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
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Hague Kennedy Europe political.knowledge gender education
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1029 4 1 11 3 male 13
1030 2 3 9 2 female 16
1031 2 4 11 0 female 7
1032 4 3 8 2 female 11
1033 3 3 10 2 male 8
1034 2 2 7 0 female 15
1035 2 2 3 2 female 12
1036 4 4 2 0 male 10
1037 4 4 6 2 female 20
1038 2 4 2 2 male 20
1039 4 2 6 3 female 7
1040 4 2 4 2 female 20
1041 4 2 4 3 female 9
1042 2 4 10 0 female 13
1043 2 3 5 0 male 11
1044 2 2 5 2 male 12
1045 2 2 3 0 male 9
1046 4 4 11 0 female 11
1047 4 2 6 0 female 18
1048 4 4 10 0 male 20
1049 2 4 11 0 male 19
1050 2 3 11 0 female 10
1051 1 4 6 0 female 12
1052 2 2 9 0 female 20
1053 2 2 3 0 male 17
1054 5 1 11 1 male 11
1055 2 5 6 2 male 10
1056 1 2 3 0 male 9
1057 5 5 9 0 female 7
1058 1 4 11 1 male 11
1059 2 2 8 0 female 11
1060 4 4 11 2 male 16
1061 4 4 6 0 female 14
1062 4 5 5 3 male 9
1063 2 3 10 0 male 11
1064 2 4 2 2 female 14
1065 2 3 11 0 female 16
1066 2 2 1 0 male 17
1067 4 4 6 2 male 17
1068 2 4 3 2 male 13
1069 2 1 6 2 male 15
1070 4 2 11 2 male 7
1071 1 5 11 2 male 12
1072 5 1 11 2 female 8
1073 2 4 6 2 male 19
1074 5 4 11 2 female 17
1075 4 4 11 0 male 14
1076 2 1 1 2 male 7
1077 4 2 8 3 male 18
1078 3 4 8 0 female 13
1079 1 5 4 2 male 9
1080 2 2 2 2 female 16
1081 1 4 1 2 male 17
1082 3 3 5 0 male 20
1083 1 5 6 2 female 16
1084 1 4 3 3 male 11
1085 5 2 9 0 male 7
1086 2 3 7 0 female 14
1087 4 5 6 0 female 20
1088 4 4 10 2 female 11
1089 2 2 1 0 female 10
1090 5 3 9 0 male 11
1091 2 4 4 3 male 7
1092 5 5 3 2 male 14
1093 4 3 10 2 male 15
1094 1 4 2 3 female 18
1095 4 3 5 0 male 8
1096 2 2 2 2 female 16
1097 4 4 7 2 female 18
1098 2 2 1 2 female 10
1099 4 2 9 2 female 8
1100 1 3 6 0 male 9
1101 4 3 11 0 female 11
1102 5 3 8 0 male 9
1103 2 2 6 3 female 13
1104 1 4 4 2 female 20
1105 2 4 8 2 male 10
1106 3 2 11 0 male 18
1107 2 2 4 2 female 17
1108 4 4 11 2 female 14
1109 4 4 11 2 female 12
1110 2 4 8 2 female 16
1111 4 3 4 0 male 20
1112 4 3 3 0 female 12
1113 1 4 2 3 male 8
1114 2 2 11 2 male 11
1115 1 4 8 2 male 11
1116 4 2 8 0 female 7
1117 1 4 3 3 female 9
1118 2 4 2 2 female 20
1119 4 2 9 2 female 19
1120 4 2 10 2 female 18
1121 2 5 9 3 male 7
1122 2 1 5 3 male 12
1123 2 2 9 2 male 8
1124 4 4 1 2 female 8
1125 5 3 5 0 female 7
1126 2 4 6 2 male 14
1127 2 4 10 0 female 14
1128 2 3 6 0 female 15
1129 2 4 10 0 female 20
1130 2 3 6 2 male 19
1131 4 1 7 0 male 20
1132 5 4 7 3 female 20
1133 1 2 1 2 male 12
1134 5 2 11 2 female 18
1135 5 4 9 2 male 19
1136 4 5 3 0 female 12
1137 4 4 11 3 female 13
1138 2 2 4 2 male 9
1139 2 2 4 3 male 13
1140 1 4 3 3 male 18
1141 1 4 3 3 male 9
1142 3 3 11 2 female 12
1143 5 2 6 2 female 14
1144 2 3 11 0 female 18
1145 4 2 11 0 male 8
1146 1 4 1 0 female 16
1147 2 2 6 2 male 12
1148 1 2 6 0 female 16
1149 2 4 5 2 female 18
1150 4 3 9 0 female 16
1151 2 1 6 2 male 20
1152 1 4 6 3 male 17
1153 2 5 7 2 male 10
1154 2 3 6 2 female 17
1155 2 2 6 0 female 15
1156 2 4 6 0 female 8
1157 4 4 9 2 female 17
1158 4 4 6 2 female 9
1159 4 3 4 0 female 20
1160 2 5 11 0 female 16
1161 2 2 4 2 male 15
1162 2 4 1 3 male 7
1163 4 4 2 2 female 8
1164 4 1 11 2 male 9
1165 2 4 6 3 female 20
1166 4 3 11 2 female 7
1167 4 4 2 3 male 12
1168 1 3 4 2 female 16
1169 2 4 4 3 male 20
1170 2 4 5 2 female 19
1171 1 4 3 3 female 8
1172 1 4 4 0 male 9
1173 4 2 6 0 male 13
1174 2 2 11 0 female 16
1175 2 2 11 0 male 9
1176 4 4 10 2 female 7
1177 4 2 8 2 female 8
1178 2 2 7 0 female 19
1179 4 4 10 3 male 9
1180 2 4 9 0 female 7
1181 2 3 6 0 female 19
1182 2 3 11 0 male 12
1183 3 3 9 0 female 15
1184 2 3 11 2 female 7
1185 2 1 6 0 female 16
1186 4 3 10 2 female 19
1187 1 2 11 0 female 17
1188 4 2 7 0 female 8
1189 2 4 1 2 male 13
1190 4 4 11 0 male 9
1191 4 4 7 2 male 7
1192 2 4 4 0 female 18
1193 2 4 2 2 female 16
1194 4 3 9 2 female 11
1195 4 5 9 2 male 14
1196 2 2 6 3 male 7
1197 2 1 3 2 female 12
1198 2 4 5 3 female 14
1199 4 3 11 2 female 7
1200 2 2 4 2 male 15
1201 2 4 1 2 male 19
1202 3 3 11 1 female 11
1203 4 3 11 2 female 12
1204 1 4 3 0 female 19
1205 4 2 9 2 male 12
1206 2 4 1 2 male 19
1207 4 2 9 0 female 16
1208 2 3 4 2 female 12
1209 2 4 6 0 female 19
1210 2 4 6 2 female 15
1211 2 4 2 3 female 19
1212 2 1 4 0 male 18
1213 2 5 3 0 male 15
1214 2 2 7 2 male 19
1215 2 4 11 0 female 16
1216 2 4 7 2 female 8
1217 4 4 11 2 male 14
1218 2 4 5 3 male 14
1219 4 4 9 0 male 12
1220 2 2 2 2 male 17
1221 2 4 6 0 female 8
1222 4 1 11 2 male 18
1223 5 3 11 2 male 15
1224 4 4 9 0 male 19
1225 4 4 1 3 female 8
1226 2 4 3 0 female 8
1227 2 2 8 2 female 11
1228 2 5 5 0 female 17
1229 2 2 8 2 male 10
1230 2 2 5 3 male 10
1231 1 4 1 2 female 20
1232 2 4 5 2 male 15
1233 1 1 3 3 male 15
1234 2 2 4 2 female 17
1235 4 5 11 3 male 9
1236 4 4 1 2 female 10
1237 2 4 6 2 female 13
1238 2 2 1 0 female 9
1239 2 2 3 0 female 12
1240 4 1 8 2 female 16
1241 2 2 5 2 female 20
1242 4 4 10 0 female 7
1243 2 4 5 0 female 15
1244 1 5 11 0 male 12
1245 2 1 2 2 female 12
1246 2 5 10 0 female 12
1247 4 4 11 3 female 15
1248 2 4 3 2 female 8
1249 5 2 7 3 female 15
1250 3 4 11 0 female 19
1251 1 1 3 2 female 8
1252 2 4 6 2 female 15
1253 2 4 11 2 male 12
1254 2 3 3 2 female 13
1255 4 1 11 0 male 16
1256 2 4 11 2 female 17
1257 2 4 4 2 female 15
1258 4 1 11 2 male 8
1259 2 4 1 2 male 16
1260 5 2 11 2 female 15
1261 2 2 1 2 female 10
1262 4 4 11 2 male 13
1263 4 4 11 2 female 20
1264 4 3 3 2 female 16
1265 2 2 3 2 male 18
1266 2 3 11 0 male 18
1267 4 4 11 3 female 20
1268 4 2 10 3 male 7
1269 2 4 3 0 female 12
1270 2 2 10 1 female 15
1271 5 2 11 2 male 12
1272 4 5 11 0 male 7
1273 2 2 3 2 female 11
1274 4 4 9 0 female 11
1275 4 2 6 0 male 18
1276 2 4 3 2 female 16
1277 1 4 4 2 female 8
1278 4 3 8 0 female 16
1279 1 4 10 0 male 12
1280 2 2 5 2 male 13
1281 2 2 4 2 female 14
1282 2 4 3 2 male 11
1283 4 1 11 2 female 12
1284 2 4 4 3 male 11
1285 2 4 9 2 male 17
1286 2 4 5 2 male 10
1287 4 3 11 3 male 18
1288 2 4 11 3 male 19
1289 4 2 5 3 male 13
1290 1 2 11 1 female 10
1291 4 2 8 2 male 17
1292 4 3 2 3 male 15
1293 2 2 1 2 male 15
1294 2 2 7 2 female 18
1295 2 4 4 2 male 11
1296 4 3 4 0 female 15
1297 2 4 6 0 male 18
1298 4 2 7 0 male 9
1299 2 3 11 2 female 8
1300 2 5 11 0 female 19
1301 4 4 4 0 female 20
1302 2 5 6 2 female 12
1303 2 4 3 3 male 12
1304 1 4 4 3 male 7
1305 4 4 10 0 male 20
1306 1 4 1 2 male 12
1307 4 2 3 0 male 9
1308 2 2 5 2 female 14
1309 2 4 3 2 male 18
1310 1 2 6 0 female 9
1311 2 2 5 2 female 17
1312 2 4 6 0 female 11
1313 4 2 10 3 male 7
1314 4 3 6 2 male 10
1315 4 4 11 0 female 8
1316 4 4 5 0 male 12
1317 4 4 11 0 female 10
1318 4 2 9 0 male 17
1319 1 5 11 0 female 14
1320 5 2 11 2 female 17
1321 2 4 9 2 female 18
1322 4 4 9 2 male 8
1323 2 4 11 0 female 8
1324 4 5 11 0 male 9
1325 2 2 8 0 male 12
1326 4 2 11 0 male 18
1327 2 2 1 2 male 7
1328 2 2 11 2 female 12
1329 4 2 7 0 female 10
1330 4 3 8 0 male 11
1331 5 2 9 3 male 15
1332 4 5 9 0 male 7
1333 4 4 7 2 male 11
1334 2 2 11 0 female 20
1335 4 2 7 2 male 17
1336 2 4 10 1 female 11
1337 2 4 1 2 male 10
1338 2 4 1 3 female 8
1339 2 4 3 3 male 15
1340 1 3 6 0 female 20
1341 2 3 11 0 female 19
1342 2 4 6 2 male 17
1343 4 3 6 2 female 12
1344 4 4 2 2 male 13
1345 4 1 6 2 female 16
1346 4 5 11 2 female 7
1347 2 4 4 0 female 18
1348 5 4 8 3 male 14
1349 2 4 1 1 male 20
1350 4 3 7 2 female 7
1351 2 4 6 3 male 10
1352 2 4 6 2 female 20
1353 5 2 8 0 female 12
1354 2 2 3 3 female 19
1355 4 4 9 2 female 14
1356 1 2 6 3 male 13
1357 1 4 5 2 female 9
1358 1 4 3 2 female 18
1359 4 1 11 2 female 14
1360 4 4 4 0 female 12
1361 2 4 3 3 male 14
1362 4 2 11 0 male 7
1363 4 2 6 0 female 8
1364 4 3 2 2 female 8
1365 4 4 8 2 male 15
1366 5 3 11 2 female 8
1367 4 2 7 0 female 11
1368 2 2 11 2 male 17
1369 4 4 9 2 male 19
1370 4 4 9 3 male 11
1371 4 2 6 2 female 17
1372 4 1 1 2 male 13
1373 2 4 2 2 male 8
1374 2 3 11 0 female 12
1375 2 4 6 3 male 18
1376 1 3 11 0 female 18
1377 4 2 10 2 male 11
1378 2 2 6 2 male 10
1379 2 3 11 2 female 10
1380 4 2 11 2 male 13
1381 2 3 6 0 female 8
1382 4 4 6 0 male 12
1383 2 4 1 2 male 20
1384 2 3 4 0 female 8
1385 2 3 10 0 male 12
1386 4 4 11 0 male 16
1387 2 4 9 2 female 14
1388 1 4 4 0 female 18
1389 2 4 11 0 female 10
1390 2 4 6 0 female 10
1391 2 4 10 3 male 19
1392 4 1 11 2 female 10
1393 2 4 5 3 male 7
1394 5 2 11 2 male 7
1395 4 2 11 0 female 17
1396 1 4 6 3 male 14
1397 2 4 3 2 male 7
1398 4 4 4 0 male 20
1399 2 2 11 3 female 15
1400 5 4 9 3 male 13
1401 4 3 10 2 female 17
1402 2 2 3 3 female 20
1403 5 1 10 3 male 12
1404 4 1 2 2 female 10
1405 4 4 5 3 male 15
1406 1 4 6 3 male 7
1407 2 4 1 2 male 8
1408 2 3 11 0 female 16
1409 4 4 5 2 female 13
1410 2 3 11 0 male 10
1411 1 4 11 2 male 12
1412 1 4 11 0 female 10
1413 1 3 6 0 male 7
1414 2 4 9 0 female 11
1415 2 2 3 2 female 20
1416 4 2 6 2 male 9
1417 4 4 6 2 male 11
1418 2 4 1 2 female 9
1419 4 4 6 0 female 7
1420 2 2 2 2 female 18
1421 2 5 1 2 female 17
1422 4 3 2 0 male 10
1423 1 4 8 2 female 8
1424 1 4 1 2 male 18
1425 1 2 4 3 male 7
1426 1 4 7 0 male 9
1427 2 2 9 0 female 14
1428 1 4 1 2 female 10
1429 4 4 5 2 male 7
1430 2 3 10 0 male 10
1431 2 3 3 0 female 20
1432 4 4 3 2 female 15
1433 2 5 3 0 male 10
1434 1 4 8 1 male 20
1435 4 2 11 0 male 8
1436 2 4 8 2 male 9
1437 1 3 1 0 male 18
1438 2 2 7 2 male 9
1439 2 2 2 2 male 16
1440 1 3 10 2 male 11
1441 2 4 8 2 female 9
1442 2 3 6 2 male 15
1443 4 4 10 2 female 8
1444 2 4 6 2 female 10
1445 2 4 11 0 female 17
1446 2 2 11 0 male 17
1447 2 4 4 2 female 16
1448 5 2 11 2 male 9
1449 4 3 3 0 female 19
1450 2 4 5 0 female 7
1451 2 3 5 0 female 10
1452 2 2 1 3 male 19
1453 4 4 11 2 male 11
1454 2 4 11 2 female 17
1455 5 4 9 2 male 8
1456 3 3 11 1 male 20
1457 1 4 4 2 male 12
1458 1 4 11 0 female 19
1459 1 4 1 2 female 13
1460 2 3 1 0 female 17
1461 4 2 8 1 male 13
1462 1 2 6 3 male 11
1463 1 3 11 0 female 9
1464 4 4 3 2 male 8
1465 2 2 7 2 male 9
1466 2 2 11 0 male 14
1467 2 4 11 0 female 14
1468 2 2 6 2 female 18
1469 2 4 6 2 male 19
1470 5 2 11 2 male 17
1471 1 4 1 2 male 11
1472 1 4 2 2 male 12
1473 1 3 3 3 male 10
1474 1 2 5 0 female 18
1475 4 4 8 0 male 20
1476 2 4 4 2 male 13
1477 2 1 7 2 male 12
1478 1 4 3 2 male 18
1479 2 4 4 2 female 7
1480 1 3 3 3 male 17
1481 4 2 7 2 female 15
1482 4 4 9 2 female 15
1483 4 2 5 2 female 11
1484 5 2 9 2 female 19
1485 4 4 3 3 male 13
1486 4 4 11 0 female 7
1487 4 4 1 2 male 15
1488 2 4 3 3 male 11
1489 4 4 2 2 male 7
1490 4 1 10 0 female 16
1491 4 4 1 1 female 18
1492 1 3 11 0 male 17
1493 4 4 6 2 female 11
1494 2 3 6 2 female 15
1495 2 1 6 2 female 7
1496 4 4 9 2 male 18
1497 4 4 5 2 female 20
1498 2 2 6 2 female 7
1499 2 3 1 3 female 15
1500 4 4 11 0 female 14
1501 2 3 4 0 female 18
1502 2 5 9 3 female 19
1503 4 5 5 3 female 19
1504 2 4 6 2 female 13
1505 1 2 3 3 male 20
1506 4 4 6 2 male 11
1507 1 1 6 2 male 15
1508 4 4 8 2 female 13
1509 2 4 11 2 male 20
1510 2 3 4 2 female 7
1511 2 1 11 0 male 15
1512 2 2 8 2 female 10
1513 4 4 7 1 male 9
1514 2 2 4 2 male 12
1515 2 4 11 0 female 8
1516 1 4 11 2 female 18
1517 2 2 4 2 male 20
1518 2 3 11 2 male 9
1519 2 3 5 2 male 19
1520 2 4 8 2 male 9
1521 4 4 11 3 male 9
1522 4 4 8 2 male 11
1523 4 4 2 2 male 9
1524 4 1 11 2 male 8
1525 4 4 11 0 female 125 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
1119 Conservative 29 2 4 4
981 Labour 56 2 2 4
744 Liberal Democrat 45 2 2 4
259 Labour 27 3 3 4
83 Conservative 78 3 3 4
514 Conservative 80 2 2 2
Hague Kennedy Europe political.knowledge gender
1119 4 2 9 2 female
981 1 3 6 2 male
744 2 4 6 2 male
259 4 4 7 0 female
83 4 4 11 0 female
514 4 3 7 2 male. . .
vote age economic.cond.national economic.cond.household Blair
592 Labour 52 4 4 4
548 Liberal Democrat 46 2 2 2
1241 Liberal Democrat 60 5 3 2
561 Liberal Democrat 42 4 4 4
861 Conservative 43 3 4 2
329 Liberal Democrat 43 3 3 4
Hague Kennedy Europe political.knowledge gender
592 2 4 4 2 male
548 4 3 8 0 female
1241 2 2 5 2 female
561 2 4 11 0 male
861 4 1 11 2 male
329 1 4 7 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!
