0 male 8
1423 1 4 8 2 female 7
1424 1 4 1 2 male 7
1425 1 2 4 3 male 10
1426 1 4 7 0 male 7
1427 2 2 9 0 female 20
1428 1 4 1 2 female 20
1429 4 4 5 2 male 19
1430 2 3 10 0 male 14
1431 2 3 3 0 female 19
1432 4 4 3 2 female 13
1433 2 5 3 0 male 11
1434 1 4 8 1 male 10
1435 4 2 11 0 male 20
1436 2 4 8 2 male 19
1437 1 3 1 0 male 8
1438 2 2 7 2 male 18
1439 2 2 2 2 male 19
1440 1 3 10 2 male 7
1441 2 4 8 2 female 20
1442 2 3 6 2 male 18
1443 4 4 10 2 female 13
1444 2 4 6 2 female 16
1445 2 4 11 0 female 17
1446 2 2 11 0 male 18
1447 2 4 4 2 female 8
1448 5 2 11 2 male 15
1449 4 3 3 0 female 11
1450 2 4 5 0 female 13
1451 2 3 5 0 female 17
1452 2 2 1 3 male 12
1453 4 4 11 2 male 10
1454 2 4 11 2 female 12
1455 5 4 9 2 male 10
1456 3 3 11 1 male 7
1457 1 4 4 2 male 16
1458 1 4 11 0 female 19
1459 1 4 1 2 female 13
1460 2 3 1 0 female 8
1461 4 2 8 1 male 10
1462 1 2 6 3 male 9
1463 1 3 11 0 female 14
1464 4 4 3 2 male 20
1465 2 2 7 2 male 8
1466 2 2 11 0 male 15
1467 2 4 11 0 female 15
1468 2 2 6 2 female 18
1469 2 4 6 2 male 9
1470 5 2 11 2 male 11
1471 1 4 1 2 male 18
1472 1 4 2 2 male 19
1473 1 3 3 3 male 19
1474 1 2 5 0 female 8
1475 4 4 8 0 male 9
1476 2 4 4 2 male 17
1477 2 1 7 2 male 13
1478 1 4 3 2 male 20
1479 2 4 4 2 female 15
1480 1 3 3 3 male 15
1481 4 2 7 2 female 8
1482 4 4 9 2 female 9
1483 4 2 5 2 female 8
1484 5 2 9 2 female 17
1485 4 4 3 3 male 8
1486 4 4 11 0 female 20
1487 4 4 1 2 male 7
1488 2 4 3 3 male 13
1489 4 4 2 2 male 14
1490 4 1 10 0 female 20
1491 4 4 1 1 female 10
1492 1 3 11 0 male 9
1493 4 4 6 2 female 12
1494 2 3 6 2 female 20
1495 2 1 6 2 female 14
1496 4 4 9 2 male 10
1497 4 4 5 2 female 13
1498 2 2 6 2 female 16
1499 2 3 1 3 female 18
1500 4 4 11 0 female 12
1501 2 3 4 0 female 13
1502 2 5 9 3 female 18
1503 4 5 5 3 female 9
1504 2 4 6 2 female 15
1505 1 2 3 3 male 7
1506 4 4 6 2 male 15
1507 1 1 6 2 male 12
1508 4 4 8 2 female 18
1509 2 4 11 2 male 13
1510 2 3 4 2 female 15
1511 2 1 11 0 male 20
1512 2 2 8 2 female 12
1513 4 4 7 1 male 14
1514 2 2 4 2 male 11
1515 2 4 11 0 female 16
1516 1 4 11 2 female 19
1517 2 2 4 2 male 14
1518 2 3 11 2 male 11
1519 2 3 5 2 male 9
1520 2 4 8 2 male 17
1521 4 4 11 3 male 10
1522 4 4 8 2 male 9
1523 4 4 2 2 male 18
1524 4 1 11 2 male 20
1525 4 4 11 0 female 105 group & summarise
# A tibble: 3 × 3
vote Votes Average_age
<fct> <int> <dbl>
1 Conservative 462 56.9
2 Labour 720 53.0
3 Liberal Democrat 343 53.0# A tibble: 6 × 4
# Groups: vote [3]
vote gender Votes Average_age
<fct> <fct> <int> <dbl>
1 Conservative female 259 58.3
2 Conservative male 203 55.1
3 Labour female 372 52.5
4 Labour male 348 53.5
5 Liberal Democrat female 181 53.0
6 Liberal Democrat male 162 53.15.1 slice
# A tibble: 6 × 10
# Groups: vote [2]
vote age economic.cond.national economic.cond.househ…¹ Blair Hague Kennedy
<fct> <int> <int> <int> <int> <int> <int>
1 Conse… 93 4 4 5 5 2
2 Conse… 92 3 3 4 4 3
3 Conse… 92 3 3 2 4 2
4 Labour 91 4 3 4 4 3
5 Labour 89 4 3 4 4 3
6 Labour 89 5 5 5 2 1
# ℹ abbreviated name: ¹economic.cond.household
# ℹ 3 more variables: Europe <int>, political.knowledge <int>, gender <fct>. . .
# A tibble: 6 × 10
# Groups: vote [2]
vote age economic.cond.national economic.cond.househ…¹ Blair Hague Kennedy
<fct> <int> <int> <int> <int> <int> <int>
1 Conse… 24 3 2 4 2 2
2 Conse… 24 3 4 2 4 2
3 Conse… 24 4 4 2 1 3
4 Conse… 24 4 5 4 4 2
5 Labour 24 4 2 2 1 3
6 Labour 24 3 5 4 1 2
# ℹ abbreviated name: ¹economic.cond.household
# ℹ 3 more variables: Europe <int>, political.knowledge <int>, gender <fct>. . .
vote age economic.cond.national economic.cond.household Blair
534 Liberal Democrat 71 3 3 4
1368 Labour 69 3 3 4
674 Labour 79 5 4 4
647 Conservative 37 2 4 2
951 Liberal Democrat 49 3 3 2
1281 Labour 42 3 1 4
Hague Kennedy Europe political.knowledge gender
534 2 4 11 0 female
1368 2 2 11 2 male
674 2 4 6 2 male
647 5 2 9 2 female
951 1 4 9 2 female
1281 2 2 4 2 female. . .
vote age economic.cond.national economic.cond.household Blair
1407 Labour 59 3 2 1
715 Labour 37 3 2 4
1440 Labour 87 4 4 4
945 Liberal Democrat 41 3 3 2
183 Conservative 76 4 3 1
527 Liberal Democrat 66 4 4 4
Hague Kennedy Europe political.knowledge gender
1407 2 4 1 2 male
715 4 5 5 2 female
1440 1 3 10 2 male
945 4 3 11 0 male
183 4 2 11 3 male
527 2 4 3 2 female6 Homework
6.1 Task 1: filter rows in dataset BEPS
age <= 27
35 <= age <= 55
age == 54 and vote is Labour and gender is female
meet either condition: age = 54; vote is Conservative or gender is male
political.knowledge is not zero.
Sort Europe from high to low
. . .
6.2 Task 2: select columns
select vote, age and gender and name them as Party, Age, and Sex, then filter those age >= 35 and gender is female
select vote, Europe and political.knowledge, then sort political.knowledge from high to low and vote by alphabetic order.
select all variables but Blair, Hague, Kennedy
. . .
6.3 Task 3: mutate new variables
Create a new variable which is the sum of Blair, Hague, Kennedy, name it “BHK”, and put it in front of Blair.
Create a new variable named “retired”, with 1 over age 65, 0 others, then put it after variable age.
6.4 Task 4: group and summarise
group gender, then count the number of male and female, and calculate average age and average political.knowledge
group vote and gender, then count the number, and find out the maximum age and minimum age.
Thank you!
