Question
The attached data file contains information on e-mails. The data includes an indicator variable (Spam) that marks if the e-mail is junk mail. Predictors include
The attached data file contains information on e-mails. The data includes an indicator variable (Spam) that marks if the e-mail is junk mail. Predictors include the number of recipients (Recipients) , the number of hyperlinks (Hyperlinks), and the number of characters (Characters).
Spam.xlsxDownload Spam.xlsx
Partition this data using the standard partition function in Data Mining. Use the standard 60% training and 40% validation percentages. Be sure the the random number seed option is selected with 12345 as the seed.
Now run a logistic regression model on the partitioned data to predict Spam from Recipients, Hyperlinks, and Characters. Keep 1 as the success class and 0.5 as the Success Probability cutoff. What is the Precision for the validation data. (Enter your answer to 4 decimal places)
Record | Spam | Recipients | Hyperlinks | Characters |
1 | 0 | 19 | 1 | 47 |
2 | 0 | 15 | 1 | 58 |
3 | 1 | 13 | 11 | 88 |
4 | 1 | 17 | 11 | 68 |
5 | 0 | 15 | 1 | 87 |
6 | 0 | 17 | 2 | 49 |
7 | 1 | 12 | 10 | 41 |
8 | 0 | 13 | 3 | 66 |
9 | 0 | 12 | 5 | 66 |
10 | 1 | 15 | 9 | 41 |
11 | 1 | 13 | 10 | 45 |
12 | 1 | 13 | 11 | 68 |
13 | 1 | 13 | 11 | 27 |
14 | 1 | 12 | 9 | 88 |
15 | 0 | 16 | 4 | 26 |
16 | 1 | 12 | 12 | 52 |
17 | 1 | 13 | 11 | 70 |
18 | 1 | 12 | 11 | 39 |
19 | 1 | 13 | 11 | 102 |
20 | 1 | 13 | 3 | 65 |
21 | 0 | 12 | 6 | 47 |
22 | 0 | 13 | 2 | 81 |
23 | 1 | 25 | 7 | 79 |
24 | 1 | 18 | 5 | 42 |
25 | 0 | 13 | 0 | 27 |
26 | 1 | 15 | 11 | 25 |
27 | 0 | 14 | 3 | 47 |
28 | 1 | 16 | 11 | 93 |
29 | 1 | 13 | 7 | 93 |
30 | 1 | 13 | 5 | 28 |
31 | 1 | 14 | 11 | 91 |
32 | 1 | 23 | 9 | 58 |
33 | 1 | 14 | 9 | 36 |
34 | 0 | 18 | 3 | 89 |
35 | 1 | 12 | 10 | 97 |
36 | 0 | 18 | 0 | 103 |
37 | 1 | 15 | 11 | 70 |
38 | 1 | 12 | 12 | 28 |
39 | 0 | 16 | 3 | 34 |
40 | 1 | 14 | 8 | 81 |
41 | 0 | 14 | 0 | 66 |
42 | 1 | 13 | 8 | 78 |
43 | 1 | 12 | 10 | 86 |
44 | 0 | 15 | 5 | 77 |
45 | 1 | 15 | 11 | 29 |
46 | 1 | 15 | 9 | 63 |
47 | 0 | 17 | 5 | 50 |
48 | 1 | 13 | 12 | 73 |
49 | 1 | 13 | 9 | 38 |
50 | 0 | 12 | 1 | 80 |
51 | 0 | 13 | 4 | 65 |
52 | 0 | 14 | 7 | 83 |
53 | 1 | 13 | 3 | 102 |
54 | 1 | 14 | 6 | 20 |
55 | 0 | 13 | 4 | 67 |
56 | 1 | 29 | 3 | 21 |
57 | 0 | 12 | 5 | 84 |
58 | 1 | 52 | 1 | 30 |
59 | 1 | 14 | 4 | 97 |
60 | 1 | 14 | 6 | 98 |
61 | 0 | 12 | 4 | 99 |
62 | 1 | 12 | 11 | 47 |
63 | 0 | 14 | 2 | 73 |
64 | 1 | 24 | 1 | 101 |
65 | 1 | 20 | 6 | 42 |
66 | 0 | 12 | 10 | 74 |
67 | 1 | 18 | 6 | 20 |
68 | 1 | 13 | 6 | 32 |
69 | 0 | 13 | 3 | 58 |
70 | 1 | 12 | 7 | 22 |
71 | 0 | 12 | 0 | 88 |
72 | 1 | 12 | 2 | 83 |
73 | 1 | 16 | 10 | 70 |
74 | 0 | 12 | 2 | 64 |
75 | 1 | 16 | 11 | 19 |
76 | 1 | 13 | 9 | 32 |
77 | 0 | 12 | 3 | 24 |
78 | 0 | 14 | 3 | 48 |
79 | 1 | 12 | 5 | 102 |
80 | 1 | 12 | 4 | 67 |
81 | 0 | 12 | 6 | 63 |
82 | 1 | 15 | 11 | 52 |
83 | 0 | 12 | 4 | 54 |
84 | 1 | 18 | 6 | 46 |
85 | 0 | 12 | 2 | 90 |
86 | 1 | 17 | 10 | 68 |
87 | 0 | 14 | 1 | 61 |
88 | 1 | 17 | 4 | 31 |
89 | 1 | 12 | 11 | 24 |
90 | 1 | 41 | 9 | 101 |
91 | 0 | 13 | 2 | 20 |
92 | 1 | 14 | 9 | 93 |
93 | 1 | 18 | 5 | 19 |
94 | 0 | 13 | 6 | 67 |
95 | 0 | 14 | 6 | 71 |
96 | 1 | 13 | 5 | 102 |
97 | 0 | 17 | 1 | 87 |
98 | 0 | 13 | 3 | 64 |
99 | 0 | 13 | 3 | 38 |
100 | 0 | 14 | 4 | 56 |
101 | 0 | 13 | 11 | 69 |
102 | 1 | 17 | 8 | 83 |
103 | 0 | 25 | 2 | 53 |
104 | 0 | 12 | 5 | 69 |
105 | 1 | 12 | 11 | 46 |
106 | 1 | 17 | 10 | 41 |
107 | 0 | 12 | 4 | 29 |
108 | 0 | 12 | 7 | 88 |
109 | 1 | 18 | 7 | 24 |
110 | 1 | 13 | 2 | 29 |
111 | 1 | 12 | 8 | 42 |
112 | 1 | 23 | 5 | 54 |
113 | 0 | 12 | 4 | 73 |
114 | 0 | 13 | 3 | 46 |
115 | 1 | 13 | 7 | 99 |
116 | 1 | 34 | 5 | 29 |
117 | 0 | 12 | 5 | 28 |
118 | 1 | 13 | 11 | 28 |
119 | 1 | 14 | 7 | 24 |
120 | 0 | 14 | 5 | 84 |
121 | 1 | 13 | 1 | 84 |
122 | 1 | 12 | 12 | 88 |
123 | 0 | 12 | 0 | 40 |
124 | 0 | 12 | 1 | 43 |
125 | 1 | 12 | 11 | 57 |
126 | 0 | 13 | 3 | 19 |
127 | 0 | 22 | 5 | 78 |
128 | 0 | 19 | 4 | 32 |
129 | 1 | 14 | 5 | 45 |
130 | 0 | 14 | 4 | 61 |
131 | 0 | 12 | 7 | 68 |
132 | 1 | 13 | 10 | 80 |
133 | 0 | 13 | 2 | 77 |
134 | 0 | 21 | 7 | 64 |
135 | 0 | 13 | 7 | 48 |
136 | 1 | 12 | 7 | 23 |
137 | 1 | 15 | 7 | 28 |
138 | 1 | 14 | 9 | 50 |
139 | 1 | 13 | 7 | 77 |
140 | 1 | 17 | 10 | 60 |
141 | 0 | 12 | 0 | 42 |
142 | 1 | 15 | 7 | 97 |
143 | 0 | 12 | 0 | 39 |
144 | 0 | 12 | 6 | 85 |
145 | 1 | 12 | 6 | 102 |
146 | 0 | 12 | 3 | 22 |
147 | 0 | 12 | 5 | 45 |
148 | 0 | 14 | 1 | 70 |
149 | 1 | 12 | 8 | 64 |
150 | 1 | 12 | 12 | 19 |
151 | 0 | 12 | 5 | 103 |
152 | 1 | 30 | 7 | 90 |
153 | 1 | 13 | 10 | 54 |
154 | 1 | 13 | 7 | 94 |
155 | 0 | 13 | 0 | 69 |
156 | 1 | 12 | 10 | 87 |
157 | 1 | 12 | 10 | 76 |
158 | 1 | 13 | 5 | 23 |
159 | 0 | 12 | 5 | 55 |
160 | 0 | 13 | 7 | 62 |
161 | 0 | 12 | 7 | 70 |
162 | 0 | 14 | 2 | 23 |
163 | 0 | 13 | 0 | 101 |
164 | 1 | 12 | 8 | 61 |
165 | 1 | 13 | 4 | 99 |
166 | 1 | 14 | 1 | 54 |
167 | 0 | 17 | 3 | 33 |
168 | 0 | 13 | 6 | 86 |
169 | 1 | 13 | 12 | 32 |
170 | 1 | 13 | 9 | 43 |
171 | 0 | 13 | 3 | 73 |
172 | 1 | 12 | 11 | 29 |
173 | 1 | 12 | 9 | 90 |
174 | 1 | 13 | 5 | 100 |
175 | 1 | 23 | 6 | 63 |
176 | 0 | 12 | 2 | 66 |
177 | 1 | 23 | 12 | 36 |
178 | 0 | 13 | 3 | 63 |
179 | 0 | 12 | 9 | 73 |
180 | 0 | 12 | 6 | 85 |
181 | 1 | 18 | 8 | 43 |
182 | 1 | 16 | 9 | 51 |
183 | 1 | 26 | 3 | 27 |
184 | 1 | 16 | 8 | 34 |
185 | 1 | 19 | 7 | 46 |
186 | 1 | 12 | 12 | 46 |
187 | 0 | 14 | 8 | 57 |
188 | 0 | 12 | 5 | 32 |
189 | 1 | 12 | 9 | 25 |
190 | 0 | 13 | 1 | 43 |
191 | 1 | 12 | 9 | 21 |
192 | 1 | 16 | 11 | 48 |
193 | 0 | 23 | 3 | 81 |
194 | 1 | 12 | 10 | 31 |
195 | 1 | 12 | 7 | 35 |
196 | 1 | 12 | 10 | 89 |
197 | 1 | 14 | 3 | 28 |
198 | 0 | 12 | 4 | 26 |
199 | 0 | 13 | 10 | 66 |
200 | 1 | 19 | 6 | 38 |
201 | 0 | 15 | 5 | 53 |
202 | 0 | 13 | 5 | 51 |
203 | 0 | 23 | 0 | 45 |
204 | 0 | 12 | 3 | 83 |
205 | 1 | 13 | 6 | 97 |
206 | 0 | 13 | 4 | 78 |
207 | 1 | 17 | 9 | 50 |
208 | 1 | 17 | 11 | 101 |
209 | 0 | 14 | 1 | 42 |
210 | 1 | 12 | 10 | 34 |
211 | 0 | 12 | 1 | 96 |
212 | 1 | 14 | 1 | 40 |
213 | 1 | 13 | 7 | 31 |
214 | 1 | 36 | 5 | 23 |
215 | 0 | 13 | 5 | 55 |
216 | 0 | 14 | 1 | 53 |
217 | 1 | 14 | 5 | 65 |
218 | 0 | 14 | 4 | 39 |
219 | 0 | 13 | 6 | 69 |
220 | 1 | 12 | 8 | 33 |
221 | 0 | 20 | 3 | 28 |
222 | 0 | 13 | 4 | 64 |
223 | 1 | 12 | 10 | 48 |
224 | 0 | 16 | 1 | 45 |
225 | 1 | 14 | 6 | 20 |
226 | 1 | 13 | 10 | 35 |
227 | 1 | 12 | 10 | 99 |
228 | 1 | 13 | 8 | 47 |
229 | 1 | 39 | 8 | 56 |
230 | 1 | 12 | 11 | 102 |
231 | 1 | 12 | 12 | 46 |
232 | 0 | 13 | 6 | 78 |
233 | 0 | 16 | 0 | 65 |
234 | 0 | 13 | 0 | 102 |
235 | 1 | 13 | 10 | 55 |
236 | 0 | 14 | 0 | 57 |
237 | 1 | 13 | 11 | 81 |
238 | 0 | 12 | 4 | 84 |
239 | 0 | 12 | 7 | 80 |
240 | 0 | 15 | 5 | 67 |
241 | 1 | 16 | 12 | 52 |
242 | 1 | 16 | 9 | 97 |
243 | 1 | 14 | 10 | 18 |
244 | 0 | 12 | 7 | 36 |
245 | 0 | 13 | 8 | 48 |
246 | 0 | 13 | 6 | 64 |
247 | 0 | 13 | 4 | 26 |
248 | 1 | 15 | 10 | 102 |
249 | 1 | 13 | 11 | 98 |
250 | 0 | 12 | 7 | 78 |
251 | 0 | 13 | 3 | 35 |
252 | 0 | 13 | 7 | 79 |
253 | 0 | 13 | 5 | 37 |
254 | 0 | 17 | 4 | 84 |
255 | 0 | 12 | 6 | 90 |
256 | 0 | 24 | 2 | 51 |
257 | 1 | 12 | 4 | 24 |
258 | 1 | 13 | 9 | 22 |
259 | 0 | 13 | 3 | 87 |
260 | 1 | 12 | 9 | 40 |
261 | 1 | 13 | 12 | 77 |
262 | 1 | 13 | 11 | 35 |
263 | 0 | 15 | 2 | 54 |
264 | 1 | 12 | 11 | 43 |
265 | 1 | 13 | 3 | 21 |
266 | 0 | 13 | 7 | 50 |
267 | 1 | 13 | 8 | 28 |
268 | 1 | 12 | 4 | 54 |
269 | 0 | 15 | 5 | 58 |
270 | 0 | 13 | 1 | 23 |
271 | 0 | 12 | 4 | 28 |
272 | 0 | 12 | 5 | 40 |
273 | 1 | 13 | 11 | 22 |
274 | 1 | 15 | 11 | 23 |
275 | 1 | 19 | 9 | 79 |
276 | 0 | 13 | 0 | 52 |
277 | 0 | 13 | 6 | 76 |
278 | 1 | 14 | 2 | 22 |
279 | 0 | 16 | 3 | 50 |
280 | 0 | 12 | 5 | 33 |
281 | 1 | 12 | 11 | 24 |
282 | 0 | 14 | 2 | 77 |
283 | 1 | 17 | 10 | 88 |
284 | 1 | 12 | 10 | 83 |
285 | 0 | 13 | 5 | 92 |
286 | 1 | 12 | 10 | 36 |
287 | 0 | 12 | 0 | 74 |
288 | 0 | 12 | 1 | 91 |
289 | 0 | 15 | 7 | 80 |
290 | 1 | 13 | 4 | 19 |
291 | 0 | 12 | 7 | 39 |
292 | 1 | 16 | 12 | 51 |
293 | 1 | 15 | 7 | 29 |
294 | 0 | 13 | 10 | 67 |
295 | 1 | 12 | 11 | 100 |
296 | 0 | 14 | 0 | 100 |
297 | 0 | 13 | 2 | 29 |
298 | 1 | 13 | 8 | 86 |
299 | 1 | 12 | 10 | 92 |
300 | 1 | 13 | 11 | 94 |
301 | 1 | 12 | 12 | 48 |
302 | 1 | 18 | 3 | 70 |
303 | 1 | 20 | 9 | 83 |
304 | 0 | 12 | 7 | 39 |
305 | 0 | 13 | 0 | 99 |
306 | 1 | 18 | 7 | 50 |
307 | 0 | 12 | 5 | 76 |
308 | 1 | 12 | 10 | 31 |
309 | 0 | 14 | 0 | 53 |
310 | 0 | 13 | 10 | 61 |
311 | 0 | 13 | 1 | 76 |
312 | 1 | 13 | 12 | 26 |
313 | 0 | 13 | 1 | 47 |
314 | 0 | 13 | 6 | 32 |
315 | 0 | 12 | 1 | 52 |
316 | 1 | 12 | 10 | 46 |
317 | 1 | 24 | 9 | 62 |
318 | 1 | 12 | 12 | 41 |
319 | 0 | 15 | 1 | 65 |
320 | 1 | 13 | 11 | 47 |
321 | 0 | 12 | 4 | 26 |
322 | 1 | 14 | 8 | 91 |
323 | 0 | 12 | 6 | 70 |
324 | 1 | 13 | 10 | 25 |
325 | 1 | 13 | 3 | 67 |
326 | 0 | 13 | 10 | 71 |
327 | 1 | 12 | 6 | 30 |
328 | 0 | 12 | 4 | 58 |
329 | 0 | 20 | 4 | 89 |
330 | 0 | 12 | 9 | 54 |
331 | 0 | 15 | 6 | 68 |
332 | 1 | 12 | 7 | 35 |
333 | 0 | 13 | 7 | 71 |
334 | 0 | 16 | 7 | 76 |
335 | 1 | 16 | 11 | 59 |
336 | 1 | 12 | 11 | 25 |
337 | 1 | 23 | 8 | 28 |
338 | 1 | 13 | 12 | 29 |
339 | 1 | 14 | 11 | 59 |
340 | 0 | 13 | 8 | 51 |
341 | 0 | 12 | 4 | 48 |
342 | 0 | 18 | 6 | 64 |
343 | 0 | 17 | 1 | 67 |
344 | 0 | 15 | 3 | 78 |
345 | 1 | 20 | 6 | 92 |
346 | 1 | 13 | 5 | 24 |
347 | 0 | 12 | 2 | 42 |
348 | 0 | 12 | 2 | 66 |
349 | 0 | 16 | 2 | 76 |
350 | 1 | 17 | 7 | 66 |
351 | 1 | 12 | 8 | 97 |
352 | 1 | 13 | 10 | 89 |
353 | 0 | 13 | 7 | 68 |
354 | 1 | 12 | 11 | 84 |
355 | 1 | 13 | 3 | 32 |
356 | 0 | 12 | 9 | 45 |
357 | 0 | 28 | 0 | 45 |
358 | 0 | 12 | 2 | 66 |
359 | 0 | 12 | 0 | 51 |
360 | 0 | 15 | 2 | 56 |
361 | 1 | 15 | 10 | 93 |
362 | 0 | 13 | 10 | 53 |
363 | 0 | 13 | 2 | 65 |
364 | 1 | 14 | 10 | 82 |
365 | 1 | 13 | 10 | 63 |
366 | 1 | 13 | 9 | 81 |
367 | 0 | 12 | 3 | 82 |
368 | 0 | 12 | 4 | 73 |
369 | 1 | 13 | 12 | 88 |
370 | 1 | 13 | 9 | 103 |
371 | 0 | 13 | 2 | 65 |
372 | 0 | 14 | 7 | 68 |
373 | 1 | 12 | 10 | 89 |
374 | 0 | 14 | 7 | 58 |
375 | 1 | 19 | 11 | 83 |
376 | 0 | 18 | 5 | 81 |
377 | 0 | 13 | 8 | 64 |
378 | 1 | 13 | 8 | 41 |
379 | 1 | 12 | 6 | 35 |
380 | 0 | 12 | 9 | 74 |
381 | 1 | 14 | 10 | 91 |
382 | 1 | 12 | 5 | 95 |
383 | 1 | 14 | 2 | 89 |
384 | 0 | 15 | 0 | 69 |
385 | 0 | 13 | 4 | 91 |
386 | 0 | 13 | 6 | 58 |
387 | 1 | 13 | 9 | 23 |
388 | 0 | 17 | 10 | 70 |
389 | 0 | 14 | 2 | 34 |
390 | 1 | 13 | 10 | 46 |
391 | 1 | 17 | 8 | 34 |
392 | 0 | 14 | 4 | 43 |
393 | 0 | 13 | 2 | 89 |
394 | 1 | 13 | 9 | 91 |
395 | 1 | 12 | 4 | 55 |
396 | 1 | 12 | 11 | 21 |
397 | 0 | 12 | 1 | 46 |
398 | 0 | 12 | 2 | 56 |
399 | 0 | 13 | 8 | 76 |
400 | 1 | 13 | 9 | 27 |
401 | 0 | 28 | 4 | 68 |
402 | 1 | 13 | 8 | 29 |
403 | 1 | 12 | 5 | 38 |
404 | 1 | 12 | 11 | 89 |
405 | 0 | 12 | 3 | 75 |
406 | 1 | 12 | 12 | 46 |
407 | 1 | 12 | 6 | 23 |
408 | 0 | 14 | 5 | 87 |
409 | 1 | 14 | 9 | 22 |
410 | 1 | 13 | 8 | 67 |
411 | 0 | 14 | 4 | 43 |
412 | 1 | 13 | 9 | 93 |
413 | 1 | 12 | 10 | 67 |
414 | 1 | 12 | 5 | 43 |
415 | 1 | 13 | 6 | 99 |
416 | 1 | 30 | 11 | 38 |
417 | 0 | 14 | 7 | 86 |
418 | 0 | 12 | 1 | 21 |
419 | 0 | 13 | 4 | 44 |
420 | 1 | 15 | 3 | 23 |
421 | 0 | 27 | 3 | 64 |
422 | 1 | 13 | 1 | 66 |
423 | 0 | 14 | 4 | 36 |
424 | 0 | 12 | 2 | 42 |
425 | 1 | 12 | 7 | 101 |
426 | 1 | 15 | 11 | 87 |
427 | 1 | 12 | 11 | 45 |
428 | 0 | 17 | 2 | 72 |
429 | 0 | 12 | 8 | 45 |
430 | 0 | 13 | 6 | 77 |
431 | 1 | 12 | 6 | 21 |
432 | 1 | 13 | 6 | 19 |
433 | 1 | 16 | 12 | 37 |
434 | 1 | 18 | 8 | 29 |
435 | 1 | 19 | 11 | 82 |
436 | 0 | 14 | 5 | 83 |
437 | 1 | 13 | 6 | 36 |
438 | 1 | 13 | 12 | 91 |
439 | 0 | 15 | 6 | 59 |
440 | 0 | 15 | 8 | 46 |
441 | 0 | 13 | 3 | 87 |
442 | 0 | 19 | 6 | 82 |
443 | 1 | 13 | 3 | 22 |
444 | 1 | 13 | 12 | 68 |
445 | 1 | 12 | 11 | 51 |
446 | 1 | 12 | 3 | 102 |
447 | 1 | 12 | 10 | 71 |
448 | 0 | 13 | 9 | 80 |
449 | 0 | 20 | 5 | 70 |
450 | 1 | 12 | 5 | 24 |
451 | 0 | 12 | 4 | 90 |
452 | 1 | 13 | 7 | 49 |
453 | 0 | 13 | 1 | 37 |
454 | 1 | 14 | 11 | 68 |
455 | 1 | 13 | 12 | 40 |
456 | 0 | 16 | 8 | 60 |
457 | 0 | 20 | 6 | 48 |
458 | 0 | 13 | 8 | 39 |
459 | 0 | 14 | 7 | 73 |
460 | 0 | 12 | 5 | 31 |
461 | 0 | 13 | 5 | 86 |
462 | 0 | 12 | 1 | 63 |
463 | 0 | 15 | 3 | 37 |
464 | 0 | 14 | 6 | 37 |
465 | 0 | 15 | 3 | 86 |
466 | 1 | 13 | 12 | 22 |
467 | 0 | 12 | 4 | 37 |
468 | 0 | 12 | 0 | 70 |
469 | 0 | 14 | 8 | 47 |
470 | 0 | 12 | 5 | 60 |
471 | 1 | 13 | 6 | 28 |
472 | 0 | 23 | 2 | 66 |
473 | 1 | 14 | 5 | 18 |
474 | 1 | 12 | 11 | 65 |
475 | 1 | 16 | 11 | 51 |
476 | 0 | 12 | 1 | 36 |
477 | 1 | 12 | 8 | 89 |
478 | 0 | 12 | 8 | 51 |
479 | 1 | 13 | 10 | 86 |
480 | 0 | 12 | 2 | 44 |
481 | 1 | 14 | 11 | 82 |
482 | 0 | 14 | 7 | 69 |
483 | 0 | 12 | 5 | 58 |
484 | 1 | 14 | 11 | 86 |
485 | 1 | 12 | 9 | 70 |
486 | 0 | 15 | 4 | 57 |
487 | 0 | 12 | 4 | 41 |
488 | 0 | 14 | 5 | 91 |
489 | 0 | 12 | 3 | 89 |
490 | 1 | 16 | 8 | 31 |
491 | 1 | 12 | 6 | 42 |
492 | 0 | 12 | 7 | 48 |
493 | 0 | 13 | 1 | 24 |
494 | 1 | 18 | 6 | 38 |
495 | 0 | 15 | 1 | 41 |
496 | 0 | 15 | 2 | 97 |
497 | 0 | 20 | 5 | 72 |
498 | 1 | 41 | 11 | 52 |
499 | 1 | 16 | 11 | 74 |
500 | 1 | 13 | 2 | 32 |
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