Browse Source

tp(lda): add lda

Van Nghia Vo 2 years ago
parent
commit
3cc32737ff
8 changed files with 22337 additions and 0 deletions
  1. 14
    0
      tp/lda/README.md
  2. 2947
    0
      tp/lda/X_test.txt
  3. 7352
    0
      tp/lda/X_train.txt
  4. 561
    0
      tp/lda/features.txt
  5. 1164
    0
      tp/lda/har.ipynb
  6. BIN
      tp/lda/slides.pdf
  7. 2947
    0
      tp/lda/y_test.txt
  8. 7352
    0
      tp/lda/y_train.txt

+ 14
- 0
tp/lda/README.md View File

@@ -0,0 +1,14 @@
1
+###<a href="https://www.insa-toulouse.fr/" ><img src="https://www.math.univ-toulouse.fr/~besse/Wikistat/Images/Logo_INSAvilletoulouse-RVB.png" style="float:left; max-width: 80px; display: inline" alt="INSA"/> |  [*Mathématiques Appliquées*](http://www.math.insa-toulouse.fr/fr/index.html), [`Science des Données`](http://www.math.insa-toulouse.fr/fr/enseignement.html)
2
+
3
+# Tutoriels de Science des Données en [Python](https://www.python.org/) et [R](href="https://cran.r-project.org/)
4
+# [Exploration Statistique](\http://wikistat.fr)
5
+
6
+## *Human activity recognition (HAR)*
7
+- [`Explo-Python-HAR`](https://github.com/wikistat/Exploration/blob/master/HumanActivityrecognition/Explo-Python-Har-brutes.ipynb) Visualisation et ACP de signaux issus d'un smartphone  (accéléromètre et gyroscope). Le but à terme est de pouvoir identifier l'activité du porteur. Analyse des signaux buts.
8
+- [`Explo-Python-HAR`](https://github.com/wikistat/Exploration/blob/master/HumanActivityrecognition/Explo-Python-Har-metier.ipynb) Visualisation et ACP de signaux issus d'un smartphone  (accéléromètre et gyroscope). Ce sont des transformations (*features*) des signaux qui sont explorés puis modélisés: min max, variance, corrélations, entropie, Fourier... Analyse en composantes principales, analyse factorielle discriminante puis une première modélisation par régression logistique.
9
+
10
+Les données initiales sont composées de 10300 enregistrements de 9 signaux provenant de l'accéléromètre d'un smartphone. Des séquences de 2s sont enregistrées et échantillonnées pendant 6 activités différentes.
11
+
12
+La modélisation avancée de ces données est étudiée dans des calepins des autres saisons.
13
+
14
+

+ 2947
- 0
tp/lda/X_test.txt
File diff suppressed because it is too large
View File


+ 7352
- 0
tp/lda/X_train.txt
File diff suppressed because it is too large
View File


+ 561
- 0
tp/lda/features.txt View File

@@ -0,0 +1,561 @@
1
+1 tBodyAcc-mean()-X
2
+2 tBodyAcc-mean()-Y
3
+3 tBodyAcc-mean()-Z
4
+4 tBodyAcc-std()-X
5
+5 tBodyAcc-std()-Y
6
+6 tBodyAcc-std()-Z
7
+7 tBodyAcc-mad()-X
8
+8 tBodyAcc-mad()-Y
9
+9 tBodyAcc-mad()-Z
10
+10 tBodyAcc-max()-X
11
+11 tBodyAcc-max()-Y
12
+12 tBodyAcc-max()-Z
13
+13 tBodyAcc-min()-X
14
+14 tBodyAcc-min()-Y
15
+15 tBodyAcc-min()-Z
16
+16 tBodyAcc-sma()
17
+17 tBodyAcc-energy()-X
18
+18 tBodyAcc-energy()-Y
19
+19 tBodyAcc-energy()-Z
20
+20 tBodyAcc-iqr()-X
21
+21 tBodyAcc-iqr()-Y
22
+22 tBodyAcc-iqr()-Z
23
+23 tBodyAcc-entropy()-X
24
+24 tBodyAcc-entropy()-Y
25
+25 tBodyAcc-entropy()-Z
26
+26 tBodyAcc-arCoeff()-X,1
27
+27 tBodyAcc-arCoeff()-X,2
28
+28 tBodyAcc-arCoeff()-X,3
29
+29 tBodyAcc-arCoeff()-X,4
30
+30 tBodyAcc-arCoeff()-Y,1
31
+31 tBodyAcc-arCoeff()-Y,2
32
+32 tBodyAcc-arCoeff()-Y,3
33
+33 tBodyAcc-arCoeff()-Y,4
34
+34 tBodyAcc-arCoeff()-Z,1
35
+35 tBodyAcc-arCoeff()-Z,2
36
+36 tBodyAcc-arCoeff()-Z,3
37
+37 tBodyAcc-arCoeff()-Z,4
38
+38 tBodyAcc-correlation()-X,Y
39
+39 tBodyAcc-correlation()-X,Z
40
+40 tBodyAcc-correlation()-Y,Z
41
+41 tGravityAcc-mean()-X
42
+42 tGravityAcc-mean()-Y
43
+43 tGravityAcc-mean()-Z
44
+44 tGravityAcc-std()-X
45
+45 tGravityAcc-std()-Y
46
+46 tGravityAcc-std()-Z
47
+47 tGravityAcc-mad()-X
48
+48 tGravityAcc-mad()-Y
49
+49 tGravityAcc-mad()-Z
50
+50 tGravityAcc-max()-X
51
+51 tGravityAcc-max()-Y
52
+52 tGravityAcc-max()-Z
53
+53 tGravityAcc-min()-X
54
+54 tGravityAcc-min()-Y
55
+55 tGravityAcc-min()-Z
56
+56 tGravityAcc-sma()
57
+57 tGravityAcc-energy()-X
58
+58 tGravityAcc-energy()-Y
59
+59 tGravityAcc-energy()-Z
60
+60 tGravityAcc-iqr()-X
61
+61 tGravityAcc-iqr()-Y
62
+62 tGravityAcc-iqr()-Z
63
+63 tGravityAcc-entropy()-X
64
+64 tGravityAcc-entropy()-Y
65
+65 tGravityAcc-entropy()-Z
66
+66 tGravityAcc-arCoeff()-X,1
67
+67 tGravityAcc-arCoeff()-X,2
68
+68 tGravityAcc-arCoeff()-X,3
69
+69 tGravityAcc-arCoeff()-X,4
70
+70 tGravityAcc-arCoeff()-Y,1
71
+71 tGravityAcc-arCoeff()-Y,2
72
+72 tGravityAcc-arCoeff()-Y,3
73
+73 tGravityAcc-arCoeff()-Y,4
74
+74 tGravityAcc-arCoeff()-Z,1
75
+75 tGravityAcc-arCoeff()-Z,2
76
+76 tGravityAcc-arCoeff()-Z,3
77
+77 tGravityAcc-arCoeff()-Z,4
78
+78 tGravityAcc-correlation()-X,Y
79
+79 tGravityAcc-correlation()-X,Z
80
+80 tGravityAcc-correlation()-Y,Z
81
+81 tBodyAccJerk-mean()-X
82
+82 tBodyAccJerk-mean()-Y
83
+83 tBodyAccJerk-mean()-Z
84
+84 tBodyAccJerk-std()-X
85
+85 tBodyAccJerk-std()-Y
86
+86 tBodyAccJerk-std()-Z
87
+87 tBodyAccJerk-mad()-X
88
+88 tBodyAccJerk-mad()-Y
89
+89 tBodyAccJerk-mad()-Z
90
+90 tBodyAccJerk-max()-X
91
+91 tBodyAccJerk-max()-Y
92
+92 tBodyAccJerk-max()-Z
93
+93 tBodyAccJerk-min()-X
94
+94 tBodyAccJerk-min()-Y
95
+95 tBodyAccJerk-min()-Z
96
+96 tBodyAccJerk-sma()
97
+97 tBodyAccJerk-energy()-X
98
+98 tBodyAccJerk-energy()-Y
99
+99 tBodyAccJerk-energy()-Z
100
+100 tBodyAccJerk-iqr()-X
101
+101 tBodyAccJerk-iqr()-Y
102
+102 tBodyAccJerk-iqr()-Z
103
+103 tBodyAccJerk-entropy()-X
104
+104 tBodyAccJerk-entropy()-Y
105
+105 tBodyAccJerk-entropy()-Z
106
+106 tBodyAccJerk-arCoeff()-X,1
107
+107 tBodyAccJerk-arCoeff()-X,2
108
+108 tBodyAccJerk-arCoeff()-X,3
109
+109 tBodyAccJerk-arCoeff()-X,4
110
+110 tBodyAccJerk-arCoeff()-Y,1
111
+111 tBodyAccJerk-arCoeff()-Y,2
112
+112 tBodyAccJerk-arCoeff()-Y,3
113
+113 tBodyAccJerk-arCoeff()-Y,4
114
+114 tBodyAccJerk-arCoeff()-Z,1
115
+115 tBodyAccJerk-arCoeff()-Z,2
116
+116 tBodyAccJerk-arCoeff()-Z,3
117
+117 tBodyAccJerk-arCoeff()-Z,4
118
+118 tBodyAccJerk-correlation()-X,Y
119
+119 tBodyAccJerk-correlation()-X,Z
120
+120 tBodyAccJerk-correlation()-Y,Z
121
+121 tBodyGyro-mean()-X
122
+122 tBodyGyro-mean()-Y
123
+123 tBodyGyro-mean()-Z
124
+124 tBodyGyro-std()-X
125
+125 tBodyGyro-std()-Y
126
+126 tBodyGyro-std()-Z
127
+127 tBodyGyro-mad()-X
128
+128 tBodyGyro-mad()-Y
129
+129 tBodyGyro-mad()-Z
130
+130 tBodyGyro-max()-X
131
+131 tBodyGyro-max()-Y
132
+132 tBodyGyro-max()-Z
133
+133 tBodyGyro-min()-X
134
+134 tBodyGyro-min()-Y
135
+135 tBodyGyro-min()-Z
136
+136 tBodyGyro-sma()
137
+137 tBodyGyro-energy()-X
138
+138 tBodyGyro-energy()-Y
139
+139 tBodyGyro-energy()-Z
140
+140 tBodyGyro-iqr()-X
141
+141 tBodyGyro-iqr()-Y
142
+142 tBodyGyro-iqr()-Z
143
+143 tBodyGyro-entropy()-X
144
+144 tBodyGyro-entropy()-Y
145
+145 tBodyGyro-entropy()-Z
146
+146 tBodyGyro-arCoeff()-X,1
147
+147 tBodyGyro-arCoeff()-X,2
148
+148 tBodyGyro-arCoeff()-X,3
149
+149 tBodyGyro-arCoeff()-X,4
150
+150 tBodyGyro-arCoeff()-Y,1
151
+151 tBodyGyro-arCoeff()-Y,2
152
+152 tBodyGyro-arCoeff()-Y,3
153
+153 tBodyGyro-arCoeff()-Y,4
154
+154 tBodyGyro-arCoeff()-Z,1
155
+155 tBodyGyro-arCoeff()-Z,2
156
+156 tBodyGyro-arCoeff()-Z,3
157
+157 tBodyGyro-arCoeff()-Z,4
158
+158 tBodyGyro-correlation()-X,Y
159
+159 tBodyGyro-correlation()-X,Z
160
+160 tBodyGyro-correlation()-Y,Z
161
+161 tBodyGyroJerk-mean()-X
162
+162 tBodyGyroJerk-mean()-Y
163
+163 tBodyGyroJerk-mean()-Z
164
+164 tBodyGyroJerk-std()-X
165
+165 tBodyGyroJerk-std()-Y
166
+166 tBodyGyroJerk-std()-Z
167
+167 tBodyGyroJerk-mad()-X
168
+168 tBodyGyroJerk-mad()-Y
169
+169 tBodyGyroJerk-mad()-Z
170
+170 tBodyGyroJerk-max()-X
171
+171 tBodyGyroJerk-max()-Y
172
+172 tBodyGyroJerk-max()-Z
173
+173 tBodyGyroJerk-min()-X
174
+174 tBodyGyroJerk-min()-Y
175
+175 tBodyGyroJerk-min()-Z
176
+176 tBodyGyroJerk-sma()
177
+177 tBodyGyroJerk-energy()-X
178
+178 tBodyGyroJerk-energy()-Y
179
+179 tBodyGyroJerk-energy()-Z
180
+180 tBodyGyroJerk-iqr()-X
181
+181 tBodyGyroJerk-iqr()-Y
182
+182 tBodyGyroJerk-iqr()-Z
183
+183 tBodyGyroJerk-entropy()-X
184
+184 tBodyGyroJerk-entropy()-Y
185
+185 tBodyGyroJerk-entropy()-Z
186
+186 tBodyGyroJerk-arCoeff()-X,1
187
+187 tBodyGyroJerk-arCoeff()-X,2
188
+188 tBodyGyroJerk-arCoeff()-X,3
189
+189 tBodyGyroJerk-arCoeff()-X,4
190
+190 tBodyGyroJerk-arCoeff()-Y,1
191
+191 tBodyGyroJerk-arCoeff()-Y,2
192
+192 tBodyGyroJerk-arCoeff()-Y,3
193
+193 tBodyGyroJerk-arCoeff()-Y,4
194
+194 tBodyGyroJerk-arCoeff()-Z,1
195
+195 tBodyGyroJerk-arCoeff()-Z,2
196
+196 tBodyGyroJerk-arCoeff()-Z,3
197
+197 tBodyGyroJerk-arCoeff()-Z,4
198
+198 tBodyGyroJerk-correlation()-X,Y
199
+199 tBodyGyroJerk-correlation()-X,Z
200
+200 tBodyGyroJerk-correlation()-Y,Z
201
+201 tBodyAccMag-mean()
202
+202 tBodyAccMag-std()
203
+203 tBodyAccMag-mad()
204
+204 tBodyAccMag-max()
205
+205 tBodyAccMag-min()
206
+206 tBodyAccMag-sma()
207
+207 tBodyAccMag-energy()
208
+208 tBodyAccMag-iqr()
209
+209 tBodyAccMag-entropy()
210
+210 tBodyAccMag-arCoeff()1
211
+211 tBodyAccMag-arCoeff()2
212
+212 tBodyAccMag-arCoeff()3
213
+213 tBodyAccMag-arCoeff()4
214
+214 tGravityAccMag-mean()
215
+215 tGravityAccMag-std()
216
+216 tGravityAccMag-mad()
217
+217 tGravityAccMag-max()
218
+218 tGravityAccMag-min()
219
+219 tGravityAccMag-sma()
220
+220 tGravityAccMag-energy()
221
+221 tGravityAccMag-iqr()
222
+222 tGravityAccMag-entropy()
223
+223 tGravityAccMag-arCoeff()1
224
+224 tGravityAccMag-arCoeff()2
225
+225 tGravityAccMag-arCoeff()3
226
+226 tGravityAccMag-arCoeff()4
227
+227 tBodyAccJerkMag-mean()
228
+228 tBodyAccJerkMag-std()
229
+229 tBodyAccJerkMag-mad()
230
+230 tBodyAccJerkMag-max()
231
+231 tBodyAccJerkMag-min()
232
+232 tBodyAccJerkMag-sma()
233
+233 tBodyAccJerkMag-energy()
234
+234 tBodyAccJerkMag-iqr()
235
+235 tBodyAccJerkMag-entropy()
236
+236 tBodyAccJerkMag-arCoeff()1
237
+237 tBodyAccJerkMag-arCoeff()2
238
+238 tBodyAccJerkMag-arCoeff()3
239
+239 tBodyAccJerkMag-arCoeff()4
240
+240 tBodyGyroMag-mean()
241
+241 tBodyGyroMag-std()
242
+242 tBodyGyroMag-mad()
243
+243 tBodyGyroMag-max()
244
+244 tBodyGyroMag-min()
245
+245 tBodyGyroMag-sma()
246
+246 tBodyGyroMag-energy()
247
+247 tBodyGyroMag-iqr()
248
+248 tBodyGyroMag-entropy()
249
+249 tBodyGyroMag-arCoeff()1
250
+250 tBodyGyroMag-arCoeff()2
251
+251 tBodyGyroMag-arCoeff()3
252
+252 tBodyGyroMag-arCoeff()4
253
+253 tBodyGyroJerkMag-mean()
254
+254 tBodyGyroJerkMag-std()
255
+255 tBodyGyroJerkMag-mad()
256
+256 tBodyGyroJerkMag-max()
257
+257 tBodyGyroJerkMag-min()
258
+258 tBodyGyroJerkMag-sma()
259
+259 tBodyGyroJerkMag-energy()
260
+260 tBodyGyroJerkMag-iqr()
261
+261 tBodyGyroJerkMag-entropy()
262
+262 tBodyGyroJerkMag-arCoeff()1
263
+263 tBodyGyroJerkMag-arCoeff()2
264
+264 tBodyGyroJerkMag-arCoeff()3
265
+265 tBodyGyroJerkMag-arCoeff()4
266
+266 fBodyAcc-mean()-X
267
+267 fBodyAcc-mean()-Y
268
+268 fBodyAcc-mean()-Z
269
+269 fBodyAcc-std()-X
270
+270 fBodyAcc-std()-Y
271
+271 fBodyAcc-std()-Z
272
+272 fBodyAcc-mad()-X
273
+273 fBodyAcc-mad()-Y
274
+274 fBodyAcc-mad()-Z
275
+275 fBodyAcc-max()-X
276
+276 fBodyAcc-max()-Y
277
+277 fBodyAcc-max()-Z
278
+278 fBodyAcc-min()-X
279
+279 fBodyAcc-min()-Y
280
+280 fBodyAcc-min()-Z
281
+281 fBodyAcc-sma()
282
+282 fBodyAcc-energy()-X
283
+283 fBodyAcc-energy()-Y
284
+284 fBodyAcc-energy()-Z
285
+285 fBodyAcc-iqr()-X
286
+286 fBodyAcc-iqr()-Y
287
+287 fBodyAcc-iqr()-Z
288
+288 fBodyAcc-entropy()-X
289
+289 fBodyAcc-entropy()-Y
290
+290 fBodyAcc-entropy()-Z
291
+291 fBodyAcc-maxInds-X
292
+292 fBodyAcc-maxInds-Y
293
+293 fBodyAcc-maxInds-Z
294
+294 fBodyAcc-meanFreq()-X
295
+295 fBodyAcc-meanFreq()-Y
296
+296 fBodyAcc-meanFreq()-Z
297
+297 fBodyAcc-skewness()-X
298
+298 fBodyAcc-kurtosis()-X
299
+299 fBodyAcc-skewness()-Y
300
+300 fBodyAcc-kurtosis()-Y
301
+301 fBodyAcc-skewness()-Z
302
+302 fBodyAcc-kurtosis()-Z
303
+303 fBodyAcc-bandsEnergy()-1,8
304
+304 fBodyAcc-bandsEnergy()-9,16
305
+305 fBodyAcc-bandsEnergy()-17,24
306
+306 fBodyAcc-bandsEnergy()-25,32
307
+307 fBodyAcc-bandsEnergy()-33,40
308
+308 fBodyAcc-bandsEnergy()-41,48
309
+309 fBodyAcc-bandsEnergy()-49,56
310
+310 fBodyAcc-bandsEnergy()-57,64
311
+311 fBodyAcc-bandsEnergy()-1,16
312
+312 fBodyAcc-bandsEnergy()-17,32
313
+313 fBodyAcc-bandsEnergy()-33,48
314
+314 fBodyAcc-bandsEnergy()-49,64
315
+315 fBodyAcc-bandsEnergy()-1,24
316
+316 fBodyAcc-bandsEnergy()-25,48
317
+317 fBodyAcc-bandsEnergy()-1,8
318
+318 fBodyAcc-bandsEnergy()-9,16
319
+319 fBodyAcc-bandsEnergy()-17,24
320
+320 fBodyAcc-bandsEnergy()-25,32
321
+321 fBodyAcc-bandsEnergy()-33,40
322
+322 fBodyAcc-bandsEnergy()-41,48
323
+323 fBodyAcc-bandsEnergy()-49,56
324
+324 fBodyAcc-bandsEnergy()-57,64
325
+325 fBodyAcc-bandsEnergy()-1,16
326
+326 fBodyAcc-bandsEnergy()-17,32
327
+327 fBodyAcc-bandsEnergy()-33,48
328
+328 fBodyAcc-bandsEnergy()-49,64
329
+329 fBodyAcc-bandsEnergy()-1,24
330
+330 fBodyAcc-bandsEnergy()-25,48
331
+331 fBodyAcc-bandsEnergy()-1,8
332
+332 fBodyAcc-bandsEnergy()-9,16
333
+333 fBodyAcc-bandsEnergy()-17,24
334
+334 fBodyAcc-bandsEnergy()-25,32
335
+335 fBodyAcc-bandsEnergy()-33,40
336
+336 fBodyAcc-bandsEnergy()-41,48
337
+337 fBodyAcc-bandsEnergy()-49,56
338
+338 fBodyAcc-bandsEnergy()-57,64
339
+339 fBodyAcc-bandsEnergy()-1,16
340
+340 fBodyAcc-bandsEnergy()-17,32
341
+341 fBodyAcc-bandsEnergy()-33,48
342
+342 fBodyAcc-bandsEnergy()-49,64
343
+343 fBodyAcc-bandsEnergy()-1,24
344
+344 fBodyAcc-bandsEnergy()-25,48
345
+345 fBodyAccJerk-mean()-X
346
+346 fBodyAccJerk-mean()-Y
347
+347 fBodyAccJerk-mean()-Z
348
+348 fBodyAccJerk-std()-X
349
+349 fBodyAccJerk-std()-Y
350
+350 fBodyAccJerk-std()-Z
351
+351 fBodyAccJerk-mad()-X
352
+352 fBodyAccJerk-mad()-Y
353
+353 fBodyAccJerk-mad()-Z
354
+354 fBodyAccJerk-max()-X
355
+355 fBodyAccJerk-max()-Y
356
+356 fBodyAccJerk-max()-Z
357
+357 fBodyAccJerk-min()-X
358
+358 fBodyAccJerk-min()-Y
359
+359 fBodyAccJerk-min()-Z
360
+360 fBodyAccJerk-sma()
361
+361 fBodyAccJerk-energy()-X
362
+362 fBodyAccJerk-energy()-Y
363
+363 fBodyAccJerk-energy()-Z
364
+364 fBodyAccJerk-iqr()-X
365
+365 fBodyAccJerk-iqr()-Y
366
+366 fBodyAccJerk-iqr()-Z
367
+367 fBodyAccJerk-entropy()-X
368
+368 fBodyAccJerk-entropy()-Y
369
+369 fBodyAccJerk-entropy()-Z
370
+370 fBodyAccJerk-maxInds-X
371
+371 fBodyAccJerk-maxInds-Y
372
+372 fBodyAccJerk-maxInds-Z
373
+373 fBodyAccJerk-meanFreq()-X
374
+374 fBodyAccJerk-meanFreq()-Y
375
+375 fBodyAccJerk-meanFreq()-Z
376
+376 fBodyAccJerk-skewness()-X
377
+377 fBodyAccJerk-kurtosis()-X
378
+378 fBodyAccJerk-skewness()-Y
379
+379 fBodyAccJerk-kurtosis()-Y
380
+380 fBodyAccJerk-skewness()-Z
381
+381 fBodyAccJerk-kurtosis()-Z
382
+382 fBodyAccJerk-bandsEnergy()-1,8
383
+383 fBodyAccJerk-bandsEnergy()-9,16
384
+384 fBodyAccJerk-bandsEnergy()-17,24
385
+385 fBodyAccJerk-bandsEnergy()-25,32
386
+386 fBodyAccJerk-bandsEnergy()-33,40
387
+387 fBodyAccJerk-bandsEnergy()-41,48
388
+388 fBodyAccJerk-bandsEnergy()-49,56
389
+389 fBodyAccJerk-bandsEnergy()-57,64
390
+390 fBodyAccJerk-bandsEnergy()-1,16
391
+391 fBodyAccJerk-bandsEnergy()-17,32
392
+392 fBodyAccJerk-bandsEnergy()-33,48
393
+393 fBodyAccJerk-bandsEnergy()-49,64
394
+394 fBodyAccJerk-bandsEnergy()-1,24
395
+395 fBodyAccJerk-bandsEnergy()-25,48
396
+396 fBodyAccJerk-bandsEnergy()-1,8
397
+397 fBodyAccJerk-bandsEnergy()-9,16
398
+398 fBodyAccJerk-bandsEnergy()-17,24
399
+399 fBodyAccJerk-bandsEnergy()-25,32
400
+400 fBodyAccJerk-bandsEnergy()-33,40
401
+401 fBodyAccJerk-bandsEnergy()-41,48
402
+402 fBodyAccJerk-bandsEnergy()-49,56
403
+403 fBodyAccJerk-bandsEnergy()-57,64
404
+404 fBodyAccJerk-bandsEnergy()-1,16
405
+405 fBodyAccJerk-bandsEnergy()-17,32
406
+406 fBodyAccJerk-bandsEnergy()-33,48
407
+407 fBodyAccJerk-bandsEnergy()-49,64
408
+408 fBodyAccJerk-bandsEnergy()-1,24
409
+409 fBodyAccJerk-bandsEnergy()-25,48
410
+410 fBodyAccJerk-bandsEnergy()-1,8
411
+411 fBodyAccJerk-bandsEnergy()-9,16
412
+412 fBodyAccJerk-bandsEnergy()-17,24
413
+413 fBodyAccJerk-bandsEnergy()-25,32
414
+414 fBodyAccJerk-bandsEnergy()-33,40
415
+415 fBodyAccJerk-bandsEnergy()-41,48
416
+416 fBodyAccJerk-bandsEnergy()-49,56
417
+417 fBodyAccJerk-bandsEnergy()-57,64
418
+418 fBodyAccJerk-bandsEnergy()-1,16
419
+419 fBodyAccJerk-bandsEnergy()-17,32
420
+420 fBodyAccJerk-bandsEnergy()-33,48
421
+421 fBodyAccJerk-bandsEnergy()-49,64
422
+422 fBodyAccJerk-bandsEnergy()-1,24
423
+423 fBodyAccJerk-bandsEnergy()-25,48
424
+424 fBodyGyro-mean()-X
425
+425 fBodyGyro-mean()-Y
426
+426 fBodyGyro-mean()-Z
427
+427 fBodyGyro-std()-X
428
+428 fBodyGyro-std()-Y
429
+429 fBodyGyro-std()-Z
430
+430 fBodyGyro-mad()-X
431
+431 fBodyGyro-mad()-Y
432
+432 fBodyGyro-mad()-Z
433
+433 fBodyGyro-max()-X
434
+434 fBodyGyro-max()-Y
435
+435 fBodyGyro-max()-Z
436
+436 fBodyGyro-min()-X
437
+437 fBodyGyro-min()-Y
438
+438 fBodyGyro-min()-Z
439
+439 fBodyGyro-sma()
440
+440 fBodyGyro-energy()-X
441
+441 fBodyGyro-energy()-Y
442
+442 fBodyGyro-energy()-Z
443
+443 fBodyGyro-iqr()-X
444
+444 fBodyGyro-iqr()-Y
445
+445 fBodyGyro-iqr()-Z
446
+446 fBodyGyro-entropy()-X
447
+447 fBodyGyro-entropy()-Y
448
+448 fBodyGyro-entropy()-Z
449
+449 fBodyGyro-maxInds-X
450
+450 fBodyGyro-maxInds-Y
451
+451 fBodyGyro-maxInds-Z
452
+452 fBodyGyro-meanFreq()-X
453
+453 fBodyGyro-meanFreq()-Y
454
+454 fBodyGyro-meanFreq()-Z
455
+455 fBodyGyro-skewness()-X
456
+456 fBodyGyro-kurtosis()-X
457
+457 fBodyGyro-skewness()-Y
458
+458 fBodyGyro-kurtosis()-Y
459
+459 fBodyGyro-skewness()-Z
460
+460 fBodyGyro-kurtosis()-Z
461
+461 fBodyGyro-bandsEnergy()-1,8
462
+462 fBodyGyro-bandsEnergy()-9,16
463
+463 fBodyGyro-bandsEnergy()-17,24
464
+464 fBodyGyro-bandsEnergy()-25,32
465
+465 fBodyGyro-bandsEnergy()-33,40
466
+466 fBodyGyro-bandsEnergy()-41,48
467
+467 fBodyGyro-bandsEnergy()-49,56
468
+468 fBodyGyro-bandsEnergy()-57,64
469
+469 fBodyGyro-bandsEnergy()-1,16
470
+470 fBodyGyro-bandsEnergy()-17,32
471
+471 fBodyGyro-bandsEnergy()-33,48
472
+472 fBodyGyro-bandsEnergy()-49,64
473
+473 fBodyGyro-bandsEnergy()-1,24
474
+474 fBodyGyro-bandsEnergy()-25,48
475
+475 fBodyGyro-bandsEnergy()-1,8
476
+476 fBodyGyro-bandsEnergy()-9,16
477
+477 fBodyGyro-bandsEnergy()-17,24
478
+478 fBodyGyro-bandsEnergy()-25,32
479
+479 fBodyGyro-bandsEnergy()-33,40
480
+480 fBodyGyro-bandsEnergy()-41,48
481
+481 fBodyGyro-bandsEnergy()-49,56
482
+482 fBodyGyro-bandsEnergy()-57,64
483
+483 fBodyGyro-bandsEnergy()-1,16
484
+484 fBodyGyro-bandsEnergy()-17,32
485
+485 fBodyGyro-bandsEnergy()-33,48
486
+486 fBodyGyro-bandsEnergy()-49,64
487
+487 fBodyGyro-bandsEnergy()-1,24
488
+488 fBodyGyro-bandsEnergy()-25,48
489
+489 fBodyGyro-bandsEnergy()-1,8
490
+490 fBodyGyro-bandsEnergy()-9,16
491
+491 fBodyGyro-bandsEnergy()-17,24
492
+492 fBodyGyro-bandsEnergy()-25,32
493
+493 fBodyGyro-bandsEnergy()-33,40
494
+494 fBodyGyro-bandsEnergy()-41,48
495
+495 fBodyGyro-bandsEnergy()-49,56
496
+496 fBodyGyro-bandsEnergy()-57,64
497
+497 fBodyGyro-bandsEnergy()-1,16
498
+498 fBodyGyro-bandsEnergy()-17,32
499
+499 fBodyGyro-bandsEnergy()-33,48
500
+500 fBodyGyro-bandsEnergy()-49,64
501
+501 fBodyGyro-bandsEnergy()-1,24
502
+502 fBodyGyro-bandsEnergy()-25,48
503
+503 fBodyAccMag-mean()
504
+504 fBodyAccMag-std()
505
+505 fBodyAccMag-mad()
506
+506 fBodyAccMag-max()
507
+507 fBodyAccMag-min()
508
+508 fBodyAccMag-sma()
509
+509 fBodyAccMag-energy()
510
+510 fBodyAccMag-iqr()
511
+511 fBodyAccMag-entropy()
512
+512 fBodyAccMag-maxInds
513
+513 fBodyAccMag-meanFreq()
514
+514 fBodyAccMag-skewness()
515
+515 fBodyAccMag-kurtosis()
516
+516 fBodyBodyAccJerkMag-mean()
517
+517 fBodyBodyAccJerkMag-std()
518
+518 fBodyBodyAccJerkMag-mad()
519
+519 fBodyBodyAccJerkMag-max()
520
+520 fBodyBodyAccJerkMag-min()
521
+521 fBodyBodyAccJerkMag-sma()
522
+522 fBodyBodyAccJerkMag-energy()
523
+523 fBodyBodyAccJerkMag-iqr()
524
+524 fBodyBodyAccJerkMag-entropy()
525
+525 fBodyBodyAccJerkMag-maxInds
526
+526 fBodyBodyAccJerkMag-meanFreq()
527
+527 fBodyBodyAccJerkMag-skewness()
528
+528 fBodyBodyAccJerkMag-kurtosis()
529
+529 fBodyBodyGyroMag-mean()
530
+530 fBodyBodyGyroMag-std()
531
+531 fBodyBodyGyroMag-mad()
532
+532 fBodyBodyGyroMag-max()
533
+533 fBodyBodyGyroMag-min()
534
+534 fBodyBodyGyroMag-sma()
535
+535 fBodyBodyGyroMag-energy()
536
+536 fBodyBodyGyroMag-iqr()
537
+537 fBodyBodyGyroMag-entropy()
538
+538 fBodyBodyGyroMag-maxInds
539
+539 fBodyBodyGyroMag-meanFreq()
540
+540 fBodyBodyGyroMag-skewness()
541
+541 fBodyBodyGyroMag-kurtosis()
542
+542 fBodyBodyGyroJerkMag-mean()
543
+543 fBodyBodyGyroJerkMag-std()
544
+544 fBodyBodyGyroJerkMag-mad()
545
+545 fBodyBodyGyroJerkMag-max()
546
+546 fBodyBodyGyroJerkMag-min()
547
+547 fBodyBodyGyroJerkMag-sma()
548
+548 fBodyBodyGyroJerkMag-energy()
549
+549 fBodyBodyGyroJerkMag-iqr()
550
+550 fBodyBodyGyroJerkMag-entropy()
551
+551 fBodyBodyGyroJerkMag-maxInds
552
+552 fBodyBodyGyroJerkMag-meanFreq()
553
+553 fBodyBodyGyroJerkMag-skewness()
554
+554 fBodyBodyGyroJerkMag-kurtosis()
555
+555 angle(tBodyAccMean,gravity)
556
+556 angle(tBodyAccJerkMean),gravityMean)
557
+557 angle(tBodyGyroMean,gravityMean)
558
+558 angle(tBodyGyroJerkMean,gravityMean)
559
+559 angle(X,gravityMean)
560
+560 angle(Y,gravityMean)
561
+561 angle(Z,gravityMean)

+ 1164
- 0
tp/lda/har.ipynb
File diff suppressed because it is too large
View File


BIN
tp/lda/slides.pdf View File


+ 2947
- 0
tp/lda/y_test.txt
File diff suppressed because it is too large
View File


+ 7352
- 0
tp/lda/y_train.txt
File diff suppressed because it is too large
View File


Loading…
Cancel
Save