Add new data files and update dependencies

- Added TP_ACE.pdf to the project.
- Introduced perf_circle.csv containing performance circle data.
- Added test_lissage.csv with test data for smoothing.
- Updated pyproject.toml to include statsmodels as a dependency.
- Modified uv.lock to reflect the addition of statsmodels and its dependencies.
This commit is contained in:
2026-01-22 19:04:04 +01:00
parent 5b287234c2
commit f943d4083c
12 changed files with 1562 additions and 209 deletions

View File

@@ -1,208 +0,0 @@
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "8226e658",
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "7e95cb09",
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.microsoft.datawrangler.viewer.v0+json": {
"columns": [
{
"name": "index",
"rawType": "int64",
"type": "integer"
},
{
"name": "X1",
"rawType": "float64",
"type": "float"
},
{
"name": "X2",
"rawType": "float64",
"type": "float"
},
{
"name": "Y",
"rawType": "float64",
"type": "float"
}
],
"ref": "018727a2-2342-424f-8395-021f40817c5a",
"rows": [
[
"0",
"-0.8363543",
"4.520502",
"-19.868094121443526"
],
[
"1",
"0.4020083",
"3.252834",
"-10.46598545005849"
],
[
"2",
"-0.2492138",
"3.610425",
"-12.91499193423918"
],
[
"3",
"-0.6257167",
"4.58877",
"-20.67839639765537"
],
[
"4",
"-0.9899948",
"4.893924",
"-22.99404413854238"
]
],
"shape": {
"columns": 3,
"rows": 5
}
},
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>X1</th>\n",
" <th>X2</th>\n",
" <th>Y</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>-0.836354</td>\n",
" <td>4.520502</td>\n",
" <td>-19.868094</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>0.402008</td>\n",
" <td>3.252834</td>\n",
" <td>-10.465985</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>-0.249214</td>\n",
" <td>3.610425</td>\n",
" <td>-12.914992</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>-0.625717</td>\n",
" <td>4.588770</td>\n",
" <td>-20.678396</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>-0.989995</td>\n",
" <td>4.893924</td>\n",
" <td>-22.994044</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" X1 X2 Y\n",
"0 -0.836354 4.520502 -19.868094\n",
"1 0.402008 3.252834 -10.465985\n",
"2 -0.249214 3.610425 -12.914992\n",
"3 -0.625717 4.588770 -20.678396\n",
"4 -0.989995 4.893924 -22.994044"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data = pd.read_excel(\"./data/data_pdp.xlsx\")\n",
"data.head()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "4e9a9a97",
"metadata": {},
"outputs": [],
"source": [
"def partial_dependant_function(data: pd.DataFrame, model: object, feature: str, grid_points: list) -> list:\n",
" \"\"\"Compute the Partial Dependence Plot (PDP) for a given feature.\"\"\"\n",
" pdp = []\n",
" for val in grid_points:\n",
" data_temp = data.copy()\n",
" data_temp[feature] = val\n",
" preds = model.predict(data_temp)\n",
" pdp.append(preds.mean())\n",
" return pdp"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "9553a1d8",
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "studies",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.13.9"
}
},
"nbformat": 4,
"nbformat_minor": 5
}

File diff suppressed because one or more lines are too long

Binary file not shown.

After

Width:  |  Height:  |  Size: 419 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 48 KiB

Binary file not shown.

After

Width:  |  Height:  |  Size: 47 KiB

File diff suppressed because one or more lines are too long

Binary file not shown.

View File

@@ -0,0 +1,101 @@
x;y
1;0
0.997986676;0.06342392
0.991954813;0.126592454
0.981928697;0.189251244
0.967948701;0.251147987
0.950071118;0.312033446
0.928367933;0.371662456
0.902926538;0.429794912
0.873849377;0.486196736
0.841253533;0.540640817
0.805270258;0.592907929
0.766044443;0.64278761
0.723734038;0.690079011
0.678509412;0.734591709
0.630552667;0.776146464
0.58005691;0.814575952
0.527225468;0.84972543
0.472271075;0.881453363
0.415415013;0.909631995
0.356886222;0.93414786
0.296920375;0.954902241
0.235758936;0.971811568
0.173648178;0.984807753
0.1108382;0.993838464
0.047581916;0.998867339
-0.015865964;0.999874128
-0.079249957;0.996854776
-0.142314838;0.989821442
-0.204806668;0.978802446
-0.266473814;0.963842159
-0.327067963;0.945000819
-0.386345126;0.922354294
-0.444066613;0.895993774
-0.5;0.866025404
-0.553920064;0.832569855
-0.605609687;0.795761841
-0.654860734;0.755749574
-0.701474888;0.712694171
-0.74526445;0.666769001
-0.786053095;0.618158986
-0.823676581;0.567059864
-0.857983413;0.513677392
-0.888835449;0.458226522
-0.916108457;0.400930535
-0.939692621;0.342020143
-0.959492974;0.281732557
-0.975429787;0.220310533
-0.987438889;0.158001396
-0.995471923;0.095056043
-0.999496542;0.031727933
-0.999496542;-0.031727933
-0.995471923;-0.095056043
-0.987438889;-0.158001396
-0.975429787;-0.220310533
-0.959492974;-0.281732557
-0.939692621;-0.342020143
-0.916108457;-0.400930535
-0.888835449;-0.458226522
-0.857983413;-0.513677392
-0.823676581;-0.567059864
-0.786053095;-0.618158986
-0.74526445;-0.666769001
-0.701474888;-0.712694171
-0.654860734;-0.755749574
-0.605609687;-0.795761841
-0.553920064;-0.832569855
-0.5;-0.866025404
-0.444066613;-0.895993774
-0.386345126;-0.922354294
-0.327067963;-0.945000819
-0.266473814;-0.963842159
-0.204806668;-0.978802446
-0.142314838;-0.989821442
-0.079249957;-0.996854776
-0.015865964;-0.999874128
0.047581916;-0.998867339
0.1108382;-0.993838464
0.173648178;-0.984807753
0.235758936;-0.971811568
0.296920375;-0.954902241
0.356886222;-0.93414786
0.415415013;-0.909631995
0.472271075;-0.881453363
0.527225468;-0.84972543
0.58005691;-0.814575952
0.630552667;-0.776146464
0.678509412;-0.734591709
0.723734038;-0.690079011
0.766044443;-0.64278761
0.805270258;-0.592907929
0.841253533;-0.540640817
0.873849377;-0.486196736
0.902926538;-0.429794912
0.928367933;-0.371662456
0.950071118;-0.312033446
0.967948701;-0.251147987
0.981928697;-0.189251244
0.991954813;-0.126592454
0.997986676;-0.06342392
1;-2.45E-16
1 x y
2 1 0
3 0.997986676 0.06342392
4 0.991954813 0.126592454
5 0.981928697 0.189251244
6 0.967948701 0.251147987
7 0.950071118 0.312033446
8 0.928367933 0.371662456
9 0.902926538 0.429794912
10 0.873849377 0.486196736
11 0.841253533 0.540640817
12 0.805270258 0.592907929
13 0.766044443 0.64278761
14 0.723734038 0.690079011
15 0.678509412 0.734591709
16 0.630552667 0.776146464
17 0.58005691 0.814575952
18 0.527225468 0.84972543
19 0.472271075 0.881453363
20 0.415415013 0.909631995
21 0.356886222 0.93414786
22 0.296920375 0.954902241
23 0.235758936 0.971811568
24 0.173648178 0.984807753
25 0.1108382 0.993838464
26 0.047581916 0.998867339
27 -0.015865964 0.999874128
28 -0.079249957 0.996854776
29 -0.142314838 0.989821442
30 -0.204806668 0.978802446
31 -0.266473814 0.963842159
32 -0.327067963 0.945000819
33 -0.386345126 0.922354294
34 -0.444066613 0.895993774
35 -0.5 0.866025404
36 -0.553920064 0.832569855
37 -0.605609687 0.795761841
38 -0.654860734 0.755749574
39 -0.701474888 0.712694171
40 -0.74526445 0.666769001
41 -0.786053095 0.618158986
42 -0.823676581 0.567059864
43 -0.857983413 0.513677392
44 -0.888835449 0.458226522
45 -0.916108457 0.400930535
46 -0.939692621 0.342020143
47 -0.959492974 0.281732557
48 -0.975429787 0.220310533
49 -0.987438889 0.158001396
50 -0.995471923 0.095056043
51 -0.999496542 0.031727933
52 -0.999496542 -0.031727933
53 -0.995471923 -0.095056043
54 -0.987438889 -0.158001396
55 -0.975429787 -0.220310533
56 -0.959492974 -0.281732557
57 -0.939692621 -0.342020143
58 -0.916108457 -0.400930535
59 -0.888835449 -0.458226522
60 -0.857983413 -0.513677392
61 -0.823676581 -0.567059864
62 -0.786053095 -0.618158986
63 -0.74526445 -0.666769001
64 -0.701474888 -0.712694171
65 -0.654860734 -0.755749574
66 -0.605609687 -0.795761841
67 -0.553920064 -0.832569855
68 -0.5 -0.866025404
69 -0.444066613 -0.895993774
70 -0.386345126 -0.922354294
71 -0.327067963 -0.945000819
72 -0.266473814 -0.963842159
73 -0.204806668 -0.978802446
74 -0.142314838 -0.989821442
75 -0.079249957 -0.996854776
76 -0.015865964 -0.999874128
77 0.047581916 -0.998867339
78 0.1108382 -0.993838464
79 0.173648178 -0.984807753
80 0.235758936 -0.971811568
81 0.296920375 -0.954902241
82 0.356886222 -0.93414786
83 0.415415013 -0.909631995
84 0.472271075 -0.881453363
85 0.527225468 -0.84972543
86 0.58005691 -0.814575952
87 0.630552667 -0.776146464
88 0.678509412 -0.734591709
89 0.723734038 -0.690079011
90 0.766044443 -0.64278761
91 0.805270258 -0.592907929
92 0.841253533 -0.540640817
93 0.873849377 -0.486196736
94 0.902926538 -0.429794912
95 0.928367933 -0.371662456
96 0.950071118 -0.312033446
97 0.967948701 -0.251147987
98 0.981928697 -0.189251244
99 0.991954813 -0.126592454
100 0.997986676 -0.06342392
101 1 -2.45E-16

View File

@@ -0,0 +1,286 @@
x;y
1;12.6
3;11.9
5;12.8
6;11.8
8;12.3
10;12.3
12;11.7
14;10.5
15;10.6
16;10.8
20;9.7
21;10.2
22;9.7
23;10.1
25;11.8
26;11.5
27;11.6
30;11.8
31;11.8
33;12.4
34;13.3
35;12.4
39;12.9
40;13.1
42;13.2
44;13.3
46;13.2
48;14.7
51;13.3
52;13.3
55;12.5
57;11.8
60;11.7
61;11.7
63;12.2
65;13.6
67;12.4
68;12.5
70;13.2
71;13.2
72;13.6
73;13.2
77;14.4
79;14.3
80;14.2
83;12.8
84;12.8
85;12.8
87;12.9
89;13.8
91;13.2
92;12.5
98;13
99;13
100;13.4
101;12.7
104;12.3
111;11.4
112;11.1
115;10.6
117;10.5
122;10.9
123;11.1
125;11.2
127;11.9
129;11
132;10
133;10.9
134;10.5
135;10.6
138;10.4
139;11.1
140;11.1
141;11.2
144;9.9
145;10.6
146;9.7
150;10.1
151;9.9
152;10.1
153;10.2
154;11.3
155;11.4
157;11.3
159;11.7
160;11.3
162;11.4
164;10.8
165;10.8
166;10.9
168;10.8
170;12
171;12.4
175;12.7
176;12.1
177;12.2
179;12.3
180;12.3
181;12.5
182;12.6
183;11.8
185;10.9
186;10.9
187;11.1
188;11.1
189;10.6
191;9.9
192;9.1
193;9.6
196;9.7
197;10.3
198;10.1
200;11.7
201;11.5
203;11.1
204;11.1
205;11.6
206;11.8
210;11.2
216;9.6
217;9.1
218;8.2
219;7.3
221;9
230;9
231;7.2
234;7
237;8.5
239;8.2
241;7.5
242;7.2
244;8.3
245;8.5
246;8.7
250;8.8
252;8.4
254;8.4
255;8.9
258;8.3
259;8.5
260;9
265;8.2
269;8.6
271;8
274;8.8
275;8.7
276;8.6
282;8.8
283;9.3
287;8.4
290;8.6
291;8.8
292;9.3
298;9.9
301;9.6
304;8
306;10.6
309;8.9
310;8.7
311;8.3
313;7.6
315;6.9
316;6.3
318;9.1
321;6.8
322;6.4
324;6.9
326;6.5
331;7.5
335;7.1
337;7.1
339;6.8
341;6.6
342;6.1
343;6.7
345;6.6
346;5.7
347;6.7
348;7.1
349;6.7
351;6.7
352;6.4
355;6.2
356;6.2
357;6.4
359;6.8
366;6.4
367;7.4
368;7.4
369;7.5
370;7.2
374;6.8
378;5.8
379;6.4
381;5.9
382;5.2
386;4.7
389;4.8
392;4.8
393;4.5
394;5
396;4.9
399;4.5
400;4.6
402;4.2
403;4.8
406;5
407;4.5
411;7
412;3.4
413;4.1
415;6.1
416;5.8
419;6.5
420;6.4
425;5.7
427;5.5
430;5.3
431;5.8
432;5.6
433;6.3
435;5.2
438;5.4
439;5
443;5.3
445;5.3
446;5.2
449;4.1
450;6.9
451;3.7
452;3.4
453;3.6
455;3.5
456;2.9
459;2.7
460;3.1
462;3.7
463;4.2
465;4.2
466;4
467;3.8
468;4
469;3.4
470;3.6
475;3.7
478;4.2
482;3.4
483;3.5
485;3.1
486;3.6
492;5.5
494;3.8
496;5.5
498;6.4
500;5.5
502;6.8
503;8.2
506;4.9
508;5.4
510;5.9
514;6.4
522;7.1
524;7.6
525;7
527;6.9
529;7.3
533;7
534;7.8
536;8
539;8.8
540;9.1
541;8.2
542;8
544;8.8
545;9.7
546;12
547;6.3
548;5.8
556;6.3
558;6.4
562;7.4
563;7.4
566;7.2
567;7.4
573;7.4
1 x y
2 1 12.6
3 3 11.9
4 5 12.8
5 6 11.8
6 8 12.3
7 10 12.3
8 12 11.7
9 14 10.5
10 15 10.6
11 16 10.8
12 20 9.7
13 21 10.2
14 22 9.7
15 23 10.1
16 25 11.8
17 26 11.5
18 27 11.6
19 30 11.8
20 31 11.8
21 33 12.4
22 34 13.3
23 35 12.4
24 39 12.9
25 40 13.1
26 42 13.2
27 44 13.3
28 46 13.2
29 48 14.7
30 51 13.3
31 52 13.3
32 55 12.5
33 57 11.8
34 60 11.7
35 61 11.7
36 63 12.2
37 65 13.6
38 67 12.4
39 68 12.5
40 70 13.2
41 71 13.2
42 72 13.6
43 73 13.2
44 77 14.4
45 79 14.3
46 80 14.2
47 83 12.8
48 84 12.8
49 85 12.8
50 87 12.9
51 89 13.8
52 91 13.2
53 92 12.5
54 98 13
55 99 13
56 100 13.4
57 101 12.7
58 104 12.3
59 111 11.4
60 112 11.1
61 115 10.6
62 117 10.5
63 122 10.9
64 123 11.1
65 125 11.2
66 127 11.9
67 129 11
68 132 10
69 133 10.9
70 134 10.5
71 135 10.6
72 138 10.4
73 139 11.1
74 140 11.1
75 141 11.2
76 144 9.9
77 145 10.6
78 146 9.7
79 150 10.1
80 151 9.9
81 152 10.1
82 153 10.2
83 154 11.3
84 155 11.4
85 157 11.3
86 159 11.7
87 160 11.3
88 162 11.4
89 164 10.8
90 165 10.8
91 166 10.9
92 168 10.8
93 170 12
94 171 12.4
95 175 12.7
96 176 12.1
97 177 12.2
98 179 12.3
99 180 12.3
100 181 12.5
101 182 12.6
102 183 11.8
103 185 10.9
104 186 10.9
105 187 11.1
106 188 11.1
107 189 10.6
108 191 9.9
109 192 9.1
110 193 9.6
111 196 9.7
112 197 10.3
113 198 10.1
114 200 11.7
115 201 11.5
116 203 11.1
117 204 11.1
118 205 11.6
119 206 11.8
120 210 11.2
121 216 9.6
122 217 9.1
123 218 8.2
124 219 7.3
125 221 9
126 230 9
127 231 7.2
128 234 7
129 237 8.5
130 239 8.2
131 241 7.5
132 242 7.2
133 244 8.3
134 245 8.5
135 246 8.7
136 250 8.8
137 252 8.4
138 254 8.4
139 255 8.9
140 258 8.3
141 259 8.5
142 260 9
143 265 8.2
144 269 8.6
145 271 8
146 274 8.8
147 275 8.7
148 276 8.6
149 282 8.8
150 283 9.3
151 287 8.4
152 290 8.6
153 291 8.8
154 292 9.3
155 298 9.9
156 301 9.6
157 304 8
158 306 10.6
159 309 8.9
160 310 8.7
161 311 8.3
162 313 7.6
163 315 6.9
164 316 6.3
165 318 9.1
166 321 6.8
167 322 6.4
168 324 6.9
169 326 6.5
170 331 7.5
171 335 7.1
172 337 7.1
173 339 6.8
174 341 6.6
175 342 6.1
176 343 6.7
177 345 6.6
178 346 5.7
179 347 6.7
180 348 7.1
181 349 6.7
182 351 6.7
183 352 6.4
184 355 6.2
185 356 6.2
186 357 6.4
187 359 6.8
188 366 6.4
189 367 7.4
190 368 7.4
191 369 7.5
192 370 7.2
193 374 6.8
194 378 5.8
195 379 6.4
196 381 5.9
197 382 5.2
198 386 4.7
199 389 4.8
200 392 4.8
201 393 4.5
202 394 5
203 396 4.9
204 399 4.5
205 400 4.6
206 402 4.2
207 403 4.8
208 406 5
209 407 4.5
210 411 7
211 412 3.4
212 413 4.1
213 415 6.1
214 416 5.8
215 419 6.5
216 420 6.4
217 425 5.7
218 427 5.5
219 430 5.3
220 431 5.8
221 432 5.6
222 433 6.3
223 435 5.2
224 438 5.4
225 439 5
226 443 5.3
227 445 5.3
228 446 5.2
229 449 4.1
230 450 6.9
231 451 3.7
232 452 3.4
233 453 3.6
234 455 3.5
235 456 2.9
236 459 2.7
237 460 3.1
238 462 3.7
239 463 4.2
240 465 4.2
241 466 4
242 467 3.8
243 468 4
244 469 3.4
245 470 3.6
246 475 3.7
247 478 4.2
248 482 3.4
249 483 3.5
250 485 3.1
251 486 3.6
252 492 5.5
253 494 3.8
254 496 5.5
255 498 6.4
256 500 5.5
257 502 6.8
258 503 8.2
259 506 4.9
260 508 5.4
261 510 5.9
262 514 6.4
263 522 7.1
264 524 7.6
265 525 7
266 527 6.9
267 529 7.3
268 533 7
269 534 7.8
270 536 8
271 539 8.8
272 540 9.1
273 541 8.2
274 542 8
275 544 8.8
276 545 9.7
277 546 12
278 547 6.3
279 548 5.8
280 556 6.3
281 558 6.4
282 562 7.4
283 563 7.4
284 566 7.2
285 567 7.4
286 573 7.4

View File

@@ -32,6 +32,7 @@ dependencies = [
"seaborn>=0.13.2",
"sentence-transformers>=5.2.0",
"shap>=0.49.1",
"statsmodels>=0.14.6",
"tensorflow>=2.20.0",
"tf-keras>=2.20.1",
"umap-learn>=0.5.11",
@@ -63,7 +64,8 @@ ignore = [
"T201", # Print
"N806",
"N803",
"N802"
"N802",
"N816",
]
# Exclure certains fichiers ou répertoires

53
uv.lock generated
View File

@@ -2501,6 +2501,18 @@ wheels = [
{ url = "https://files.pythonhosted.org/packages/c6/ac/dac4a63f978e4dcb3c6d3a78c4d8e0192a113d288502a1216950c41b1027/parso-0.8.4-py2.py3-none-any.whl", hash = "sha256:a418670a20291dacd2dddc80c377c5c3791378ee1e8d12bffc35420643d43f18", size = 103650, upload-time = "2024-04-05T09:43:53.299Z" },
]
[[package]]
name = "patsy"
version = "1.0.2"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "numpy" },
]
sdist = { url = "https://files.pythonhosted.org/packages/be/44/ed13eccdd0519eff265f44b670d46fbb0ec813e2274932dc1c0e48520f7d/patsy-1.0.2.tar.gz", hash = "sha256:cdc995455f6233e90e22de72c37fcadb344e7586fb83f06696f54d92f8ce74c0", size = 399942, upload-time = "2025-10-20T16:17:37.535Z" }
wheels = [
{ url = "https://files.pythonhosted.org/packages/f1/70/ba4b949bdc0490ab78d545459acd7702b211dfccf7eb89bbc1060f52818d/patsy-1.0.2-py2.py3-none-any.whl", hash = "sha256:37bfddbc58fcf0362febb5f54f10743f8b21dd2aa73dec7e7ef59d1b02ae668a", size = 233301, upload-time = "2025-10-20T16:17:36.563Z" },
]
[[package]]
name = "peewee"
version = "3.18.2"
@@ -3719,6 +3731,45 @@ wheels = [
{ url = "https://files.pythonhosted.org/packages/f1/7b/ce1eafaf1a76852e2ec9b22edecf1daa58175c090266e9f6c64afcd81d91/stack_data-0.6.3-py3-none-any.whl", hash = "sha256:d5558e0c25a4cb0853cddad3d77da9891a08cb85dd9f9f91b9f8cd66e511e695", size = 24521, upload-time = "2023-09-30T13:58:03.53Z" },
]
[[package]]
name = "statsmodels"
version = "0.14.6"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "numpy" },
{ name = "packaging" },
{ name = "pandas" },
{ name = "patsy" },
{ name = "scipy" },
]
sdist = { url = "https://files.pythonhosted.org/packages/0d/81/e8d74b34f85285f7335d30c5e3c2d7c0346997af9f3debf9a0a9a63de184/statsmodels-0.14.6.tar.gz", hash = "sha256:4d17873d3e607d398b85126cd4ed7aad89e4e9d89fc744cdab1af3189a996c2a", size = 20689085, upload-time = "2025-12-05T23:08:39.522Z" }
wheels = [
{ url = "https://files.pythonhosted.org/packages/a9/4d/df4dd089b406accfc3bb5ee53ba29bb3bdf5ae61643f86f8f604baa57656/statsmodels-0.14.6-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:6ad5c2810fc6c684254a7792bf1cbaf1606cdee2a253f8bd259c43135d87cfb4", size = 10121514, upload-time = "2025-12-05T19:28:16.521Z" },
{ url = "https://files.pythonhosted.org/packages/82/af/ec48daa7f861f993b91a0dcc791d66e1cf56510a235c5cbd2ab991a31d5c/statsmodels-0.14.6-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:341fa68a7403e10a95c7b6e41134b0da3a7b835ecff1eb266294408535a06eb6", size = 10003346, upload-time = "2025-12-05T19:28:29.568Z" },
{ url = "https://files.pythonhosted.org/packages/a9/2c/c8f7aa24cd729970728f3f98822fb45149adc216f445a9301e441f7ac760/statsmodels-0.14.6-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:bdf1dfe2a3ca56f5529118baf33a13efed2783c528f4a36409b46bbd2d9d48eb", size = 10129872, upload-time = "2025-12-05T23:09:25.724Z" },
{ url = "https://files.pythonhosted.org/packages/40/c6/9ae8e9b0721e9b6eb5f340c3a0ce8cd7cce4f66e03dd81f80d60f111987f/statsmodels-0.14.6-cp311-cp311-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:a3764ba8195c9baf0925a96da0743ff218067a269f01d155ca3558deed2658ca", size = 10381964, upload-time = "2025-12-05T23:09:41.326Z" },
{ url = "https://files.pythonhosted.org/packages/28/8c/cf3d30c8c2da78e2ad1f50ade8b7fabec3ff4cdfc56fbc02e097c4577f90/statsmodels-0.14.6-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:9e8d2e519852adb1b420e018f5ac6e6684b2b877478adf7fda2cfdb58f5acb5d", size = 10409611, upload-time = "2025-12-05T23:09:57.131Z" },
{ url = "https://files.pythonhosted.org/packages/bf/cc/018f14ecb58c6cb89de9d52695740b7d1f5a982aa9ea312483ea3c3d5f77/statsmodels-0.14.6-cp311-cp311-win_amd64.whl", hash = "sha256:2738a00fca51196f5a7d44b06970ace6b8b30289839e4808d656f8a98e35faa7", size = 9580385, upload-time = "2025-12-05T19:28:42.778Z" },
{ url = "https://files.pythonhosted.org/packages/25/ce/308e5e5da57515dd7cab3ec37ea2d5b8ff50bef1fcc8e6d31456f9fae08e/statsmodels-0.14.6-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:fe76140ae7adc5ff0e60a3f0d56f4fffef484efa803c3efebf2fcd734d72ecb5", size = 10091932, upload-time = "2025-12-05T19:28:55.446Z" },
{ url = "https://files.pythonhosted.org/packages/05/30/affbabf3c27fb501ec7b5808230c619d4d1a4525c07301074eb4bda92fa9/statsmodels-0.14.6-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:26d4f0ed3b31f3c86f83a92f5c1f5cbe63fc992cd8915daf28ca49be14463a1c", size = 9997345, upload-time = "2025-12-05T19:29:10.278Z" },
{ url = "https://files.pythonhosted.org/packages/48/f5/3a73b51e6450c31652c53a8e12e24eac64e3824be816c0c2316e7dbdcb7d/statsmodels-0.14.6-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:d8c00a42863e4f4733ac9d078bbfad816249c01451740e6f5053ecc7db6d6368", size = 10058649, upload-time = "2025-12-05T23:10:12.775Z" },
{ url = "https://files.pythonhosted.org/packages/81/68/dddd76117df2ef14c943c6bbb6618be5c9401280046f4ddfc9fb4596a1b8/statsmodels-0.14.6-cp312-cp312-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:19b58cf7474aa9e7e3b0771a66537148b2df9b5884fbf156096c0e6c1ff0469d", size = 10339446, upload-time = "2025-12-05T23:10:28.503Z" },
{ url = "https://files.pythonhosted.org/packages/56/4a/dce451c74c4050535fac1ec0c14b80706d8fc134c9da22db3c8a0ec62c33/statsmodels-0.14.6-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:81e7dcc5e9587f2567e52deaff5220b175bf2f648951549eae5fc9383b62bc37", size = 10368705, upload-time = "2025-12-05T23:10:44.339Z" },
{ url = "https://files.pythonhosted.org/packages/60/15/3daba2df40be8b8a9a027d7f54c8dedf24f0d81b96e54b52293f5f7e3418/statsmodels-0.14.6-cp312-cp312-win_amd64.whl", hash = "sha256:b5eb07acd115aa6208b4058211138393a7e6c2cf12b6f213ede10f658f6a714f", size = 9543991, upload-time = "2025-12-05T23:10:58.536Z" },
{ url = "https://files.pythonhosted.org/packages/81/59/a5aad5b0cc266f5be013db8cde563ac5d2a025e7efc0c328d83b50c72992/statsmodels-0.14.6-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:47ee7af083623d2091954fa71c7549b8443168f41b7c5dce66510274c50fd73e", size = 10072009, upload-time = "2025-12-05T23:11:14.021Z" },
{ url = "https://files.pythonhosted.org/packages/53/dd/d8cfa7922fc6dc3c56fa6c59b348ea7de829a94cd73208c6f8202dd33f17/statsmodels-0.14.6-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:aa60d82e29fcd0a736e86feb63a11d2380322d77a9369a54be8b0965a3985f71", size = 9980018, upload-time = "2025-12-05T23:11:30.907Z" },
{ url = "https://files.pythonhosted.org/packages/ee/77/0ec96803eba444efd75dba32f2ef88765ae3e8f567d276805391ec2c98c6/statsmodels-0.14.6-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:89ee7d595f5939cc20bf946faedcb5137d975f03ae080f300ebb4398f16a5bd4", size = 10060269, upload-time = "2025-12-05T23:11:46.338Z" },
{ url = "https://files.pythonhosted.org/packages/10/b9/fd41f1f6af13a1a1212a06bb377b17762feaa6d656947bf666f76300fc05/statsmodels-0.14.6-cp313-cp313-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:730f3297b26749b216a06e4327fe0be59b8d05f7d594fb6caff4287b69654589", size = 10324155, upload-time = "2025-12-05T23:12:01.805Z" },
{ url = "https://files.pythonhosted.org/packages/ee/0f/a6900e220abd2c69cd0a07e3ad26c71984be6061415a60e0f17b152ecf08/statsmodels-0.14.6-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:f1c08befa85e93acc992b72a390ddb7bd876190f1360e61d10cf43833463bc9c", size = 10349765, upload-time = "2025-12-05T23:12:18.018Z" },
{ url = "https://files.pythonhosted.org/packages/98/08/b79f0c614f38e566eebbdcff90c0bcacf3c6ba7a5bbb12183c09c29ca400/statsmodels-0.14.6-cp313-cp313-win_amd64.whl", hash = "sha256:8021271a79f35b842c02a1794465a651a9d06ec2080f76ebc3b7adce77d08233", size = 9540043, upload-time = "2025-12-05T23:12:33.887Z" },
{ url = "https://files.pythonhosted.org/packages/71/de/09540e870318e0c7b58316561d417be45eff731263b4234fdd2eee3511a8/statsmodels-0.14.6-cp314-cp314-macosx_10_15_x86_64.whl", hash = "sha256:00781869991f8f02ad3610da6627fd26ebe262210287beb59761982a8fa88cae", size = 10069403, upload-time = "2025-12-05T23:12:48.424Z" },
{ url = "https://files.pythonhosted.org/packages/ab/f0/63c1bfda75dc53cee858006e1f46bd6d6f883853bea1b97949d0087766ca/statsmodels-0.14.6-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:73f305fbf31607b35ce919fae636ab8b80d175328ed38fdc6f354e813b86ee37", size = 9989253, upload-time = "2025-12-05T23:13:05.274Z" },
{ url = "https://files.pythonhosted.org/packages/c1/98/b0dfb4f542b2033a3341aa5f1bdd97024230a4ad3670c5b0839d54e3dcab/statsmodels-0.14.6-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:e443e7077a6e2d3faeea72f5a92c9f12c63722686eb80bb40a0f04e4a7e267ad", size = 10090802, upload-time = "2025-12-05T23:13:20.653Z" },
{ url = "https://files.pythonhosted.org/packages/34/0e/2408735aca9e764643196212f9069912100151414dd617d39ffc72d77eee/statsmodels-0.14.6-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:3414e40c073d725007a6603a18247ab7af3467e1af4a5e5a24e4c27bc26673b4", size = 10337587, upload-time = "2025-12-05T23:13:37.597Z" },
{ url = "https://files.pythonhosted.org/packages/0f/36/4d44f7035ab3c0b2b6a4c4ebb98dedf36246ccbc1b3e2f51ebcd7ac83abb/statsmodels-0.14.6-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:a518d3f9889ef920116f9fa56d0338069e110f823926356946dae83bc9e33e19", size = 10363350, upload-time = "2025-12-05T23:13:53.08Z" },
{ url = "https://files.pythonhosted.org/packages/26/33/f1652d0c59fa51de18492ee2345b65372550501ad061daa38f950be390b6/statsmodels-0.14.6-cp314-cp314-win_amd64.whl", hash = "sha256:151b73e29f01fe619dbce7f66d61a356e9d1fe5e906529b78807df9189c37721", size = 9588010, upload-time = "2025-12-05T23:14:07.28Z" },
]
[[package]]
name = "studies"
version = "0.1.0"
@@ -3751,6 +3802,7 @@ dependencies = [
{ name = "seaborn" },
{ name = "sentence-transformers" },
{ name = "shap" },
{ name = "statsmodels" },
{ name = "tensorflow" },
{ name = "tf-keras" },
{ name = "umap-learn" },
@@ -3793,6 +3845,7 @@ requires-dist = [
{ name = "seaborn", specifier = ">=0.13.2" },
{ name = "sentence-transformers", specifier = ">=5.2.0" },
{ name = "shap", specifier = ">=0.49.1" },
{ name = "statsmodels", specifier = ">=0.14.6" },
{ name = "tensorflow", specifier = ">=2.20.0" },
{ name = "tf-keras", specifier = ">=2.20.1" },
{ name = "umap-learn", specifier = ">=0.5.11" },