arthur/ArtStudies
1
0
Fork 0
mirror of https://github.com/ArthurDanjou/ArtStudies.git synced 2026-01-23 01:59:32 +01:00
Code Issues Packages Projects Releases Wiki Activity

Compare commits

base: arthur:56fdd5da45bfbd13b9e33d22110522482486ed88
Branches Tags
arthur:master
..
compare: arthur:master
Branches Tags
arthur:master

20 Commits
56fdd5da45 ... master

Author SHA1 Message Date
Arthur DANJOU
17f7488751 Implement feature X to enhance user experience and fix bug Y in module Z 2026-01-22 19:28:12 +01:00
Arthur DANJOU
f943d4083c 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.
 2026-01-22 19:04:04 +01:00
Arthur DANJOU
5b287234c2 Implement feature X to enhance user experience and fix bug Y in module Z 2026-01-21 19:37:16 +01:00
Arthur DANJOU
bcd013c57f Implement feature X to enhance user experience and optimize performance 2026-01-21 19:30:35 +01:00
Arthur DANJOU
29fa7b61fa Refactor code structure for improved readability and maintainability 2026-01-21 19:19:24 +01:00
Arthur DANJOU
c136795d65 Ajout des dépendances "umap-learn" et "pynndescent" dans les fichiers pyproject.toml et uv.lock 2026-01-21 18:42:41 +01:00
Arthur DANJOU
6255837215 Ajout d'une instruction print pour afficher le résultat de bw dans le notebook TP2 2026-01-21 18:22:13 +01:00
Arthur DANJOU
94075f7f13 Add TP2 2026-01-19 16:26:19 +01:00
Arthur DANJOU
cc467d9ff3 Update kernelspec display name in TD control with CliffWalking notebook 2026-01-15 12:36:19 +01:00
Arthur DANJOU
444c6facc3 Modifier le nom d'affichage du noyau Python dans le notebook à "studies" 2026-01-15 12:21:33 +01:00
Arthur DANJOU
88f45deba9 Update execution counts in Jupyter notebooks and replace CliffWalking GIF with a new version 2026-01-15 11:50:46 +01:00
Arthur DANJOU
8b2e92635d Refactor code structure for improved readability and maintainability 2026-01-15 11:36:07 +01:00
Arthur DANJOU
80b38f0592 Edit TP2 2026-01-15 10:45:54 +01:00
Arthur DANJOU
9452e42623 Add TP2 2026-01-14 23:32:34 +01:00
Arthur DANJOU
b8b0024852 Merge branch 'master' of https://github.com/ArthurDanjou/studies 2026-01-13 10:36:14 +01:00
Arthur DANJOU
3e1ac18acd Add Lab 4 2026-01-13 10:36:09 +01:00
Arthur DANJOU
77feb27b97 Add TP2 2026-01-13 10:36:04 +01:00
Arthur DANJOU
bcb8c66a9d add new dependencies 2026-01-13 10:35:56 +01:00
Arthur DANJOU
03bc530c3a edit .gitignore 2026-01-13 10:35:41 +01:00
Arthur DANJOU
27fd147d0f Implement feature X to enhance user experience and fix bug Y in module Z 2026-01-12 12:54:32 +01:00
27 changed files with 20401 additions and 213 deletions
Expand all files Collapse all files

10
.gitignore vendored
View File

@@ -24,4 +24,12 @@ Baudelaire_len_32.p
NoticeTechnique_files
.posit
renv
renv
results/
results_stage_1/
results_stage_2/
*.safetensors
*.pt
*.pth
*.bin

208
M2/Advanced Machine Learning/TP1.ipynb
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
}

615
M2/Advanced Machine Learning/TP1/TP1.ipynb Normal file
View File

File diff suppressed because one or more lines are too long

0
M2/Advanced Machine Learning/data/data_pdp.xlsx → M2/Advanced Machine Learning/TP1/data/data_pdp.xlsx
View File

BIN
M2/Advanced Machine Learning/TP1/question1_correlation_plots.png Normal file
View File

Binary file not shown.
Side by Side

After

Width:  |  Height:  |  Size: 419 KiB

BIN
M2/Advanced Machine Learning/TP1/question2_pdp_plots.png Normal file
View File

Binary file not shown.
Side by Side

After

Width:  |  Height:  |  Size: 48 KiB

BIN
M2/Advanced Machine Learning/TP1/question3_model_plots.png Normal file
View File

Binary file not shown.
Side by Side

After

Width:  |  Height:  |  Size: 47 KiB

512
M2/Advanced Machine Learning/TP2/TP2.ipynb Normal file
View File

File diff suppressed because one or more lines are too long

BIN
M2/Advanced Machine Learning/TP2/TP_ACE.pdf Normal file
View File

Binary file not shown.

101
M2/Advanced Machine Learning/TP2/perf_circle.csv Normal file
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

286
M2/Advanced Machine Learning/TP2/test_lissage.csv Normal file
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

1505
M2/Clustering In Practice/TP3.ipynb Normal file
View File

File diff suppressed because one or more lines are too long

185
M2/Clustering In Practice/compression_image.R Normal file
View File

@@ -0,0 +1,185 @@
# Objectifs pédagogiques
# Comprendre la représentation matricielle d'une image.
# Interpréter les centroïdes comme une palette de couleurs optimale (résumé).
# Analyser le compromis entre distorsion (perte de qualité) et taux de compression.
library(jpeg)
# 1. Chargement de l'image
img <- readJPEG("./data/PampasGrass.jpg")
# Dimensions
dims <- dim(img)
dims
# Reshaping : Transformation en matrice (Pixels x 3 canaux)
# Chaque ligne est une observation dans R^3
img_matrix <- matrix(img, ncol = 3)
colnames(img_matrix) <- c("R", "G", "B")
head(img_matrix)
# 2. Application de l'algorithme K-means
# Choix du nombre de couleurs (k)
k <- 8
# Application de K-means
# On augmente iter.max car la convergence sur des milliers de pixels peut être lente
set.seed(123)
km_model <- kmeans(img_matrix, centers = k, iter.max = 20, nstart = 3)
# Les "résumés" de l'information (les centres des clusters)
palette_optimale <- km_model$centers
print(palette_optimale)
# 3. Reconstruction de l'image compressée
# Associer chaque pixel à son centroïde
img_compressed_matrix <- palette_optimale[km_model$cluster, ]
# Re-transformer la matrice en Array 3D
img_compressed <- array(img_compressed_matrix, dim = dims)
# Affichage comparatif
par(mfrow = c(1, 2), mar = c(1, 1, 1, 1))
plot(0, 0, type='n', axes=FALSE, ann=FALSE)
rasterImage(img, -1, -1, 1, 1)
title("Originale (Millions de couleurs)")
plot(0, 0, type='n', axes=FALSE, ann=FALSE)
rasterImage(img_compressed, -1, -1, 1, 1)
title(paste("Compressée (k =", k, ")"))
# 4. Questions : coût de l'information (Distorsion)
# Calculez l'erreur quadratique moyenne (MSE) entre l'image originale et
# l'image compressée :
# Plus $k$ est petit, plus le résumé est ..., plus le MSE .....
library(imager)
mse_imager <- function(img1, img2) {
# Harmoniser dimensions (recadrage ou redimensionnement si besoin)
if (!all(dim(img1) == dim(img2))) {
# Ici, on redimensionne img2 sur la taille d'img1
img2 <- imresize(img2, size_x = width(img1), size_y = height(img1))
if (spectrum(img2) != spectrum(img1)) {
img2 <- grayscale(img2) # fallback simple si nb de canaux diffère
img1 <- grayscale(img1)
}
}
# Convertir en vecteurs numériques [0,1]
x <- as.numeric(img1)
y <- as.numeric(img2)
mean((x - y)^2)
}
mse_val <- mse_imager(img, img_compressed)
cat("MSE =", mse_val, "\n")
mse_matrix <- mean((img_matrix - img_compressed_matrix)^2)
cat("MSE =", mse_matrix, "\n")
########################################################################
# Règle du coude (Elbow Method)
# tracez l'évolution de la Within-Cluster Sum of Squares (WCSS) en fonction de $k$
# Prnde k = 2 à 32
# A partir de quel $k$ le gain visuel devient-il négligeable pour l'œil humain ?
# X : matrice/df n x d
# ks : valeurs de k à tester (par défaut 1:10)
elbow_wss <- function(X, ks = 2:32, nstart = 10, scale_data = FALSE) {
X <- as.matrix(X)
if (scale_data) {
X <- scale(X)
}
wss <- numeric(length(ks))
# Cas k = 1 : WSS = TSS (variance totale)
total_ss <- sum(scale(X, scale = FALSE)^2) # TSS
for (i in seq_along(ks)) {
k <- ks[i]
cat(" k =", k, "\n")
if (k == 1) {
wss[i] <- total_ss
} else {
set.seed(123) # reproductible
km <- kmeans(X, centers = k, nstart = nstart, iter.max = 100)
wss[i] <- km$tot.withinss
}
}
plot(ks, wss, type = "b", pch = 19, xlab = "Nombre de clusters (k)",
ylab = "Inertie intra-classe (WSS)",
main = "Méthode du coude (k-means)")
grid()
# invisible(data.frame(k = ks, WSS = wss))
}
# Exemple d'utilisation :
res <- elbow_wss(img_compressed, ks = 2:32, nstart = 20, scale_data = FALSE)
###############################################################################
elbow_wss_safe <- function(X, ks = 2:32, nstart = 20, scale_data = FALSE, seed = 123) {
X <- as.matrix(X)
if (scale_data) X <- scale(X)
set.seed(seed)
# Nombre de lignes distinctes
n_unique <- nrow(unique(X))
if (n_unique < 2) stop("Moins de 2 points distincts : k-means n'a pas de sens.")
# Tronquer ks si nécessaire
ks <- ks[ks <= n_unique]
if (length(ks) == 0) stop("Tous les k demandés dépassent le nombre de points distincts.")
wss <- numeric(length(ks))
# TSS (k = 1)
total_ss <- sum(scale(X, scale = FALSE)^2)
for (i in seq_along(ks)) {
k <- ks[i]
cat(" k =", k, "\n")
if (k == 1) {
wss[i] <- total_ss
} else {
km <- kmeans(X, centers = k, nstart = nstart, iter.max = 100)
wss[i] <- km$tot.withinss
}
}
plot(ks, wss, type = "b", pch = 19, xlab = "Nombre de clusters (k)",
ylab = "Inertie intra-classe (WSS)", main = "Méthode du coude (k-means)")
axis(1, at = ks)
grid()
# invisible(data.frame(k = ks, WSS = wss))
}
# Exemple :
res <- elbow_wss_safe(img_compressed, ks = 2:32, nstart = 20)
# Taille de stockage
# Ouvrir un fichier JPG
jpeg("./data/image_compressed.jpg")
# Afficher l'image compressée dans le fichier
plot(0, 0, type='n', axes=FALSE, ann=FALSE)
rasterImage(img_compressed, -1, -1, 1, 1)
info <- file.info("./data/PampasGrass.jpg")
(taille_octets_reelle <- info$size/1024)
info <- file.info("./data/image_compressed.jpg")
(taille_octets_compresse <- info$size/1024)

105
M2/Clustering In Practice/compression_image_poissons.R Normal file
View File

@@ -0,0 +1,105 @@
# Objectifs pédagogiques
# Comprendre la représentation matricielle d'une image.
# Interpréter les centroïdes comme une palette de couleurs optimale (résumé).
# Analyser le compromis entre distorsion (perte de qualité) et taux de compression.
library(jpeg)
# 1. Chargement de l'image
img <- readJPEG("./data/Guppy 2.jpeg")
# Dimensions
dims <- dim(img)
dims
# Reshaping : Transformation en matrice (Pixels x 3 canaux)
# Chaque ligne est une observation dans R^3
img_matrix <- matrix(img, ncol = 3)
colnames(img_matrix) <- c("R", "G", "B")
head(img_matrix)
# 2. Application de l'algorithme K-means
# Choix du nombre de couleurs (k)
k <- 10
# Application de K-means
# On augmente iter.max car la convergence sur des milliers de pixels peut être lente
set.seed(123)
km_model <- kmeans(img_matrix, centers = k, iter.max = 20, nstart = 3)
# Les "résumés" de l'information (les centres des clusters)
palette_optimale <- km_model$centers
print(palette_optimale)
# 3. Reconstruction de l'image compressée
# Associer chaque pixel à son centroïde
img_compressed_matrix <- palette_optimale[km_model$cluster, ]
# Re-transformer la matrice en Array 3D
img_compressed <- array(img_compressed_matrix, dim = dims)
# Affichage comparatif
par(mfrow = c(1, 2), mar = c(1, 1, 1, 1))
plot(0, 0, type='n', axes=FALSE, ann=FALSE)
rasterImage(img, -1, -1, 1, 1)
title("Originale (Millions de couleurs)")
plot(0, 0, type='n', axes=FALSE, ann=FALSE)
rasterImage(img_compressed, -1, -1, 1, 1)
title(paste("Compressée (k =", k, ")"))
# 4. Questions : coût de l'information (Distorsion)
# Calculez l'erreur quadratique moyenne (MSE) entre l'image originale et
# l'image compressée :
# Plus $k$ est petit, plus le résumé est ..., plus le MSE .....
# Règle du coude (Elbow Method)
# tracez l'évolution de la Within-Cluster Sum of Squares (WCSS) en fonction de $k$
# Prnde k = 2 à 32
# A partir de quel $k$ le gain visuel devient-il négligeable pour l'œil humain ?
# Taille de stockage
# Ouvrir un fichier JPG
jpeg("./data/image_compressed.jpg")
# Afficher l'image compressée dans le fichier
plot(0, 0, type='n', axes=FALSE, ann=FALSE)
rasterImage(img_compressed, -1, -1, 1, 1)
info <- file.info("./data/Guppy 2.jpeg")
(taille_octets_reelle <- info$size/1024)
info <- file.info("./data/image_compressed.jpg")
(taille_octets_compresse <- info$size/1024)
library(colordistance)
repertoire <- "poissons"
clusters <- colordistance::getHistList(repertoire, lower = NULL, upper = NULL)
names(clusters)
kmeans_fits <- getKMeansList(repertoire, bins = 3, plotting = TRUE)
centroids_list <- extractClusters(kmeans_fits, ordering = TRUE)
emd_distance_matrix <- getColorDistanceMatrix(centroids_list, method = "color.dist", ordering = TRUE)
colordistance::imageClusterPipeline(repertoire, cluster.method = "hist")
clusters

553
M2/Clustering In Practice/data/DataModel.csv Normal file
View File

@@ -0,0 +1,553 @@
"Year","Category","Region","Dist_EQ","PCT_CHARTER","PCT_NETWORK","PCT_REGIONAL","PCT_LCC"
2002,"NBI","AFRMY",1016.77834099741,0.0597130903899918,0.622493232142152,0.267124620948855,0.0506690565190006
2002,"NBI","AMCS",1048.40176202633,0,0.600042338293917,0.377530799113856,0.0224268625922272
2002,"NBI","AMN",1409.85814009492,0.0173629970840251,0.590396464468702,0.173805680475439,0.218434857971835
2002,"NBI","ASIAUS",731.613261373554,0,0.469682218115679,0.466558289304771,0.0637594925795506
2002,"NBI","CEI",2021.61669687385,0.101248783609204,0.33592314644564,0.353537170585854,0.209290899359302
2002,"NBI","CHN",884.36087443162,0,0.541909244621729,0.423698368369688,0.0343923870085828
2002,"NBI","EUR",912.423381449187,0.133168395537474,0.531242916846183,0.199587502830158,0.136001184786185
2002,"NBI","SIN",956.879704507048,0.0219844929189212,0.878033445909996,0.0999820611710825,0
2002,"NBL","AFRMY",1870.45081950017,0.000605076293025976,0.669678363444417,0.329716560262557,0
2002,"NBL","AMCS",1824.96151047405,0,0.809693945741259,0.0883583183642831,0.101947735894458
2002,"NBL","AMN",1943.97876631639,0.051832775219223,0.620556018720925,0.140872307705065,0.186738898354787
2002,"NBL","ASIAUS",765.889004994681,0,0.72582587884237,0.222936510506108,0.0512376106515214
2002,"NBL","CEI",4013.47097243836,0.00884521845500873,0.0328186621150331,0.90034431408971,0.0579918053402481
2002,"NBL","CHN",1144.23746822827,0,0.452582301987532,0.504259544661241,0.0431581533512276
2002,"NBL","EUR",1234.90303545659,0.364607796353512,0.57342178096109,0.0530094145514347,0.00896100813396302
2002,"NBL","SIN",1735.11180609851,0,0,1,0
2002,"NBS","AFRMY",896.194534112975,0.0307407102817188,0.573908924174224,0.394921119969798,0.000429245574259246
2002,"NBS","AMCS",747.174211603206,0,0.529624167602986,0.412755321767577,0.0576205106294371
2002,"NBS","AMN",988.093839351939,0.0013652968487858,0.398303810665043,0.193870598522295,0.406460293963877
2002,"NBS","ASIAUS",742.441286377743,0,0.35286235135051,0.51736909093461,0.12976855771488
2002,"NBS","CEI",1301.34576825985,0.157995862718028,0,0.842004137281972,0
2002,"NBS","CHN",901.974419592352,0,0.737234338617439,0.262765661382561,0
2002,"NBS","EUR",781.859523179824,0.034147346899082,0.419150058586784,0.289664731496763,0.257037863017371
2002,"NBS","SIN",1093.25099049704,0,0,1,0
2003,"NBI","AFRMY",1051.83276929881,0.0703904417993861,0.58586464219364,0.297699437447877,0.0460454785590967
2003,"NBI","AMCS",1046.0439259395,0.000159622611484496,0.580645331548867,0.381263370019119,0.0379316758205296
2003,"NBI","AMN",1498.83664670975,0.0319213107098393,0.556433821677094,0.166345733914352,0.245299133698715
2003,"NBI","ASIAUS",826.321630659026,2.87414444591047e-06,0.439523953566766,0.536791058278473,0.0236821140103144
2003,"NBI","CEI",1949.75420550375,0.0575330852873459,0.298075010313518,0.434867435136563,0.209524469262573
2003,"NBI","CHN",909.696158854379,0,0.632284602130837,0.346134092993799,0.0215813048753633
2003,"NBI","EUR",955.788965857104,0.132691421953644,0.522631131213971,0.173206925976766,0.171470520855619
2003,"NBI","SIN",974.713460537252,0.0158550280722602,0.808232832813693,0.171151971208312,0.00476016790573452
2003,"NBL","AFRMY",1751.82883955615,0.0314011459979526,0.569588576896012,0.399010277106036,0
2003,"NBL","AMCS",1822.559822083,0,0.762943162951321,0.128930594625762,0.108126242422917
2003,"NBL","AMN",2026.0997925162,0.0644717204234929,0.598088557608768,0.139921778028566,0.197517943939173
2003,"NBL","ASIAUS",1328.5958565509,0,0.64457537018407,0.20320958073791,0.152215049078021
2003,"NBL","CEI",3723.64309407328,0.00870866487367566,0.00386223143758493,0.925957583814866,0.0614715198738737
2003,"NBL","CHN",1312.91071496536,0,0.58368766901228,0.367520784078573,0.0487915469091474
2003,"NBL","EUR",1215.06501553753,0.302037229834171,0.579633562109029,0.113156292947753,0.00517291510904663
2003,"NBL","SIN",1549.69043928804,0,0.207197663467606,0.792802336532394,0
2003,"NBS","AFRMY",1020.26844457009,0.0592471603459175,0.527859936259316,0.412445373213889,0.000447530180877296
2003,"NBS","AMCS",812.867449227247,0,0.537901975918196,0.358837838554683,0.103260185527121
2003,"NBS","AMN",1034.07827897107,0.00191780575189369,0.374634584757492,0.178652321458941,0.444795288031673
2003,"NBS","ASIAUS",819.277607285573,0.00210191710870563,0.279343639618056,0.346537536703958,0.372016906569281
2003,"NBS","CEI",1370.90327513558,0.201685678688886,0.0448981117980321,0.753416209513082,0
2003,"NBS","CHN",947.421571182859,0,0.748828864793134,0.251171135206866,0
2003,"NBS","EUR",797.83472170478,0.052057705585553,0.420549111447807,0.308357854284043,0.219035328682597
2003,"NBS","SIN",1178.36392294334,0,0,0.924568394630158,0.0754316053698418
2004,"NBI","AFRMY",1118.84228834104,0.0719015260194344,0.586382396634064,0.284417536153788,0.057298541192714
2004,"NBI","AMCS",1066.33349071331,0,0.557795356455719,0.398933257242986,0.0432713863012945
2004,"NBI","AMN",1559.76351030533,0.0371168132172758,0.457589075882335,0.167304100632898,0.337990010267491
2004,"NBI","ASIAUS",895.061401625613,0.00351434191290419,0.407998279703067,0.578451861928994,0.0100355164550348
2004,"NBI","CEI",1895.37246841514,0.0621895397647724,0.223517807028265,0.495640633683318,0.218652019523644
2004,"NBI","CHN",1000.4594665654,0,0.600163096684699,0.374120748057107,0.0257161552581933
2004,"NBI","EUR",1010.59338718854,0.132671487148077,0.497420746298331,0.152718867182171,0.21718889937142
2004,"NBI","SIN",979.908245588873,0.000569529127851526,0.77049725220613,0.228933218666019,0
2004,"NBL","AFRMY",1854.09068466113,0.0230344008837983,0.530715015293745,0.446250583822457,0
2004,"NBL","AMCS",1735.4292061985,0,0.669305287395437,0.215266978003438,0.115427734601125
2004,"NBL","AMN",2079.46013496378,0.0615241629505311,0.445398422407843,0.139054382607996,0.35402303203363
2004,"NBL","ASIAUS",1169.74074607907,0.057163394637303,0.74791876942464,0.101251746052136,0.0936660898859209
2004,"NBL","CEI",3414.37852598339,0.0975838497409029,0.111023915646246,0.728306869453293,0.0630853651595581
2004,"NBL","CHN",1261.00651246869,0,0.609679750621362,0.330338461372172,0.0599817880064659
2004,"NBL","EUR",1317.01591035747,0.250405851122713,0.623290601334873,0.101772769455369,0.0245307780870447
2004,"NBL","SIN",1444.11232276274,0,0.419750948965739,0.580249051034261,0
2004,"NBS","AFRMY",975.100903644071,0.0677497176473869,0.462821740223249,0.468351395459184,0.00107714667018013
2004,"NBS","AMCS",827.996945667859,0,0.526184470650645,0.35735758077773,0.116457948571625
2004,"NBS","AMN",1072.26228809395,0.00195151069157886,0.219300737137274,0.179046918234192,0.599700833936955
2004,"NBS","ASIAUS",876.477227814581,0.00155311460801366,0.179458912302523,0.22482693354778,0.594161039541684
2004,"NBS","CEI",1334.90751418335,0.216356673704201,0.313838369662649,0.468739021445937,0.00106593518721326
2004,"NBS","CHN",956.848300480629,0,0.820224553164155,0.179516211481983,0.000259235353862591
2004,"NBS","EUR",827.75461937925,0.0831298345762109,0.357945045100817,0.249001050066969,0.309924070256003
2004,"NBS","SIN",1138.44344746954,0,0,1,0
2005,"NBI","AFRMY",1144.6473085694,0.0664152811711306,0.539696049145382,0.337990821845681,0.0558978478378065
2005,"NBI","AMCS",1066.95770202064,0,0.565873185288841,0.388196571002098,0.0459302437090615
2005,"NBI","AMN",1547.31279759207,0.0227526536617333,0.452963215927672,0.167578737439385,0.35670539297121
2005,"NBI","ASIAUS",902.205693075095,0.00417293984616082,0.352498092307051,0.569070563335918,0.0742584045108701
2005,"NBI","CEI",1873.5506127118,0.0702844042456643,0.206525859735807,0.511657378206404,0.211532357812125
2005,"NBI","CHN",1035.35139870713,0,0.630046071741499,0.343781662121277,0.0261722661372242
2005,"NBI","EUR",1018.90251261652,0.128046913616995,0.529984291873972,0.121777702743246,0.220191091765786
2005,"NBI","SIN",1023.06687094566,0,0.75275156733831,0.24724843266169,0
2005,"NBL","AFRMY",1810.02105488293,0.0371926827644837,0.539387373962615,0.423419943272902,0
2005,"NBL","AMCS",1726.75732585068,0,0.711059249437188,0.188230549920793,0.100710200642019
2005,"NBL","AMN",2109.24405792989,0.0391014466679743,0.458734886225285,0.136562585217016,0.365601081889725
2005,"NBL","ASIAUS",1037.04239942446,0.100698402680429,0.808376121156836,0.0185210151369094,0.0724044610258255
2005,"NBL","CEI",3189.2428547016,0.171177549768552,0.20736132642256,0.57822815188997,0.0432329719189168
2005,"NBL","CHN",1125.08281549542,0,0.555712767270187,0.389918708121961,0.0543685246078521
2005,"NBL","EUR",1236.54730270984,0.283755233670644,0.631980022925384,0.0728362110640691,0.0114285323399037
2005,"NBL","SIN",1474.32248032714,0,0.391378024983744,0.608621975016256,0
2005,"NBS","AFRMY",944.057666641918,0.0868315093655335,0.413495892183916,0.456665085205021,0.0430075132455295
2005,"NBS","AMCS",837.29685252464,0,0.552217955745499,0.295268249310276,0.152513794944226
2005,"NBS","AMN",1102.98776605576,0.0050067486763006,0.21064297147412,0.163538466559019,0.62081181329056
2005,"NBS","ASIAUS",880.594368505296,0,0.158548615316017,0.176302779128767,0.665148605555216
2005,"NBS","CEI",1353.6195416818,0.232640433020087,0.273659282575309,0.422138212886689,0.0715620715179144
2005,"NBS","CHN",959.782513779051,0,0.735002611782261,0.26485492276103,0.000142465456708642
2005,"NBS","EUR",861.891616310017,0.084877102823163,0.301965006454799,0.163169501287278,0.449988389434761
2005,"NBS","SIN",920.386833700046,0,0.0119700260861467,0.988029973913853,0
2006,"NBI","AFRMY",1138.04732765766,0.0800975799238458,0.506326179207697,0.310658120147633,0.102918120720824
2006,"NBI","AMCS",1031.34035186997,0,0.594644733989955,0.33380888015396,0.0715463858560854
2006,"NBI","AMN",1587.15047211395,0.0144793536243242,0.493988590006146,0.129792047209454,0.361740009160076
2006,"NBI","ASIAUS",942.019400916568,0.00668256126305651,0.285334186757348,0.498176437003973,0.209806814975622
2006,"NBI","CEI",1902.06195567292,0.087699412848399,0.228088234173566,0.50140820203356,0.182804150944475
2006,"NBI","CHN",1062.10188868693,0,0.605711891013932,0.368696072192362,0.0255920367937056
2006,"NBI","EUR",1019.00908136861,0.125108192597397,0.483604311510742,0.138424836751621,0.252862659140239
2006,"NBI","SIN",1049.04800558863,0,0.650299991727958,0.274523356683468,0.0751766515885743
2006,"NBL","AFRMY",1899.32443336587,0.0135018297452449,0.5547227084213,0.431775461833455,0
2006,"NBL","AMCS",1939.20935088796,0,0.54565098242017,0.328285859772465,0.126063157807365
2006,"NBL","AMN",2187.67128026574,0.0161667752194186,0.57602842212399,0.03853815300604,0.369266649650551
2006,"NBL","ASIAUS",838.495611230166,0.0245901590890957,0.950980745058982,0.0159268006244832,0.00850229522743875
2006,"NBL","CEI",3023.53223923825,0.146023985007469,0.146985332154633,0.698296864512271,0.00869381832562711
2006,"NBL","CHN",1134.28503381506,0,0.591546525322623,0.358284579807739,0.0501688948696376
2006,"NBL","EUR",1310.43452032375,0.288605861840223,0.633770439586171,0.0579149345013532,0.0197087640722526
2006,"NBL","SIN",1510.47536969813,0,0.450772203812408,0.549227796187592,0
2006,"NBS","AFRMY",974.478817897077,0.0756597750364558,0.471440795514074,0.41963457244113,0.0332648570083407
2006,"NBS","AMCS",858.268397159176,0,0.514976037718629,0.270613590784659,0.214410371496713
2006,"NBS","AMN",1114.73769830693,0.00536186599671175,0.239422726677631,0.0950835749915738,0.660131832334083
2006,"NBS","ASIAUS",873.220374167129,0,0.156823114834569,0.203876419644402,0.639300465521029
2006,"NBS","CEI",1361.29909941249,0.170233594203652,0.187328238468591,0.491728192715042,0.150709974612716
2006,"NBS","CHN",943.364937862824,0.0059309273700467,0.659226247821932,0.334842824808022,0
2006,"NBS","EUR",873.34320313538,0.0867024921103081,0.262601342649803,0.187582150187531,0.463114015052359
2006,"NBS","SIN",904.652496449135,0,0.849189109762939,0.150810890237061,0
2007,"NBI","AFRMY",1203.54665874132,0.0585926657002463,0.509451122536068,0.271768575067512,0.160187636696174
2007,"NBI","AMCS",1096.53436865042,0.00048342238509541,0.638132705020092,0.273647419438365,0.0877364531564478
2007,"NBI","AMN",1614.57200208311,0.0144682302797693,0.629105237870985,0.122745188325937,0.233681343523309
2007,"NBI","ASIAUS",988.986878274016,0.00817657984201907,0.343094041205826,0.37579422259989,0.272935156352265
2007,"NBI","CEI",1843.83106753159,0.0807721344260225,0.262994945859939,0.538231385810682,0.118001533903357
2007,"NBI","CHN",1087.72227782614,0.00871684618403742,0.596596783347116,0.363069168162567,0.0316172023062802
2007,"NBI","EUR",1031.75960706547,0.136786494362055,0.410593149305638,0.143636996694623,0.308983359637684
2007,"NBI","SIN",1026.44437882514,0,0.525161979414646,0.30293809998151,0.171899920603844
2007,"NBL","AFRMY",1942.85550048815,0.00218389166757012,0.588470557597048,0.40929720543993,4.8345295451351e-05
2007,"NBL","AMCS",1752.72021549169,0,0.361097899948369,0.478313640602461,0.16058845944917
2007,"NBL","AMN",2193.13480849429,0.0149828113663743,0.78509866900973,0.0404014546028906,0.159517065021005
2007,"NBL","ASIAUS",989.889932809892,0.0162271509217324,0.832187530626005,0.149945562183088,0.0016397562691749
2007,"NBL","CEI",2909.34626217913,0.000850322363912121,0.277571816801808,0.72157786083428,0
2007,"NBL","CHN",1169.68265841665,0,0.604437226859891,0.35048544113896,0.0450773320011491
2007,"NBL","EUR",1336.48548759046,0.456332670589603,0.399129698484048,0.0511075391287189,0.0934300917976305
2007,"NBL","SIN",1333.1696324163,0,0.816853994648282,0.183146005351718,0
2007,"NBS","AFRMY",1003.75236095351,0.0651568400256861,0.432675433252729,0.45687060301457,0.0452971237070148
2007,"NBS","AMCS",882.432144143286,0.00911187527644252,0.337419271740532,0.296353005902383,0.357115847080643
2007,"NBS","AMN",1131.15899236726,0.00511992804128777,0.228541472390303,0.0795260829088163,0.686812516659593
2007,"NBS","ASIAUS",851.405008344783,0,0.147859459329913,0.223130936448259,0.629009604221828
2007,"NBS","CEI",1433.62733081037,0.0544880297398635,0.134230879319672,0.561145906269914,0.25013518467055
2007,"NBS","CHN",958.820786614708,0.00201519673403784,0.672948683552199,0.325036119713764,0
2007,"NBS","EUR",893.382551697775,0.0922905364833857,0.259615999569008,0.167117411829207,0.480976052118399
2007,"NBS","SIN",861.497596814846,0,0.936102212290443,0.0638977877095566,0
2008,"NBI","AFRMY",1313.54306329234,0.0516667778398931,0.547061472206402,0.235465465904931,0.165806284048774
2008,"NBI","AMCS",1114.49127999271,0,0.575627146383918,0.226964472357331,0.197408381258751
2008,"NBI","AMN",1629.01673594902,0.00620271978000414,0.664077881059971,0.0841953246826147,0.24552407447741
2008,"NBI","ASIAUS",994.809090652737,0.000987946700090422,0.313624979246642,0.340936070149694,0.344451003903573
2008,"NBI","CEI",1854.36334350641,0.0876837604099257,0.255835891839049,0.534707079924424,0.121773267826601
2008,"NBI","CHN",1100.30413978341,0.0134513573271539,0.569656014383211,0.376550959295235,0.0403416689944007
2008,"NBI","EUR",1043.54112546693,0.129774833686005,0.375025039275457,0.132825311109915,0.362374815928622
2008,"NBI","SIN",1143.8008347137,0.00430039812644039,0.469988951992067,0.296132058994066,0.229578590887426
2008,"NBL","AFRMY",1886.58991315224,0.00165812898256478,0.605155510062856,0.381504039564207,0.0116823213903723
2008,"NBL","AMCS",1700.82158728223,0.0205919955785117,0.368989507434037,0.459661339231761,0.15075715775569
2008,"NBL","AMN",2260.87332905502,0.00726989606142494,0.817317864743296,0.022247548087343,0.153164691107936
2008,"NBL","ASIAUS",986.330466920578,0,0.609492711499366,0.345369469935553,0.0451378185650805
2008,"NBL","CEI",2840.84259443527,0.00813188489772224,0.322413368793628,0.66945474630865,0
2008,"NBL","CHN",1206.92511347414,0,0.727578560849299,0.229183584378653,0.0432378547720479
2008,"NBL","EUR",1343.21561823585,0.448323700509502,0.392585120773226,0.0642592864143586,0.094831892302913
2008,"NBL","SIN",1272.72578138311,0,0.877971926433105,0.122028073566895,0
2008,"NBS","AFRMY",1005.64467742537,0.0762956621718267,0.453014830546209,0.400966646404061,0.0697228608779029
2008,"NBS","AMCS",905.27681512962,0,0.415212580447228,0.328715964602552,0.25607145495022
2008,"NBS","AMN",1147.49513867048,0.00358616306061373,0.236369026638581,0.0389015292315772,0.721143281069228
2008,"NBS","ASIAUS",861.490624905805,0,0.147563247669611,0.636912321783231,0.215524430547158
2008,"NBS","CEI",1429.536431327,0.0419663013467043,0.169225514491592,0.538045111746165,0.250763072415538
2008,"NBS","CHN",998.620779678658,0,0.645436327900737,0.354563672099262,0
2008,"NBS","EUR",913.83679925806,0.0792022575619804,0.274295148563102,0.167430830173512,0.479071763701405
2008,"NBS","SIN",842.763596584005,0,0.893037698780132,0.106962301219868,0
2009,"NBI","AFRMY",1395.6180557787,0.0400077144293168,0.563645886024902,0.169354435288079,0.226991964257702
2009,"NBI","AMCS",1134.15923696427,0,0.549034539417961,0.194657314544938,0.256308146037101
2009,"NBI","AMN",1636.14445625878,0.00306727606950699,0.660795491599832,0.0820724467980983,0.254064785532563
2009,"NBI","ASIAUS",1007.76366536438,0.00160487039716765,0.295328454196822,0.311082796977006,0.391983878429004
2009,"NBI","CEI",1831.7440983442,0.11200343505728,0.308555459025905,0.462291361915983,0.117149744000833
2009,"NBI","CHN",1089.80047248912,0.0130309603361804,0.528815563203569,0.418075170054611,0.0400783064056394
2009,"NBI","EUR",1077.4793370156,0.101058057927184,0.377478238815063,0.116074573263744,0.40538912999401
2009,"NBI","SIN",1198.76062615162,0.000547586998631722,0.49611905510428,0.21785225257422,0.285481105322868
2009,"NBL","AFRMY",1737.999604481,0.0024356014389473,0.667761381959535,0.311703744755316,0.0180992718462014
2009,"NBL","AMCS",1786.30343201811,0,0.533278662185533,0.466721337814467,0
2009,"NBL","AMN",2256.85781416248,0.000293962531991564,0.822998417014824,0.0192566507782951,0.157450969674889
2009,"NBL","ASIAUS",975.288797642984,0,0.49502523471116,0.402058268815426,0.102916496473414
2009,"NBL","CEI",2700.04791763294,0.016265741755581,0.428579284500524,0.555154973743895,0
2009,"NBL","CHN",1312.51344831019,0,0.779308474977018,0.187962133444308,0.0327293915786742
2009,"NBL","EUR",1332.00055759885,0.271301387749559,0.539690398469936,0.0930775018965338,0.0959307118839708
2009,"NBL","SIN",1236.87637021478,0,0.87543498003085,0.12456501996915,0
2009,"NBS","AFRMY",1015.19782818828,0.067724090202741,0.512349877055858,0.366186892953176,0.0537391397882253
2009,"NBS","AMCS",922.339471792621,0,0.463090324498557,0.222086500275168,0.314823175226275
2009,"NBS","AMN",1150.42444420275,0.0023638485091488,0.220153125835233,0.0195277289886652,0.757955296666953
2009,"NBS","ASIAUS",862.341398000546,0,0.147486620243995,0.662139958344752,0.190373421411253
2009,"NBS","CEI",1508.18157566757,0.0244837351288422,0.121376641024494,0.603876667548701,0.250262956297963
2009,"NBS","CHN",1006.60539874558,0,0.624859405991935,0.356141637396337,0.0189989566117288
2009,"NBS","EUR",912.597681541622,0.0597885210246579,0.300312732832543,0.152752448564238,0.48714629757856
2009,"NBS","SIN",941.281238519887,0,0.784759223988131,0.214067828282338,0.00117294772953116
2010,"NBI","AFRMY",1406.43296479054,0.0449048043681947,0.535051098553474,0.167201994631819,0.252842102446512
2010,"NBI","AMCS",1134.83544343317,0,0.545390107797884,0.170182358466128,0.284427533735988
2010,"NBI","AMN",1662.42359864004,0.00496061847067828,0.728816672217152,0.0769249813229236,0.189297727989246
2010,"NBI","ASIAUS",1034.44869437252,0.00269041190310057,0.275544806830541,0.293535988808319,0.428228792458039
2010,"NBI","CEI",1885.2361359789,0.129814317275619,0.218206627002135,0.490502210632826,0.161476845089419
2010,"NBI","CHN",1111.75193991616,0.0147557384148718,0.498562398808354,0.441190995021097,0.0454908677556766
2010,"NBI","EUR",1126.43528438371,0.0831563310136458,0.350644657574872,0.0893713436290118,0.476827667782471
2010,"NBI","SIN",1232.04688847674,0,0.392683619459063,0.267490147161415,0.339826233379522
2010,"NBL","AFRMY",1748.96251256379,0.00515544186776357,0.638631320076687,0.290611875262191,0.0656013627933582
2010,"NBL","AMCS",1817.25210460535,0,0.569252188602098,0.430747811397902,0
2010,"NBL","AMN",2293.48169537631,2.51886061967639e-05,0.977088844136898,0.0183975145457622,0.00448845271114271
2010,"NBL","ASIAUS",979.060328830998,0,0.395449156088465,0.504781657452823,0.0997691864587119
2010,"NBL","CEI",2534.23593350032,0.0364027800357403,0.447826169790593,0.515771050173667,0
2010,"NBL","CHN",1285.01096331124,0,0.796704067562598,0.175527073808743,0.027768858628659
2010,"NBL","EUR",1343.19436919399,0.187165060525048,0.576851827824477,0.111657707931873,0.124325403718603
2010,"NBL","SIN",1341.1531012091,0,0.885615939288984,0.114384060711016,0
2010,"NBS","AFRMY",1046.98052361658,0.0634349615944977,0.49049751068997,0.394055886461295,0.0520116412542372
2010,"NBS","AMCS",917.446287524619,0,0.41819603371846,0.293179215802351,0.288624750479189
2010,"NBS","AMN",1177.1913099698,0.00159825385375051,0.265352606783627,0.0181746340843401,0.714874505278283
2010,"NBS","ASIAUS",865.473638725562,0,0.126644446963058,0.650364976235155,0.222990576801786
2010,"NBS","CEI",1488.98639545524,0.017966577903667,0.115817629679639,0.644508930958306,0.221706861458388
2010,"NBS","CHN",1034.68559085897,0.00130413828754895,0.639212948063118,0.333046610538162,0.0264363031111704
2010,"NBS","EUR",911.023573481606,0.048294969718647,0.33208352318159,0.138074424882399,0.481547082217364
2010,"NBS","SIN",960.523408860522,0,0.751895625744033,0.246443344797988,0.00166102945797802
2011,"NBI","AFRMY",1424.51737732262,0.0351514254809325,0.55005406796654,0.168007335828231,0.246787170724297
2011,"NBI","AMCS",1126.18376406221,0.000734612055461518,0.530754016639782,0.158005648584995,0.310505722719762
2011,"NBI","AMN",1686.05998924036,0.0104602579483087,0.707861702176985,0.0778357048666881,0.203842335008018
2011,"NBI","ASIAUS",1073.91369191156,0.00244862169795106,0.255719918276249,0.274977502095967,0.466853957929832
2011,"NBI","CEI",1979.93800292899,0.137775539787413,0.23628000819228,0.528596890430094,0.0973475615902134
2011,"NBI","CHN",1142.44620461285,0.0159717505033257,0.467328533995739,0.464062066137272,0.0526376493636626
2011,"NBI","EUR",1187.57140666468,0.0880275242535338,0.328394484056784,0.0786915934967489,0.504886398192933
2011,"NBI","SIN",1199.41243741536,0,0.39764156675056,0.211455746673591,0.390902686575849
2011,"NBL","AFRMY",1739.6007920479,0.0040777823489101,0.732139231352923,0.253912764965224,0.00987022133294287
2011,"NBL","AMCS",1872.53328207283,0,0.623483034203575,0.376516965796425,0
2011,"NBL","AMN",2293.50566362053,0.00120843065221345,0.975075343474976,0.0195908168289434,0.00412540904386668
2011,"NBL","ASIAUS",957.459125162572,0,0.3981324625055,0.522811105254002,0.0790564322404976
2011,"NBL","CEI",2444.1952488186,0,0.369093409930154,0.630906590069846,0
2011,"NBL","CHN",1288.51124331818,0,0.83484995943391,0.139045400403866,0.0261046401622243
2011,"NBL","EUR",1620.02575901213,0.179912556375419,0.590261535633465,0.109784206390408,0.120041701600709
2011,"NBL","SIN",1304.46241338626,0,0.888606378314601,0.0730967082076506,0.0382969134777483
2011,"NBS","AFRMY",1007.19458217251,0.00631786884779677,0.508465565886657,0.422925929720447,0.0622906355450989
2011,"NBS","AMCS",909.144153886733,0,0.367998198470403,0.292855238783156,0.339146562746441
2011,"NBS","AMN",1191.16246661423,0.00175140501956247,0.246031544748117,0.0171544198963336,0.735062630335987
2011,"NBS","ASIAUS",850.486998137522,0,0.1275802765743,0.675169487129654,0.197250236296046
2011,"NBS","CEI",1510.19828714821,0.0265783802986438,0.0992704251101314,0.683706308679481,0.190444885911744
2011,"NBS","CHN",1064.18012416966,0.00241012155494277,0.682256953411435,0.302010076448268,0.0133228485853545
2011,"NBS","EUR",916.174649366482,0.0492043912001525,0.34135739820329,0.141561218830127,0.467876991766431
2011,"NBS","SIN",888.171167446202,0,0.808119113541168,0.191880886458832,0
2012,"NBI","AFRMY",1444.17076370054,0.0189785876610238,0.554143289263506,0.183522738833286,0.243355384242185
2012,"NBI","AMCS",1145.36576413174,0.00268832200359789,0.559544366738983,0.142446977651729,0.29532033360569
2012,"NBI","AMN",1720.16908219547,0.0159141747121521,0.677841464959253,0.0741658832141036,0.232078477114491
2012,"NBI","ASIAUS",1085.95332163139,0.00265478449436225,0.237959011044416,0.220868274460398,0.538517930000824
2012,"NBI","CEI",2006.06580045659,0.100906253687168,0.227465624809027,0.550683402218782,0.120944719285024
2012,"NBI","CHN",1158.59266441247,0.0141035864977569,0.467190187861662,0.460395447099901,0.0583107785406796
2012,"NBI","EUR",1182.16457725069,0.0968643146367463,0.30424724675862,0.0665441602095555,0.532344278395079
2012,"NBI","SIN",1201.81633691092,0,0.341647722981543,0.145802256860062,0.512550020158395
2012,"NBL","AFRMY",1608.76691303504,0.000106582842890438,0.787118825467425,0.212774591689684,0
2012,"NBL","AMCS",1942.59130370118,0,0.632402926629166,0.367597073370834,0
2012,"NBL","AMN",2247.80377072045,3.03863954678626e-05,0.9736440960383,0.0208958045695639,0.00542971299666854
2012,"NBL","ASIAUS",949.291561304045,0,0.395181929394214,0.537425360098971,0.0673927105068143
2012,"NBL","CEI",2327.82679505328,0,0.413095631019926,0.56467590472136,0.0222284642587132
2012,"NBL","CHN",1293.31687328402,0,0.747038789170222,0.226671463593282,0.0262897472364964
2012,"NBL","EUR",1552.95001340446,0.181635309992354,0.620577092099919,0.0768750158845336,0.120912582023194
2012,"NBL","SIN",1262.1772234702,0,0.837584118852054,0.0666601175823454,0.0957557635656006
2012,"NBS","AFRMY",1013.10920950682,0.000633311637145888,0.499427469358913,0.443650012538879,0.0562892064650616
2012,"NBS","AMCS",917.64807277123,0,0.386175386765132,0.252805660269242,0.361018952965626
2012,"NBS","AMN",1195.15696859212,0.00214482525496823,0.22493055282814,0.0176967797191902,0.755227842197701
2012,"NBS","ASIAUS",753.026296589535,0,0.156786384849645,0.576596768499782,0.266616846650573
2012,"NBS","CEI",1516.90709842238,0.0265719133759967,0.109642600306312,0.662408447449585,0.201377038868107
2012,"NBS","CHN",1061.66838989265,0.0138058800383036,0.636560586041516,0.330225971057657,0.0194075628625229
2012,"NBS","EUR",905.104659916776,0.0377161840217475,0.358327151010614,0.139953298748226,0.464003366219412
2012,"NBS","SIN",840.89862762842,0,0.730587480131812,0.161983596208537,0.107428923659652
2013,"NBI","AFRMY",1471.14511593237,0.0114910114769816,0.534102122708138,0.210037914839755,0.244368950975125
2013,"NBI","AMCS",1155.06924658021,0.00241568258444271,0.543635960449871,0.136476587379677,0.317471769586009
2013,"NBI","AMN",1719.64958082902,0.014770684837483,0.658952866924056,0.0664519605527871,0.259824487685674
2013,"NBI","ASIAUS",1082.61894926893,0.00175837639481114,0.224484318647278,0.195343168934285,0.578414136023626
2013,"NBI","CEI",1991.25170431686,0.0973485691261835,0.226934421221344,0.537183129176646,0.138533880475826
2013,"NBI","CHN",1169.0751683354,0.0203698386923458,0.45928577064934,0.461191035794118,0.0591533548641968
2013,"NBI","EUR",1194.77446120391,0.107305939312392,0.269210063850985,0.0765411714068999,0.546942825429723
2013,"NBI","SIN",1189.66358932435,0,0.291268321817293,0.15977615942733,0.548955518755377
2013,"NBL","AFRMY",1504.04783756136,0,0.798346292064315,0.201653707935685,0
2013,"NBL","AMCS",1937.30127164138,0,0.663773719539538,0.336226280460462,0
2013,"NBL","AMN",2286.21304965688,0.000211067046226865,0.955676846791949,0.0337984109773968,0.0103136751844274
2013,"NBL","ASIAUS",946.036297823998,0,0.395066191903056,0.540170996680067,0.0647628114168767
2013,"NBL","CEI",2188.51497455621,0,0.442662200849931,0.469005392742746,0.0883324064073231
2013,"NBL","CHN",1285.8545792696,0,0.734483212310615,0.240666093799954,0.0248506938894303
2013,"NBL","EUR",1532.39136571723,0.172350487079934,0.661374814189746,0.0501506017335714,0.116124096996749
2013,"NBL","SIN",1328.54294126624,0,0.808486086695855,0.0986397949140966,0.092874118390048
2013,"NBS","AFRMY",1068.69288183705,0.0021694248470834,0.483859805069158,0.462530097211811,0.0514406728719476
2013,"NBS","AMCS",917.755280269507,0,0.37228855641885,0.278466499562154,0.349244944018996
2013,"NBS","AMN",1189.93496263923,0.000811672645167246,0.237060773990007,0.0203814199708714,0.741746133393954
2013,"NBS","ASIAUS",731.034760384142,0,0.135053042650456,0.550677194860484,0.31426976248906
2013,"NBS","CEI",1422.79351241332,0.0308013295978799,0.111389044987001,0.653678245758535,0.204131379656584
2013,"NBS","CHN",1081.8995362773,0.00914409729134034,0.623942014472763,0.346278836081969,0.0206350521539276
2013,"NBS","EUR",898.461746765098,0.0395477275546877,0.366782374910371,0.13387853598876,0.459791361546181
2013,"NBS","SIN",869.297618614158,0,0.679750084933829,0.247506035959847,0.0727438791063237
2014,"NBI","AFRMY",1436.40944663271,0.0064222364775975,0.542811703744438,0.189062457146068,0.261703602631896
2014,"NBI","AMCS",1170.64107322118,0.0027493707722935,0.530203693254464,0.135254397599347,0.331792538373895
2014,"NBI","AMN",1727.68329190005,0.0178531848305123,0.637693960736605,0.0603331839078765,0.284119670525006
2014,"NBI","ASIAUS",1069.76640284961,0.00140903943577794,0.219788280556817,0.199617160387617,0.579185519619788
2014,"NBI","CEI",1973.25252699485,0.0911675719890466,0.292216237619569,0.482044785968709,0.134571404422675
2014,"NBI","CHN",1178.42907769604,0.0203759433254584,0.454603685681043,0.45088118606297,0.074139184930529
2014,"NBI","EUR",1220.87111343989,0.118961663081345,0.2616043762218,0.0718391226060263,0.547594838090828
2014,"NBI","SIN",1186.49577387613,0,0.306002165399449,0.153511675513394,0.540486159087157
2014,"NBL","AFRMY",1460.85102879045,0,0.799996324768136,0.200003675231864,0
2014,"NBL","AMCS",1834.96900554596,0,0.71100178980825,0.28899821019175,0
2014,"NBL","AMN",2268.84482457768,6.72936818232921e-05,0.934895447344904,0.0504745212860161,0.014562737687257
2014,"NBL","ASIAUS",1000.51839657752,0,0.426399899813303,0.481541523775617,0.09205857641108
2014,"NBL","CEI",2053.73479130168,0.000544108512580672,0.416405433989741,0.469643769666972,0.113406687830707
2014,"NBL","CHN",1291.02642060912,0,0.716545024776569,0.255027082980876,0.028427892242555
2014,"NBL","EUR",1606.64593197914,0.223161174507677,0.623883423471845,0.045626760908785,0.107328641111694
2014,"NBL","SIN",1348.85019466439,0,0.765337403190089,0.115260651990989,0.119401944818922
2014,"NBS","AFRMY",1064.45898081177,0.00291491760697259,0.485878275640673,0.457701466135592,0.0535053406167621
2014,"NBS","AMCS",928.090241708309,0,0.411885967404546,0.272978645563733,0.315135387031722
2014,"NBS","AMN",1205.70501230508,2.45836912217714e-05,0.260890569176629,0.0177039188823548,0.721380928249794
2014,"NBS","ASIAUS",753.068372303079,0,0.096516532958733,0.566967056952962,0.336516410088305
2014,"NBS","CEI",1431.03331915115,0.068921517641212,0.0570462073460887,0.677622808512896,0.196409466499804
2014,"NBS","CHN",1105.47632702017,0.00768325406242105,0.570544252275754,0.401294897685053,0.0204775959767723
2014,"NBS","EUR",914.25425692296,0.0393740037806408,0.356954682548805,0.141471803256619,0.462199510413936
2014,"NBS","SIN",870.669726393812,0,0.733632170133234,0.222198134187043,0.0441696956797234
2015,"NBI","AFRMY",1428.53050234763,0.0207766178438452,0.492908544562016,0.196885283444095,0.289429554150043
2015,"NBI","AMCS",1203.29309803984,0.0028179607064242,0.520867760933472,0.140938655203608,0.335375623156496
2015,"NBI","AMN",1738.01477644474,0.0238092584310295,0.579818612000771,0.0581504707429435,0.338221658825256
2015,"NBI","ASIAUS",1052.60453445109,0.0032172314743161,0.219776081816767,0.185703310311,0.591303376397917
2015,"NBI","CEI",1899.158400117,0.0893669146996939,0.289209803218771,0.462718555092102,0.158704726989434
2015,"NBI","CHN",1218.17124952301,0.00914828266010726,0.441899152517771,0.461115758075308,0.0878368067468136
2015,"NBI","EUR",1207.32369074129,0.118256348177102,0.250103229431232,0.059944525531618,0.571695896860048
2015,"NBI","SIN",1176.24230287256,0,0.307018807724042,0.150213486045044,0.542767706230914
2015,"NBL","AFRMY",1494.84589917535,0.0112118503311329,0.779272623184427,0.20951552648444,0
2015,"NBL","AMCS",1562.20669493107,0,0.6986386766052,0.275581685391551,0.0257796380032494
2015,"NBL","AMN",2268.33992274839,9.04679809181425e-06,0.911300397608658,0.06437449238171,0.0243160632115405
2015,"NBL","ASIAUS",993.747398844302,0,0.467001449276421,0.399133992157238,0.133864558566342
2015,"NBL","CEI",2048.75127359522,0,0.437091066089999,0.440660700787902,0.122248233122099
2015,"NBL","CHN",1315.70922515485,0,0.690747469164544,0.275857121788021,0.0333954090474352
2015,"NBL","EUR",1587.82150152401,0.221710041191847,0.624500798518349,0.0379757193450513,0.115813440944753
2015,"NBL","SIN",1425.34077085995,0,0.73022044751683,0.173733140503727,0.0960464119794426
2015,"NBS","AFRMY",1081.31463618046,0,0.502376778765073,0.441361634783227,0.0562615864516999
2015,"NBS","AMCS",920.124003016477,0,0.408484604595118,0.273477618923622,0.31803777648126
2015,"NBS","AMN",1207.20179372532,0.000510259136209996,0.260185914010707,0.0170901915972747,0.722213635255808
2015,"NBS","ASIAUS",746.022483799258,0,0.0177077500445511,0.698664388961756,0.283627860993693
2015,"NBS","CEI",1343.95715299032,0.0635179365450916,0.0472716426192377,0.693401532252457,0.195808888583214
2015,"NBS","CHN",1108.44286330452,0.0776463771665144,0.489628594799918,0.411511072706446,0.0212139553271215
2015,"NBS","EUR",939.017335617323,0.0313696377066949,0.393312783030407,0.12695669793992,0.448360881322978
2015,"NBS","SIN",870.348448252073,0,0.702505145710871,0.172709655017247,0.124785199271883
2016,"NBI","AFRMY",1475.56331850991,0.0319754311921306,0.501860657126291,0.183281816589932,0.282882095091646
2016,"NBI","AMCS",1268.42203606365,0.0023583603231158,0.563185394601305,0.0808479769156193,0.35360826815996
2016,"NBI","AMN",1711.79670365248,0.02577849127476,0.549989380291664,0.0492655076190842,0.374966620814492
2016,"NBI","ASIAUS",1070.93354324963,0.00516606331186542,0.197972500385649,0.184155947112969,0.612705489189516
2016,"NBI","CEI",1862.14713610059,0.112573334673903,0.33565303689593,0.379862621299724,0.171911007130443
2016,"NBI","CHN",1245.23338795978,0.0174303355553323,0.410030769403998,0.489632917891661,0.0829059771490086
2016,"NBI","EUR",1232.35805700697,0.123501446929874,0.227869683386626,0.0588770681164627,0.589751801567038
2016,"NBI","SIN",1193.57262201123,0,0.289360253571763,0.140917456810684,0.569722289617552
2016,"NBL","AFRMY",1547.9837934542,0.00152621623563369,0.848747591920331,0.149726191844036,0
2016,"NBL","AMCS",1399.28855792509,0,0.798176059610811,0.11870362890116,0.0831203114880292
2016,"NBL","AMN",2205.14765666623,0.000527650985546271,0.873246410525674,0.0677079740707337,0.058517964418046
2016,"NBL","ASIAUS",1020.687695705,0,0.465360160672609,0.398125297827866,0.136514541499525
2016,"NBL","CEI",2105.59709994094,0.000951451629755652,0.391067283495658,0.46983310993992,0.138148154934667
2016,"NBL","CHN",1320.79179131628,0,0.639442580076711,0.347677415343407,0.012880004579882
2016,"NBL","EUR",1554.64543886728,0.229774823410553,0.582330931609537,0.0419130744654885,0.145981170514422
2016,"NBL","SIN",1460.91539363769,0,0.691968822226738,0.242406130669295,0.065625047103968
2016,"NBS","AFRMY",1043.2327331395,0.000102620028115559,0.634683193935788,0.323485113563352,0.0417290724727441
2016,"NBS","AMCS",1013.31700243345,0,0.501353450401791,0.189225496465874,0.309421053132335
2016,"NBS","AMN",1225.63550236901,0.00141736160621114,0.289719174320785,0.0152546624653066,0.693608801607697
2016,"NBS","ASIAUS",904.726098221287,0,0,0.798881873808401,0.201118126191599
2016,"NBS","CEI",1364.60825764312,0.0683115316622174,0.00476814895964074,0.762177897951658,0.164742421426484
2016,"NBS","CHN",1103.26586893804,0.00266194495735963,0.542546304930504,0.416096118847209,0.0386956312649273
2016,"NBS","EUR",948.655111540345,0.0320549107778452,0.405305244353362,0.122519499361926,0.440120345506867
2016,"NBS","SIN",844.823445399405,0,0.721656446373448,0.216189948982058,0.0621536046444943
2017,"NBI","AFRMY",1496.17994808487,0.050625567469187,0.474891027462492,0.177206079246246,0.297277325822076
2017,"NBI","AMCS",1340.77054209775,0.00419097560687048,0.548911692692836,0.0695792033443306,0.377318128355963
2017,"NBI","AMN",1689.09690632216,0.0253778746560111,0.517462892568269,0.0468534041592378,0.410305828616482
2017,"NBI","ASIAUS",1090.60485991004,0.00302765116934079,0.182402439784683,0.204964818235332,0.609605090810644
2017,"NBI","CEI",1829.02413533484,0.122318230623105,0.335686084091387,0.365400712322871,0.176594972962637
2017,"NBI","CHN",1241.32330932168,0.024165109264865,0.383933267779363,0.50615740525501,0.085744217700762
2017,"NBI","EUR",1241.31006489195,0.123124647157609,0.21410854053978,0.0595471173091829,0.603219694993428
2017,"NBI","SIN",1183.69574724329,0,0.242874340420892,0.166468473106022,0.590657186473086
2017,"NBL","AFRMY",1555.18905266997,2.73547557210255e-06,0.898899901855501,0.101097362668927,0
2017,"NBL","AMCS",1376.27783117168,0,0.706932971944753,0.0926412724368285,0.200425755618419
2017,"NBL","AMN",2175.50832123322,0.00239165454393695,0.841933196283437,0.0707387560852616,0.0849363930873646
2017,"NBL","ASIAUS",1023.43566831925,0.000800258513939384,0.447394398349715,0.414625939796609,0.137179403339737
2017,"NBL","CEI",2180.61964841118,0.00560280639904956,0.410272233726201,0.435728583453766,0.148396376420984
2017,"NBL","CHN",1336.04580667692,0,0.635925974829241,0.337062109484366,0.0270119156863931
2017,"NBL","EUR",1581.27109738214,0.209323748985351,0.535854354427379,0.0590779284422201,0.19574396814505
2017,"NBL","SIN",1385.85005953748,0,0.694349060550439,0.305650939449561,0
2017,"NBS","AFRMY",1022.05829700248,0.000723919974063216,0.635702564857298,0.350461018515382,0.0131124966532562
2017,"NBS","AMCS",944.049052843015,0.0115925636002999,0.489370351314295,0.208584407086816,0.29045267799859
2017,"NBS","AMN",1209.28347755063,0.000260843711046378,0.301428731430571,0.0144515929155083,0.683858831942874
2017,"NBS","ASIAUS",956.073385582094,0.00147769148061019,0,0.911135321358445,0.0873869871609443
2017,"NBS","CEI",1339.60911044415,0.063829015346455,0,0.780514118854084,0.155656865799461
2017,"NBS","CHN",1096.72095621103,0,0.495554779702135,0.461495254014362,0.0429499662835029
2017,"NBS","EUR",962.176517730686,0.0334553700671753,0.404898911096585,0.113828314931266,0.447817403904974
2017,"NBS","SIN",863.781882075268,0,0.778308570936917,0.221691429063083,0
2018,"NBI","AFRMY",1549.53915639867,0.0663002134707632,0.449777947103253,0.172174303179534,0.31174753624645
2018,"NBI","AMCS",1380.65995729124,0.00403791875092572,0.526953049921794,0.0644728642739742,0.404536167053306
2018,"NBI","AMN",1681.37583151833,0.0243223958910481,0.492169303732863,0.0633986007298211,0.420109699646268
2018,"NBI","ASIAUS",1102.63856456315,0.00113091958105788,0.161121175570221,0.216596903036671,0.621151001812049
2018,"NBI","CEI",1838.97361970384,0.115750602261845,0.314124925171631,0.348725437026174,0.22139903554035
2018,"NBI","CHN",1256.69089158885,0.0265087757771971,0.357904805904709,0.519799449653997,0.0957869686640962
2018,"NBI","EUR",1267.88271268358,0.116072242775617,0.212225378892056,0.0546706111589407,0.617031767173387
2018,"NBI","SIN",1192.02157391478,0,0.211194036778494,0.157406085488894,0.631399877732612
2018,"NBL","AFRMY",1592.64169651201,0.0513972464483145,0.840367241579313,0.108235511972372,0
2018,"NBL","AMCS",1340.46644169513,0,0.66054449860418,0.0732958526968107,0.266159648699009
2018,"NBL","AMN",2183.23533315202,0.0017923290021823,0.823287104617353,0.0822383579702717,0.0926822084101931
2018,"NBL","ASIAUS",1066.82729853101,0.000643403947630106,0.370208117432283,0.365332096984865,0.263816381635222
2018,"NBL","CEI",2267.56279416812,0.0454603660327829,0.435043783737768,0.333858182214455,0.185637668014994
2018,"NBL","CHN",1344.92957290438,0,0.611070288854834,0.344016836752947,0.0449128743922186
2018,"NBL","EUR",1588.3174282926,0.18395427233798,0.527489434361314,0.0664491093108706,0.222107183989835
2018,"NBL","SIN",1429.44110780293,0,0.727694458670705,0.272305541329295,0
2018,"NBS","AFRMY",1020.71685747481,0.00692659851352168,0.648337238023146,0.339492629211395,0.00524353425193789
2018,"NBS","AMCS",902.398858952222,0.00767826812173117,0.505309253487862,0.23799696604927,0.249015512341137
2018,"NBS","AMN",1206.8536506272,0.000238267606518097,0.314470771627468,0.0207780560305486,0.664512904735466
2018,"NBS","ASIAUS",911.614877157633,0,0.0279970581658189,0.88880103749632,0.0832019043378608
2018,"NBS","CEI",1357.86587539802,0.0698812672610752,0,0.777867892979874,0.152250839759051
2018,"NBS","CHN",1107.47879126715,0,0.492149708807731,0.486728197049722,0.0211220941425467
2018,"NBS","EUR",970.85688005974,0.0343455036778129,0.41137643315386,0.120211212327105,0.434066850841222
2018,"NBS","SIN",894.381759680565,0,0.855936877250193,0.144063122749808,0
2019,"NBI","AFRMY",1492.2978111226,0.102649918856002,0.42680578751604,0.165936644969946,0.304607648658012
2019,"NBI","AMCS",1354.78961410027,0.00337035610822788,0.470985961521779,0.0723116182708271,0.453332064099166
2019,"NBI","AMN",1643.57578285843,0.0202378025679542,0.460651074647505,0.073868504257858,0.445242618526683
2019,"NBI","ASIAUS",1134.24920064386,0.00108039379605935,0.135728909953501,0.224294044582557,0.638896651667882
2019,"NBI","CEI",1813.05675723459,0.0896501184478546,0.309554188276996,0.323469457108335,0.277326236166814
2019,"NBI","CHN",1271.78426912405,0.0248194088558872,0.37000220364988,0.509070546712698,0.0961078407815349
2019,"NBI","EUR",1273.63382759207,0.107488921776733,0.217887890655653,0.0521920020091823,0.622431185558432
2019,"NBI","SIN",1200.46166820718,0,0.0833726872437807,0.137415457334685,0.779211855421535
2019,"NBL","AFRMY",1662.94590864627,0,0.842797719838686,0.124673635166073,0.0325286449952406
2019,"NBL","AMCS",1235.12258886029,0,0.617596872702616,0.0477170231320532,0.334686104165331
2019,"NBL","AMN",2148.05011529566,0.00761783833122888,0.802867121032521,0.098422138050584,0.0910929025856656
2019,"NBL","ASIAUS",1144.60519451324,0,0.371336633430582,0.30078615964931,0.327877206920108
2019,"NBL","CEI",2368.60926137144,0.0485422579137862,0.38017253853315,0.347589217922245,0.223695985630819
2019,"NBL","CHN",1358.19649018895,0,0.645339552021407,0.310728603013136,0.0439318449654567
2019,"NBL","EUR",1574.6849710538,0.150220914130494,0.551073518822584,0.0679955670446141,0.230710000002308
2019,"NBL","SIN",1481.69541448869,0,0.694738182374634,0.220867504903163,0.0843943127222033
2019,"NBS","AFRMY",1011.81873527508,0.0184179892903638,0.671794608859629,0.306147393397505,0.00364000845250183
2019,"NBS","AMCS",918.820675598173,0,0.494093062827807,0.249364558198859,0.256542378973333
2019,"NBS","AMN",1175.52459983989,0.00114786266440984,0.328186295175556,0.033747039008561,0.636918803151473
2019,"NBS","ASIAUS",920.61931795843,0.000417544188915301,0.0591318440835829,0.860276886661068,0.0801737250664342
2019,"NBS","CEI",1389.23206478903,0.0789510027434591,0,0.773127726131804,0.147921271124737
2019,"NBS","CHN",1114.70988332997,0,0.455976409034769,0.507095166014595,0.0369284249506358
2019,"NBS","EUR",924.972539854576,0.0298135908183802,0.427911639420309,0.0787710251981705,0.46350374456314
2019,"NBS","SIN",846.981601236901,0,0.868729299147553,0.131270700852447,0
2020,"NBI","AFRMY",1426.25559102747,0.106848432206768,0.373383866727221,0.179912610347422,0.339855090718589
2020,"NBI","AMCS",1306.44021925163,8.79269989742728e-05,0.365998869543555,0.0756483357196987,0.558264867737772
2020,"NBI","AMN",1607.55973458849,0.0208137079668084,0.404852448191474,0.0565542123531072,0.51777963148861
2020,"NBI","ASIAUS",985.261328996938,0.00163127066622938,0.136321884296025,0.299521925183548,0.562524919854198
2020,"NBI","CEI",1723.1238461104,0.0127266489771093,0.223472267070623,0.300583795139888,0.46321728881238
2020,"NBI","CHN",1206.22329925023,0.0172890851938207,0.357717276826464,0.522238373766762,0.102755264212954
2020,"NBI","EUR",1222.70165889077,0.108458721201359,0.222676388841383,0.0504372290592626,0.618427660897995
2020,"NBI","SIN",1184.95872053627,0,0.0440019446739351,0.11774326558819,0.838254789737875
2020,"NBL","AFRMY",1482.67185044828,0.000351746209561387,0.717985880116287,0.135904425201487,0.145757948472665
2020,"NBL","AMCS",1276.0795553978,0,0.443361917669241,0.0259725624881629,0.530665519842596
2020,"NBL","AMN",2049.02352240078,0.0118712033288142,0.772425051283519,0.120716504974669,0.0949872404129974
2020,"NBL","ASIAUS",899.538384968181,0,0.333638225914751,0.361960367141017,0.304401406944233
2020,"NBL","CEI",2148.90533738309,0.043822817946538,0.230190185738548,0.39626685985108,0.329720136463834
2020,"NBL","CHN",1285.39430942117,0,0.660866332697191,0.325647988412346,0.0134856788904631
2020,"NBL","EUR",1546.74022682415,0.0507529300296071,0.575646353351569,0.0477569957210068,0.325843720897817
2020,"NBL","SIN",1355.02510680111,0,0.577504652539615,0.150945452269486,0.2715498951909
2020,"NBS","AFRMY",935.255247110228,0.0199587016443027,0.666753484356739,0.313287813998959,0
2020,"NBS","AMCS",902.162552916117,0,0.43782454377697,0.190070588729677,0.372104867493353
2020,"NBS","AMN",1156.20881319321,7.74534625298871e-06,0.350232699958734,0.0256591015097475,0.624100453185266
2020,"NBS","ASIAUS",825.335039912212,0,0.0562683451124768,0.908293639144726,0.0354380157427969
2020,"NBS","CEI",1465.78858435796,0.106767581999736,0,0.807299576017807,0.0859328419824571
2020,"NBS","CHN",1053.99157417391,0,0.406363801780305,0.517106893193666,0.0765293050260291
2020,"NBS","EUR",881.94342382916,0.0369041996788106,0.497107719421705,0.0788573689914357,0.387130711908049
2020,"NBS","SIN",842.928772674598,0,0.865726665502825,0.134273334497175,0
2021,"NBI","AFRMY",1414.88415520516,0.0929941722087423,0.354796579859671,0.18322125464213,0.368987993289457
2021,"NBI","AMCS",1224.77547703967,0,0.388189694550877,0.0706241741032749,0.541186131345848
2021,"NBI","AMN",1633.84097570581,0.00803674285865951,0.399727129589615,0.0547820246268294,0.537454102924896
2021,"NBI","ASIAUS",865.593828023355,0.00359077348539316,0.130402188765361,0.34989126700319,0.516115770746056
2021,"NBI","CEI",1715.86698426312,0.0179473941125914,0.211494434523127,0.289180322252333,0.481377849111949
2021,"NBI","CHN",1196.64231448929,0.0206478966337006,0.349782838674386,0.548240975791555,0.0813282889003586
2021,"NBI","EUR",1266.71603824698,0.111288729111577,0.231708502222202,0.0535219844845168,0.603480784181704
2021,"NBI","SIN",1168.04223850818,0,0.0436943252376604,0.129403678975315,0.826901995787025
2021,"NBL","AFRMY",1451.47763124676,0.00138482532298442,0.559998858896625,0.230461545327438,0.208154770452952
2021,"NBL","AMCS",1426.70968494685,0,0.543301799558644,0.039099762091056,0.4175984383503
2021,"NBL","AMN",1999.16939747984,0.00485818950836252,0.773041430291726,0.112015224939166,0.110085155260746
2021,"NBL","ASIAUS",790.951652462864,0.00108618084020231,0.357002562371498,0.369735580100665,0.272175676687635
2021,"NBL","CEI",1972.37515036087,0.0804303432954618,0.233857944276774,0.334786089398675,0.350925623029089
2021,"NBL","CHN",1303.74363457761,0,0.70398999555753,0.264253203455216,0.0317568009872544
2021,"NBL","EUR",1561.97812541815,0.0611927746145145,0.545851335831636,0.0804972976250072,0.312458591928842
2021,"NBL","SIN",1148.27920897887,0,0.441275678262291,0.113636648112906,0.445087673624803
2021,"NBS","AFRMY",856.192787702671,0.00287971393527096,0.550560978765089,0.44655930729964,0
2021,"NBS","AMCS",846.498287878333,0,0.458158478997787,0.146770944356393,0.39507057664582
2021,"NBS","AMN",1217.73804339635,0.000479895470863492,0.374176598876324,0.0178203623503828,0.607523143302429
2021,"NBS","ASIAUS",785.74421816884,0.00558084459838678,0.0558453523727677,0.878736357466402,0.059837445562444
2021,"NBS","CEI",1543.1603219169,0.102608666329066,0,0.857339513894178,0.040051819776756
2021,"NBS","CHN",1030.93692671912,0,0.512164125718881,0.417343964011558,0.0704919102695618
2021,"NBS","EUR",936.127412326756,0.0430143716604469,0.489084103918227,0.0888290264826769,0.379072497938649
2021,"NBS","SIN",835.916471702758,0,0.861926075951236,0.138073924048764,0
2022,"NBI","AFRMY",1508.02793033993,0.0928239959096221,0.351348406690954,0.191833274953088,0.363994322446336
2022,"NBI","AMCS",1253.60867656486,0.00155004878751767,0.414901184784682,0.079077187632123,0.504471578795677
2022,"NBI","AMN",1603.84210069102,0.0233107034422129,0.399195566635614,0.0479893257361896,0.529504404185984
2022,"NBI","ASIAUS",940.912955028639,0.0205676350844789,0.107599193269436,0.313939305146886,0.5578938664992
2022,"NBI","CEI",1745.27844502451,0.00833915599876527,0.18921846489797,0.369509956297374,0.43293242280589
2022,"NBI","CHN",1254.89850091034,0.0177947939078773,0.347283014203228,0.534906235380386,0.100015956508509
2022,"NBI","EUR",1323.69990096757,0.0954795385367953,0.230089479151201,0.0519695510635642,0.622461431248439
2022,"NBI","SIN",1243.99970231986,0,0.0592884712242457,0.137917967629151,0.802793561146603
2022,"NBL","AFRMY",1676.60937263212,0.00281294148250758,0.534873022503775,0.143288502499541,0.319025533514176
2022,"NBL","AMCS",1371.35837291087,8.20082972860506e-05,0.562808807640177,0.0380541338860963,0.399055050176441
2022,"NBL","AMN",2054.24043496376,0.0183217001977137,0.760127960018196,0.125959978586627,0.0955903611974634
2022,"NBL","ASIAUS",915.295801823025,0.00305899241747255,0.335999700744929,0.294693633557543,0.366247673280056
2022,"NBL","CEI",2064.37589694466,0.0935933793784874,0.163971142624411,0.468512765498142,0.27392271249896
2022,"NBL","CHN",1342.72615190688,0,0.721492954093771,0.242822087815385,0.0356849580908439
2022,"NBL","EUR",1596.1270790658,0.0484788557290657,0.504223696059201,0.0606250058690828,0.38667244234265
2022,"NBL","SIN",1214.63579642949,0,0.26197395277676,0.0981350053960581,0.639891041827182
2022,"NBS","AFRMY",911.09338630692,0.00351769806258936,0.522374745960725,0.474107555976685,0
2022,"NBS","AMCS",884.066743879667,0,0.575797186859166,0.145484987711224,0.27871782542961
2022,"NBS","AMN",1158.47522743255,0.00374269998456825,0.396360775933847,0.0277995351662053,0.572096988915379
2022,"NBS","ASIAUS",772.956060589141,0.00303386975872505,0.0530916415636241,0.828525538962808,0.115348949714842
2022,"NBS","CEI",1589.78033325245,0.111400419373622,0,0.878810147303776,0.00978943332260171
2022,"NBS","CHN",1085.29108387524,0,0.508404168500958,0.427733047993193,0.0638627835058491
2022,"NBS","EUR",935.501417022643,0.0497429984106455,0.363821183684826,0.0810580895792733,0.505377728325256
2022,"NBS","SIN",951.068123227409,0,0.920785060368375,0.0792149396316247,0
2023,"NBI","AFRMY",1556.80725540075,0.108705729988229,0.357505917314596,0.189058468969886,0.344729883727289
2023,"NBI","AMCS",1241.80819937441,0.0289649721176391,0.41397210082774,0.108470008003653,0.448592919050968
2023,"NBI","AMN",1564.0567787468,0.0361240344242864,0.382880330125865,0.0376911413380658,0.543304494111783
2023,"NBI","ASIAUS",1060.77102245777,0.0434597096601014,0.0996079028519961,0.263029878790639,0.593902508697264
2023,"NBI","CEI",1826.74187551772,0.0161406537098493,0.181865607729458,0.451368477975653,0.35062526058504
2023,"NBI","CHN",1283.76020047764,0.0216716274453564,0.351912323428936,0.531434528290253,0.0949815208354548
2023,"NBI","EUR",1317.06560783486,0.107020107150277,0.228792064406469,0.0584522649085934,0.60573556353466
2023,"NBI","SIN",1270.1874747079,0.00126325286810533,0.111853127830007,0.164994711115334,0.721888908186554
2023,"NBL","AFRMY",1800.06458633877,0.0133801106637488,0.471638834214414,0.123224660013843,0.391756395107995
2023,"NBL","AMCS",1471.55344394088,0.000357247706404697,0.514015409920159,0.0522471049169055,0.43338023745653
2023,"NBL","AMN",2039.1261458019,0.0196181402759156,0.742988516683088,0.135165871294862,0.102227471746134
2023,"NBL","ASIAUS",1166.41083664536,0.000821334636392441,0.337293163392121,0.258604343917637,0.403281158053849
2023,"NBL","CEI",2075.76750196921,0.0793214969402916,0.155488785662149,0.497588719221434,0.267600998176125
2023,"NBL","CHN",1406.90240627733,0,0.664221019460596,0.269499070261477,0.066279910277927
2023,"NBL","EUR",1602.96286865254,0.0533530583431029,0.496518833895994,0.0684374957893583,0.381690611971545
2023,"NBL","SIN",1207.05467159359,0.0144262416321987,0.100990835158525,0.0681571485731707,0.816425774636106
2023,"NBS","AFRMY",948.355103599086,0.037007108754676,0.529137242613583,0.430945058144917,0.00291059048682419
2023,"NBS","AMCS",816.632932817499,0.0403905851219203,0.543118516223362,0.128171678582223,0.288319220072495
2023,"NBS","AMN",1161.48843882446,0.00544690110891447,0.397181519896337,0.0498032125672708,0.547568366427478
2023,"NBS","ASIAUS",811.927507390515,0.00682706917018166,0.10350473181388,0.707316448782261,0.182351750233678
2023,"NBS","CEI",1588.80512656602,0.0813996913130536,0,0.897450495806196,0.0211498128807507
2023,"NBS","CHN",1146.74694167458,0,0.509160638468378,0.441672931770871,0.0491664297607512
2023,"NBS","EUR",920.308789611741,0.0388582555858133,0.365848709273328,0.103845958454748,0.49144707668611
2023,"NBS","SIN",878.739435661258,0,0.775025109785864,0.224974890214136,0
2024,"NBI","AFRMY",1579.48948598743,0.106926908280134,0.360693015920477,0.189859687386662,0.342520388412728
2024,"NBI","AMCS",1250.24403101588,0.0414159705614002,0.42689506003781,0.115876538651537,0.415812430749253
2024,"NBI","AMN",1572.67501442444,0.0290876582832362,0.409449876448866,0.0362810938851846,0.525181371382713
2024,"NBI","ASIAUS",1102.07739212829,0.0416770563805044,0.115549021444569,0.228050703639522,0.614723218535404
2024,"NBI","CEI",1866.83639957087,0.0189098698362885,0.222097297249686,0.458414916894742,0.300577916019284
2024,"NBI","CHN",1312.64618285207,0.0249347736528903,0.351847357160196,0.518839729058085,0.104378140128828
2024,"NBI","EUR",1336.27890873247,0.117060447025523,0.221219359164198,0.0519930911985262,0.609727102611752
2024,"NBI","SIN",1299.65489058005,0.00403312317372397,0.131350613355621,0.246597986209749,0.618018277260906
2024,"NBL","AFRMY",1813.16505531261,0.0272968123923097,0.504343445099653,0.119369542405468,0.348990200102569
2024,"NBL","AMCS",1565.72427872587,4.64099990715566e-05,0.556344879125429,0.0858793866552136,0.357729324220286
2024,"NBL","AMN",2016.70289863956,0.0190064682639889,0.729746049435679,0.133516084090153,0.117731398210178
2024,"NBL","ASIAUS",1247.63101805903,0,0.319612032106869,0.237939997376194,0.442447970516937
2024,"NBL","CEI",2129.65465842982,0.0947184787619097,0.199795510901423,0.391833862691685,0.313652147644982
2024,"NBL","CHN",1439.87320871325,0,0.618327064319791,0.282286201130497,0.0993867345497127
2024,"NBL","EUR",1582.37900032054,0.0495865933513587,0.524625418338014,0.0561882336431036,0.369599754667523
2024,"NBL","SIN",1227.30839530482,0.0160878020325343,0.0980672061606923,0.0544868664544921,0.831358125352281
2024,"NBS","AFRMY",974.930683434649,0.0109738988294409,0.472691828022828,0.516334273147731,0
2024,"NBS","AMCS",832.631287060762,0.0199417808883177,0.523428155173699,0.116230273314328,0.340399790623655
2024,"NBS","AMN",1186.58632652511,0.00575161404328503,0.383000903445285,0.0665835446228188,0.544663937888611
2024,"NBS","ASIAUS",812.959679368,0.00582811965677951,0.0902622565260704,0.756055039507645,0.147854584309506
2024,"NBS","CEI",1639.1455889578,0.123707299379575,0,0.861039993258657,0.0152527073617684
2024,"NBS","CHN",1167.96541144834,0,0.499883693867715,0.446786177395235,0.0533301287370499
2024,"NBS","EUR",931.780060361597,0.0332866124235474,0.389731268275063,0.127345695393135,0.449636423908255
2024,"NBS","SIN",1120.54617865243,0.0205221386317005,0.540682750051481,0.438795111316819,0
1 Year Category Region Dist_EQ PCT_CHARTER PCT_NETWORK PCT_REGIONAL PCT_LCC
2 2002 NBI AFRMY 1016.77834099741 0.0597130903899918 0.622493232142152 0.267124620948855 0.0506690565190006
3 2002 NBI AMCS 1048.40176202633 0 0.600042338293917 0.377530799113856 0.0224268625922272
4 2002 NBI AMN 1409.85814009492 0.0173629970840251 0.590396464468702 0.173805680475439 0.218434857971835
5 2002 NBI ASIAUS 731.613261373554 0 0.469682218115679 0.466558289304771 0.0637594925795506
6 2002 NBI CEI 2021.61669687385 0.101248783609204 0.33592314644564 0.353537170585854 0.209290899359302
7 2002 NBI CHN 884.36087443162 0 0.541909244621729 0.423698368369688 0.0343923870085828
8 2002 NBI EUR 912.423381449187 0.133168395537474 0.531242916846183 0.199587502830158 0.136001184786185
9 2002 NBI SIN 956.879704507048 0.0219844929189212 0.878033445909996 0.0999820611710825 0
10 2002 NBL AFRMY 1870.45081950017 0.000605076293025976 0.669678363444417 0.329716560262557 0
11 2002 NBL AMCS 1824.96151047405 0 0.809693945741259 0.0883583183642831 0.101947735894458
12 2002 NBL AMN 1943.97876631639 0.051832775219223 0.620556018720925 0.140872307705065 0.186738898354787
13 2002 NBL ASIAUS 765.889004994681 0 0.72582587884237 0.222936510506108 0.0512376106515214
14 2002 NBL CEI 4013.47097243836 0.00884521845500873 0.0328186621150331 0.90034431408971 0.0579918053402481
15 2002 NBL CHN 1144.23746822827 0 0.452582301987532 0.504259544661241 0.0431581533512276
16 2002 NBL EUR 1234.90303545659 0.364607796353512 0.57342178096109 0.0530094145514347 0.00896100813396302
17 2002 NBL SIN 1735.11180609851 0 0 1 0
18 2002 NBS AFRMY 896.194534112975 0.0307407102817188 0.573908924174224 0.394921119969798 0.000429245574259246
19 2002 NBS AMCS 747.174211603206 0 0.529624167602986 0.412755321767577 0.0576205106294371
20 2002 NBS AMN 988.093839351939 0.0013652968487858 0.398303810665043 0.193870598522295 0.406460293963877
21 2002 NBS ASIAUS 742.441286377743 0 0.35286235135051 0.51736909093461 0.12976855771488
22 2002 NBS CEI 1301.34576825985 0.157995862718028 0 0.842004137281972 0
23 2002 NBS CHN 901.974419592352 0 0.737234338617439 0.262765661382561 0
24 2002 NBS EUR 781.859523179824 0.034147346899082 0.419150058586784 0.289664731496763 0.257037863017371
25 2002 NBS SIN 1093.25099049704 0 0 1 0
26 2003 NBI AFRMY 1051.83276929881 0.0703904417993861 0.58586464219364 0.297699437447877 0.0460454785590967
27 2003 NBI AMCS 1046.0439259395 0.000159622611484496 0.580645331548867 0.381263370019119 0.0379316758205296
28 2003 NBI AMN 1498.83664670975 0.0319213107098393 0.556433821677094 0.166345733914352 0.245299133698715
29 2003 NBI ASIAUS 826.321630659026 2.87414444591047e-06 0.439523953566766 0.536791058278473 0.0236821140103144
30 2003 NBI CEI 1949.75420550375 0.0575330852873459 0.298075010313518 0.434867435136563 0.209524469262573
31 2003 NBI CHN 909.696158854379 0 0.632284602130837 0.346134092993799 0.0215813048753633
32 2003 NBI EUR 955.788965857104 0.132691421953644 0.522631131213971 0.173206925976766 0.171470520855619
33 2003 NBI SIN 974.713460537252 0.0158550280722602 0.808232832813693 0.171151971208312 0.00476016790573452
34 2003 NBL AFRMY 1751.82883955615 0.0314011459979526 0.569588576896012 0.399010277106036 0
35 2003 NBL AMCS 1822.559822083 0 0.762943162951321 0.128930594625762 0.108126242422917
36 2003 NBL AMN 2026.0997925162 0.0644717204234929 0.598088557608768 0.139921778028566 0.197517943939173
37 2003 NBL ASIAUS 1328.5958565509 0 0.64457537018407 0.20320958073791 0.152215049078021
38 2003 NBL CEI 3723.64309407328 0.00870866487367566 0.00386223143758493 0.925957583814866 0.0614715198738737
39 2003 NBL CHN 1312.91071496536 0 0.58368766901228 0.367520784078573 0.0487915469091474
40 2003 NBL EUR 1215.06501553753 0.302037229834171 0.579633562109029 0.113156292947753 0.00517291510904663
41 2003 NBL SIN 1549.69043928804 0 0.207197663467606 0.792802336532394 0
42 2003 NBS AFRMY 1020.26844457009 0.0592471603459175 0.527859936259316 0.412445373213889 0.000447530180877296
43 2003 NBS AMCS 812.867449227247 0 0.537901975918196 0.358837838554683 0.103260185527121
44 2003 NBS AMN 1034.07827897107 0.00191780575189369 0.374634584757492 0.178652321458941 0.444795288031673
45 2003 NBS ASIAUS 819.277607285573 0.00210191710870563 0.279343639618056 0.346537536703958 0.372016906569281
46 2003 NBS CEI 1370.90327513558 0.201685678688886 0.0448981117980321 0.753416209513082 0
47 2003 NBS CHN 947.421571182859 0 0.748828864793134 0.251171135206866 0
48 2003 NBS EUR 797.83472170478 0.052057705585553 0.420549111447807 0.308357854284043 0.219035328682597
49 2003 NBS SIN 1178.36392294334 0 0 0.924568394630158 0.0754316053698418
50 2004 NBI AFRMY 1118.84228834104 0.0719015260194344 0.586382396634064 0.284417536153788 0.057298541192714
51 2004 NBI AMCS 1066.33349071331 0 0.557795356455719 0.398933257242986 0.0432713863012945
52 2004 NBI AMN 1559.76351030533 0.0371168132172758 0.457589075882335 0.167304100632898 0.337990010267491
53 2004 NBI ASIAUS 895.061401625613 0.00351434191290419 0.407998279703067 0.578451861928994 0.0100355164550348
54 2004 NBI CEI 1895.37246841514 0.0621895397647724 0.223517807028265 0.495640633683318 0.218652019523644
55 2004 NBI CHN 1000.4594665654 0 0.600163096684699 0.374120748057107 0.0257161552581933
56 2004 NBI EUR 1010.59338718854 0.132671487148077 0.497420746298331 0.152718867182171 0.21718889937142
57 2004 NBI SIN 979.908245588873 0.000569529127851526 0.77049725220613 0.228933218666019 0
58 2004 NBL AFRMY 1854.09068466113 0.0230344008837983 0.530715015293745 0.446250583822457 0
59 2004 NBL AMCS 1735.4292061985 0 0.669305287395437 0.215266978003438 0.115427734601125
60 2004 NBL AMN 2079.46013496378 0.0615241629505311 0.445398422407843 0.139054382607996 0.35402303203363
61 2004 NBL ASIAUS 1169.74074607907 0.057163394637303 0.74791876942464 0.101251746052136 0.0936660898859209
62 2004 NBL CEI 3414.37852598339 0.0975838497409029 0.111023915646246 0.728306869453293 0.0630853651595581
63 2004 NBL CHN 1261.00651246869 0 0.609679750621362 0.330338461372172 0.0599817880064659
64 2004 NBL EUR 1317.01591035747 0.250405851122713 0.623290601334873 0.101772769455369 0.0245307780870447
65 2004 NBL SIN 1444.11232276274 0 0.419750948965739 0.580249051034261 0
66 2004 NBS AFRMY 975.100903644071 0.0677497176473869 0.462821740223249 0.468351395459184 0.00107714667018013
67 2004 NBS AMCS 827.996945667859 0 0.526184470650645 0.35735758077773 0.116457948571625
68 2004 NBS AMN 1072.26228809395 0.00195151069157886 0.219300737137274 0.179046918234192 0.599700833936955
69 2004 NBS ASIAUS 876.477227814581 0.00155311460801366 0.179458912302523 0.22482693354778 0.594161039541684
70 2004 NBS CEI 1334.90751418335 0.216356673704201 0.313838369662649 0.468739021445937 0.00106593518721326
71 2004 NBS CHN 956.848300480629 0 0.820224553164155 0.179516211481983 0.000259235353862591
72 2004 NBS EUR 827.75461937925 0.0831298345762109 0.357945045100817 0.249001050066969 0.309924070256003
73 2004 NBS SIN 1138.44344746954 0 0 1 0
74 2005 NBI AFRMY 1144.6473085694 0.0664152811711306 0.539696049145382 0.337990821845681 0.0558978478378065
75 2005 NBI AMCS 1066.95770202064 0 0.565873185288841 0.388196571002098 0.0459302437090615
76 2005 NBI AMN 1547.31279759207 0.0227526536617333 0.452963215927672 0.167578737439385 0.35670539297121
77 2005 NBI ASIAUS 902.205693075095 0.00417293984616082 0.352498092307051 0.569070563335918 0.0742584045108701
78 2005 NBI CEI 1873.5506127118 0.0702844042456643 0.206525859735807 0.511657378206404 0.211532357812125
79 2005 NBI CHN 1035.35139870713 0 0.630046071741499 0.343781662121277 0.0261722661372242
80 2005 NBI EUR 1018.90251261652 0.128046913616995 0.529984291873972 0.121777702743246 0.220191091765786
81 2005 NBI SIN 1023.06687094566 0 0.75275156733831 0.24724843266169 0
82 2005 NBL AFRMY 1810.02105488293 0.0371926827644837 0.539387373962615 0.423419943272902 0
83 2005 NBL AMCS 1726.75732585068 0 0.711059249437188 0.188230549920793 0.100710200642019
84 2005 NBL AMN 2109.24405792989 0.0391014466679743 0.458734886225285 0.136562585217016 0.365601081889725
85 2005 NBL ASIAUS 1037.04239942446 0.100698402680429 0.808376121156836 0.0185210151369094 0.0724044610258255
86 2005 NBL CEI 3189.2428547016 0.171177549768552 0.20736132642256 0.57822815188997 0.0432329719189168
87 2005 NBL CHN 1125.08281549542 0 0.555712767270187 0.389918708121961 0.0543685246078521
88 2005 NBL EUR 1236.54730270984 0.283755233670644 0.631980022925384 0.0728362110640691 0.0114285323399037
89 2005 NBL SIN 1474.32248032714 0 0.391378024983744 0.608621975016256 0
90 2005 NBS AFRMY 944.057666641918 0.0868315093655335 0.413495892183916 0.456665085205021 0.0430075132455295
91 2005 NBS AMCS 837.29685252464 0 0.552217955745499 0.295268249310276 0.152513794944226
92 2005 NBS AMN 1102.98776605576 0.0050067486763006 0.21064297147412 0.163538466559019 0.62081181329056
93 2005 NBS ASIAUS 880.594368505296 0 0.158548615316017 0.176302779128767 0.665148605555216
94 2005 NBS CEI 1353.6195416818 0.232640433020087 0.273659282575309 0.422138212886689 0.0715620715179144
95 2005 NBS CHN 959.782513779051 0 0.735002611782261 0.26485492276103 0.000142465456708642
96 2005 NBS EUR 861.891616310017 0.084877102823163 0.301965006454799 0.163169501287278 0.449988389434761
97 2005 NBS SIN 920.386833700046 0 0.0119700260861467 0.988029973913853 0
98 2006 NBI AFRMY 1138.04732765766 0.0800975799238458 0.506326179207697 0.310658120147633 0.102918120720824
99 2006 NBI AMCS 1031.34035186997 0 0.594644733989955 0.33380888015396 0.0715463858560854
100 2006 NBI AMN 1587.15047211395 0.0144793536243242 0.493988590006146 0.129792047209454 0.361740009160076
101 2006 NBI ASIAUS 942.019400916568 0.00668256126305651 0.285334186757348 0.498176437003973 0.209806814975622
102 2006 NBI CEI 1902.06195567292 0.087699412848399 0.228088234173566 0.50140820203356 0.182804150944475
103 2006 NBI CHN 1062.10188868693 0 0.605711891013932 0.368696072192362 0.0255920367937056
104 2006 NBI EUR 1019.00908136861 0.125108192597397 0.483604311510742 0.138424836751621 0.252862659140239
105 2006 NBI SIN 1049.04800558863 0 0.650299991727958 0.274523356683468 0.0751766515885743
106 2006 NBL AFRMY 1899.32443336587 0.0135018297452449 0.5547227084213 0.431775461833455 0
107 2006 NBL AMCS 1939.20935088796 0 0.54565098242017 0.328285859772465 0.126063157807365
108 2006 NBL AMN 2187.67128026574 0.0161667752194186 0.57602842212399 0.03853815300604 0.369266649650551
109 2006 NBL ASIAUS 838.495611230166 0.0245901590890957 0.950980745058982 0.0159268006244832 0.00850229522743875
110 2006 NBL CEI 3023.53223923825 0.146023985007469 0.146985332154633 0.698296864512271 0.00869381832562711
111 2006 NBL CHN 1134.28503381506 0 0.591546525322623 0.358284579807739 0.0501688948696376
112 2006 NBL EUR 1310.43452032375 0.288605861840223 0.633770439586171 0.0579149345013532 0.0197087640722526
113 2006 NBL SIN 1510.47536969813 0 0.450772203812408 0.549227796187592 0
114 2006 NBS AFRMY 974.478817897077 0.0756597750364558 0.471440795514074 0.41963457244113 0.0332648570083407
115 2006 NBS AMCS 858.268397159176 0 0.514976037718629 0.270613590784659 0.214410371496713
116 2006 NBS AMN 1114.73769830693 0.00536186599671175 0.239422726677631 0.0950835749915738 0.660131832334083
117 2006 NBS ASIAUS 873.220374167129 0 0.156823114834569 0.203876419644402 0.639300465521029
118 2006 NBS CEI 1361.29909941249 0.170233594203652 0.187328238468591 0.491728192715042 0.150709974612716
119 2006 NBS CHN 943.364937862824 0.0059309273700467 0.659226247821932 0.334842824808022 0
120 2006 NBS EUR 873.34320313538 0.0867024921103081 0.262601342649803 0.187582150187531 0.463114015052359
121 2006 NBS SIN 904.652496449135 0 0.849189109762939 0.150810890237061 0
122 2007 NBI AFRMY 1203.54665874132 0.0585926657002463 0.509451122536068 0.271768575067512 0.160187636696174
123 2007 NBI AMCS 1096.53436865042 0.00048342238509541 0.638132705020092 0.273647419438365 0.0877364531564478
124 2007 NBI AMN 1614.57200208311 0.0144682302797693 0.629105237870985 0.122745188325937 0.233681343523309
125 2007 NBI ASIAUS 988.986878274016 0.00817657984201907 0.343094041205826 0.37579422259989 0.272935156352265
126 2007 NBI CEI 1843.83106753159 0.0807721344260225 0.262994945859939 0.538231385810682 0.118001533903357
127 2007 NBI CHN 1087.72227782614 0.00871684618403742 0.596596783347116 0.363069168162567 0.0316172023062802
128 2007 NBI EUR 1031.75960706547 0.136786494362055 0.410593149305638 0.143636996694623 0.308983359637684
129 2007 NBI SIN 1026.44437882514 0 0.525161979414646 0.30293809998151 0.171899920603844
130 2007 NBL AFRMY 1942.85550048815 0.00218389166757012 0.588470557597048 0.40929720543993 4.8345295451351e-05
131 2007 NBL AMCS 1752.72021549169 0 0.361097899948369 0.478313640602461 0.16058845944917
132 2007 NBL AMN 2193.13480849429 0.0149828113663743 0.78509866900973 0.0404014546028906 0.159517065021005
133 2007 NBL ASIAUS 989.889932809892 0.0162271509217324 0.832187530626005 0.149945562183088 0.0016397562691749
134 2007 NBL CEI 2909.34626217913 0.000850322363912121 0.277571816801808 0.72157786083428 0
135 2007 NBL CHN 1169.68265841665 0 0.604437226859891 0.35048544113896 0.0450773320011491
136 2007 NBL EUR 1336.48548759046 0.456332670589603 0.399129698484048 0.0511075391287189 0.0934300917976305
137 2007 NBL SIN 1333.1696324163 0 0.816853994648282 0.183146005351718 0
138 2007 NBS AFRMY 1003.75236095351 0.0651568400256861 0.432675433252729 0.45687060301457 0.0452971237070148
139 2007 NBS AMCS 882.432144143286 0.00911187527644252 0.337419271740532 0.296353005902383 0.357115847080643
140 2007 NBS AMN 1131.15899236726 0.00511992804128777 0.228541472390303 0.0795260829088163 0.686812516659593
141 2007 NBS ASIAUS 851.405008344783 0 0.147859459329913 0.223130936448259 0.629009604221828
142 2007 NBS CEI 1433.62733081037 0.0544880297398635 0.134230879319672 0.561145906269914 0.25013518467055
143 2007 NBS CHN 958.820786614708 0.00201519673403784 0.672948683552199 0.325036119713764 0
144 2007 NBS EUR 893.382551697775 0.0922905364833857 0.259615999569008 0.167117411829207 0.480976052118399
145 2007 NBS SIN 861.497596814846 0 0.936102212290443 0.0638977877095566 0
146 2008 NBI AFRMY 1313.54306329234 0.0516667778398931 0.547061472206402 0.235465465904931 0.165806284048774
147 2008 NBI AMCS 1114.49127999271 0 0.575627146383918 0.226964472357331 0.197408381258751
148 2008 NBI AMN 1629.01673594902 0.00620271978000414 0.664077881059971 0.0841953246826147 0.24552407447741
149 2008 NBI ASIAUS 994.809090652737 0.000987946700090422 0.313624979246642 0.340936070149694 0.344451003903573
150 2008 NBI CEI 1854.36334350641 0.0876837604099257 0.255835891839049 0.534707079924424 0.121773267826601
151 2008 NBI CHN 1100.30413978341 0.0134513573271539 0.569656014383211 0.376550959295235 0.0403416689944007
152 2008 NBI EUR 1043.54112546693 0.129774833686005 0.375025039275457 0.132825311109915 0.362374815928622
153 2008 NBI SIN 1143.8008347137 0.00430039812644039 0.469988951992067 0.296132058994066 0.229578590887426
154 2008 NBL AFRMY 1886.58991315224 0.00165812898256478 0.605155510062856 0.381504039564207 0.0116823213903723
155 2008 NBL AMCS 1700.82158728223 0.0205919955785117 0.368989507434037 0.459661339231761 0.15075715775569
156 2008 NBL AMN 2260.87332905502 0.00726989606142494 0.817317864743296 0.022247548087343 0.153164691107936
157 2008 NBL ASIAUS 986.330466920578 0 0.609492711499366 0.345369469935553 0.0451378185650805
158 2008 NBL CEI 2840.84259443527 0.00813188489772224 0.322413368793628 0.66945474630865 0
159 2008 NBL CHN 1206.92511347414 0 0.727578560849299 0.229183584378653 0.0432378547720479
160 2008 NBL EUR 1343.21561823585 0.448323700509502 0.392585120773226 0.0642592864143586 0.094831892302913
161 2008 NBL SIN 1272.72578138311 0 0.877971926433105 0.122028073566895 0
162 2008 NBS AFRMY 1005.64467742537 0.0762956621718267 0.453014830546209 0.400966646404061 0.0697228608779029
163 2008 NBS AMCS 905.27681512962 0 0.415212580447228 0.328715964602552 0.25607145495022
164 2008 NBS AMN 1147.49513867048 0.00358616306061373 0.236369026638581 0.0389015292315772 0.721143281069228
165 2008 NBS ASIAUS 861.490624905805 0 0.147563247669611 0.636912321783231 0.215524430547158
166 2008 NBS CEI 1429.536431327 0.0419663013467043 0.169225514491592 0.538045111746165 0.250763072415538
167 2008 NBS CHN 998.620779678658 0 0.645436327900737 0.354563672099262 0
168 2008 NBS EUR 913.83679925806 0.0792022575619804 0.274295148563102 0.167430830173512 0.479071763701405
169 2008 NBS SIN 842.763596584005 0 0.893037698780132 0.106962301219868 0
170 2009 NBI AFRMY 1395.6180557787 0.0400077144293168 0.563645886024902 0.169354435288079 0.226991964257702
171 2009 NBI AMCS 1134.15923696427 0 0.549034539417961 0.194657314544938 0.256308146037101
172 2009 NBI AMN 1636.14445625878 0.00306727606950699 0.660795491599832 0.0820724467980983 0.254064785532563
173 2009 NBI ASIAUS 1007.76366536438 0.00160487039716765 0.295328454196822 0.311082796977006 0.391983878429004
174 2009 NBI CEI 1831.7440983442 0.11200343505728 0.308555459025905 0.462291361915983 0.117149744000833
175 2009 NBI CHN 1089.80047248912 0.0130309603361804 0.528815563203569 0.418075170054611 0.0400783064056394
176 2009 NBI EUR 1077.4793370156 0.101058057927184 0.377478238815063 0.116074573263744 0.40538912999401
177 2009 NBI SIN 1198.76062615162 0.000547586998631722 0.49611905510428 0.21785225257422 0.285481105322868
178 2009 NBL AFRMY 1737.999604481 0.0024356014389473 0.667761381959535 0.311703744755316 0.0180992718462014
179 2009 NBL AMCS 1786.30343201811 0 0.533278662185533 0.466721337814467 0
180 2009 NBL AMN 2256.85781416248 0.000293962531991564 0.822998417014824 0.0192566507782951 0.157450969674889
181 2009 NBL ASIAUS 975.288797642984 0 0.49502523471116 0.402058268815426 0.102916496473414
182 2009 NBL CEI 2700.04791763294 0.016265741755581 0.428579284500524 0.555154973743895 0
183 2009 NBL CHN 1312.51344831019 0 0.779308474977018 0.187962133444308 0.0327293915786742
184 2009 NBL EUR 1332.00055759885 0.271301387749559 0.539690398469936 0.0930775018965338 0.0959307118839708
185 2009 NBL SIN 1236.87637021478 0 0.87543498003085 0.12456501996915 0
186 2009 NBS AFRMY 1015.19782818828 0.067724090202741 0.512349877055858 0.366186892953176 0.0537391397882253
187 2009 NBS AMCS 922.339471792621 0 0.463090324498557 0.222086500275168 0.314823175226275
188 2009 NBS AMN 1150.42444420275 0.0023638485091488 0.220153125835233 0.0195277289886652 0.757955296666953
189 2009 NBS ASIAUS 862.341398000546 0 0.147486620243995 0.662139958344752 0.190373421411253
190 2009 NBS CEI 1508.18157566757 0.0244837351288422 0.121376641024494 0.603876667548701 0.250262956297963
191 2009 NBS CHN 1006.60539874558 0 0.624859405991935 0.356141637396337 0.0189989566117288
192 2009 NBS EUR 912.597681541622 0.0597885210246579 0.300312732832543 0.152752448564238 0.48714629757856
193 2009 NBS SIN 941.281238519887 0 0.784759223988131 0.214067828282338 0.00117294772953116
194 2010 NBI AFRMY 1406.43296479054 0.0449048043681947 0.535051098553474 0.167201994631819 0.252842102446512
195 2010 NBI AMCS 1134.83544343317 0 0.545390107797884 0.170182358466128 0.284427533735988
196 2010 NBI AMN 1662.42359864004 0.00496061847067828 0.728816672217152 0.0769249813229236 0.189297727989246
197 2010 NBI ASIAUS 1034.44869437252 0.00269041190310057 0.275544806830541 0.293535988808319 0.428228792458039
198 2010 NBI CEI 1885.2361359789 0.129814317275619 0.218206627002135 0.490502210632826 0.161476845089419
199 2010 NBI CHN 1111.75193991616 0.0147557384148718 0.498562398808354 0.441190995021097 0.0454908677556766
200 2010 NBI EUR 1126.43528438371 0.0831563310136458 0.350644657574872 0.0893713436290118 0.476827667782471
201 2010 NBI SIN 1232.04688847674 0 0.392683619459063 0.267490147161415 0.339826233379522
202 2010 NBL AFRMY 1748.96251256379 0.00515544186776357 0.638631320076687 0.290611875262191 0.0656013627933582
203 2010 NBL AMCS 1817.25210460535 0 0.569252188602098 0.430747811397902 0
204 2010 NBL AMN 2293.48169537631 2.51886061967639e-05 0.977088844136898 0.0183975145457622 0.00448845271114271
205 2010 NBL ASIAUS 979.060328830998 0 0.395449156088465 0.504781657452823 0.0997691864587119
206 2010 NBL CEI 2534.23593350032 0.0364027800357403 0.447826169790593 0.515771050173667 0
207 2010 NBL CHN 1285.01096331124 0 0.796704067562598 0.175527073808743 0.027768858628659
208 2010 NBL EUR 1343.19436919399 0.187165060525048 0.576851827824477 0.111657707931873 0.124325403718603
209 2010 NBL SIN 1341.1531012091 0 0.885615939288984 0.114384060711016 0
210 2010 NBS AFRMY 1046.98052361658 0.0634349615944977 0.49049751068997 0.394055886461295 0.0520116412542372
211 2010 NBS AMCS 917.446287524619 0 0.41819603371846 0.293179215802351 0.288624750479189
212 2010 NBS AMN 1177.1913099698 0.00159825385375051 0.265352606783627 0.0181746340843401 0.714874505278283
213 2010 NBS ASIAUS 865.473638725562 0 0.126644446963058 0.650364976235155 0.222990576801786
214 2010 NBS CEI 1488.98639545524 0.017966577903667 0.115817629679639 0.644508930958306 0.221706861458388
215 2010 NBS CHN 1034.68559085897 0.00130413828754895 0.639212948063118 0.333046610538162 0.0264363031111704
216 2010 NBS EUR 911.023573481606 0.048294969718647 0.33208352318159 0.138074424882399 0.481547082217364
217 2010 NBS SIN 960.523408860522 0 0.751895625744033 0.246443344797988 0.00166102945797802
218 2011 NBI AFRMY 1424.51737732262 0.0351514254809325 0.55005406796654 0.168007335828231 0.246787170724297
219 2011 NBI AMCS 1126.18376406221 0.000734612055461518 0.530754016639782 0.158005648584995 0.310505722719762
220 2011 NBI AMN 1686.05998924036 0.0104602579483087 0.707861702176985 0.0778357048666881 0.203842335008018
221 2011 NBI ASIAUS 1073.91369191156 0.00244862169795106 0.255719918276249 0.274977502095967 0.466853957929832
222 2011 NBI CEI 1979.93800292899 0.137775539787413 0.23628000819228 0.528596890430094 0.0973475615902134
223 2011 NBI CHN 1142.44620461285 0.0159717505033257 0.467328533995739 0.464062066137272 0.0526376493636626
224 2011 NBI EUR 1187.57140666468 0.0880275242535338 0.328394484056784 0.0786915934967489 0.504886398192933
225 2011 NBI SIN 1199.41243741536 0 0.39764156675056 0.211455746673591 0.390902686575849
226 2011 NBL AFRMY 1739.6007920479 0.0040777823489101 0.732139231352923 0.253912764965224 0.00987022133294287
227 2011 NBL AMCS 1872.53328207283 0 0.623483034203575 0.376516965796425 0
228 2011 NBL AMN 2293.50566362053 0.00120843065221345 0.975075343474976 0.0195908168289434 0.00412540904386668
229 2011 NBL ASIAUS 957.459125162572 0 0.3981324625055 0.522811105254002 0.0790564322404976
230 2011 NBL CEI 2444.1952488186 0 0.369093409930154 0.630906590069846 0
231 2011 NBL CHN 1288.51124331818 0 0.83484995943391 0.139045400403866 0.0261046401622243
232 2011 NBL EUR 1620.02575901213 0.179912556375419 0.590261535633465 0.109784206390408 0.120041701600709
233 2011 NBL SIN 1304.46241338626 0 0.888606378314601 0.0730967082076506 0.0382969134777483
234 2011 NBS AFRMY 1007.19458217251 0.00631786884779677 0.508465565886657 0.422925929720447 0.0622906355450989
235 2011 NBS AMCS 909.144153886733 0 0.367998198470403 0.292855238783156 0.339146562746441
236 2011 NBS AMN 1191.16246661423 0.00175140501956247 0.246031544748117 0.0171544198963336 0.735062630335987
237 2011 NBS ASIAUS 850.486998137522 0 0.1275802765743 0.675169487129654 0.197250236296046
238 2011 NBS CEI 1510.19828714821 0.0265783802986438 0.0992704251101314 0.683706308679481 0.190444885911744
239 2011 NBS CHN 1064.18012416966 0.00241012155494277 0.682256953411435 0.302010076448268 0.0133228485853545
240 2011 NBS EUR 916.174649366482 0.0492043912001525 0.34135739820329 0.141561218830127 0.467876991766431
241 2011 NBS SIN 888.171167446202 0 0.808119113541168 0.191880886458832 0
242 2012 NBI AFRMY 1444.17076370054 0.0189785876610238 0.554143289263506 0.183522738833286 0.243355384242185
243 2012 NBI AMCS 1145.36576413174 0.00268832200359789 0.559544366738983 0.142446977651729 0.29532033360569
244 2012 NBI AMN 1720.16908219547 0.0159141747121521 0.677841464959253 0.0741658832141036 0.232078477114491
245 2012 NBI ASIAUS 1085.95332163139 0.00265478449436225 0.237959011044416 0.220868274460398 0.538517930000824
246 2012 NBI CEI 2006.06580045659 0.100906253687168 0.227465624809027 0.550683402218782 0.120944719285024
247 2012 NBI CHN 1158.59266441247 0.0141035864977569 0.467190187861662 0.460395447099901 0.0583107785406796
248 2012 NBI EUR 1182.16457725069 0.0968643146367463 0.30424724675862 0.0665441602095555 0.532344278395079
249 2012 NBI SIN 1201.81633691092 0 0.341647722981543 0.145802256860062 0.512550020158395
250 2012 NBL AFRMY 1608.76691303504 0.000106582842890438 0.787118825467425 0.212774591689684 0
251 2012 NBL AMCS 1942.59130370118 0 0.632402926629166 0.367597073370834 0
252 2012 NBL AMN 2247.80377072045 3.03863954678626e-05 0.9736440960383 0.0208958045695639 0.00542971299666854
253 2012 NBL ASIAUS 949.291561304045 0 0.395181929394214 0.537425360098971 0.0673927105068143
254 2012 NBL CEI 2327.82679505328 0 0.413095631019926 0.56467590472136 0.0222284642587132
255 2012 NBL CHN 1293.31687328402 0 0.747038789170222 0.226671463593282 0.0262897472364964
256 2012 NBL EUR 1552.95001340446 0.181635309992354 0.620577092099919 0.0768750158845336 0.120912582023194
257 2012 NBL SIN 1262.1772234702 0 0.837584118852054 0.0666601175823454 0.0957557635656006
258 2012 NBS AFRMY 1013.10920950682 0.000633311637145888 0.499427469358913 0.443650012538879 0.0562892064650616
259 2012 NBS AMCS 917.64807277123 0 0.386175386765132 0.252805660269242 0.361018952965626
260 2012 NBS AMN 1195.15696859212 0.00214482525496823 0.22493055282814 0.0176967797191902 0.755227842197701
261 2012 NBS ASIAUS 753.026296589535 0 0.156786384849645 0.576596768499782 0.266616846650573
262 2012 NBS CEI 1516.90709842238 0.0265719133759967 0.109642600306312 0.662408447449585 0.201377038868107
263 2012 NBS CHN 1061.66838989265 0.0138058800383036 0.636560586041516 0.330225971057657 0.0194075628625229
264 2012 NBS EUR 905.104659916776 0.0377161840217475 0.358327151010614 0.139953298748226 0.464003366219412
265 2012 NBS SIN 840.89862762842 0 0.730587480131812 0.161983596208537 0.107428923659652
266 2013 NBI AFRMY 1471.14511593237 0.0114910114769816 0.534102122708138 0.210037914839755 0.244368950975125
267 2013 NBI AMCS 1155.06924658021 0.00241568258444271 0.543635960449871 0.136476587379677 0.317471769586009
268 2013 NBI AMN 1719.64958082902 0.014770684837483 0.658952866924056 0.0664519605527871 0.259824487685674
269 2013 NBI ASIAUS 1082.61894926893 0.00175837639481114 0.224484318647278 0.195343168934285 0.578414136023626
270 2013 NBI CEI 1991.25170431686 0.0973485691261835 0.226934421221344 0.537183129176646 0.138533880475826
271 2013 NBI CHN 1169.0751683354 0.0203698386923458 0.45928577064934 0.461191035794118 0.0591533548641968
272 2013 NBI EUR 1194.77446120391 0.107305939312392 0.269210063850985 0.0765411714068999 0.546942825429723
273 2013 NBI SIN 1189.66358932435 0 0.291268321817293 0.15977615942733 0.548955518755377
274 2013 NBL AFRMY 1504.04783756136 0 0.798346292064315 0.201653707935685 0
275 2013 NBL AMCS 1937.30127164138 0 0.663773719539538 0.336226280460462 0
276 2013 NBL AMN 2286.21304965688 0.000211067046226865 0.955676846791949 0.0337984109773968 0.0103136751844274
277 2013 NBL ASIAUS 946.036297823998 0 0.395066191903056 0.540170996680067 0.0647628114168767
278 2013 NBL CEI 2188.51497455621 0 0.442662200849931 0.469005392742746 0.0883324064073231
279 2013 NBL CHN 1285.8545792696 0 0.734483212310615 0.240666093799954 0.0248506938894303
280 2013 NBL EUR 1532.39136571723 0.172350487079934 0.661374814189746 0.0501506017335714 0.116124096996749
281 2013 NBL SIN 1328.54294126624 0 0.808486086695855 0.0986397949140966 0.092874118390048
282 2013 NBS AFRMY 1068.69288183705 0.0021694248470834 0.483859805069158 0.462530097211811 0.0514406728719476
283 2013 NBS AMCS 917.755280269507 0 0.37228855641885 0.278466499562154 0.349244944018996
284 2013 NBS AMN 1189.93496263923 0.000811672645167246 0.237060773990007 0.0203814199708714 0.741746133393954
285 2013 NBS ASIAUS 731.034760384142 0 0.135053042650456 0.550677194860484 0.31426976248906
286 2013 NBS CEI 1422.79351241332 0.0308013295978799 0.111389044987001 0.653678245758535 0.204131379656584
287 2013 NBS CHN 1081.8995362773 0.00914409729134034 0.623942014472763 0.346278836081969 0.0206350521539276
288 2013 NBS EUR 898.461746765098 0.0395477275546877 0.366782374910371 0.13387853598876 0.459791361546181
289 2013 NBS SIN 869.297618614158 0 0.679750084933829 0.247506035959847 0.0727438791063237
290 2014 NBI AFRMY 1436.40944663271 0.0064222364775975 0.542811703744438 0.189062457146068 0.261703602631896
291 2014 NBI AMCS 1170.64107322118 0.0027493707722935 0.530203693254464 0.135254397599347 0.331792538373895
292 2014 NBI AMN 1727.68329190005 0.0178531848305123 0.637693960736605 0.0603331839078765 0.284119670525006
293 2014 NBI ASIAUS 1069.76640284961 0.00140903943577794 0.219788280556817 0.199617160387617 0.579185519619788
294 2014 NBI CEI 1973.25252699485 0.0911675719890466 0.292216237619569 0.482044785968709 0.134571404422675
295 2014 NBI CHN 1178.42907769604 0.0203759433254584 0.454603685681043 0.45088118606297 0.074139184930529
296 2014 NBI EUR 1220.87111343989 0.118961663081345 0.2616043762218 0.0718391226060263 0.547594838090828
297 2014 NBI SIN 1186.49577387613 0 0.306002165399449 0.153511675513394 0.540486159087157
298 2014 NBL AFRMY 1460.85102879045 0 0.799996324768136 0.200003675231864 0
299 2014 NBL AMCS 1834.96900554596 0 0.71100178980825 0.28899821019175 0
300 2014 NBL AMN 2268.84482457768 6.72936818232921e-05 0.934895447344904 0.0504745212860161 0.014562737687257
301 2014 NBL ASIAUS 1000.51839657752 0 0.426399899813303 0.481541523775617 0.09205857641108
302 2014 NBL CEI 2053.73479130168 0.000544108512580672 0.416405433989741 0.469643769666972 0.113406687830707
303 2014 NBL CHN 1291.02642060912 0 0.716545024776569 0.255027082980876 0.028427892242555
304 2014 NBL EUR 1606.64593197914 0.223161174507677 0.623883423471845 0.045626760908785 0.107328641111694
305 2014 NBL SIN 1348.85019466439 0 0.765337403190089 0.115260651990989 0.119401944818922
306 2014 NBS AFRMY 1064.45898081177 0.00291491760697259 0.485878275640673 0.457701466135592 0.0535053406167621
307 2014 NBS AMCS 928.090241708309 0 0.411885967404546 0.272978645563733 0.315135387031722
308 2014 NBS AMN 1205.70501230508 2.45836912217714e-05 0.260890569176629 0.0177039188823548 0.721380928249794
309 2014 NBS ASIAUS 753.068372303079 0 0.096516532958733 0.566967056952962 0.336516410088305
310 2014 NBS CEI 1431.03331915115 0.068921517641212 0.0570462073460887 0.677622808512896 0.196409466499804
311 2014 NBS CHN 1105.47632702017 0.00768325406242105 0.570544252275754 0.401294897685053 0.0204775959767723
312 2014 NBS EUR 914.25425692296 0.0393740037806408 0.356954682548805 0.141471803256619 0.462199510413936
313 2014 NBS SIN 870.669726393812 0 0.733632170133234 0.222198134187043 0.0441696956797234
314 2015 NBI AFRMY 1428.53050234763 0.0207766178438452 0.492908544562016 0.196885283444095 0.289429554150043
315 2015 NBI AMCS 1203.29309803984 0.0028179607064242 0.520867760933472 0.140938655203608 0.335375623156496
316 2015 NBI AMN 1738.01477644474 0.0238092584310295 0.579818612000771 0.0581504707429435 0.338221658825256
317 2015 NBI ASIAUS 1052.60453445109 0.0032172314743161 0.219776081816767 0.185703310311 0.591303376397917
318 2015 NBI CEI 1899.158400117 0.0893669146996939 0.289209803218771 0.462718555092102 0.158704726989434
319 2015 NBI CHN 1218.17124952301 0.00914828266010726 0.441899152517771 0.461115758075308 0.0878368067468136
320 2015 NBI EUR 1207.32369074129 0.118256348177102 0.250103229431232 0.059944525531618 0.571695896860048
321 2015 NBI SIN 1176.24230287256 0 0.307018807724042 0.150213486045044 0.542767706230914
322 2015 NBL AFRMY 1494.84589917535 0.0112118503311329 0.779272623184427 0.20951552648444 0
323 2015 NBL AMCS 1562.20669493107 0 0.6986386766052 0.275581685391551 0.0257796380032494
324 2015 NBL AMN 2268.33992274839 9.04679809181425e-06 0.911300397608658 0.06437449238171 0.0243160632115405
325 2015 NBL ASIAUS 993.747398844302 0 0.467001449276421 0.399133992157238 0.133864558566342
326 2015 NBL CEI 2048.75127359522 0 0.437091066089999 0.440660700787902 0.122248233122099
327 2015 NBL CHN 1315.70922515485 0 0.690747469164544 0.275857121788021 0.0333954090474352
328 2015 NBL EUR 1587.82150152401 0.221710041191847 0.624500798518349 0.0379757193450513 0.115813440944753
329 2015 NBL SIN 1425.34077085995 0 0.73022044751683 0.173733140503727 0.0960464119794426
330 2015 NBS AFRMY 1081.31463618046 0 0.502376778765073 0.441361634783227 0.0562615864516999
331 2015 NBS AMCS 920.124003016477 0 0.408484604595118 0.273477618923622 0.31803777648126
332 2015 NBS AMN 1207.20179372532 0.000510259136209996 0.260185914010707 0.0170901915972747 0.722213635255808
333 2015 NBS ASIAUS 746.022483799258 0 0.0177077500445511 0.698664388961756 0.283627860993693
334 2015 NBS CEI 1343.95715299032 0.0635179365450916 0.0472716426192377 0.693401532252457 0.195808888583214
335 2015 NBS CHN 1108.44286330452 0.0776463771665144 0.489628594799918 0.411511072706446 0.0212139553271215
336 2015 NBS EUR 939.017335617323 0.0313696377066949 0.393312783030407 0.12695669793992 0.448360881322978
337 2015 NBS SIN 870.348448252073 0 0.702505145710871 0.172709655017247 0.124785199271883
338 2016 NBI AFRMY 1475.56331850991 0.0319754311921306 0.501860657126291 0.183281816589932 0.282882095091646
339 2016 NBI AMCS 1268.42203606365 0.0023583603231158 0.563185394601305 0.0808479769156193 0.35360826815996
340 2016 NBI AMN 1711.79670365248 0.02577849127476 0.549989380291664 0.0492655076190842 0.374966620814492
341 2016 NBI ASIAUS 1070.93354324963 0.00516606331186542 0.197972500385649 0.184155947112969 0.612705489189516
342 2016 NBI CEI 1862.14713610059 0.112573334673903 0.33565303689593 0.379862621299724 0.171911007130443
343 2016 NBI CHN 1245.23338795978 0.0174303355553323 0.410030769403998 0.489632917891661 0.0829059771490086
344 2016 NBI EUR 1232.35805700697 0.123501446929874 0.227869683386626 0.0588770681164627 0.589751801567038
345 2016 NBI SIN 1193.57262201123 0 0.289360253571763 0.140917456810684 0.569722289617552
346 2016 NBL AFRMY 1547.9837934542 0.00152621623563369 0.848747591920331 0.149726191844036 0
347 2016 NBL AMCS 1399.28855792509 0 0.798176059610811 0.11870362890116 0.0831203114880292
348 2016 NBL AMN 2205.14765666623 0.000527650985546271 0.873246410525674 0.0677079740707337 0.058517964418046
349 2016 NBL ASIAUS 1020.687695705 0 0.465360160672609 0.398125297827866 0.136514541499525
350 2016 NBL CEI 2105.59709994094 0.000951451629755652 0.391067283495658 0.46983310993992 0.138148154934667
351 2016 NBL CHN 1320.79179131628 0 0.639442580076711 0.347677415343407 0.012880004579882
352 2016 NBL EUR 1554.64543886728 0.229774823410553 0.582330931609537 0.0419130744654885 0.145981170514422
353 2016 NBL SIN 1460.91539363769 0 0.691968822226738 0.242406130669295 0.065625047103968
354 2016 NBS AFRMY 1043.2327331395 0.000102620028115559 0.634683193935788 0.323485113563352 0.0417290724727441
355 2016 NBS AMCS 1013.31700243345 0 0.501353450401791 0.189225496465874 0.309421053132335
356 2016 NBS AMN 1225.63550236901 0.00141736160621114 0.289719174320785 0.0152546624653066 0.693608801607697
357 2016 NBS ASIAUS 904.726098221287 0 0 0.798881873808401 0.201118126191599
358 2016 NBS CEI 1364.60825764312 0.0683115316622174 0.00476814895964074 0.762177897951658 0.164742421426484
359 2016 NBS CHN 1103.26586893804 0.00266194495735963 0.542546304930504 0.416096118847209 0.0386956312649273
360 2016 NBS EUR 948.655111540345 0.0320549107778452 0.405305244353362 0.122519499361926 0.440120345506867
361 2016 NBS SIN 844.823445399405 0 0.721656446373448 0.216189948982058 0.0621536046444943
362 2017 NBI AFRMY 1496.17994808487 0.050625567469187 0.474891027462492 0.177206079246246 0.297277325822076
363 2017 NBI AMCS 1340.77054209775 0.00419097560687048 0.548911692692836 0.0695792033443306 0.377318128355963
364 2017 NBI AMN 1689.09690632216 0.0253778746560111 0.517462892568269 0.0468534041592378 0.410305828616482
365 2017 NBI ASIAUS 1090.60485991004 0.00302765116934079 0.182402439784683 0.204964818235332 0.609605090810644
366 2017 NBI CEI 1829.02413533484 0.122318230623105 0.335686084091387 0.365400712322871 0.176594972962637
367 2017 NBI CHN 1241.32330932168 0.024165109264865 0.383933267779363 0.50615740525501 0.085744217700762
368 2017 NBI EUR 1241.31006489195 0.123124647157609 0.21410854053978 0.0595471173091829 0.603219694993428
369 2017 NBI SIN 1183.69574724329 0 0.242874340420892 0.166468473106022 0.590657186473086
370 2017 NBL AFRMY 1555.18905266997 2.73547557210255e-06 0.898899901855501 0.101097362668927 0
371 2017 NBL AMCS 1376.27783117168 0 0.706932971944753 0.0926412724368285 0.200425755618419
372 2017 NBL AMN 2175.50832123322 0.00239165454393695 0.841933196283437 0.0707387560852616 0.0849363930873646
373 2017 NBL ASIAUS 1023.43566831925 0.000800258513939384 0.447394398349715 0.414625939796609 0.137179403339737
374 2017 NBL CEI 2180.61964841118 0.00560280639904956 0.410272233726201 0.435728583453766 0.148396376420984
375 2017 NBL CHN 1336.04580667692 0 0.635925974829241 0.337062109484366 0.0270119156863931
376 2017 NBL EUR 1581.27109738214 0.209323748985351 0.535854354427379 0.0590779284422201 0.19574396814505
377 2017 NBL SIN 1385.85005953748 0 0.694349060550439 0.305650939449561 0
378 2017 NBS AFRMY 1022.05829700248 0.000723919974063216 0.635702564857298 0.350461018515382 0.0131124966532562
379 2017 NBS AMCS 944.049052843015 0.0115925636002999 0.489370351314295 0.208584407086816 0.29045267799859
380 2017 NBS AMN 1209.28347755063 0.000260843711046378 0.301428731430571 0.0144515929155083 0.683858831942874
381 2017 NBS ASIAUS 956.073385582094 0.00147769148061019 0 0.911135321358445 0.0873869871609443
382 2017 NBS CEI 1339.60911044415 0.063829015346455 0 0.780514118854084 0.155656865799461
383 2017 NBS CHN 1096.72095621103 0 0.495554779702135 0.461495254014362 0.0429499662835029
384 2017 NBS EUR 962.176517730686 0.0334553700671753 0.404898911096585 0.113828314931266 0.447817403904974
385 2017 NBS SIN 863.781882075268 0 0.778308570936917 0.221691429063083 0
386 2018 NBI AFRMY 1549.53915639867 0.0663002134707632 0.449777947103253 0.172174303179534 0.31174753624645
387 2018 NBI AMCS 1380.65995729124 0.00403791875092572 0.526953049921794 0.0644728642739742 0.404536167053306
388 2018 NBI AMN 1681.37583151833 0.0243223958910481 0.492169303732863 0.0633986007298211 0.420109699646268
389 2018 NBI ASIAUS 1102.63856456315 0.00113091958105788 0.161121175570221 0.216596903036671 0.621151001812049
390 2018 NBI CEI 1838.97361970384 0.115750602261845 0.314124925171631 0.348725437026174 0.22139903554035
391 2018 NBI CHN 1256.69089158885 0.0265087757771971 0.357904805904709 0.519799449653997 0.0957869686640962
392 2018 NBI EUR 1267.88271268358 0.116072242775617 0.212225378892056 0.0546706111589407 0.617031767173387
393 2018 NBI SIN 1192.02157391478 0 0.211194036778494 0.157406085488894 0.631399877732612
394 2018 NBL AFRMY 1592.64169651201 0.0513972464483145 0.840367241579313 0.108235511972372 0
395 2018 NBL AMCS 1340.46644169513 0 0.66054449860418 0.0732958526968107 0.266159648699009
396 2018 NBL AMN 2183.23533315202 0.0017923290021823 0.823287104617353 0.0822383579702717 0.0926822084101931
397 2018 NBL ASIAUS 1066.82729853101 0.000643403947630106 0.370208117432283 0.365332096984865 0.263816381635222
398 2018 NBL CEI 2267.56279416812 0.0454603660327829 0.435043783737768 0.333858182214455 0.185637668014994
399 2018 NBL CHN 1344.92957290438 0 0.611070288854834 0.344016836752947 0.0449128743922186
400 2018 NBL EUR 1588.3174282926 0.18395427233798 0.527489434361314 0.0664491093108706 0.222107183989835
401 2018 NBL SIN 1429.44110780293 0 0.727694458670705 0.272305541329295 0
402 2018 NBS AFRMY 1020.71685747481 0.00692659851352168 0.648337238023146 0.339492629211395 0.00524353425193789
403 2018 NBS AMCS 902.398858952222 0.00767826812173117 0.505309253487862 0.23799696604927 0.249015512341137
404 2018 NBS AMN 1206.8536506272 0.000238267606518097 0.314470771627468 0.0207780560305486 0.664512904735466
405 2018 NBS ASIAUS 911.614877157633 0 0.0279970581658189 0.88880103749632 0.0832019043378608
406 2018 NBS CEI 1357.86587539802 0.0698812672610752 0 0.777867892979874 0.152250839759051
407 2018 NBS CHN 1107.47879126715 0 0.492149708807731 0.486728197049722 0.0211220941425467
408 2018 NBS EUR 970.85688005974 0.0343455036778129 0.41137643315386 0.120211212327105 0.434066850841222
409 2018 NBS SIN 894.381759680565 0 0.855936877250193 0.144063122749808 0
410 2019 NBI AFRMY 1492.2978111226 0.102649918856002 0.42680578751604 0.165936644969946 0.304607648658012
411 2019 NBI AMCS 1354.78961410027 0.00337035610822788 0.470985961521779 0.0723116182708271 0.453332064099166
412 2019 NBI AMN 1643.57578285843 0.0202378025679542 0.460651074647505 0.073868504257858 0.445242618526683
413 2019 NBI ASIAUS 1134.24920064386 0.00108039379605935 0.135728909953501 0.224294044582557 0.638896651667882
414 2019 NBI CEI 1813.05675723459 0.0896501184478546 0.309554188276996 0.323469457108335 0.277326236166814
415 2019 NBI CHN 1271.78426912405 0.0248194088558872 0.37000220364988 0.509070546712698 0.0961078407815349
416 2019 NBI EUR 1273.63382759207 0.107488921776733 0.217887890655653 0.0521920020091823 0.622431185558432
417 2019 NBI SIN 1200.46166820718 0 0.0833726872437807 0.137415457334685 0.779211855421535
418 2019 NBL AFRMY 1662.94590864627 0 0.842797719838686 0.124673635166073 0.0325286449952406
419 2019 NBL AMCS 1235.12258886029 0 0.617596872702616 0.0477170231320532 0.334686104165331
420 2019 NBL AMN 2148.05011529566 0.00761783833122888 0.802867121032521 0.098422138050584 0.0910929025856656
421 2019 NBL ASIAUS 1144.60519451324 0 0.371336633430582 0.30078615964931 0.327877206920108
422 2019 NBL CEI 2368.60926137144 0.0485422579137862 0.38017253853315 0.347589217922245 0.223695985630819
423 2019 NBL CHN 1358.19649018895 0 0.645339552021407 0.310728603013136 0.0439318449654567
424 2019 NBL EUR 1574.6849710538 0.150220914130494 0.551073518822584 0.0679955670446141 0.230710000002308
425 2019 NBL SIN 1481.69541448869 0 0.694738182374634 0.220867504903163 0.0843943127222033
426 2019 NBS AFRMY 1011.81873527508 0.0184179892903638 0.671794608859629 0.306147393397505 0.00364000845250183
427 2019 NBS AMCS 918.820675598173 0 0.494093062827807 0.249364558198859 0.256542378973333
428 2019 NBS AMN 1175.52459983989 0.00114786266440984 0.328186295175556 0.033747039008561 0.636918803151473
429 2019 NBS ASIAUS 920.61931795843 0.000417544188915301 0.0591318440835829 0.860276886661068 0.0801737250664342
430 2019 NBS CEI 1389.23206478903 0.0789510027434591 0 0.773127726131804 0.147921271124737
431 2019 NBS CHN 1114.70988332997 0 0.455976409034769 0.507095166014595 0.0369284249506358
432 2019 NBS EUR 924.972539854576 0.0298135908183802 0.427911639420309 0.0787710251981705 0.46350374456314
433 2019 NBS SIN 846.981601236901 0 0.868729299147553 0.131270700852447 0
434 2020 NBI AFRMY 1426.25559102747 0.106848432206768 0.373383866727221 0.179912610347422 0.339855090718589
435 2020 NBI AMCS 1306.44021925163 8.79269989742728e-05 0.365998869543555 0.0756483357196987 0.558264867737772
436 2020 NBI AMN 1607.55973458849 0.0208137079668084 0.404852448191474 0.0565542123531072 0.51777963148861
437 2020 NBI ASIAUS 985.261328996938 0.00163127066622938 0.136321884296025 0.299521925183548 0.562524919854198
438 2020 NBI CEI 1723.1238461104 0.0127266489771093 0.223472267070623 0.300583795139888 0.46321728881238
439 2020 NBI CHN 1206.22329925023 0.0172890851938207 0.357717276826464 0.522238373766762 0.102755264212954
440 2020 NBI EUR 1222.70165889077 0.108458721201359 0.222676388841383 0.0504372290592626 0.618427660897995
441 2020 NBI SIN 1184.95872053627 0 0.0440019446739351 0.11774326558819 0.838254789737875
442 2020 NBL AFRMY 1482.67185044828 0.000351746209561387 0.717985880116287 0.135904425201487 0.145757948472665
443 2020 NBL AMCS 1276.0795553978 0 0.443361917669241 0.0259725624881629 0.530665519842596
444 2020 NBL AMN 2049.02352240078 0.0118712033288142 0.772425051283519 0.120716504974669 0.0949872404129974
445 2020 NBL ASIAUS 899.538384968181 0 0.333638225914751 0.361960367141017 0.304401406944233
446 2020 NBL CEI 2148.90533738309 0.043822817946538 0.230190185738548 0.39626685985108 0.329720136463834
447 2020 NBL CHN 1285.39430942117 0 0.660866332697191 0.325647988412346 0.0134856788904631
448 2020 NBL EUR 1546.74022682415 0.0507529300296071 0.575646353351569 0.0477569957210068 0.325843720897817
449 2020 NBL SIN 1355.02510680111 0 0.577504652539615 0.150945452269486 0.2715498951909
450 2020 NBS AFRMY 935.255247110228 0.0199587016443027 0.666753484356739 0.313287813998959 0
451 2020 NBS AMCS 902.162552916117 0 0.43782454377697 0.190070588729677 0.372104867493353
452 2020 NBS AMN 1156.20881319321 7.74534625298871e-06 0.350232699958734 0.0256591015097475 0.624100453185266
453 2020 NBS ASIAUS 825.335039912212 0 0.0562683451124768 0.908293639144726 0.0354380157427969
454 2020 NBS CEI 1465.78858435796 0.106767581999736 0 0.807299576017807 0.0859328419824571
455 2020 NBS CHN 1053.99157417391 0 0.406363801780305 0.517106893193666 0.0765293050260291
456 2020 NBS EUR 881.94342382916 0.0369041996788106 0.497107719421705 0.0788573689914357 0.387130711908049
457 2020 NBS SIN 842.928772674598 0 0.865726665502825 0.134273334497175 0
458 2021 NBI AFRMY 1414.88415520516 0.0929941722087423 0.354796579859671 0.18322125464213 0.368987993289457
459 2021 NBI AMCS 1224.77547703967 0 0.388189694550877 0.0706241741032749 0.541186131345848
460 2021 NBI AMN 1633.84097570581 0.00803674285865951 0.399727129589615 0.0547820246268294 0.537454102924896
461 2021 NBI ASIAUS 865.593828023355 0.00359077348539316 0.130402188765361 0.34989126700319 0.516115770746056
462 2021 NBI CEI 1715.86698426312 0.0179473941125914 0.211494434523127 0.289180322252333 0.481377849111949
463 2021 NBI CHN 1196.64231448929 0.0206478966337006 0.349782838674386 0.548240975791555 0.0813282889003586
464 2021 NBI EUR 1266.71603824698 0.111288729111577 0.231708502222202 0.0535219844845168 0.603480784181704
465 2021 NBI SIN 1168.04223850818 0 0.0436943252376604 0.129403678975315 0.826901995787025
466 2021 NBL AFRMY 1451.47763124676 0.00138482532298442 0.559998858896625 0.230461545327438 0.208154770452952
467 2021 NBL AMCS 1426.70968494685 0 0.543301799558644 0.039099762091056 0.4175984383503
468 2021 NBL AMN 1999.16939747984 0.00485818950836252 0.773041430291726 0.112015224939166 0.110085155260746
469 2021 NBL ASIAUS 790.951652462864 0.00108618084020231 0.357002562371498 0.369735580100665 0.272175676687635
470 2021 NBL CEI 1972.37515036087 0.0804303432954618 0.233857944276774 0.334786089398675 0.350925623029089
471 2021 NBL CHN 1303.74363457761 0 0.70398999555753 0.264253203455216 0.0317568009872544
472 2021 NBL EUR 1561.97812541815 0.0611927746145145 0.545851335831636 0.0804972976250072 0.312458591928842
473 2021 NBL SIN 1148.27920897887 0 0.441275678262291 0.113636648112906 0.445087673624803
474 2021 NBS AFRMY 856.192787702671 0.00287971393527096 0.550560978765089 0.44655930729964 0
475 2021 NBS AMCS 846.498287878333 0 0.458158478997787 0.146770944356393 0.39507057664582
476 2021 NBS AMN 1217.73804339635 0.000479895470863492 0.374176598876324 0.0178203623503828 0.607523143302429
477 2021 NBS ASIAUS 785.74421816884 0.00558084459838678 0.0558453523727677 0.878736357466402 0.059837445562444
478 2021 NBS CEI 1543.1603219169 0.102608666329066 0 0.857339513894178 0.040051819776756
479 2021 NBS CHN 1030.93692671912 0 0.512164125718881 0.417343964011558 0.0704919102695618
480 2021 NBS EUR 936.127412326756 0.0430143716604469 0.489084103918227 0.0888290264826769 0.379072497938649
481 2021 NBS SIN 835.916471702758 0 0.861926075951236 0.138073924048764 0
482 2022 NBI AFRMY 1508.02793033993 0.0928239959096221 0.351348406690954 0.191833274953088 0.363994322446336
483 2022 NBI AMCS 1253.60867656486 0.00155004878751767 0.414901184784682 0.079077187632123 0.504471578795677
484 2022 NBI AMN 1603.84210069102 0.0233107034422129 0.399195566635614 0.0479893257361896 0.529504404185984
485 2022 NBI ASIAUS 940.912955028639 0.0205676350844789 0.107599193269436 0.313939305146886 0.5578938664992
486 2022 NBI CEI 1745.27844502451 0.00833915599876527 0.18921846489797 0.369509956297374 0.43293242280589
487 2022 NBI CHN 1254.89850091034 0.0177947939078773 0.347283014203228 0.534906235380386 0.100015956508509
488 2022 NBI EUR 1323.69990096757 0.0954795385367953 0.230089479151201 0.0519695510635642 0.622461431248439
489 2022 NBI SIN 1243.99970231986 0 0.0592884712242457 0.137917967629151 0.802793561146603
490 2022 NBL AFRMY 1676.60937263212 0.00281294148250758 0.534873022503775 0.143288502499541 0.319025533514176
491 2022 NBL AMCS 1371.35837291087 8.20082972860506e-05 0.562808807640177 0.0380541338860963 0.399055050176441
492 2022 NBL AMN 2054.24043496376 0.0183217001977137 0.760127960018196 0.125959978586627 0.0955903611974634
493 2022 NBL ASIAUS 915.295801823025 0.00305899241747255 0.335999700744929 0.294693633557543 0.366247673280056
494 2022 NBL CEI 2064.37589694466 0.0935933793784874 0.163971142624411 0.468512765498142 0.27392271249896
495 2022 NBL CHN 1342.72615190688 0 0.721492954093771 0.242822087815385 0.0356849580908439
496 2022 NBL EUR 1596.1270790658 0.0484788557290657 0.504223696059201 0.0606250058690828 0.38667244234265
497 2022 NBL SIN 1214.63579642949 0 0.26197395277676 0.0981350053960581 0.639891041827182
498 2022 NBS AFRMY 911.09338630692 0.00351769806258936 0.522374745960725 0.474107555976685 0
499 2022 NBS AMCS 884.066743879667 0 0.575797186859166 0.145484987711224 0.27871782542961
500 2022 NBS AMN 1158.47522743255 0.00374269998456825 0.396360775933847 0.0277995351662053 0.572096988915379
501 2022 NBS ASIAUS 772.956060589141 0.00303386975872505 0.0530916415636241 0.828525538962808 0.115348949714842
502 2022 NBS CEI 1589.78033325245 0.111400419373622 0 0.878810147303776 0.00978943332260171
503 2022 NBS CHN 1085.29108387524 0 0.508404168500958 0.427733047993193 0.0638627835058491
504 2022 NBS EUR 935.501417022643 0.0497429984106455 0.363821183684826 0.0810580895792733 0.505377728325256
505 2022 NBS SIN 951.068123227409 0 0.920785060368375 0.0792149396316247 0
506 2023 NBI AFRMY 1556.80725540075 0.108705729988229 0.357505917314596 0.189058468969886 0.344729883727289
507 2023 NBI AMCS 1241.80819937441 0.0289649721176391 0.41397210082774 0.108470008003653 0.448592919050968
508 2023 NBI AMN 1564.0567787468 0.0361240344242864 0.382880330125865 0.0376911413380658 0.543304494111783
509 2023 NBI ASIAUS 1060.77102245777 0.0434597096601014 0.0996079028519961 0.263029878790639 0.593902508697264
510 2023 NBI CEI 1826.74187551772 0.0161406537098493 0.181865607729458 0.451368477975653 0.35062526058504
511 2023 NBI CHN 1283.76020047764 0.0216716274453564 0.351912323428936 0.531434528290253 0.0949815208354548
512 2023 NBI EUR 1317.06560783486 0.107020107150277 0.228792064406469 0.0584522649085934 0.60573556353466
513 2023 NBI SIN 1270.1874747079 0.00126325286810533 0.111853127830007 0.164994711115334 0.721888908186554
514 2023 NBL AFRMY 1800.06458633877 0.0133801106637488 0.471638834214414 0.123224660013843 0.391756395107995
515 2023 NBL AMCS 1471.55344394088 0.000357247706404697 0.514015409920159 0.0522471049169055 0.43338023745653
516 2023 NBL AMN 2039.1261458019 0.0196181402759156 0.742988516683088 0.135165871294862 0.102227471746134
517 2023 NBL ASIAUS 1166.41083664536 0.000821334636392441 0.337293163392121 0.258604343917637 0.403281158053849
518 2023 NBL CEI 2075.76750196921 0.0793214969402916 0.155488785662149 0.497588719221434 0.267600998176125
519 2023 NBL CHN 1406.90240627733 0 0.664221019460596 0.269499070261477 0.066279910277927
520 2023 NBL EUR 1602.96286865254 0.0533530583431029 0.496518833895994 0.0684374957893583 0.381690611971545
521 2023 NBL SIN 1207.05467159359 0.0144262416321987 0.100990835158525 0.0681571485731707 0.816425774636106
522 2023 NBS AFRMY 948.355103599086 0.037007108754676 0.529137242613583 0.430945058144917 0.00291059048682419
523 2023 NBS AMCS 816.632932817499 0.0403905851219203 0.543118516223362 0.128171678582223 0.288319220072495
524 2023 NBS AMN 1161.48843882446 0.00544690110891447 0.397181519896337 0.0498032125672708 0.547568366427478
525 2023 NBS ASIAUS 811.927507390515 0.00682706917018166 0.10350473181388 0.707316448782261 0.182351750233678
526 2023 NBS CEI 1588.80512656602 0.0813996913130536 0 0.897450495806196 0.0211498128807507
527 2023 NBS CHN 1146.74694167458 0 0.509160638468378 0.441672931770871 0.0491664297607512
528 2023 NBS EUR 920.308789611741 0.0388582555858133 0.365848709273328 0.103845958454748 0.49144707668611
529 2023 NBS SIN 878.739435661258 0 0.775025109785864 0.224974890214136 0
530 2024 NBI AFRMY 1579.48948598743 0.106926908280134 0.360693015920477 0.189859687386662 0.342520388412728
531 2024 NBI AMCS 1250.24403101588 0.0414159705614002 0.42689506003781 0.115876538651537 0.415812430749253
532 2024 NBI AMN 1572.67501442444 0.0290876582832362 0.409449876448866 0.0362810938851846 0.525181371382713
533 2024 NBI ASIAUS 1102.07739212829 0.0416770563805044 0.115549021444569 0.228050703639522 0.614723218535404
534 2024 NBI CEI 1866.83639957087 0.0189098698362885 0.222097297249686 0.458414916894742 0.300577916019284
535 2024 NBI CHN 1312.64618285207 0.0249347736528903 0.351847357160196 0.518839729058085 0.104378140128828
536 2024 NBI EUR 1336.27890873247 0.117060447025523 0.221219359164198 0.0519930911985262 0.609727102611752
537 2024 NBI SIN 1299.65489058005 0.00403312317372397 0.131350613355621 0.246597986209749 0.618018277260906
538 2024 NBL AFRMY 1813.16505531261 0.0272968123923097 0.504343445099653 0.119369542405468 0.348990200102569
539 2024 NBL AMCS 1565.72427872587 4.64099990715566e-05 0.556344879125429 0.0858793866552136 0.357729324220286
540 2024 NBL AMN 2016.70289863956 0.0190064682639889 0.729746049435679 0.133516084090153 0.117731398210178
541 2024 NBL ASIAUS 1247.63101805903 0 0.319612032106869 0.237939997376194 0.442447970516937
542 2024 NBL CEI 2129.65465842982 0.0947184787619097 0.199795510901423 0.391833862691685 0.313652147644982
543 2024 NBL CHN 1439.87320871325 0 0.618327064319791 0.282286201130497 0.0993867345497127
544 2024 NBL EUR 1582.37900032054 0.0495865933513587 0.524625418338014 0.0561882336431036 0.369599754667523
545 2024 NBL SIN 1227.30839530482 0.0160878020325343 0.0980672061606923 0.0544868664544921 0.831358125352281
546 2024 NBS AFRMY 974.930683434649 0.0109738988294409 0.472691828022828 0.516334273147731 0
547 2024 NBS AMCS 832.631287060762 0.0199417808883177 0.523428155173699 0.116230273314328 0.340399790623655
548 2024 NBS AMN 1186.58632652511 0.00575161404328503 0.383000903445285 0.0665835446228188 0.544663937888611
549 2024 NBS ASIAUS 812.959679368 0.00582811965677951 0.0902622565260704 0.756055039507645 0.147854584309506
550 2024 NBS CEI 1639.1455889578 0.123707299379575 0 0.861039993258657 0.0152527073617684
551 2024 NBS CHN 1167.96541144834 0 0.499883693867715 0.446786177395235 0.0533301287370499
552 2024 NBS EUR 931.780060361597 0.0332866124235474 0.389731268275063 0.127345695393135 0.449636423908255
553 2024 NBS SIN 1120.54617865243 0.0205221386317005 0.540682750051481 0.438795111316819 0

BIN
M2/Clustering In Practice/data/Guppy 2.jpeg Normal file
View File

Binary file not shown.
Side by Side

After

Width:  |  Height:  |  Size: 842 KiB

BIN
M2/Clustering In Practice/data/PampasGrass.jpg Normal file
View File

Binary file not shown.
Side by Side

After

Width:  |  Height:  |  Size: 255 KiB

BIN
M2/Clustering In Practice/data/image_compressed.jpg Normal file
View File

Binary file not shown.
Side by Side

After

Width:  |  Height:  |  Size: 49 KiB

1512
M2/Generative AI/TP2/TP2 Fitting.ipynb Normal file
View File

File diff suppressed because one or more lines are too long

7696
M2/Generative AI/TP2/data/Complete.csv Normal file
View File

File diff suppressed because one or more lines are too long

BIN
M2/Reinforcement Learning/CliffWalking.gif Normal file
View File

Binary file not shown.
Side by Side

After

Width:  |  Height:  |  Size: 87 KiB

2569
M2/Reinforcement Learning/Lab 4 - Monte Carlo Control in Blackjack game.ipynb Normal file
View File

File diff suppressed because one or more lines are too long

1307
M2/Reinforcement Learning/Lab 5A - TD prediction with random walk.ipynb Normal file
View File

File diff suppressed because one or more lines are too long

2958
M2/Reinforcement Learning/Lab 5B - TD control with CliffWalking.ipynb Normal file
View File

File diff suppressed because one or more lines are too long

199
M2/Statistiques Non Paramétrique/TP2.Rmd Normal file
View File

@@ -0,0 +1,199 @@
# Estimateur de Nadaraya-Watson
1.
```{r}
n = 500
sigma2 = 0.01
epsilon = rnorm(n, 0, sqrt(sigma2))
X = runif(n, 0, 1)
Y = exp(abs(X - 0.5)) + epsilon
plot(X, Y, pch = 3)
```
2.
```{r}
library(np)
bw = npregbw(Y ~ X)
ghat = npreg(bw)
x = seq(0, 1, length.out = 100)
plot(ghat)
points(x, exp(abs(x - 0.5)), type = 'l', col = 'darkgreen')
legend(
'top',
c(expression(hat(g)[h]), 'g'),
col = c(1, 'darkgreen'),
lty = rep(1, 2)
)
```
3.
...
# Estimation par projection
4.
```{r}
mmax = 100
Dmax = 2 * mmax + 1
phiX = matrix(1, n, Dmax)
for (j in 1:mmax) {
phiX[, 2 * j] = sqrt(2) * cos(2 * pi * j * X)
phiX[, 2 * j + 1] = sqrt(2) * sin(2 * pi * j * X)
}
G = crossprod(phiX) / n
```
5.
```{r}
hatb = crossprod(phiX, Y) / n
hata = solve(G, hatb)
```
6.
```{r}
p = 500
t = seq(0, 1, length.out = p)
phi = matrix(1, Dmax, p)
for (j in 1:mmax) {
phi[2 * j, ] = sqrt(2) * cos(2 * pi * j * t)
phi[2 * j + 1, ] = sqrt(2) * sin(2 * pi * j * t)
}
hatg = crossprod(phi, hata)
plot(t, hatg, type = 'l', col = 'red')
points(t, exp(abs(t - 0.5)), type = 'l', col = 'darkgreen')
legend(
'topright',
c('g', expression(hat(g)[501])),
lty = c(1, 1),
col = c('darkgreen', 'red')
)
```
7.
```{r}
hata1 = solve(G[1, 1], hatb[1])
hatg1 = hata1 * phi[1, ]
hata3 = solve(G[1:3, 1:3], hatb[1:3])
hatg3 = crossprod(phi[1:3, ], hata3)
hata5 = solve(G[1:5, 1:5], hatb[1:5])
hatg5 = crossprod(phi[1:5, ], hata5)
plot(t, hatg, type = 'l', col = 'red', main = 'Projection estimators')
points(t, exp(abs(t - 0.5)), type = 'l', col = 'darkgreen')
points(t, hatg1, type = 'l', col = 'blue')
points(t, hatg3, type = 'l', col = 'green')
points(t, hatg5, type = 'l', col = 'purple')
legend(
'topright',
c(
'g',
expression(hat(g)[1]),
expression(hat(g)[3]),
expression(hat(g)[5]),
expression(hat(g)[501])
),
lty = rep(1, 5),
col = c('darkgreen', 'blue', 'green', 'purple', 'red')
)
```
```{r}
kappa = 2.5
mmax = 10
gamman = rep(NA, mmax)
penm = sigma2 * (2 * (1:mmax) + 1) / n
for (m in 1:mmax) {
hatam = solve(G[1:(2 * m + 1), 1:(2 * m + 1)], hatb[1:(2 * m + 1)])
hatgmX = crossprod(t(phiX[, 1:(2 * m + 1)]), hatam)
gamman[m] = mean((Y - hatgmX)^2)
}
crit = gamman + kappa * penm
plot(
(2 * (1:mmax) + 1),
gamman,
type = 'l',
ylim = range(c(gamman, crit, kappa * penm)),
xlab = 'm',
ylab = 'crit(m)',
col = 'blue'
)
points((2 * (1:mmax) + 1), kappa * penm, type = 'l', col = 'red')
points((2 * (1:mmax) + 1), crit, type = 'l')
legend(
'left',
c('contraste', 'penalité', 'critère'),
col = c('blue', 'red', 1),
lty = rep(1, 3)
)
hatm = which.min(crit)
points(2 * hatm + 1, crit[hatm], pch = 16)
```
```{r}
hatahatm = solve(G[1:(2 * hatm + 1), 1:(2 * hatm + 1)], hatb[1:(2 * hatm + 1)])
hatghatm = crossprod(phi[1:(2 * hatm + 1), ], hatahatm)
plot(
t,
hatghatm,
type = 'l',
col = 'green',
main = 'Selected projection estimators',
ylab = expression(hat(g)[hat(m)](t))
)
points(t, exp(abs(t - 0.5)), type = 'l', col = 'darkgreen')
```
# Application aux données réelles
9.
```{r}
data(cps71)
attach(cps71)
plot(age, logwage, xlab = "Age", ylab = "log(wage)")
```
```{r}
bw = npregbw(logwage ~ age)
ghat = npreg(bw)
print(bw)
plot(ghat, xlab = "Age", ylab = "log(wage)")
points(age, logwage)
```
10.
```{r}
data(Italy)
attach(Italy)
plot(year, gdp, xlab = "Année", ylab = "GDP")
```
```{r}
bw = npregbw(gdp ~ year)
ghat = npreg(bw)
plot(ghat, xlab="Année", ylab="gdp",type='l')
```

8
pyproject.toml
View File

@@ -5,8 +5,11 @@ description = "A curated collection of mathematics and data science projects dev
readme = "README.md"
requires-python = ">= 3.11"
dependencies = [
"accelerate>=1.12.0",
"catboost>=1.2.8",
"datasets>=4.4.2",
"faiss-cpu>=1.13.2",
"gymnasium[toy-text]>=1.2.3",
"imblearn>=0.0",
"ipykernel>=6.29.5",
"langchain>=1.2.0",
@@ -29,8 +32,10 @@ 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",
"xgboost>=3.1.2",
"yfinance>=0.2.66",
]
@@ -59,7 +64,8 @@ ignore = [
"T201", # Print
"N806",
"N803",
"N802"
"N802",
"N816",
]
# Exclure certains fichiers ou répertoires

285
uv.lock generated
View File

@@ -22,6 +22,24 @@ wheels = [
{ url = "https://files.pythonhosted.org/packages/8f/aa/ba0014cc4659328dc818a28827be78e6d97312ab0cb98105a770924dc11e/absl_py-2.3.1-py3-none-any.whl", hash = "sha256:eeecf07f0c2a93ace0772c92e596ace6d3d3996c042b2128459aaae2a76de11d", size = 135811, upload-time = "2025-07-03T09:31:42.253Z" },
]
[[package]]
name = "accelerate"
version = "1.12.0"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "huggingface-hub" },
{ name = "numpy" },
{ name = "packaging" },
{ name = "psutil" },
{ name = "pyyaml" },
{ name = "safetensors" },
{ name = "torch" },
]
sdist = { url = "https://files.pythonhosted.org/packages/4a/8e/ac2a9566747a93f8be36ee08532eb0160558b07630a081a6056a9f89bf1d/accelerate-1.12.0.tar.gz", hash = "sha256:70988c352feb481887077d2ab845125024b2a137a5090d6d7a32b57d03a45df6", size = 398399, upload-time = "2025-11-21T11:27:46.973Z" }
wheels = [
{ url = "https://files.pythonhosted.org/packages/9f/d2/c581486aa6c4fbd7394c23c47b83fa1a919d34194e16944241daf9e762dd/accelerate-1.12.0-py3-none-any.whl", hash = "sha256:3e2091cd341423207e2f084a6654b1efcd250dc326f2a37d6dde446e07cabb11", size = 380935, upload-time = "2025-11-21T11:27:44.522Z" },
]
[[package]]
name = "aiohappyeyeballs"
version = "2.6.1"
@@ -484,6 +502,31 @@ wheels = [
{ url = "https://files.pythonhosted.org/packages/c3/be/d0d44e092656fe7a06b55e6103cbce807cdbdee17884a5367c68c9860853/dataclasses_json-0.6.7-py3-none-any.whl", hash = "sha256:0dbf33f26c8d5305befd61b39d2b3414e8a407bedc2834dea9b8d642666fb40a", size = 28686, upload-time = "2024-06-09T16:20:16.715Z" },
]
[[package]]
name = "datasets"
version = "4.4.2"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "dill" },
{ name = "filelock" },
{ name = "fsspec", extra = ["http"] },
{ name = "httpx" },
{ name = "huggingface-hub" },
{ name = "multiprocess" },
{ name = "numpy" },
{ name = "packaging" },
{ name = "pandas" },
{ name = "pyarrow" },
{ name = "pyyaml" },
{ name = "requests" },
{ name = "tqdm" },
{ name = "xxhash" },
]
sdist = { url = "https://files.pythonhosted.org/packages/c4/54/9359803da96bc65439a28fbb014dc2c90b7d4d8034a93b72362b0d40191f/datasets-4.4.2.tar.gz", hash = "sha256:9de16e415c4ba4713eac0493f7c7dc74f3aa21599297f00cc6ddab409cb7b24b", size = 586474, upload-time = "2025-12-19T15:03:09.129Z" }
wheels = [
{ url = "https://files.pythonhosted.org/packages/7b/b5/fefa518c809de7bced5cddb7c21c010da66fa2ae494bda96844a280cc6ce/datasets-4.4.2-py3-none-any.whl", hash = "sha256:6f5ef3417504d9cd663c71c1b90b9a494ff4c2076a2cd6a6e40ceee6ad95befc", size = 512268, upload-time = "2025-12-19T15:03:07.087Z" },
]
[[package]]
name = "debugpy"
version = "1.8.14"
@@ -514,6 +557,15 @@ wheels = [
{ url = "https://files.pythonhosted.org/packages/4e/8c/f3147f5c4b73e7550fe5f9352eaa956ae838d5c51eb58e7a25b9f3e2643b/decorator-5.2.1-py3-none-any.whl", hash = "sha256:d316bb415a2d9e2d2b3abcc4084c6502fc09240e292cd76a76afc106a1c8e04a", size = 9190, upload-time = "2025-02-24T04:41:32.565Z" },
]
[[package]]
name = "dill"
version = "0.4.0"
source = { registry = "https://pypi.org/simple" }
sdist = { url = "https://files.pythonhosted.org/packages/12/80/630b4b88364e9a8c8c5797f4602d0f76ef820909ee32f0bacb9f90654042/dill-0.4.0.tar.gz", hash = "sha256:0633f1d2df477324f53a895b02c901fb961bdbf65a17122586ea7019292cbcf0", size = 186976, upload-time = "2025-04-16T00:41:48.867Z" }
wheels = [
{ url = "https://files.pythonhosted.org/packages/50/3d/9373ad9c56321fdab5b41197068e1d8c25883b3fea29dd361f9b55116869/dill-0.4.0-py3-none-any.whl", hash = "sha256:44f54bf6412c2c8464c14e8243eb163690a9800dbe2c367330883b19c7561049", size = 119668, upload-time = "2025-04-16T00:41:47.671Z" },
]
[[package]]
name = "et-xmlfile"
version = "2.0.0"
@@ -557,6 +609,15 @@ wheels = [
{ url = "https://files.pythonhosted.org/packages/06/6f/5eaf3e249c636e616ebb52e369a4a2f1d32b1caf9a611b4f917b3dd21423/faiss_cpu-1.13.2-cp314-cp314-win_arm64.whl", hash = "sha256:8113a2a80b59fe5653cf66f5c0f18be0a691825601a52a614c30beb1fca9bc7c", size = 8556374, upload-time = "2025-12-24T10:27:36.653Z" },
]
[[package]]
name = "farama-notifications"
version = "0.0.4"
source = { registry = "https://pypi.org/simple" }
sdist = { url = "https://files.pythonhosted.org/packages/2e/2c/8384832b7a6b1fd6ba95bbdcae26e7137bb3eedc955c42fd5cdcc086cfbf/Farama-Notifications-0.0.4.tar.gz", hash = "sha256:13fceff2d14314cf80703c8266462ebf3733c7d165336eee998fc58e545efd18", size = 2131, upload-time = "2023-02-27T18:28:41.047Z" }
wheels = [
{ url = "https://files.pythonhosted.org/packages/05/2c/ffc08c54c05cdce6fbed2aeebc46348dbe180c6d2c541c7af7ba0aa5f5f8/Farama_Notifications-0.0.4-py3-none-any.whl", hash = "sha256:14de931035a41961f7c056361dc7f980762a143d05791ef5794a751a2caf05ae", size = 2511, upload-time = "2023-02-27T18:28:39.447Z" },
]
[[package]]
name = "fastjsonschema"
version = "2.21.2"
@@ -735,11 +796,16 @@ wheels = [
[[package]]
name = "fsspec"
version = "2025.12.0"
version = "2025.10.0"
source = { registry = "https://pypi.org/simple" }
sdist = { url = "https://files.pythonhosted.org/packages/b6/27/954057b0d1f53f086f681755207dda6de6c660ce133c829158e8e8fe7895/fsspec-2025.12.0.tar.gz", hash = "sha256:c505de011584597b1060ff778bb664c1bc022e87921b0e4f10cc9c44f9635973", size = 309748, upload-time = "2025-12-03T15:23:42.687Z" }
sdist = { url = "https://files.pythonhosted.org/packages/24/7f/2747c0d332b9acfa75dc84447a066fdf812b5a6b8d30472b74d309bfe8cb/fsspec-2025.10.0.tar.gz", hash = "sha256:b6789427626f068f9a83ca4e8a3cc050850b6c0f71f99ddb4f542b8266a26a59", size = 309285, upload-time = "2025-10-30T14:58:44.036Z" }
wheels = [
{ url = "https://files.pythonhosted.org/packages/51/c7/b64cae5dba3a1b138d7123ec36bb5ccd39d39939f18454407e5468f4763f/fsspec-2025.12.0-py3-none-any.whl", hash = "sha256:8bf1fe301b7d8acfa6e8571e3b1c3d158f909666642431cc78a1b7b4dbc5ec5b", size = 201422, upload-time = "2025-12-03T15:23:41.434Z" },
{ url = "https://files.pythonhosted.org/packages/eb/02/a6b21098b1d5d6249b7c5ab69dde30108a71e4e819d4a9778f1de1d5b70d/fsspec-2025.10.0-py3-none-any.whl", hash = "sha256:7c7712353ae7d875407f97715f0e1ffcc21e33d5b24556cb1e090ae9409ec61d", size = 200966, upload-time = "2025-10-30T14:58:42.53Z" },
]
[package.optional-dependencies]
http = [
{ name = "aiohttp" },
]
[[package]]
@@ -857,6 +923,26 @@ wheels = [
{ url = "https://files.pythonhosted.org/packages/34/80/de3eb55eb581815342d097214bed4c59e806b05f1b3110df03b2280d6dfd/grpcio-1.74.0-cp313-cp313-win_amd64.whl", hash = "sha256:fd3c71aeee838299c5887230b8a1822795325ddfea635edd82954c1eaa831e24", size = 4489214, upload-time = "2025-07-24T18:53:59.771Z" },
]
[[package]]
name = "gymnasium"
version = "1.2.3"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "cloudpickle" },
{ name = "farama-notifications" },
{ name = "numpy" },
{ name = "typing-extensions" },
]
sdist = { url = "https://files.pythonhosted.org/packages/76/59/653a9417d98ed3e29ef9734ba52c3495f6c6823b8d5c0c75369f25111708/gymnasium-1.2.3.tar.gz", hash = "sha256:2b2cb5b5fbbbdf3afb9f38ca952cc48aa6aa3e26561400d940747fda3ad42509", size = 829230, upload-time = "2025-12-18T16:51:10.234Z" }
wheels = [
{ url = "https://files.pythonhosted.org/packages/56/d3/ea5f088e3638dbab12e5c20d6559d5b3bdaeaa1f2af74e526e6815836285/gymnasium-1.2.3-py3-none-any.whl", hash = "sha256:e6314bba8f549c7fdcc8677f7cd786b64908af6e79b57ddaa5ce1825bffb5373", size = 952113, upload-time = "2025-12-18T16:51:08.445Z" },
]
[package.optional-dependencies]
toy-text = [
{ name = "pygame" },
]
[[package]]
name = "h11"
version = "0.16.0"
@@ -1804,6 +1890,26 @@ wheels = [
{ url = "https://files.pythonhosted.org/packages/b7/da/7d22601b625e241d4f23ef1ebff8acfc60da633c9e7e7922e24d10f592b3/multidict-6.7.0-py3-none-any.whl", hash = "sha256:394fc5c42a333c9ffc3e421a4c85e08580d990e08b99f6bf35b4132114c5dcb3", size = 12317, upload-time = "2025-10-06T14:52:29.272Z" },
]
[[package]]
name = "multiprocess"
version = "0.70.18"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "dill" },
]
sdist = { url = "https://files.pythonhosted.org/packages/72/fd/2ae3826f5be24c6ed87266bc4e59c46ea5b059a103f3d7e7eb76a52aeecb/multiprocess-0.70.18.tar.gz", hash = "sha256:f9597128e6b3e67b23956da07cf3d2e5cba79e2f4e0fba8d7903636663ec6d0d", size = 1798503, upload-time = "2025-04-17T03:11:27.742Z" }
wheels = [
{ url = "https://files.pythonhosted.org/packages/55/4d/9af0d1279c84618bcd35bf5fd7e371657358c7b0a523e54a9cffb87461f8/multiprocess-0.70.18-pp311-pypy311_pp73-macosx_10_15_x86_64.whl", hash = "sha256:8b8940ae30139e04b076da6c5b83e9398585ebdf0f2ad3250673fef5b2ff06d6", size = 144695, upload-time = "2025-04-17T03:11:09.161Z" },
{ url = "https://files.pythonhosted.org/packages/17/bf/87323e79dd0562474fad3373c21c66bc6c3c9963b68eb2a209deb4c8575e/multiprocess-0.70.18-pp311-pypy311_pp73-macosx_11_0_arm64.whl", hash = "sha256:0929ba95831adb938edbd5fb801ac45e705ecad9d100b3e653946b7716cb6bd3", size = 144742, upload-time = "2025-04-17T03:11:10.072Z" },
{ url = "https://files.pythonhosted.org/packages/dd/74/cb8c831e58dc6d5cf450b17c7db87f14294a1df52eb391da948b5e0a0b94/multiprocess-0.70.18-pp311-pypy311_pp73-manylinux_2_28_x86_64.whl", hash = "sha256:4d77f8e4bfe6c6e2e661925bbf9aed4d5ade9a1c6502d5dfc10129b9d1141797", size = 144745, upload-time = "2025-04-17T03:11:11.453Z" },
{ url = "https://files.pythonhosted.org/packages/ba/d8/0cba6cf51a1a31f20471fbc823a716170c73012ddc4fb85d706630ed6e8f/multiprocess-0.70.18-py310-none-any.whl", hash = "sha256:60c194974c31784019c1f459d984e8f33ee48f10fcf42c309ba97b30d9bd53ea", size = 134948, upload-time = "2025-04-17T03:11:20.223Z" },
{ url = "https://files.pythonhosted.org/packages/4b/88/9039f2fed1012ef584751d4ceff9ab4a51e5ae264898f0b7cbf44340a859/multiprocess-0.70.18-py311-none-any.whl", hash = "sha256:5aa6eef98e691281b3ad923be2832bf1c55dd2c859acd73e5ec53a66aae06a1d", size = 144462, upload-time = "2025-04-17T03:11:21.657Z" },
{ url = "https://files.pythonhosted.org/packages/bf/b6/5f922792be93b82ec6b5f270bbb1ef031fd0622847070bbcf9da816502cc/multiprocess-0.70.18-py312-none-any.whl", hash = "sha256:9b78f8e5024b573730bfb654783a13800c2c0f2dfc0c25e70b40d184d64adaa2", size = 150287, upload-time = "2025-04-17T03:11:22.69Z" },
{ url = "https://files.pythonhosted.org/packages/ee/25/7d7e78e750bc1aecfaf0efbf826c69a791d2eeaf29cf20cba93ff4cced78/multiprocess-0.70.18-py313-none-any.whl", hash = "sha256:871743755f43ef57d7910a38433cfe41319e72be1bbd90b79c7a5ac523eb9334", size = 151917, upload-time = "2025-04-17T03:11:24.044Z" },
{ url = "https://files.pythonhosted.org/packages/3b/c3/ca84c19bd14cdfc21c388fdcebf08b86a7a470ebc9f5c3c084fc2dbc50f7/multiprocess-0.70.18-py38-none-any.whl", hash = "sha256:dbf705e52a154fe5e90fb17b38f02556169557c2dd8bb084f2e06c2784d8279b", size = 132636, upload-time = "2025-04-17T03:11:24.936Z" },
{ url = "https://files.pythonhosted.org/packages/6c/28/dd72947e59a6a8c856448a5e74da6201cb5502ddff644fbc790e4bd40b9a/multiprocess-0.70.18-py39-none-any.whl", hash = "sha256:e78ca805a72b1b810c690b6b4cc32579eba34f403094bbbae962b7b5bf9dfcb8", size = 133478, upload-time = "2025-04-17T03:11:26.253Z" },
]
[[package]]
name = "multitasking"
version = "0.0.12"
@@ -2395,6 +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"
@@ -2680,6 +2798,56 @@ wheels = [
{ url = "https://files.pythonhosted.org/packages/8e/37/efad0257dc6e593a18957422533ff0f87ede7c9c6ea010a2177d738fb82f/pure_eval-0.2.3-py3-none-any.whl", hash = "sha256:1db8e35b67b3d218d818ae653e27f06c3aa420901fa7b081ca98cbedc874e0d0", size = 11842, upload-time = "2024-07-21T12:58:20.04Z" },
]
[[package]]
name = "pyarrow"
version = "22.0.0"
source = { registry = "https://pypi.org/simple" }
sdist = { url = "https://files.pythonhosted.org/packages/30/53/04a7fdc63e6056116c9ddc8b43bc28c12cdd181b85cbeadb79278475f3ae/pyarrow-22.0.0.tar.gz", hash = "sha256:3d600dc583260d845c7d8a6db540339dd883081925da2bd1c5cb808f720b3cd9", size = 1151151, upload-time = "2025-10-24T12:30:00.762Z" }
wheels = [
{ url = "https://files.pythonhosted.org/packages/2e/b7/18f611a8cdc43417f9394a3ccd3eace2f32183c08b9eddc3d17681819f37/pyarrow-22.0.0-cp311-cp311-macosx_12_0_arm64.whl", hash = "sha256:3e294c5eadfb93d78b0763e859a0c16d4051fc1c5231ae8956d61cb0b5666f5a", size = 34272022, upload-time = "2025-10-24T10:04:28.973Z" },
{ url = "https://files.pythonhosted.org/packages/26/5c/f259e2526c67eb4b9e511741b19870a02363a47a35edbebc55c3178db22d/pyarrow-22.0.0-cp311-cp311-macosx_12_0_x86_64.whl", hash = "sha256:69763ab2445f632d90b504a815a2a033f74332997052b721002298ed6de40f2e", size = 35995834, upload-time = "2025-10-24T10:04:35.467Z" },
{ url = "https://files.pythonhosted.org/packages/50/8d/281f0f9b9376d4b7f146913b26fac0aa2829cd1ee7e997f53a27411bbb92/pyarrow-22.0.0-cp311-cp311-manylinux_2_28_aarch64.whl", hash = "sha256:b41f37cabfe2463232684de44bad753d6be08a7a072f6a83447eeaf0e4d2a215", size = 45030348, upload-time = "2025-10-24T10:04:43.366Z" },
{ url = "https://files.pythonhosted.org/packages/f5/e5/53c0a1c428f0976bf22f513d79c73000926cb00b9c138d8e02daf2102e18/pyarrow-22.0.0-cp311-cp311-manylinux_2_28_x86_64.whl", hash = "sha256:35ad0f0378c9359b3f297299c3309778bb03b8612f987399a0333a560b43862d", size = 47699480, upload-time = "2025-10-24T10:04:51.486Z" },
{ url = "https://files.pythonhosted.org/packages/95/e1/9dbe4c465c3365959d183e6345d0a8d1dc5b02ca3f8db4760b3bc834cf25/pyarrow-22.0.0-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:8382ad21458075c2e66a82a29d650f963ce51c7708c7c0ff313a8c206c4fd5e8", size = 48011148, upload-time = "2025-10-24T10:04:59.585Z" },
{ url = "https://files.pythonhosted.org/packages/c5/b4/7caf5d21930061444c3cf4fa7535c82faf5263e22ce43af7c2759ceb5b8b/pyarrow-22.0.0-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:1a812a5b727bc09c3d7ea072c4eebf657c2f7066155506ba31ebf4792f88f016", size = 50276964, upload-time = "2025-10-24T10:05:08.175Z" },
{ url = "https://files.pythonhosted.org/packages/ae/f3/cec89bd99fa3abf826f14d4e53d3d11340ce6f6af4d14bdcd54cd83b6576/pyarrow-22.0.0-cp311-cp311-win_amd64.whl", hash = "sha256:ec5d40dd494882704fb876c16fa7261a69791e784ae34e6b5992e977bd2e238c", size = 28106517, upload-time = "2025-10-24T10:05:14.314Z" },
{ url = "https://files.pythonhosted.org/packages/af/63/ba23862d69652f85b615ca14ad14f3bcfc5bf1b99ef3f0cd04ff93fdad5a/pyarrow-22.0.0-cp312-cp312-macosx_12_0_arm64.whl", hash = "sha256:bea79263d55c24a32b0d79c00a1c58bb2ee5f0757ed95656b01c0fb310c5af3d", size = 34211578, upload-time = "2025-10-24T10:05:21.583Z" },
{ url = "https://files.pythonhosted.org/packages/b1/d0/f9ad86fe809efd2bcc8be32032fa72e8b0d112b01ae56a053006376c5930/pyarrow-22.0.0-cp312-cp312-macosx_12_0_x86_64.whl", hash = "sha256:12fe549c9b10ac98c91cf791d2945e878875d95508e1a5d14091a7aaa66d9cf8", size = 35989906, upload-time = "2025-10-24T10:05:29.485Z" },
{ url = "https://files.pythonhosted.org/packages/b4/a8/f910afcb14630e64d673f15904ec27dd31f1e009b77033c365c84e8c1e1d/pyarrow-22.0.0-cp312-cp312-manylinux_2_28_aarch64.whl", hash = "sha256:334f900ff08ce0423407af97e6c26ad5d4e3b0763645559ece6fbf3747d6a8f5", size = 45021677, upload-time = "2025-10-24T10:05:38.274Z" },
{ url = "https://files.pythonhosted.org/packages/13/95/aec81f781c75cd10554dc17a25849c720d54feafb6f7847690478dcf5ef8/pyarrow-22.0.0-cp312-cp312-manylinux_2_28_x86_64.whl", hash = "sha256:c6c791b09c57ed76a18b03f2631753a4960eefbbca80f846da8baefc6491fcfe", size = 47726315, upload-time = "2025-10-24T10:05:47.314Z" },
{ url = "https://files.pythonhosted.org/packages/bb/d4/74ac9f7a54cfde12ee42734ea25d5a3c9a45db78f9def949307a92720d37/pyarrow-22.0.0-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:c3200cb41cdbc65156e5f8c908d739b0dfed57e890329413da2748d1a2cd1a4e", size = 47990906, upload-time = "2025-10-24T10:05:58.254Z" },
{ url = "https://files.pythonhosted.org/packages/2e/71/fedf2499bf7a95062eafc989ace56572f3343432570e1c54e6599d5b88da/pyarrow-22.0.0-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:ac93252226cf288753d8b46280f4edf3433bf9508b6977f8dd8526b521a1bbb9", size = 50306783, upload-time = "2025-10-24T10:06:08.08Z" },
{ url = "https://files.pythonhosted.org/packages/68/ed/b202abd5a5b78f519722f3d29063dda03c114711093c1995a33b8e2e0f4b/pyarrow-22.0.0-cp312-cp312-win_amd64.whl", hash = "sha256:44729980b6c50a5f2bfcc2668d36c569ce17f8b17bccaf470c4313dcbbf13c9d", size = 27972883, upload-time = "2025-10-24T10:06:14.204Z" },
{ url = "https://files.pythonhosted.org/packages/a6/d6/d0fac16a2963002fc22c8fa75180a838737203d558f0ed3b564c4a54eef5/pyarrow-22.0.0-cp313-cp313-macosx_12_0_arm64.whl", hash = "sha256:e6e95176209257803a8b3d0394f21604e796dadb643d2f7ca21b66c9c0b30c9a", size = 34204629, upload-time = "2025-10-24T10:06:20.274Z" },
{ url = "https://files.pythonhosted.org/packages/c6/9c/1d6357347fbae062ad3f17082f9ebc29cc733321e892c0d2085f42a2212b/pyarrow-22.0.0-cp313-cp313-macosx_12_0_x86_64.whl", hash = "sha256:001ea83a58024818826a9e3f89bf9310a114f7e26dfe404a4c32686f97bd7901", size = 35985783, upload-time = "2025-10-24T10:06:27.301Z" },
{ url = "https://files.pythonhosted.org/packages/ff/c0/782344c2ce58afbea010150df07e3a2f5fdad299cd631697ae7bd3bac6e3/pyarrow-22.0.0-cp313-cp313-manylinux_2_28_aarch64.whl", hash = "sha256:ce20fe000754f477c8a9125543f1936ea5b8867c5406757c224d745ed033e691", size = 45020999, upload-time = "2025-10-24T10:06:35.387Z" },
{ url = "https://files.pythonhosted.org/packages/1b/8b/5362443737a5307a7b67c1017c42cd104213189b4970bf607e05faf9c525/pyarrow-22.0.0-cp313-cp313-manylinux_2_28_x86_64.whl", hash = "sha256:e0a15757fccb38c410947df156f9749ae4a3c89b2393741a50521f39a8cf202a", size = 47724601, upload-time = "2025-10-24T10:06:43.551Z" },
{ url = "https://files.pythonhosted.org/packages/69/4d/76e567a4fc2e190ee6072967cb4672b7d9249ac59ae65af2d7e3047afa3b/pyarrow-22.0.0-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:cedb9dd9358e4ea1d9bce3665ce0797f6adf97ff142c8e25b46ba9cdd508e9b6", size = 48001050, upload-time = "2025-10-24T10:06:52.284Z" },
{ url = "https://files.pythonhosted.org/packages/01/5e/5653f0535d2a1aef8223cee9d92944cb6bccfee5cf1cd3f462d7cb022790/pyarrow-22.0.0-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:252be4a05f9d9185bb8c18e83764ebcfea7185076c07a7a662253af3a8c07941", size = 50307877, upload-time = "2025-10-24T10:07:02.405Z" },
{ url = "https://files.pythonhosted.org/packages/2d/f8/1d0bd75bf9328a3b826e24a16e5517cd7f9fbf8d34a3184a4566ef5a7f29/pyarrow-22.0.0-cp313-cp313-win_amd64.whl", hash = "sha256:a4893d31e5ef780b6edcaf63122df0f8d321088bb0dee4c8c06eccb1ca28d145", size = 27977099, upload-time = "2025-10-24T10:08:07.259Z" },
{ url = "https://files.pythonhosted.org/packages/90/81/db56870c997805bf2b0f6eeeb2d68458bf4654652dccdcf1bf7a42d80903/pyarrow-22.0.0-cp313-cp313t-macosx_12_0_arm64.whl", hash = "sha256:f7fe3dbe871294ba70d789be16b6e7e52b418311e166e0e3cba9522f0f437fb1", size = 34336685, upload-time = "2025-10-24T10:07:11.47Z" },
{ url = "https://files.pythonhosted.org/packages/1c/98/0727947f199aba8a120f47dfc229eeb05df15bcd7a6f1b669e9f882afc58/pyarrow-22.0.0-cp313-cp313t-macosx_12_0_x86_64.whl", hash = "sha256:ba95112d15fd4f1105fb2402c4eab9068f0554435e9b7085924bcfaac2cc306f", size = 36032158, upload-time = "2025-10-24T10:07:18.626Z" },
{ url = "https://files.pythonhosted.org/packages/96/b4/9babdef9c01720a0785945c7cf550e4acd0ebcd7bdd2e6f0aa7981fa85e2/pyarrow-22.0.0-cp313-cp313t-manylinux_2_28_aarch64.whl", hash = "sha256:c064e28361c05d72eed8e744c9605cbd6d2bb7481a511c74071fd9b24bc65d7d", size = 44892060, upload-time = "2025-10-24T10:07:26.002Z" },
{ url = "https://files.pythonhosted.org/packages/f8/ca/2f8804edd6279f78a37062d813de3f16f29183874447ef6d1aadbb4efa0f/pyarrow-22.0.0-cp313-cp313t-manylinux_2_28_x86_64.whl", hash = "sha256:6f9762274496c244d951c819348afbcf212714902742225f649cf02823a6a10f", size = 47504395, upload-time = "2025-10-24T10:07:34.09Z" },
{ url = "https://files.pythonhosted.org/packages/b9/f0/77aa5198fd3943682b2e4faaf179a674f0edea0d55d326d83cb2277d9363/pyarrow-22.0.0-cp313-cp313t-musllinux_1_2_aarch64.whl", hash = "sha256:a9d9ffdc2ab696f6b15b4d1f7cec6658e1d788124418cb30030afbae31c64746", size = 48066216, upload-time = "2025-10-24T10:07:43.528Z" },
{ url = "https://files.pythonhosted.org/packages/79/87/a1937b6e78b2aff18b706d738c9e46ade5bfcf11b294e39c87706a0089ac/pyarrow-22.0.0-cp313-cp313t-musllinux_1_2_x86_64.whl", hash = "sha256:ec1a15968a9d80da01e1d30349b2b0d7cc91e96588ee324ce1b5228175043e95", size = 50288552, upload-time = "2025-10-24T10:07:53.519Z" },
{ url = "https://files.pythonhosted.org/packages/60/ae/b5a5811e11f25788ccfdaa8f26b6791c9807119dffcf80514505527c384c/pyarrow-22.0.0-cp313-cp313t-win_amd64.whl", hash = "sha256:bba208d9c7decf9961998edf5c65e3ea4355d5818dd6cd0f6809bec1afb951cc", size = 28262504, upload-time = "2025-10-24T10:08:00.932Z" },
{ url = "https://files.pythonhosted.org/packages/bd/b0/0fa4d28a8edb42b0a7144edd20befd04173ac79819547216f8a9f36f9e50/pyarrow-22.0.0-cp314-cp314-macosx_12_0_arm64.whl", hash = "sha256:9bddc2cade6561f6820d4cd73f99a0243532ad506bc510a75a5a65a522b2d74d", size = 34224062, upload-time = "2025-10-24T10:08:14.101Z" },
{ url = "https://files.pythonhosted.org/packages/0f/a8/7a719076b3c1be0acef56a07220c586f25cd24de0e3f3102b438d18ae5df/pyarrow-22.0.0-cp314-cp314-macosx_12_0_x86_64.whl", hash = "sha256:e70ff90c64419709d38c8932ea9fe1cc98415c4f87ea8da81719e43f02534bc9", size = 35990057, upload-time = "2025-10-24T10:08:21.842Z" },
{ url = "https://files.pythonhosted.org/packages/89/3c/359ed54c93b47fb6fe30ed16cdf50e3f0e8b9ccfb11b86218c3619ae50a8/pyarrow-22.0.0-cp314-cp314-manylinux_2_28_aarch64.whl", hash = "sha256:92843c305330aa94a36e706c16209cd4df274693e777ca47112617db7d0ef3d7", size = 45068002, upload-time = "2025-10-24T10:08:29.034Z" },
{ url = "https://files.pythonhosted.org/packages/55/fc/4945896cc8638536ee787a3bd6ce7cec8ec9acf452d78ec39ab328efa0a1/pyarrow-22.0.0-cp314-cp314-manylinux_2_28_x86_64.whl", hash = "sha256:6dda1ddac033d27421c20d7a7943eec60be44e0db4e079f33cc5af3b8280ccde", size = 47737765, upload-time = "2025-10-24T10:08:38.559Z" },
{ url = "https://files.pythonhosted.org/packages/cd/5e/7cb7edeb2abfaa1f79b5d5eb89432356155c8426f75d3753cbcb9592c0fd/pyarrow-22.0.0-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:84378110dd9a6c06323b41b56e129c504d157d1a983ce8f5443761eb5256bafc", size = 48048139, upload-time = "2025-10-24T10:08:46.784Z" },
{ url = "https://files.pythonhosted.org/packages/88/c6/546baa7c48185f5e9d6e59277c4b19f30f48c94d9dd938c2a80d4d6b067c/pyarrow-22.0.0-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:854794239111d2b88b40b6ef92aa478024d1e5074f364033e73e21e3f76b25e0", size = 50314244, upload-time = "2025-10-24T10:08:55.771Z" },
{ url = "https://files.pythonhosted.org/packages/3c/79/755ff2d145aafec8d347bf18f95e4e81c00127f06d080135dfc86aea417c/pyarrow-22.0.0-cp314-cp314-win_amd64.whl", hash = "sha256:b883fe6fd85adad7932b3271c38ac289c65b7337c2c132e9569f9d3940620730", size = 28757501, upload-time = "2025-10-24T10:09:59.891Z" },
{ url = "https://files.pythonhosted.org/packages/0e/d2/237d75ac28ced3147912954e3c1a174df43a95f4f88e467809118a8165e0/pyarrow-22.0.0-cp314-cp314t-macosx_12_0_arm64.whl", hash = "sha256:7a820d8ae11facf32585507c11f04e3f38343c1e784c9b5a8b1da5c930547fe2", size = 34355506, upload-time = "2025-10-24T10:09:02.953Z" },
{ url = "https://files.pythonhosted.org/packages/1e/2c/733dfffe6d3069740f98e57ff81007809067d68626c5faef293434d11bd6/pyarrow-22.0.0-cp314-cp314t-macosx_12_0_x86_64.whl", hash = "sha256:c6ec3675d98915bf1ec8b3c7986422682f7232ea76cad276f4c8abd5b7319b70", size = 36047312, upload-time = "2025-10-24T10:09:10.334Z" },
{ url = "https://files.pythonhosted.org/packages/7c/2b/29d6e3782dc1f299727462c1543af357a0f2c1d3c160ce199950d9ca51eb/pyarrow-22.0.0-cp314-cp314t-manylinux_2_28_aarch64.whl", hash = "sha256:3e739edd001b04f654b166204fc7a9de896cf6007eaff33409ee9e50ceaff754", size = 45081609, upload-time = "2025-10-24T10:09:18.61Z" },
{ url = "https://files.pythonhosted.org/packages/8d/42/aa9355ecc05997915af1b7b947a7f66c02dcaa927f3203b87871c114ba10/pyarrow-22.0.0-cp314-cp314t-manylinux_2_28_x86_64.whl", hash = "sha256:7388ac685cab5b279a41dfe0a6ccd99e4dbf322edfb63e02fc0443bf24134e91", size = 47703663, upload-time = "2025-10-24T10:09:27.369Z" },
{ url = "https://files.pythonhosted.org/packages/ee/62/45abedde480168e83a1de005b7b7043fd553321c1e8c5a9a114425f64842/pyarrow-22.0.0-cp314-cp314t-musllinux_1_2_aarch64.whl", hash = "sha256:f633074f36dbc33d5c05b5dc75371e5660f1dbf9c8b1d95669def05e5425989c", size = 48066543, upload-time = "2025-10-24T10:09:34.908Z" },
{ url = "https://files.pythonhosted.org/packages/84/e9/7878940a5b072e4f3bf998770acafeae13b267f9893af5f6d4ab3904b67e/pyarrow-22.0.0-cp314-cp314t-musllinux_1_2_x86_64.whl", hash = "sha256:4c19236ae2402a8663a2c8f21f1870a03cc57f0bef7e4b6eb3238cc82944de80", size = 50288838, upload-time = "2025-10-24T10:09:44.394Z" },
{ url = "https://files.pythonhosted.org/packages/7b/03/f335d6c52b4a4761bcc83499789a1e2e16d9d201a58c327a9b5cc9a41bd9/pyarrow-22.0.0-cp314-cp314t-win_amd64.whl", hash = "sha256:0c34fe18094686194f204a3b1787a27456897d8a2d62caf84b61e8dfbc0252ae", size = 29185594, upload-time = "2025-10-24T10:09:53.111Z" },
]
[[package]]
name = "pycparser"
version = "2.22"
@@ -2815,6 +2983,35 @@ wheels = [
{ url = "https://files.pythonhosted.org/packages/c1/60/5d4751ba3f4a40a6891f24eec885f51afd78d208498268c734e256fb13c4/pydantic_settings-2.12.0-py3-none-any.whl", hash = "sha256:fddb9fd99a5b18da837b29710391e945b1e30c135477f484084ee513adb93809", size = 51880, upload-time = "2025-11-10T14:25:45.546Z" },
]
[[package]]
name = "pygame"
version = "2.6.1"
source = { registry = "https://pypi.org/simple" }
sdist = { url = "https://files.pythonhosted.org/packages/49/cc/08bba60f00541f62aaa252ce0cfbd60aebd04616c0b9574f755b583e45ae/pygame-2.6.1.tar.gz", hash = "sha256:56fb02ead529cee00d415c3e007f75e0780c655909aaa8e8bf616ee09c9feb1f", size = 14808125, upload-time = "2024-09-29T13:41:34.698Z" }
wheels = [
{ url = "https://files.pythonhosted.org/packages/c4/ca/8f367cb9fe734c4f6f6400e045593beea2635cd736158f9fabf58ee14e3c/pygame-2.6.1-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:20349195326a5e82a16e351ed93465a7845a7e2a9af55b7bc1b2110ea3e344e1", size = 13113753, upload-time = "2024-09-29T14:26:13.751Z" },
{ url = "https://files.pythonhosted.org/packages/83/47/6edf2f890139616b3219be9cfcc8f0cb8f42eb15efd59597927e390538cb/pygame-2.6.1-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:f3935459109da4bb0b3901da9904f0a3e52028a3332a355d298b1673a334cf21", size = 12378146, upload-time = "2024-09-29T14:26:22.456Z" },
{ url = "https://files.pythonhosted.org/packages/00/9e/0d8aa8cf93db2d2ee38ebaf1c7b61d0df36ded27eb726221719c150c673d/pygame-2.6.1-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c31dbdb5d0217f32764797d21c2752e258e5fb7e895326538d82b5f75a0cd856", size = 13611760, upload-time = "2024-09-29T11:10:47.317Z" },
{ url = "https://files.pythonhosted.org/packages/d7/9e/d06adaa5cc65876bcd7a24f59f67e07f7e4194e6298130024ed3fb22c456/pygame-2.6.1-cp311-cp311-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:173badf82fa198e6888017bea40f511cb28e69ecdd5a72b214e81e4dcd66c3b1", size = 14298054, upload-time = "2024-09-29T11:39:53.891Z" },
{ url = "https://files.pythonhosted.org/packages/7a/a1/9ae2852ebd3a7cc7d9ae7ff7919ab983e4a5c1b7a14e840732f23b2b48f6/pygame-2.6.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ce8cc108b92de9b149b344ad2e25eedbe773af0dc41dfb24d1f07f679b558c60", size = 13977107, upload-time = "2024-09-29T11:39:56.831Z" },
{ url = "https://files.pythonhosted.org/packages/31/df/6788fd2e9a864d0496a77670e44a7c012184b7a5382866ab0e60c55c0f28/pygame-2.6.1-cp311-cp311-win32.whl", hash = "sha256:811e7b925146d8149d79193652cbb83e0eca0aae66476b1cb310f0f4226b8b5c", size = 10250863, upload-time = "2024-09-29T11:44:48.199Z" },
{ url = "https://files.pythonhosted.org/packages/d2/55/ca3eb851aeef4f6f2e98a360c201f0d00bd1ba2eb98e2c7850d80aabc526/pygame-2.6.1-cp311-cp311-win_amd64.whl", hash = "sha256:91476902426facd4bb0dad4dc3b2573bc82c95c71b135e0daaea072ed528d299", size = 10622016, upload-time = "2024-09-29T12:17:01.545Z" },
{ url = "https://files.pythonhosted.org/packages/92/16/2c602c332f45ff9526d61f6bd764db5096ff9035433e2172e2d2cadae8db/pygame-2.6.1-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:4ee7f2771f588c966fa2fa8b829be26698c9b4836f82ede5e4edc1a68594942e", size = 13118279, upload-time = "2024-09-29T14:26:30.427Z" },
{ url = "https://files.pythonhosted.org/packages/cd/53/77ccbc384b251c6e34bfd2e734c638233922449a7844e3c7a11ef91cee39/pygame-2.6.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:c8040ea2ab18c6b255af706ec01355c8a6b08dc48d77fd4ee783f8fc46a843bf", size = 12384524, upload-time = "2024-09-29T14:26:49.996Z" },
{ url = "https://files.pythonhosted.org/packages/06/be/3ed337583f010696c3b3435e89a74fb29d0c74d0931e8f33c0a4246307a9/pygame-2.6.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:c47a6938de93fa610accd4969e638c2aebcb29b2fca518a84c3a39d91ab47116", size = 13587123, upload-time = "2024-09-29T11:10:50.072Z" },
{ url = "https://files.pythonhosted.org/packages/fd/ca/b015586a450db59313535662991b34d24c1f0c0dc149cc5f496573900f4e/pygame-2.6.1-cp312-cp312-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:33006f784e1c7d7e466fcb61d5489da59cc5f7eb098712f792a225df1d4e229d", size = 14275532, upload-time = "2024-09-29T11:39:59.356Z" },
{ url = "https://files.pythonhosted.org/packages/b9/f2/d31e6ad42d657af07be2ffd779190353f759a07b51232b9e1d724f2cda46/pygame-2.6.1-cp312-cp312-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:1206125f14cae22c44565c9d333607f1d9f59487b1f1432945dfc809aeaa3e88", size = 13952653, upload-time = "2024-09-29T11:40:01.781Z" },
{ url = "https://files.pythonhosted.org/packages/f3/42/8ea2a6979e6fa971702fece1747e862e2256d4a8558fe0da6364dd946c53/pygame-2.6.1-cp312-cp312-win32.whl", hash = "sha256:84fc4054e25262140d09d39e094f6880d730199710829902f0d8ceae0213379e", size = 10252421, upload-time = "2024-09-29T11:14:26.877Z" },
{ url = "https://files.pythonhosted.org/packages/5f/90/7d766d54bb95939725e9a9361f9c06b0cfbe3fe100aa35400f0a461a278a/pygame-2.6.1-cp312-cp312-win_amd64.whl", hash = "sha256:3a9e7396be0d9633831c3f8d5d82dd63ba373ad65599628294b7a4f8a5a01a65", size = 10624591, upload-time = "2024-09-29T11:52:54.489Z" },
{ url = "https://files.pythonhosted.org/packages/e1/91/718acf3e2a9d08a6ddcc96bd02a6f63c99ee7ba14afeaff2a51c987df0b9/pygame-2.6.1-cp313-cp313-macosx_10_13_x86_64.whl", hash = "sha256:ae6039f3a55d800db80e8010f387557b528d34d534435e0871326804df2a62f2", size = 13090765, upload-time = "2024-09-29T14:27:02.377Z" },
{ url = "https://files.pythonhosted.org/packages/0e/c6/9cb315de851a7682d9c7568a41ea042ee98d668cb8deadc1dafcab6116f0/pygame-2.6.1-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:2a3a1288e2e9b1e5834e425bedd5ba01a3cd4902b5c2bff8ed4a740ccfe98171", size = 12381704, upload-time = "2024-09-29T14:27:10.228Z" },
{ url = "https://files.pythonhosted.org/packages/9f/8f/617a1196e31ae3b46be6949fbaa95b8c93ce15e0544266198c2266cc1b4d/pygame-2.6.1-cp313-cp313-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:27eb17e3dc9640e4b4683074f1890e2e879827447770470c2aba9f125f74510b", size = 13581091, upload-time = "2024-09-29T11:30:27.653Z" },
{ url = "https://files.pythonhosted.org/packages/3b/87/2851a564e40a2dad353f1c6e143465d445dab18a95281f9ea458b94f3608/pygame-2.6.1-cp313-cp313-manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:4c1623180e70a03c4a734deb9bac50fc9c82942ae84a3a220779062128e75f3b", size = 14273844, upload-time = "2024-09-29T11:40:04.138Z" },
{ url = "https://files.pythonhosted.org/packages/85/b5/aa23aa2e70bcba42c989c02e7228273c30f3b44b9b264abb93eaeff43ad7/pygame-2.6.1-cp313-cp313-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:ef07c0103d79492c21fced9ad68c11c32efa6801ca1920ebfd0f15fb46c78b1c", size = 13951197, upload-time = "2024-09-29T11:40:06.785Z" },
{ url = "https://files.pythonhosted.org/packages/a6/06/29e939b34d3f1354738c7d201c51c250ad7abefefaf6f8332d962ff67c4b/pygame-2.6.1-cp313-cp313-win32.whl", hash = "sha256:3acd8c009317190c2bfd81db681ecef47d5eb108c2151d09596d9c7ea9df5c0e", size = 10249309, upload-time = "2024-09-29T11:10:23.329Z" },
{ url = "https://files.pythonhosted.org/packages/7e/11/17f7f319ca91824b86557e9303e3b7a71991ef17fd45286bf47d7f0a38e6/pygame-2.6.1-cp313-cp313-win_amd64.whl", hash = "sha256:813af4fba5d0b2cb8e58f5d95f7910295c34067dcc290d34f1be59c48bd1ea6a", size = 10620084, upload-time = "2024-09-29T11:48:51.587Z" },
]
[[package]]
name = "pygments"
version = "2.19.1"
@@ -2824,6 +3021,22 @@ wheels = [
{ url = "https://files.pythonhosted.org/packages/8a/0b/9fcc47d19c48b59121088dd6da2488a49d5f72dacf8262e2790a1d2c7d15/pygments-2.19.1-py3-none-any.whl", hash = "sha256:9ea1544ad55cecf4b8242fab6dd35a93bbce657034b0611ee383099054ab6d8c", size = 1225293, upload-time = "2025-01-06T17:26:25.553Z" },
]
[[package]]
name = "pynndescent"
version = "0.6.0"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "joblib" },
{ name = "llvmlite" },
{ name = "numba" },
{ name = "scikit-learn" },
{ name = "scipy" },
]
sdist = { url = "https://files.pythonhosted.org/packages/4a/fb/7f58c397fb31666756457ee2ac4c0289ef2daad57f4ae4be8dec12f80b03/pynndescent-0.6.0.tar.gz", hash = "sha256:7ffde0fb5b400741e055a9f7d377e3702e02250616834231f6c209e39aac24f5", size = 2992987, upload-time = "2026-01-08T21:29:58.943Z" }
wheels = [
{ url = "https://files.pythonhosted.org/packages/b2/e6/94145d714402fd5ade00b5661f2d0ab981219e07f7db9bfa16786cdb9c04/pynndescent-0.6.0-py3-none-any.whl", hash = "sha256:dc8c74844e4c7f5cbd1e0cd6909da86fdc789e6ff4997336e344779c3d5538ef", size = 73511, upload-time = "2026-01-08T21:29:57.306Z" },
]
[[package]]
name = "pyparsing"
version = "3.2.3"
@@ -3518,13 +3731,55 @@ 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"
source = { virtual = "." }
dependencies = [
{ name = "accelerate" },
{ name = "catboost" },
{ name = "datasets" },
{ name = "faiss-cpu" },
{ name = "gymnasium", extra = ["toy-text"] },
{ name = "imblearn" },
{ name = "ipykernel" },
{ name = "langchain" },
@@ -3547,8 +3802,10 @@ dependencies = [
{ name = "seaborn" },
{ name = "sentence-transformers" },
{ name = "shap" },
{ name = "statsmodels" },
{ name = "tensorflow" },
{ name = "tf-keras" },
{ name = "umap-learn" },
{ name = "xgboost" },
{ name = "yfinance" },
]
@@ -3561,8 +3818,11 @@ dev = [
[package.metadata]
requires-dist = [
{ name = "accelerate", specifier = ">=1.12.0" },
{ name = "catboost", specifier = ">=1.2.8" },
{ name = "datasets", specifier = ">=4.4.2" },
{ name = "faiss-cpu", specifier = ">=1.13.2" },
{ name = "gymnasium", extras = ["toy-text"], specifier = ">=1.2.3" },
{ name = "imblearn", specifier = ">=0.0" },
{ name = "ipykernel", specifier = ">=6.29.5" },
{ name = "langchain", specifier = ">=1.2.0" },
@@ -3585,8 +3845,10 @@ 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" },
{ name = "xgboost", specifier = ">=3.1.2" },
{ name = "yfinance", specifier = ">=0.2.66" },
]
@@ -3927,6 +4189,23 @@ wheels = [
{ url = "https://files.pythonhosted.org/packages/5c/23/c7abc0ca0a1526a0774eca151daeb8de62ec457e77262b66b359c3c7679e/tzdata-2025.2-py2.py3-none-any.whl", hash = "sha256:1a403fada01ff9221ca8044d701868fa132215d84beb92242d9acd2147f667a8", size = 347839, upload-time = "2025-03-23T13:54:41.845Z" },
]
[[package]]
name = "umap-learn"
version = "0.5.11"
source = { registry = "https://pypi.org/simple" }
dependencies = [
{ name = "numba" },
{ name = "numpy" },
{ name = "pynndescent" },
{ name = "scikit-learn" },
{ name = "scipy" },
{ name = "tqdm" },
]
sdist = { url = "https://files.pythonhosted.org/packages/94/9a/a1e4a257a9aa979dac4f6d5781dac929cbb0949959e2003ed82657d10b0f/umap_learn-0.5.11.tar.gz", hash = "sha256:31566ffd495fbf05d7ab3efcba703861c0f5e6fc6998a838d0e2becdd00e54f5", size = 96409, upload-time = "2026-01-12T20:44:47.553Z" }
wheels = [
{ url = "https://files.pythonhosted.org/packages/43/d2/fcf7192dd1cd8c090b6cfd53fa223c4fb2887a17c47e06bc356d44f40dfb/umap_learn-0.5.11-py3-none-any.whl", hash = "sha256:cb17adbde9d544ba79481b3ab4d81ac222e940f3d9219307bea6044f869af3cc", size = 90890, upload-time = "2026-01-12T20:44:46.511Z" },
]
[[package]]
name = "urllib3"
version = "2.5.0"