quality control, process monitoring, high throughput
TRANSCRIPT
Rapport de missionFabrice DAVRIEUX, Centre de coopération
Internationale en Recherche Agronomique
pour le Développement (CIRAD), Saint-Pierre, La Réunion, France
Page 2 of 56
This report has been written in the framework of RTBfoods project.
To be cited as:
Fabrice DAVRIEUX (2019). Quality Control, Process Monitoring, High Throughput Phenotyping. Saint-Pierre, La Réunion, France: RTBfoods Project Report, 56 p.
Ethics: The activities, which led to the production of this manual, were assessed and approved by the CIRAD Ethics Committee (H2020 ethics self-assessment procedure). When relevant, samples were prepared according to good hygiene and manufacturing practices. When external participants were involved in an activity, they were priorly informed about the objective of the activity and explained that their participation was entirely voluntary, that they could stop the interview at any point and that their responses would be anonymous and securely stored by the research team for research purposes. Written consent (signature) was systematically sought from sensory panelists and from consumers participating in activities.
Acknowledgments: This work was supported by the RTBfoods project https://rtbfoods.cirad.fr, through a grant OPP1178942: Breeding RTB products for end user preferences (RTBfoods), to the French Agricultural Research Centre for International Development (CIRAD), Montpellier, France, by the Bill & Melinda Gates Foundation (BMGF).
Image cover page © LAJOUS P. for RTBfoods.
Near infrared Spectroscopy
ds Proj
ec t
3
Green coffee Data base with more than 6000 samples : all origins / varieties
Quantification of: • Dry matter • Fat • Caffeine • Trigonelline • CGA • Sugars
Commercial quality Sensorial Quality Breeding programs
Improvement of models using coffee collection (high genetic diversity) from Reunion (coffee collection)
Started in 1990: Quantification of caffeine for breeding program Already high throughput phenotyping !
RTBfoo ds
Proj ec
60 70 80 90
0 10 20 30 40 50 60 70 80 90
predicted values (NIRS)
R² = 0.99 Pente = 1.007 SEP = 2.27
N M SD SEC R² SECV Nbr termes PLS 321 51 34 1.3 1 1.85 15
Roasted coffee Quantification : • DM • Fat • Caffeine • Trigonelline • CGA • Sugars
Commercial quality Sensorial quality Certification (decaffeinated, % of arabica) formulation
Monitoring of roasting process Blend characterization and pure variety Certification of
ground roasted coffees
predicted values (NIRS)
N5/98
5
6.619
-1.619
N7/98
35
36.034
-1.034
N8/98
55
55.475
-0.475
N17/98
18
15.937
2.063
N18/98
23
22.271
0.729
N19/98
20
23.41
-3.41
N20/98
80
79.437
0.563
N21/98
30
25.386
4.614
Evaluation de la valeur de l'information apportée par les variables (H0 = Y=Moy(Y)):
N22/98
70
66.804
3.196
N23/98
10
6.764
3.236
Source
DF
Valeur
Ecart-type
Constante
0.3225879129
0.8744
0.3689
0.7163
-1.5076
2.1527
Analyse des résidus :
Borne inf. de la prévision (int. de conf. à 95%)
Borne sup. de la prévision (int. de conf. à 95%)
1
1
6.619
5
6.9851
-1.9851
-0.8790
1.8825
12.0877
2
1
18.919
15
19.3660
-4.3660
-1.9331
14.3657
24.3664
3
1
36.034
35
36.5936
-1.5936
-0.7056
31.6253
41.5620
4
1
55.475
55
56.1625
-1.1625
-0.5147
51.0730
61.2521
5
1
8.186
10
8.5624
1.4376
0.6365
3.4764
13.6485
6
1
17.696
20
18.1350
1.8650
0.8258
13.1274
23.1426
7
1
40.849
40
41.4403
-1.4403
-0.6377
36.4574
46.4233
8
1
59.559
60
60.2734
-0.2734
-0.1210
55.1379
65.4089
9
1
8.385
10
8.7627
1.2373
0.5478
3.6788
13.8467
10
1
47.614
50
48.2498
1.7502
0.7749
43.2290
53.2706
11
1
69.258
70
70.0362
-0.0362
-0.0160
64.7649
75.3075
12
1
4.918
5
5.2729
-0.2729
-0.1208
0.1512
10.3947
13
1
15.937
18
16.3644
1.6356
0.7242
11.3453
21.3836
14
1
22.271
23
22.7401
0.2599
0.1151
17.7563
27.7239
15
1
23.41
20
23.8866
-3.8866
-1.7209
18.9073
28.8659
16
1
79.437
80
80.2822
-0.2822
-0.1249
74.8306
85.7337
17
1
25.386
30
25.8756
4.1244
1.8262
20.9027
30.8485
18
1
66.804
70
67.5661
2.4339
1.0777
62.3326
72.7995
19
1
6.764
10
7.1311
2.8689
1.2703
2.0300
12.2321
20
1
23.027
20
23.5011
-3.5011
-1.5502
18.5203
28.4818
21
1
28.304
30
28.8128
1.1872
0.5257
23.8462
33.7794
Interprétation des résultats :
Les variables X sélectionnées expliquent 99.06% de la variabilité de la variable Y ce qui constitue un bon résultat.
Le rejet de l’hypothèse selon laquelle le modèle le plus simple (seulement une constante et pas de variables explicatives) serait aussi puissant que le modèle que vous proposez,
se fait avec un risque qui n'est que de 0.01%. Les variables sélectionnées apportent donc une information significative au modèle.
La variable qui a le plus de poids dans le modèle est : Valeurs prédites (NIRS).
Feuil1
4.918
4.918
5.66319
5.66319
6.40838
6.40838
7.15357
7.15357
7.89876
7.89876
8.64395
8.64395
9.38914
9.38914
10.13433
10.13433
10.87952
10.87952
11.62471
11.62471
12.3699
12.3699
13.11509
13.11509
13.86028
13.86028
14.60547
14.60547
15.35066
15.35066
16.09585
16.09585
16.84104
16.84104
17.58623
17.58623
18.33142
18.33142
19.07661
19.07661
19.8218
19.8218
20.56699
20.56699
21.31218
21.31218
22.05737
22.05737
22.80256
22.80256
23.54775
23.54775
24.29294
24.29294
25.03813
25.03813
25.78332
25.78332
26.52851
26.52851
27.2737
27.2737
28.01889
28.01889
28.76408
28.76408
29.50927
29.50927
30.25446
30.25446
30.99965
30.99965
31.74484
31.74484
32.49003
32.49003
33.23522
33.23522
33.98041
33.98041
34.7256
34.7256
35.47079
35.47079
36.21598
36.21598
36.96117
36.96117
37.70636
37.70636
38.45155
38.45155
39.19674
39.19674
39.94193
39.94193
40.68712
40.68712
41.43231
41.43231
42.1775
42.1775
42.92269
42.92269
43.66788
43.66788
44.41307
44.41307
45.15826
45.15826
45.90345
45.90345
46.64864
46.64864
47.39383
47.39383
48.13902
48.13902
48.88421
48.88421
49.6294
49.6294
50.37459
50.37459
51.11978
51.11978
51.86497
51.86497
52.61016
52.61016
53.35535
53.35535
54.10054
54.10054
54.84573
54.84573
55.59092
55.59092
56.33611
56.33611
57.0813
57.0813
57.82649
57.82649
58.57168
58.57168
59.31687
59.31687
60.06206
60.06206
60.80725
60.80725
61.55244
61.55244
62.29763
62.29763
63.04282
63.04282
63.78801
63.78801
64.5332
64.5332
65.27839
65.27839
66.02358
66.02358
66.76877
66.76877
67.51396
67.51396
68.25915
68.25915
69.00434
69.00434
69.74953
69.74953
70.49472
70.49472
71.23991
71.23991
71.9851
71.9851
72.73029
72.73029
73.47548
73.47548
74.22067
74.22067
74.96586
74.96586
75.71105
75.71105
76.45624
76.45624
77.20143
77.20143
77.94662
77.94662
78.69181
78.69181
79.437
79.437
Valeurs prédites (NIRS)
Valeurs de référence
Teneurs en arabica (%)
N5/98
5
6.619
-1.619
N7/98
35
36.034
-1.034
N8/98
55
55.475
-0.475
N17/98
18
15.937
2.063
N18/98
23
22.271
0.729
N19/98
20
23.41
-3.41
N20/98
80
79.437
0.563
N21/98
30
25.386
4.614
Evaluation de la valeur de l'information apportée par les variables (H0 = Y=Moy(Y)):
N22/98
70
66.804
3.196
N23/98
10
6.764
3.236
Source
DF
Valeur
Ecart-type
Constante
0.3225879129
0.8744
0.3689
0.7163
-1.5076
2.1527
Analyse des résidus :
Borne inf. de la prévision (int. de conf. à 95%)
Borne sup. de la prévision (int. de conf. à 95%)
1
1
6.619
5
6.9851
-1.9851
-0.8790
1.8825
12.0877
2
1
18.919
15
19.3660
-4.3660
-1.9331
14.3657
24.3664
3
1
36.034
35
36.5936
-1.5936
-0.7056
31.6253
41.5620
4
1
55.475
55
56.1625
-1.1625
-0.5147
51.0730
61.2521
5
1
8.186
10
8.5624
1.4376
0.6365
3.4764
13.6485
6
1
17.696
20
18.1350
1.8650
0.8258
13.1274
23.1426
7
1
40.849
40
41.4403
-1.4403
-0.6377
36.4574
46.4233
8
1
59.559
60
60.2734
-0.2734
-0.1210
55.1379
65.4089
9
1
8.385
10
8.7627
1.2373
0.5478
3.6788
13.8467
10
1
47.614
50
48.2498
1.7502
0.7749
43.2290
53.2706
11
1
69.258
70
70.0362
-0.0362
-0.0160
64.7649
75.3075
12
1
4.918
5
5.2729
-0.2729
-0.1208
0.1512
10.3947
13
1
15.937
18
16.3644
1.6356
0.7242
11.3453
21.3836
14
1
22.271
23
22.7401
0.2599
0.1151
17.7563
27.7239
15
1
23.41
20
23.8866
-3.8866
-1.7209
18.9073
28.8659
16
1
79.437
80
80.2822
-0.2822
-0.1249
74.8306
85.7337
17
1
25.386
30
25.8756
4.1244
1.8262
20.9027
30.8485
18
1
66.804
70
67.5661
2.4339
1.0777
62.3326
72.7995
19
1
6.764
10
7.1311
2.8689
1.2703
2.0300
12.2321
20
1
23.027
20
23.5011
-3.5011
-1.5502
18.5203
28.4818
21
1
28.304
30
28.8128
1.1872
0.5257
23.8462
33.7794
Interprétation des résultats :
Les variables X sélectionnées expliquent 99.06% de la variabilité de la variable Y ce qui constitue un bon résultat.
Le rejet de l’hypothèse selon laquelle le modèle le plus simple (seulement une constante et pas de variables explicatives) serait aussi puissant que le modèle que vous proposez,
se fait avec un risque qui n'est que de 0.01%. Les variables sélectionnées apportent donc une information significative au modèle.
La variable qui a le plus de poids dans le modèle est : Valeurs prédites (NIRS).
Feuil1
4.918
4.918
5.66319
5.66319
6.40838
6.40838
7.15357
7.15357
7.89876
7.89876
8.64395
8.64395
9.38914
9.38914
10.13433
10.13433
10.87952
10.87952
11.62471
11.62471
12.3699
12.3699
13.11509
13.11509
13.86028
13.86028
14.60547
14.60547
15.35066
15.35066
16.09585
16.09585
16.84104
16.84104
17.58623
17.58623
18.33142
18.33142
19.07661
19.07661
19.8218
19.8218
20.56699
20.56699
21.31218
21.31218
22.05737
22.05737
22.80256
22.80256
23.54775
23.54775
24.29294
24.29294
25.03813
25.03813
25.78332
25.78332
26.52851
26.52851
27.2737
27.2737
28.01889
28.01889
28.76408
28.76408
29.50927
29.50927
30.25446
30.25446
30.99965
30.99965
31.74484
31.74484
32.49003
32.49003
33.23522
33.23522
33.98041
33.98041
34.7256
34.7256
35.47079
35.47079
36.21598
36.21598
36.96117
36.96117
37.70636
37.70636
38.45155
38.45155
39.19674
39.19674
39.94193
39.94193
40.68712
40.68712
41.43231
41.43231
42.1775
42.1775
42.92269
42.92269
43.66788
43.66788
44.41307
44.41307
45.15826
45.15826
45.90345
45.90345
46.64864
46.64864
47.39383
47.39383
48.13902
48.13902
48.88421
48.88421
49.6294
49.6294
50.37459
50.37459
51.11978
51.11978
51.86497
51.86497
52.61016
52.61016
53.35535
53.35535
54.10054
54.10054
54.84573
54.84573
55.59092
55.59092
56.33611
56.33611
57.0813
57.0813
57.82649
57.82649
58.57168
58.57168
59.31687
59.31687
60.06206
60.06206
60.80725
60.80725
61.55244
61.55244
62.29763
62.29763
63.04282
63.04282
63.78801
63.78801
64.5332
64.5332
65.27839
65.27839
66.02358
66.02358
66.76877
66.76877
67.51396
67.51396
68.25915
68.25915
69.00434
69.00434
69.74953
69.74953
70.49472
70.49472
71.23991
71.23991
71.9851
71.9851
72.73029
72.73029
73.47548
73.47548
74.22067
74.22067
74.96586
74.96586
75.71105
75.71105
76.45624
76.45624
77.20143
77.20143
77.94662
77.94662
78.69181
78.69181
79.437
79.437
Valeurs prédites (NIRS)
Valeurs de référence
Teneurs en arabica (%)
Maturity • FAT • Sugars
RTBfoo ds
Proj ec
t
6
Constituent N Mean (% DM) SD SEC R² SEP Caffeine 309 0.28 0.14 0.03 0.94 0.04 Theobromine 313 0.97 0.20 0.07 0.88 0.08 Moisture 772 5.93 0.91 0.14 0.98 0.17 Fat 431 55.58 2.67 0.41 0.91 0.45 B2 192 0.12 0.11 0.04 0.87 0.05 B5 188 0.04 0.04 0.01 0.94 0.02 Epicatechin 187 0.43 0.42 0.08 0.96 0.18 C1 158 0.19 0.19 0.08 0.81 0.11
NIR calibrations
Fat Calibration
RTBfoo ds
Proj ec
t
7
constituent N mean SD SEC R² SEP Theobromine 313 0.94 0.19 0.07 0.86 0.08 Caffeine 309 0.26 0.15 0.03 0.96 0.04
0.5
0.6
0.7
0.8
0.9
1
1.1
1.2
1.3
1.4
1.5
0.5 0.6 0.7 0.8 0.9 1 1.1 1.2 1.3 1.4 1.5
Th eo
br om
in e
w et
ch em
is tr
Ca ffe
in e
w et
ch em
ist ry
Données : classeur = caf_theo.xls / feuille = données labo / plage = $E$2:$E$190 / 189 lignes et 1 colonne
Pondération uniforme (par défaut)
Données : classeur = caf_theo.xls / feuille = données labo / plage = $F$2:$F$190 / 189 lignes et 1 colonne
Pondération uniforme (par défaut)
Description de données quantitatives
Données : classeur = caf_theo.xls / feuille = données labo / plage = $E$2:$G$190 / 189 lignes et 3 colonnes
Pondération uniforme (par défaut)
Aucune donnée manquante détectée
pays
DM
Théobromine
caféine
théo_caf
103
1122/02
0
0.00000
1.31000
0.11000
11.90900
104
60/02
c
1
0.00000
0.59000
0.46000
1.28000
105
59/02
c
1
0.00000
0.62000
0.46000
1.35000
106
58/02
c
1
0.00000
0.73000
0.53000
1.38000
107
57/02
c
1
0.00000
0.74000
0.54000
1.37000
108
56/02
c
1
0.00000
0.85000
0.67000
1.27000
109
55/02
c
1
0.00000
0.59000
0.48000
1.23000
110
54/02
c
1
0.00000
0.63000
0.49000
1.29000
111
53/02
c
1
0.00000
0.61000
0.46000
1.33000
112
52/02
c
1
0.00000
0.82000
0.57000
1.44000
113
51/02
c
1
0.00000
0.83000
0.65000
1.28000
114
50/02
c
1
0.00000
0.60000
0.45000
1.33000
115
49/02
c
1
0.00000
0.64000
0.46000
1.39000
116
48/02
c
1
0.00000
0.63000
0.49000
1.29000
117
47/02
c
1
0.00000
0.82000
0.57000
1.44000
118
46/02
c
1
0.00000
0.86000
0.67000
1.28000
119
1325/00
c
1
0.00000
0.66000
0.39000
1.69000
120
1324/00
c
1
0.00000
0.69000
0.41000
1.68000
121
1323/00
c
1
0.00000
0.81000
0.45000
1.80000
122
1322/00
c
1
0.00000
0.69000
0.44000
1.57000
123
1321/00
c
1
0.00000
1.10000
0.65000
1.69000
124
1320/00
c
1
0.00000
0.66000
0.44000
1.50000
125
1319/00
c
1
0.00000
0.62000
0.46000
1.35000
126
1318/00
c
1
0.00000
0.79000
0.46000
1.72000
127
1317/00
c
1
0.00000
1.01000
0.60000
1.68000
128
1316/00
c
1
0.00000
1.32000
0.74000
1.78000
129
1315/00
c
1
0.00000
0.78000
0.40000
1.95000
130
1314/00
c
1
0.00000
0.81000
0.42000
1.93000
131
1313/00
c
1
0.00000
0.84000
0.46000
1.83000
132
1312/00
c
1
0.00000
1.02000
0.54000
1.89000
133
1311/00
c
1
0.00000
1.02000
0.57000
1.79000
134
458/01
c
1
0.00000
0.81000
0.52000
1.56000
135
457/01
c
1
0.00000
0.99000
0.64000
1.55000
136
456/01
c
1
0.00000
0.71000
0.48000
1.48000
137
455/01
c
1
0.00000
0.75000
0.49000
1.53000
138
454/01
c
1
0.00000
0.75000
0.49000
1.53000
139
453/01
c
1
0.00000
0.85000
0.48000
1.77000
140
452/01
c
1
0.00000
0.89000
0.68000
1.31000
141
466/01
c
1
0.00000
0.73000
0.45000
1.62000
142
465/01
c
1
0.00000
0.75000
0.50000
1.50000
143
464/01
c
1
0.00000
0.91000
0.65000
1.40000
144
463/01
c
1
0.00000
0.89000
0.69000
1.29000
145
462/01
c
1
0.00000
0.99000
0.73000
1.36000
146
461/01
c
1
0.00000
0.68000
0.47000
1.45000
147
460/01
c
1
0.00000
0.71000
0.48000
1.48000
148
459/01
c
1
0.00000
0.76000
0.54000
1.41000
150
706/02
F
1
93.28000
1.05000
0.30000
3.50000
151
705/02
F
1
93.22000
1.04000
0.32000
3.25000
152
704/02
F
1
93.36000
1.08000
0.31000
3.48387
153
703/02
F
1
92.81000
1.02000
0.28000
3.64286
154
702/02
F
1
92.94000
1.14000
0.30000
3.80000
155
701/02
F
1
93.50000
1.36000
0.35000
3.88571
156
694/02
F
1
93.13000
1.30000
0.36000
3.61111
157
695/02
F
1
93.65000
1.26000
0.37000
3.40541
158
700/02
F
1
93.14000
1.29000
0.38000
3.39474
159
698/02
F
1
93.45000
1.04000
0.29000
3.58621
160
697/02
F
1
93.42000
1.03000
0.32000
3.21875
161
696/02
F
1
92.86000
1.15000
0.33000
3.48485
162
699/02
F
1
92.49000
1.00000
0.32000
3.12500
163
688/02
F
1
93.49000
1.32000
0.39000
3.38462
164
687/02
F
1
93.46000
1.31000
0.35000
3.74286
165
693/02
F
1
93.33000
1.01000
0.30000
3.36667
166
691/02
F
1
93.01000
1.03000
0.38000
2.71053
167
690/02
F
1
92.69000
1.11000
0.31000
3.58065
168
689/02
F
1
92.69000
1.27000
0.33000
3.84848
169
692/02
F
1
93.46000
1.01000
0.28000
3.60714
170
88/03
F
1
93.84000
1.16000
0.29000
4.00000
171
87/03
F
1
93.50000
1.27000
0.38000
3.34211
172
85/03
F
1
93.44000
1.45000
0.42000
3.45238
173
83/03
F
1
94.25000
0.99000
0.26000
3.80769
174
78/03
F
1
94.69000
1.23000
0.32000
3.84375
175
79/03
F
1
94.47000
1.35000
0.35000
3.85714
176
81/03
F
1
94.40000
0.99000
0.28000
3.53571
177
80/03
F
1
94.51000
1.18000
0.36000
3.27778
178
82/03
F
1
94.51000
1.01000
0.26000
3.88462
179
86/03
F
1
93.70000
1.41000
0.42000
3.35714
180
84/03
F
1
94.90000
1.06000
0.28000
3.78571
181
94/03
F
1
94.87000
1.30000
0.33000
3.93939
182
93/03
F
1
94.26000
1.39000
0.36000
3.86111
183
98/03
F
1
0.00000
1.05000
0.30000
3.50000
184
92/03
F
1
94.87000
1.32000
0.37000
3.56757
185
91/03
F
1
93.85000
1.03000
0.28000
3.67857
186
90/03
F
1
0.00000
1.04000
0.29000
3.58621
187
89/03
F
1
94.54000
1.10000
0.29000
3.79310
188
97/03
F
1
0.00000
1.04000
0.32000
3.25000
189
96/03
F
1
93.49000
1.08000
0.28000
3.85714
190
95/03
F
1
94.72000
1.13000
0.30000
3.76667
70
992/02
2
0.00000
1.26000
0.27000
4.66000
71
993/02
2
0.00000
1.22000
0.23000
5.19000
72
994/02
2
0.00000
1.19000
0.25000
4.76000
73
995/02
2
0.00000
1.17000
0.24000
4.94000
74
996/02
2
0.00000
1.00000
0.20000
5.14000
75
997/02
2
0.00000
0.86000
0.18000
4.73000
76
998/02
2
0.00000
0.92000
0.21000
4.34000
77
999/02
2
0.00000
0.80000
0.18000
4.58000
78
1000/02
2
0.00000
0.87000
0.19000
4.66000
79
1001/02
2
0.00000
0.91000
0.30000
3.03000
80
1002/02
2
0.00000
0.83000
0.31000
2.71000
81
1003/02
2
0.00000
0.92000
0.32000
2.84000
82
1004/02
2
0.00000
0.73000
0.28000
2.59000
83
1005/02
2
0.00000
0.71000
0.26000
2.73000
84
1006/02
2
0.00000
0.71000
0.24000
2.92000
85
1007/02
2
0.00000
0.69000
0.25000
2.76000
86
1008/02
2
0.00000
0.71000
0.24000
2.94000
87
1009/02
2
0.00000
0.63000
0.23000
2.78000
88
1010/2002
2
0.00000
0.82000
0.21000
3.98000
89
1011/2002
2
0.00000
0.78000
0.22000
3.60000
90
1012/2002
2
0.00000
0.91000
0.23000
3.92000
91
1013/2002
2
0.00000
0.83000
0.21000
4.00000
92
1014/2002
2
0.00000
0.88000
0.19000
4.51000
93
1015/2002
2
0.00000
0.74000
0.15000
4.82000
94
1016/2002
2
0.00000
0.87000
0.23000
3.81000
95
1017/2002
2
0.00000
1.02000
0.21000
4.92000
96
1018/2002
2
0.00000
0.94000
0.21000
4.47000
97
1019/02
2
0.00000
0.70000
0.22000
3.25000
98
1020/02
2
0.00000
0.82000
0.24000
3.40000
99
1021/02
2
0.00000
0.85000
0.19000
4.55000
100
1022/02
2
0.00000
0.82000
0.16000
5.18000
1
1330/00
3
0.00000
0.91000
0.11000
8.22000
2
1331/00
3
0.00000
0.79000
0.14000
5.74000
3
1/01
3
0.00000
1.20000
0.20000
6.04000
4
4/01
3
0.00000
0.91000
0.14000
6.53000
5
7/01
3
0.00000
0.95000
0.14000
6.83000
6
153/01
3
0.00000
1.21000
0.18000
6.73000
7
156/01
3
0.00000
0.99000
0.19000
5.11000
8
159/01
3
0.00000
0.96000
0.08000
11.35000
9
163/01
3
0.00000
0.90000
0.10000
8.99000
10
164/01
3
0.00000
0.98000
0.17000
5.85000
11
165/01
3
0.00000
0.79000
0.14000
5.54000
12
1329/00-2
3
0.00000
0.98000
0.13000
7.55000
13
1330/00-2
3
0.00000
0.95000
0.12000
7.93000
14
1331/00-2
3
0.00000
0.92000
0.11000
8.07000
15
1/01-2
3
0.00000
1.48000
0.24000
6.07000
16
4/01-2
3
0.00000
0.93000
0.18000
5.12000
17
7/01-2
3
0.00000
1.06000
0.19000
5.69000
18
153/01-2
3
0.00000
1.35000
0.17000
8.19000
19
156/01-2
3
0.00000
1.14000
0.19000
5.89000
20
159/01-2
3
0.00000
1.02000
0.13000
8.11000
21
163/01-2
3
0.00000
0.89000
0.11000
8.31000
22
164/01-2
3
0.00000
1.08000
0.22000
5.01000
23
165/01-2
3
0.00000
0.99000
0.13000
7.45000
24
1329/00-3
3
0.00000
0.79000
0.10000
8.01000
25
1330/00-3
3
0.00000
0.76000
0.11000
6.95000
26
1331/00-3
3
0.00000
0.81000
0.14000
5.83000
27
1/01-3
3
0.00000
0.98000
0.17000
5.74000
28
4/01-3
3
0.00000
0.58000
0.10000
5.49000
29
7/01-3
3
0.00000
0.76000
0.14000
5.57000
30
153/01-3
3
0.00000
1.03000
0.15000
6.64000
31
156/01-3
3
0.00000
0.72000
0.18000
4.06000
32
159/01-3
3
0.00000
0.88000
0.10000
8.47000
33
163/01-3
3
0.00000
0.78000
0.11000
7.06000
34
164/01-3
3
0.00000
0.73000
0.13000
5.75000
35
165/01-3
3
0.00000
0.68000
0.12000
5.53000
36
1329/00-5
3
0.00000
0.90000
0.09000
10.24000
37
1330/00-5
3
0.00000
0.98000
0.12000
8.25000
38
1331/00-5
3
0.00000
0.89000
0.14000
6.41000
39
1/01-5
3
0.00000
0.97000
0.11000
8.57000
40
4/01-5
3
0.00000
0.90000
0.13000
6.65000
41
7/01-5
3
0.00000
0.71000
0.13000
5.67000
42
153/01-5
3
0.00000
0.96000
0.13000
7.15000
43
159/01-5
3
0.00000
0.85000
0.09000
9.37000
44
163/01-5
3
0.00000
0.75000
0.12000
6.24000
45
164/01-5
3
0.00000
0.85000
0.17000
4.94000
46
165/01-5
3
0.00000
0.80000
0.13000
6.19000
47
1329/00-7
3
0.00000
0.95000
0.12000
8.03000
48
1330/00-7
3
0.00000
0.98000
0.11000
9.30000
49
1331/00-7
3
0.00000
1.03000
0.11000
9.17000
50
1/01-7
3
0.00000
1.16000
0.13000
8.63000
51
4/01-7
3
0.00000
1.05000
0.15000
7.25000
52
7/01-7
3
0.00000
0.99000
0.14000
7.12000
53
153/01-7
3
0.00000
1.18000
0.15000
7.86000
54
159/01-7
3
0.00000
0.88000
0.09000
10.33000
55
163/01-7
3
0.00000
0.80000
0.10000
8.09000
56
164/01-7
3
0.00000
0.93000
0.17000
5.58000
57
165/01-7
3
0.00000
0.82000
0.11000
7.43000
58
1329/00-9
3
0.00000
0.97000
0.09000
10.47000
59
1330/00-9
3
0.00000
0.85000
0.09000
9.69000
60
1331/00-9
3
0.00000
0.93000
0.10000
9.20000
61
1/01-9
3
0.00000
1.20000
0.15000
8.00000
62
4/01-9
3
0.00000
1.04000
0.14000
7.38000
63
7/01-9
3
0.00000
0.87000
0.12000
7.43000
64
153/01-9
3
0.00000
0.99000
0.15000
6.74000
65
156/01-9
3
0.00000
1.02000
0.15000
6.74000
66
159/01-9
3
0.00000
1.07000
0.10000
10.51000
67
163/01-9
3
0.00000
0.88000
0.11000
8.08000
68
164/01-9
3
0.00000
1.13000
0.20000
5.66000
69
165/01-9
3
0.00000
0.97000
0.12000
7.83000
101
1023/02
2
0.00000
0.74000
0.09000
8.66000
102
1024/02
2
0.00000
1.10000
0.10000
10.65000
Davrieux: 1024/02 Ghana laisser à part à confirmer 1023/02 SCA6 trinidad à confiremer
Trinidad
1
1330/00
0.91
0.917
2
1331/00
0.79
0.849
4
4/01
0.91
1.038
9
163/01
0.9
0.885
10
164/01
0.98
0.953
11
165/01
0.79
0.843
12
1329/00-2
0.98
0.95
Variable
17
7/01-2
1.06
0.918
18
153/01-2
1.35
1.178
Variable
Moyenne
Ecart-type
19
156/01-2
1.14
1.041
Spir
0.944
0.177
20
159/01-2
1.02
0.89
21
163/01-2
0.89
0.855
22
164/01-2
1.08
1.009
0.806
26
1331/00-3
0.81
0.918
0.805
27
1/01-3
0.98
1.14
28
4/01-3
0.58
0.897
29
7/01-3
0.76
0.862
Evaluation de la valeur de l'information apportée par les variables (H0 = Y=Moy(Y)) :
30
153/01-3
1.03
1.087
31
156/01-3
0.72
0.944
Source
ddl
38
1331/00-5
0.89
0.803
39
1/01-5
0.97
1.036
Paramètre
Valeur
Ecart-type
43
159/01-5
0.85
0.877
44
163/01-5
0.75
0.778
45
164/01-5
0.85
0.92
46
165/01-5
0.8
0.873
47
1329/00-7
0.95
0.86
Individus
Poids
Spir
labo
48
1330/00-7
0.98
0.877
1.408
0.568
0.568
0.5731866667
0.5731866667
0.5783733333
0.5783733333
0.58356
0.58356
0.5887466667
0.5887466667
0.5939333333
0.5939333333
0.59912
0.59912
0.6043066667
0.6043066667
0.6094933333
0.6094933333
0.61468
0.61468
0.6198666667
0.6198666667
0.6250533333
0.6250533333
0.63024
0.63024
0.6354266667
0.6354266667
0.6406133333
0.6406133333
0.6458
0.6458
0.6509866667
0.6509866667
0.6561733333
0.6561733333
0.66136
0.66136
0.6665466667
0.6665466667
0.6717333333
0.6717333333
0.67692
0.67692
0.6821066667
0.6821066667
0.6872933333
0.6872933333
0.69248
0.69248
0.6976666667
0.6976666667
0.7028533333
0.7028533333
0.70804
0.70804
0.7132266667
0.7132266667
0.7184133333
0.7184133333
0.7236
0.7236
0.7287866667
0.7287866667
0.7339733333
0.7339733333
0.73916
0.73916
0.7443466667
0.7443466667
0.7495333333
0.7495333333
0.75472
0.75472
0.7599066667
0.7599066667
0.7650933333
0.7650933333
0.77028
0.77028
0.7754666667
0.7754666667
0.7806533333
0.7806533333
0.78584
0.78584
0.7910266667
0.7910266667
0.7962133333
0.7962133333
0.8014
0.8014
0.8065866667
0.8065866667
0.8117733333
0.8117733333
0.81696
0.81696
0.8221466667
0.8221466667
0.8273333333
0.8273333333
0.83252
0.83252
0.8377066667
0.8377066667
0.8428933333
0.8428933333
0.84808
0.84808
0.8532666667
0.8532666667
0.8584533333
0.8584533333
0.86364
0.86364
0.8688266667
0.8688266667
0.8740133333
0.8740133333
0.8792
0.8792
0.8843866667
0.8843866667
0.8895733333
0.8895733333
0.89476
0.89476
0.8999466667
0.8999466667
0.9051333333
0.9051333333
0.91032
0.91032
0.9155066667
0.9155066667
0.9206933333
0.9206933333
0.92588
0.92588
0.9310666667
0.9310666667
0.9362533333
0.9362533333
0.94144
0.94144
0.9466266667
0.9466266667
0.9518133333
0.9518133333
0.957
0.957
0.9621866667
0.9621866667
0.9673733333
0.9673733333
0.97256
0.97256
0.9777466667
0.9777466667
0.9829333333
0.9829333333
0.98812
0.98812
0.9933066667
0.9933066667
0.9984933333
0.9984933333
1.00368
1.00368
1.0088666667
1.0088666667
1.0140533333
1.0140533333
1.01924
1.01924
1.0244266667
1.0244266667
1.0296133333
1.0296133333
1.0348
1.0348
1.0399866667
1.0399866667
1.0451733333
1.0451733333
1.05036
1.05036
1.0555466667
1.0555466667
1.0607333333
1.0607333333
1.06592
1.06592
1.0711066667
1.0711066667
1.0762933333
1.0762933333
1.08148
1.08148
1.0866666667
1.0866666667
1.0918533333
1.0918533333
1.09704
1.09704
1.1022266667
1.1022266667
1.1074133333
1.1074133333
1.1126
1.1126
1.1177866667
1.1177866667
1.1229733333
1.1229733333
1.12816
1.12816
1.1333466667
1.1333466667
1.1385333333
1.1385333333
1.14372
1.14372
1.1489066667
1.1489066667
1.1540933333
1.1540933333
1.15928
1.15928
1.1644666667
1.1644666667
1.1696533333
1.1696533333
1.17484
1.17484
1.1800266667
1.1800266667
1.1852133333
1.1852133333
1.1904
1.1904
1.1955866667
1.1955866667
1.2007733333
1.2007733333
1.20596
1.20596
1.2111466667
1.2111466667
1.2163333333
1.2163333333
1.22152
1.22152
1.2267066667
1.2267066667
1.2318933333
1.2318933333
1.23708
1.23708
1.2422666667
1.2422666667
1.2474533333
1.2474533333
1.25264
1.25264
1.2578266667
1.2578266667
1.2630133333
1.2630133333
1.2682
1.2682
1.2733866667
1.2733866667
1.2785733333
1.2785733333
1.28376
1.28376
1.2889466667
1.2889466667
1.2941333333
1.2941333333
1.29932
1.29932
1.3045066667
1.3045066667
1.3096933333
1.3096933333
1.31488
1.31488
1.3200666667
1.3200666667
1.3252533333
1.3252533333
1.33044
1.33044
1.3356266667
1.3356266667
1.3408133333
1.3408133333
1.346
1.346
labo
0.568
0.563
0.568
0.389
0.738
0.545
0.581
1.346
1.349
0.573
0.394
0.743
0.551
0.586
0.578
0.399
0.749
0.556
0.592
0.584
0.404
0.754
0.561
0.597
0.589
0.410
0.759
0.566
0.602
0.594
0.415
0.764
0.572
0.607
0.599
0.420
0.769
0.577
0.613
0.604
0.425
0.775
0.582
0.618
0.609
0.430
0.780
0.587
0.623
0.615
0.436
0.785
0.593
0.628
0.620
0.441
0.790
0.598
0.634
0.625
0.446
0.796
0.603
0.639
0.630
0.451
0.801
0.608
0.644
0.635
0.457
0.806
0.614
0.649
0.641
0.462
0.811
0.619
0.655
0.646
0.467
0.817
0.624
0.660
0.651
0.472
0.822
0.629
0.665
0.656
0.478
0.827
0.635
0.670
0.661
0.483
0.832
0.640
0.676
0.667
0.488
0.838
0.645
0.681
0.672
0.493
0.843
0.650
0.686
0.677
0.499
0.848
0.655
0.691
0.682
0.504
0.853
0.661
0.696
0.687
0.509
0.859
0.666
0.702
0.692
0.514
0.864
0.671
0.707
0.698
0.520
0.869
0.676
0.712
0.703
0.525
0.874
0.682
0.717
0.708
0.530
0.880
0.687
0.723
0.713
0.535
0.885
0.692
0.728
0.718
0.541
0.890
0.697
0.733
0.724
0.546
0.895
0.703
0.738
0.729
0.551
0.901
0.708
0.744
0.734
0.556
0.906
0.713
0.749
0.739
0.562
0.911
0.718
0.754
0.744
0.567
0.916
0.724
0.759
0.750
0.572
0.921
0.729
0.765
0.755
0.577
0.927
0.734
0.770
0.760
0.582
0.932
0.739
0.775
0.765
0.588
0.937
0.745
0.780
0.770
0.593
0.942
0.750
0.786
0.775
0.598
0.948
0.755
0.791
0.781
0.603
0.953
0.760
0.796
0.786
0.609
0.958
0.766
0.801
0.791
0.614
0.963
0.771
0.807
0.796
0.619
0.969
0.776
0.812
0.801
0.624
0.974
0.781
0.817
0.807
0.630
0.979
0.786
0.822
0.812
0.635
0.984
0.792
0.828
0.817
0.640
0.990
0.797
0.833
0.822
0.645
0.995
0.802
0.838
0.827
0.651
1.000
0.807
0.843
0.833
0.656
1.005
0.813
0.848
0.838
0.661
1.011
0.818
0.854
0.843
0.666
1.016
0.823
0.859
0.848
0.672
1.021
0.828
0.864
0.853
0.677
1.026
0.834
0.869
0.858
0.682
1.032
0.839
0.875
0.864
0.687
1.037
0.844
0.880
0.869
0.693
1.042
0.849
0.885
0.874
0.698
1.047
0.855
0.890
0.879
0.703
1.052
0.860
0.896
0.884
0.708
1.058
0.865
0.901
0.890
0.714
1.063
0.870
0.906
0.895
0.719
1.068
0.876
0.911
0.900
0.724
1.073
0.881
0.917
0.905
0.729
1.079
0.886
0.922
0.910
0.734
1.084
0.891
0.927
0.916
0.740
1.089
0.897
0.932
0.921
0.745
1.094
0.902
0.938
0.926
0.750
1.100
0.907
0.943
0.931
0.755
1.105
0.912
0.948
0.936
0.761
1.110
0.918
0.953
0.941
0.766
1.115
0.923
0.959
0.947
0.771
1.121
0.928
0.964
0.952
0.776
1.126
0.933
0.969
0.957
0.782
1.131
0.938
0.974
0.962
0.787
1.136
0.944
0.979
0.967
0.792
1.142
0.949
0.985
0.973
0.797
1.147
0.954
0.990
0.978
0.803
1.152
0.959
0.995
0.983
0.808
1.157
0.965
1.000
0.988
0.813
1.163
0.970
1.006
0.993
0.818
1.168
0.975
1.011
0.998
0.824
1.173
0.980
1.016
1.004
0.829
1.178
0.986
1.021
1.009
0.834
1.184
0.991
1.027
1.014
0.839
1.189
0.996
1.032
1.019
0.845
1.194
1.001
1.037
1.024
0.850
1.199
1.007
1.042
1.030
0.855
1.204
1.012
1.048
1.035
0.860
1.210
1.017
1.053
1.040
0.865
1.215
1.022
1.058
1.045
0.871
1.220
1.028
1.063
1.050
0.876
1.225
1.033
1.069
1.056
0.881
1.231
1.038
1.074
1.061
0.886
1.236
1.043
1.079
1.066
0.892
1.241
1.049
1.084
1.071
0.897
1.246
1.054
1.090
1.076
0.902
1.252
1.059
1.095
1.081
0.907
1.257
1.064
1.100
1.087
0.913
1.262
1.070
1.105
1.092
0.918
1.267
1.075
1.110
1.097
0.923
1.273
1.080
1.116
1.102
0.928
1.278
1.085
1.121
1.107
0.934
1.283
1.090
1.126
1.113
0.939
1.288
1.096
1.131
1.118
0.944
1.294
1.101
1.137
1.123
0.949
1.299
1.106
1.142
1.128
0.955
1.304
1.111
1.147
1.133
0.960
1.309
1.117
1.152
1.139
0.965
1.315
1.122
1.158
1.144
0.970
1.320
1.127
1.163
1.149
0.976
1.325
1.132
1.168
1.154
0.981
1.330
1.138
1.173
1.159
0.986
1.335
1.143
1.179
1.164
0.991
1.341
1.148
1.184
1.170
0.997
1.346
1.153
1.189
1.175
1.002
1.351
1.159
1.194
1.180
1.007
1.356
1.164
1.200
1.185
1.012
1.362
1.169
1.205
1.190
1.017
1.367
1.174
1.210
1.196
1.023
1.372
1.180
1.215
1.201
1.028
1.377
1.185
1.221
1.206
1.033
1.383
1.190
1.226
1.211
1.038
1.388
1.195
1.231
1.216
1.044
1.393
1.201
1.236
1.222
1.049
1.398
1.206
1.242
1.227
1.054
1.404
1.211
1.247
1.232
1.059
1.409
1.216
1.252
1.237
1.065
1.414
1.221
1.257
1.242
1.070
1.419
1.227
1.262
1.247
1.075
1.425
1.232
1.268
1.253
1.080
1.430
1.237
1.273
1.258
1.086
1.435
1.242
1.278
1.263
1.091
1.440
1.248
1.283
1.268
1.096
1.446
1.253
1.289
1.273
1.101
1.451
1.258
1.294
1.279
1.107
1.456
1.263
1.299
1.284
1.112
1.461
1.269
1.304
1.289
1.117
1.467
1.274
1.310
1.294
1.122
1.472
1.279
1.315
1.299
1.128
1.477
1.284
1.320
1.305
1.133
1.482
1.290
1.325
1.310
1.138
1.487
1.295
1.331
1.315
1.143
1.493
1.300
1.336
1.320
1.148
1.498
1.305
1.341
1.325
1.154
1.503
1.311
1.346
1.330
1.159
1.508
1.316
1.352
1.336
1.164
1.514
1.321
1.357
1.341
1.169
1.519
1.326
1.362
1.346
1.175
1.524
1.332
1.367
0.083
0.080
0.083
-0.007
0.167
0.071
0.089
0.674
0.684
0.087
-0.003
0.171
0.075
0.093
0.091
0.001
0.175
0.079
0.097
0.095
0.005
0.179
0.083
0.101
0.099
0.009
0.183
0.087
0.105
0.103
0.013
0.187
0.091
0.109
0.107
0.017
0.191
0.095
0.113
0.111
0.021
0.195
0.099
0.117
0.115
0.025
0.199
0.103
0.121
0.118
0.029
0.203
0.107
0.125
0.122
0.033
0.207
0.111
0.129
0.126
0.037
0.211
0.115
0.133
0.130
0.041
0.215
0.119
0.137
0.134
0.045
0.219
0.123
0.141
0.138
0.049
0.223
0.127
0.145
0.142
0.053
0.227
0.131
0.149
0.146
0.057
0.231
0.135
0.153
0.150
0.061
0.235
0.139
0.157
0.154
0.065
0.239
0.143
0.161
0.158
0.069
0.243
0.147
0.165
0.162
0.073
0.247
0.151
0.169
0.166
0.077
0.251
0.155
0.173
0.170
0.081
0.255
0.159
0.177
0.174
0.085
0.259
0.163
0.181
0.178
0.089
0.263
0.168
0.185
0.182
0.093
0.267
0.172
0.189
0.185
0.098
0.271
0.176
0.193
0.189
0.102
0.276
0.180
0.197
0.193
0.106
0.280
0.184
0.201
0.197
0.110
0.284
0.188
0.205
0.201
0.114
0.288
0.192
0.210
0.205
0.118
0.292
0.196
0.214
0.209
0.122
0.296
0.200
0.218
0.213
0.126
0.300
0.204
0.222
0.217
0.130
0.304
0.208
0.226
0.221
0.134
0.308
0.212
0.230
0.225
0.138
0.312
0.216
0.234
0.229
0.142
0.316
0.220
0.238
0.233
0.146
0.320
0.224
0.242
0.237
0.150
0.324
0.228
0.246
0.241
0.154
0.328
0.232
0.250
0.245
0.158
0.332
0.236
0.254
0.248
0.162
0.336
0.240
0.258
0.252
0.166
0.340
0.244
0.262
0.256
0.170
0.344
0.248
0.266
0.260
0.174
0.348
0.252
0.270
0.264
0.178
0.352
0.256
0.274
0.268
0.182
0.356
0.260
0.278
0.272
0.186
0.360
0.264
0.282
0.276
0.190
0.364
0.268
0.286
0.280
0.194
0.368
0.272
0.290
0.284
0.198
0.372
0.276
0.294
0.288
0.202
0.376
0.280
0.298
0.292
0.206
0.380
0.284
0.302
0.296
0.210
0.384
0.288
0.306
0.300
0.214
0.388
0.292
0.310
0.304
0.218
0.392
0.296
0.314
0.308
0.222
0.396
0.301
0.318
0.312
0.226
0.400
0.305
0.322
0.315
0.230
0.404
0.309
0.326
0.319
0.235
0.408
0.313
0.330
0.323
0.239
0.413
0.317
0.334
0.327
0.243
0.417
0.321
0.338
0.331
0.247
0.421
0.325
0.342
0.335
0.251
0.425
0.329
0.347
0.339
0.255
0.429
0.333
0.351
0.343
0.259
0.433
0.337
0.355
0.347
0.263
0.437
0.341
0.359
0.351
0.267
0.441
0.345
0.363
0.355
0.271
0.445
0.349
0.367
0.359
0.275
0.449
0.353
0.371
0.363
0.279
0.453
0.357
0.375
0.367
0.283
0.457
0.361
0.379
0.371
0.287
0.461
0.365
0.383
0.375
0.291
0.465
0.369
0.387
0.379
0.295
0.469
0.373
0.391
0.382
0.299
0.473
0.377
0.395
0.386
0.303
0.477
0.381
0.399
0.390
0.307
0.481
0.385
0.403
0.394
0.311
0.485
0.389
0.407
0.398
0.315
0.489
0.393
0.411
0.402
0.319
0.493
0.397
0.415
0.406
0.323
0.497
0.401
0.419
0.410
0.327
0.501
0.405
0.423
0.414
0.331
0.505
0.409
0.427
0.418
0.335
0.509
0.413
0.431
0.422
0.339
0.513
0.417
0.435
0.426
0.343
0.517
0.421
0.439
0.430
0.347
0.521
0.425
0.443
0.434
0.351
0.525
0.429
0.447
0.438
0.355
0.529
0.433
0.451
0.442
0.359
0.533
0.438
0.455
0.445
0.363
0.537
0.442
0.459
0.449
0.367
0.541
0.446
0.463
0.453
0.372
0.545
0.450
0.467
0.457
0.376
0.550
0.454
0.471
0.461
0.380
0.554
0.458
0.475
0.465
0.384
0.558
0.462
0.479
0.469
0.388
0.562
0.466
0.484
0.473
0.392
0.566
0.470
0.488
0.477
0.396
0.570
0.474
0.492
0.481
0.400
0.574
0.478
0.496
0.485
0.404
0.578
0.482
0.500
0.489
0.408
0.582
0.486
0.504
0.493
0.412
0.586
0.490
0.508
0.497
0.416
0.590
0.494
0.512
0.501
0.420
0.594
0.498
0.516
0.505
0.424
0.598
0.502
0.520
0.509
0.428
0.602
0.506
0.524
0.512
0.432
0.606
0.510
0.528
0.516
0.436
0.610
0.514
0.532
0.520
0.440
0.614
0.518
0.536
0.524
0.444
0.618
0.522
0.540
0.528
0.448
0.622
0.526
0.544
0.532
0.452
0.626
0.530
0.548
0.536
0.456
0.630
0.534
0.552
0.540
0.460
0.634
0.538
0.556
0.544
0.464
0.638
0.542
0.560
0.548
0.468
0.642
0.546
0.564
0.552
0.472
0.646
0.550
0.568
0.556
0.476
0.650
0.554
0.572
0.560
0.480
0.654
0.558
0.576
0.564
0.484
0.658
0.562
0.580
0.568
0.488
0.662
0.566
0.584
0.572
0.492
0.666
0.571
0.588
0.576
0.496
0.670
0.575
0.592
0.579
0.500
0.674
0.579
0.596
0.583
0.505
0.678
0.583
0.600
0.587
0.509
0.682
0.587
0.604
0.591
0.513
0.687
0.591
0.608
0.595
0.517
0.691
0.595
0.612
0.599
0.521
0.695
0.599
0.616
0.603
0.525
0.699
0.603
0.621
0.607
0.529
0.703
0.607
0.625
0.611
0.533
0.707
0.611
0.629
0.615
0.537
0.711
0.615
0.633
0.619
0.541
0.715
0.619
0.637
0.623
0.545
0.719
0.623
0.641
0.627
0.549
0.723
0.627
0.645
0.631
0.553
0.727
0.631
0.649
0.635
0.557
0.731
0.635
0.653
0.639
0.561
0.735
0.639
0.657
0.642
0.565
0.739
0.643
0.661
0.646
0.569
0.743
0.647
0.665
0.650
0.573
0.747
0.651
0.669
0.654
0.577
0.751
0.655
0.673
0.658
0.581
0.755
0.659
0.677
0.662
0.585
0.759
0.663
0.681
0.666
0.589
0.763
0.667
0.685
0.670
0.593
0.767
0.671
0.689
0.674
0.597
0.771
0.675
0.693
labo
Spir
1
1330/00
0.11
0.209
2
1331/00
0.14
0.192
4
4/01
0.14
0.212
9
163/01
0.1
0.116
10
164/01
0.17
0.154
11
165/01
0.14
0.144
12
1329/00-2
0.13
0.128
Variable
17
7/01-2
0.19
0.141
18
153/01-2
0.17
0.174
Variable
Moyenne
Ecart-type
19
156/01-2
0.19
0.17
Spir
0.283
0.154
20
159/01-2
0.13
0.152
21
163/01-2
0.11
0.123
22
164/01-2
0.22
0.185
0.928
26
1331/00-3
0.14
0.155
0.928
27
1/01-3
0.17
0.231
28
4/01-3
0.1
0.099
29
7/01-3
0.14
0.1
Evaluation de la valeur de l'information apportée par les variables (H0 = Y=Moy(Y)) :
30
153/01-3
0.15
0.142
31
156/01-3
0.18
0.131
Source
ddl
38
1331/00-5
0.14
0.158
39
1/01-5
0.11
0.166
Paramètre
Valeur
Ecart-type
43
159/01-5
0.09
0.124
44
163/01-5
0.12
0.103
45
164/01-5
0.17
0.161
46
165/01-5
0.13
0.084
47
1329/00-7
0.12
0.12
Individus
Poids
Spir
labo
48
1330/00-7
0.11
0.11
1.398
0.083
0.083
0.08694
0.08694
0.09088
0.09088
0.09482
0.09482
0.09876
0.09876
0.1027
0.1027
0.10664
0.10664
0.11058
0.11058
0.11452
0.11452
0.11846
0.11846
0.1224
0.1224
0.12634
0.12634
0.13028
0.13028
0.13422
0.13422
0.13816
0.13816
0.1421
0.1421
0.14604
0.14604
0.14998
0.14998
0.15392
0.15392
0.15786
0.15786
0.1618
0.1618
0.16574
0.16574
0.16968
0.16968
0.17362
0.17362
0.17756
0.17756
0.1815
0.1815
0.18544
0.18544
0.18938
0.18938
0.19332
0.19332
0.19726
0.19726
0.2012
0.2012
0.20514
0.20514
0.20908
0.20908
0.21302
0.21302
0.21696
0.21696
0.2209
0.2209
0.22484
0.22484
0.22878
0.22878
0.23272
0.23272
0.23666
0.23666
0.2406
0.2406
0.24454
0.24454
0.24848
0.24848
0.25242
0.25242
0.25636
0.25636
0.2603
0.2603
0.26424
0.26424
0.26818
0.26818
0.27212
0.27212
0.27606
0.27606
0.28
0.28
0.28394
0.28394
0.28788
0.28788
0.29182
0.29182
0.29576
0.29576
0.2997
0.2997
0.30364
0.30364
0.30758
0.30758
0.31152
0.31152
0.31546
0.31546
0.3194
0.3194
0.32334
0.32334
0.32728
0.32728
0.33122
0.33122
0.33516
0.33516
0.3391
0.3391
0.34304
0.34304
0.34698
0.34698
0.35092
0.35092
0.35486
0.35486
0.3588
0.3588
0.36274
0.36274
0.36668
0.36668
0.37062
0.37062
0.37456
0.37456
0.3785
0.3785
0.38244
0.38244
0.38638
0.38638
0.39032
0.39032
0.39426
0.39426
0.3982
0.3982
0.40214
0.40214
0.40608
0.40608
0.41002
0.41002
0.41396
0.41396
0.4179
0.4179
0.42184
0.42184
0.42578
0.42578
0.42972
0.42972
0.43366
0.43366
0.4376
0.4376
0.44154
0.44154
0.44548
0.44548
0.44942
0.44942
0.45336
0.45336
0.4573
0.4573
0.46124
0.46124
0.46518
0.46518
0.46912
0.46912
0.47306
0.47306
0.477
0.477
0.48094
0.48094
0.48488
0.48488
0.48882
0.48882
0.49276
0.49276
0.4967
0.4967
0.50064
0.50064
0.50458
0.50458
0.50852
0.50852
0.51246
0.51246
0.5164
0.5164
0.52034
0.52034
0.52428
0.52428
0.52822
0.52822
0.53216
0.53216
0.5361
0.5361
0.54004
0.54004
0.54398
0.54398
0.54792
0.54792
0.55186
0.55186
0.5558
0.5558
0.55974
0.55974
0.56368
0.56368
0.56762
0.56762
0.57156
0.57156
0.5755
0.5755
0.57944
0.57944
0.58338
0.58338
0.58732
0.58732
0.59126
0.59126
0.5952
0.5952
0.59914
0.59914
0.60308
0.60308
0.60702
0.60702
0.61096
0.61096
0.6149
0.6149
0.61884
0.61884
0.62278
0.62278
0.62672
0.62672
0.63066
0.63066
0.6346
0.6346
0.63854
0.63854
0.64248
0.64248
0.64642
0.64642
0.65036
0.65036
0.6543
0.6543
0.65824
0.65824
0.66218
0.66218
0.66612
0.66612
0.67006
0.67006
0.674
0.674
labo
ref
Pays
theo
caf
rapport
1122/02
0
1.155
0.114
10.1315789474
60/02
1
0.568
0.441
1.2879818594
59/02
1
0.668
0.512
1.3046875
58/02
1
0.702
0.502
1.3984063745
57/02
1
0.747
0.513
1.4561403509
56/02
1
0.863
0.674
1.2804154303
55/02
1
0.598
0.526
1.1368821293
54/02
1
0.621
0.473
1.3128964059
53/02
1
0.689
0.479
1.4384133612
52/02
1
0.838
0.529
1.584120983
51/02
1
0.872
0.662
1.3172205438
50/02
1
0.603
0.519
1.161849711
49/02
1
0.595
0.515
1.1553398058
48/02
1
0.668
0.467
1.4304068522
47/02
1
0.757
0.529
1.4310018904
46/02
1
0.791
0.631
1.2535657686
1325/00
1
0.636
0.401
1.5860349127
1324/00
1
0.728
0.395
1.8430379747
1323/00
1
0.86
0.478
1.7991631799
1322/00
1
0.97
0.474
2.0464135021
1321/00
1
1.012
0.656
1.5426829268
1320/00
1
0.622
0.426
1.4600938967
1319/00
1
0.65
0.432
1.5046296296
1318/00
1
0.718
0.472
1.5211864407
1317/00
1
1.044
0.578
1.8062283737
1316/00
1
0.958
0.582
1.64604811
1315/00
1
0.653
0.442
1.4773755656
1314/00
1
0.728
0.436
1.6697247706
1313/00
1
0.76
0.454
1.6740088106
1312/00
1
0.906
0.581
1.5593803787
1311/00
1
0.973
0.67
1.452238806
458/01
1
0.985
0.544
1.8106617647
457/01
1
0.987
0.622
1.5868167203
456/01
1
0.811
0.474
1.7109704641
455/01
1
0.729
0.451
1.6164079823
454/01
1
0.827
0.46
1.797826087
453/01
1
0.953
0.529
1.8015122873
452/01
1
1
0.639
1.5649452269
466/01
1
0.671
0.431
1.5568445476
465/01
1
0.787
0.457
1.7221006565
464/01
1
0.869
0.439
1.979498861
463/01
1
0.948
0.557
1.7019748654
462/01
1
1.004
0.619
1.6219709208
461/01
1
0.642
0.447
1.4362416107
460/01
1
0.667
0.46
1.45
459/01
1
0.804
0.476
1.6890756303
706/02
1
1.073
0.299
3.5886287625
705/02
1
1.084
0.292
3.7123287671
704/02
1
1.144
0.339
3.3746312684
703/02
1
1.152
0.297
3.8787878788
702/02
1
1.162
0.333
3.4894894895
701/02
1
1.339
0.394
3.3984771574
694/02
1
1.281
0.337
3.8011869436
695/02
1
1.208
0.379
3.1873350923
700/02
1
1.309
0.327
4.003058104
698/02
1
1.055
0.298
3.5402684564
697/02
1
1.041
0.299
3.4816053512
696/02
1
1.161
0.254
4.5708661417
699/02
1
1.015
0.235
4.3191489362
688/02
1
1.238
0.379
3.2664907652
687/02
1
1.254
0.359
3.4930362117
693/02
1
0.95
0.296
3.2094594595
691/02
1
0.994
0.321
3.0965732087
690/02
1
1.03
0.296
3.4797297297
689/02
1
1.126
0.304
3.7039473684
692/02
1
1.036
0.317
3.2681388013
88/03
1
1.111
0.329
3.376899696
87/03
1
1.196
0.38
3.1473684211
85/03
1
1.34
0.386
3.4715025907
83/03
1
1.075
0.282
3.8120567376
78/03
1
1.33
0.348
3.8218390805
79/03
1
1.325
0.387
3.4237726098
81/03
1
1.046
0.287
3.6445993031
80/03
1
1.184
0.324
3.6543209877
82/03
1
1.064
0.272
3.9117647059
86/03
1
1.342
0.385
3.4857142857
84/03
1
1.013
0.279
3.6308243728
94/03
1
1.224
0.314
3.898089172
93/03
1
1.346
0.346
3.8901734104
98/03
1
1.077
0.264
4.0795454545
92/03
1
1.327
0.378
3.5105820106
91/03
1
1.004
0.289
3.4740484429
90/03
1
1.042
0.303
3.4389438944
89/03
1
1.086
0.311
3.4919614148
97/03
1
0.999
0.297
3.3636363636
96/03
1
1.119
0.287
3.8989547038
95/03
1
1.116
0.301
3.707641196
992/02
2
1.227
0.174
7.0517241379
993/02
2
1.236
0.248
4.9838709677
994/02
2
1.107
0.246
4.5
995/02
2
1.003
0.206
4.8689320388
996/02
2
1.04
0.157
6.6242038217
997/02
2
0.835
0.161
5.1863354037
998/02
2
0.834
0.2
4.17
999/02
2
0.84
0.155
5.4193548387
1000/02
2
0.821
0.158
5.1962025316
1001/02
2
0.885
0.271
3.2656826568
1002/02
2
0.95
0.3
3.1666666667
1003/02
2
0.914
0.326
2.8036809816
1004/02
2
0.76
0.318
2.3899371069
1005/02
2
0.701
0.265
2.6452830189
1006/02
2
0.779
0.255
3.0549019608
1007/02
2
0.662
0.219
3.0228310502
1008/02
2
0.695
0.246
2.825203252
1009/02
2
0.673
0.227
2.9647577093
1010/2002
2
0.955
0.224
4.2633928571
1011/2002
2
0.775
0.259
2.9922779923
1012/2002
2
0.832
0.243
3.4238683128
1013/2002
2
0.877
0.208
4.2163461538
1014/2002
2
0.925
0.206
4.4902912621
1015/2002
2
0.802
0.165
4.8606060606
1016/2002
2
0.859
0.219
3.9223744292
1017/2002
2
0.965
0.235
4.1063829787
1018/2002
2
0.99
0.178
5.5617977528
1019/02
2
0.746
0.243
3.0699588477
1020/02
2
0.801
0.246
3.256097561
1021/02
2
0.87
0.183
4.7540983607
1022/02
2
0.839
0.163
5.1472392638
1023/02
2
0.697
0.137
5.0875912409
1024/02
2
0.853
0.355
2.4028169014
1330/00
3
0.917
0.209
4.3875598086
1331/00
3
0.849
0.192
4.421875
1/01
3
1.211
0.167
7.251497006
4/01
3
1.038
0.212
4.8962264151
7/01
3
0.992
0.15
6.6133333333
153/01
3
1.212
0.201
6.0298507463
156/01
3
1.101
0.218
5.0504587156
159/01
3
0.919
0.181
5.0773480663
163/01
3
0.885
0.116
7.6293103448
164/01
3
0.953
0.154
6.1883116883
165/01
3
0.843
0.144
5.8541666667
1329/00-2
3
0.95
0.128
7.421875
1330/00-2
3
0.973
0.131
7.427480916
1331/00-2
3
0.954
0.121
7.8842975207
1/01-2
3
1.201
0.192
6.2552083333
4/01-2
3
1.025
0.111
9.2342342342
7/01-2
3
0.918
0.141
6.5106382979
153/01-2
3
1.178
0.174
6.7701149425
156/01-2
3
1.041
0.17
6.1235294118
159/01-2
3
0.89
0.152
5.8552631579
163/01-2
3
0.855
0.123
6.9512195122
164/01-2
3
1.009
0.185
5.4540540541
165/01-2
3
0.946
0.088
10.75
1329/00-3
3
0.906
0.116
7.8103448276
1330/00-3
3
0.878
0.131
6.7022900763
1331/00-3
3
0.918
0.155
5.9225806452
1/01-3
3
1.14
0.231
4.9350649351
4/01-3
3
0.897
0.099
9.0606060606
7/01-3
3
0.862
0.1
8.62
153/01-3
3
1.087
0.142
7.6549295775
156/01-3
3
0.944
0.131
7.2061068702
159/01-3
3
0.876
0.114
7.6842105263
163/01-3
3
0.755
0.092
8.2065217391
164/01-3
3
0.943
0.164
5.75
165/01-3
3
0.837
0.089
9.404494382
1329/00-5
3
0.78
0.083
9.3975903614
1330/00-5
3
0.847
0.126
6.7222222222
1331/00-5
3
0.803
0.158
5.082278481
1/01-5
3
1.036
0.166
6.2409638554
4/01-5
3
1.005
0.187
5.3743315508
7/01-5
3
0.8
0.166
4.8192771084
153/01-5
3
1.093
0.133
8.2180451128
159/01-5
3
0.877
0.124
7.0725806452
163/01-5
3
0.778
0.103
7.5533980583
164/01-5
3
0.92
0.161
5.7142857143
165/01-5
3
0.873
0.084
10.3928571429
1329/00-7
3
0.86
0.12
7.1666666667
1330/00-7
3
0.877
0.11
7.9727272727
1331/00-7
3
0.899
0.137
6.5620437956
1/01-7
3
1.129
0.169
6.6804733728
4/01-7
3
0.99
0.141
7.0212765957
7/01-7
3
0.937
0.11
8.5181818182
153/01-7
3
1.157
0.168
6.8869047619
159/01-7
3
0.926
0.115
8.052173913
163/01-7
3
0.859
0.118
7.2796610169
164/01-7
3
0.997
0.145
6.875862069
165/01-7
3
0.923
0.113
8.1681415929
1329/00-9
3
0.965
0.087
11.091954023
1330/00-9
3
0.883
0.124
7.1209677419
1331/00-9
3
0.865
0.111
7.7927927928
1/01-9
3
1.057
0.155
6.8193548387
4/01-9
3
0.977
0.122
8.0081967213
7/01-9
3
0.893
0.119
7.5042016807
153/01-9
3
1.141
0.191
5.9738219895
156/01-9
3
1.046
0.164
6.3780487805
159/01-9
3
1.006
0.146
6.8904109589
163/01-9
3
0.925
0.094
9.8404255319
164/01-9
3
1.103
0.159
6.9371069182
165/01-9
3
0.952
0.11
8.6545454545
Venezuela
Trinidad
Données : classeur = caf_theo.xls / feuille = données labo / plage = $E$2:$E$190 / 189 lignes et 1 colonne
Pondération uniforme (par défaut)
Données : classeur = caf_theo.xls / feuille = données labo / plage = $F$2:$F$190 / 189 lignes et 1 colonne
Pondération uniforme (par défaut)
Description de données quantitatives
Données : classeur = caf_theo.xls / feuille = données labo / plage = $E$2:$G$190 / 189 lignes et 3 colonnes
Pondération uniforme (par défaut)
Aucune donnée manquante détectée
pays
DM
Théobromine
caféine
théo_caf
103
1122/02
0
0.00000
1.31000
0.11000
11.90900
104
60/02
c
1
0.00000
0.59000
0.46000
1.28000
105
59/02
c
1
0.00000
0.62000
0.46000
1.35000
106
58/02
c
1
0.00000
0.73000
0.53000
1.38000
107
57/02
c
1
0.00000
0.74000
0.54000
1.37000
108
56/02
c
1
0.00000
0.85000
0.67000
1.27000
109
55/02
c
1
0.00000
0.59000
0.48000
1.23000
110
54/02
c
1
0.00000
0.63000
0.49000
1.29000
111
53/02
c
1
0.00000
0.61000
0.46000
1.33000
112
52/02
c
1
0.00000
0.82000
0.57000
1.44000
113
51/02
c
1
0.00000
0.83000
0.65000
1.28000
114
50/02
c
1
0.00000
0.60000
0.45000
1.33000
115
49/02
c
1
0.00000
0.64000
0.46000
1.39000
116
48/02
c
1
0.00000
0.63000
0.49000
1.29000
117
47/02
c
1
0.00000
0.82000
0.57000
1.44000
118
46/02
c
1
0.00000
0.86000
0.67000
1.28000
119
1325/00
c
1
0.00000
0.66000
0.39000
1.69000
120
1324/00
c
1
0.00000
0.69000
0.41000
1.68000
121
1323/00
c
1
0.00000
0.81000
0.45000
1.80000
122
1322/00
c
1
0.00000
0.69000
0.44000
1.57000
123
1321/00
c
1
0.00000
1.10000
0.65000
1.69000
124
1320/00
c
1
0.00000
0.66000
0.44000
1.50000
125
1319/00
c
1
0.00000
0.62000
0.46000
1.35000
126
1318/00
c
1
0.00000
0.79000
0.46000
1.72000
127
1317/00
c
1
0.00000
1.01000
0.60000
1.68000
128
1316/00
c
1
0.00000
1.32000
0.74000
1.78000
129
1315/00
c
1
0.00000
0.78000
0.40000
1.95000
130
1314/00
c
1
0.00000
0.81000
0.42000
1.93000
131
1313/00
c
1
0.00000
0.84000
0.46000
1.83000
132
1312/00
c
1
0.00000
1.02000
0.54000
1.89000
133
1311/00
c
1
0.00000
1.02000
0.57000
1.79000
134
458/01
c
1
0.00000
0.81000
0.52000
1.56000
135
457/01
c
1
0.00000
0.99000
0.64000
1.55000
136
456/01
c
1
0.00000
0.71000
0.48000
1.48000
137
455/01
c
1
0.00000
0.75000
0.49000
1.53000
138
454/01
c
1
0.00000
0.75000
0.49000
1.53000
139
453/01
c
1
0.00000
0.85000
0.48000
1.77000
140
452/01
c
1
0.00000
0.89000
0.68000
1.31000
141
466/01
c
1
0.00000
0.73000
0.45000
1.62000
142
465/01
c
1
0.00000
0.75000
0.50000
1.50000
143
464/01
c
1
0.00000
0.91000
0.65000
1.40000
144
463/01
c
1
0.00000
0.89000
0.69000
1.29000
145
462/01
c
1
0.00000
0.99000
0.73000
1.36000
146
461/01
c
1
0.00000
0.68000
0.47000
1.45000
147
460/01
c
1
0.00000
0.71000
0.48000
1.48000
148
459/01
c
1
0.00000
0.76000
0.54000
1.41000
150
706/02
F
1
93.28000
1.05000
0.30000
3.50000
151
705/02
F
1
93.22000
1.04000
0.32000
3.25000
152
704/02
F
1
93.36000
1.08000
0.31000
3.48387
153
703/02
F
1
92.81000
1.02000
0.28000
3.64286
154
702/02
F
1
92.94000
1.14000
0.30000
3.80000
155
701/02
F
1
93.50000
1.36000
0.35000
3.88571
156
694/02
F
1
93.13000
1.30000
0.36000
3.61111
157
695/02
F
1
93.65000
1.26000
0.37000
3.40541
158
700/02
F
1
93.14000
1.29000
0.38000
3.39474
159
698/02
F
1
93.45000
1.04000
0.29000
3.58621
160
697/02
F
1
93.42000
1.03000
0.32000
3.21875
161
696/02
F
1
92.86000
1.15000
0.33000
3.48485
162
699/02
F
1
92.49000
1.00000
0.32000
3.12500
163
688/02
F
1
93.49000
1.32000
0.39000
3.38462
164
687/02
F
1
93.46000
1.31000
0.35000
3.74286
165
693/02
F
1
93.33000
1.01000
0.30000
3.36667
166
691/02
F
1
93.01000
1.03000
0.38000
2.71053
167
690/02
F
1
92.69000
1.11000
0.31000
3.58065
168
689/02
F
1
92.69000
1.27000
0.33000
3.84848
169
692/02
F
1
93.46000
1.01000
0.28000
3.60714
170
88/03
F
1
93.84000
1.16000
0.29000
4.00000
171
87/03
F
1
93.50000
1.27000
0.38000
3.34211
172
85/03
F
1
93.44000
1.45000
0.42000
3.45238
173
83/03
F
1
94.25000
0.99000
0.26000
3.80769
174
78/03
F
1
94.69000
1.23000
0.32000
3.84375
175
79/03
F
1
94.47000
1.35000
0.35000
3.85714
176
81/03
F
1
94.40000
0.99000
0.28000
3.53571
177
80/03
F
1
94.51000
1.18000
0.36000
3.27778
178
82/03
F
1
94.51000
1.01000
0.26000
3.88462
179
86/03
F
1
93.70000
1.41000
0.42000
3.35714
180
84/03
F
1
94.90000
1.06000
0.28000
3.78571
181
94/03
F
1
94.87000
1.30000
0.33000
3.93939
182
93/03
F
1
94.26000
1.39000
0.36000
3.86111
183
98/03
F
1
0.00000
1.05000
0.30000
3.50000
184
92/03
F
1
94.87000
1.32000
0.37000
3.56757
185
91/03
F
1
93.85000
1.03000
0.28000
3.67857
186
90/03
F
1
0.00000
1.04000
0.29000
3.58621
187
89/03
F
1
94.54000
1.10000
0.29000
3.79310
188
97/03
F
1
0.00000
1.04000
0.32000
3.25000
189
96/03
F
1
93.49000
1.08000
0.28000
3.85714
190
95/03
F
1
94.72000
1.13000
0.30000
3.76667
70
992/02
2
0.00000
1.26000
0.27000
4.66000
71
993/02
2
0.00000
1.22000
0.23000
5.19000
72
994/02
2
0.00000
1.19000
0.25000
4.76000
73
995/02
2
0.00000
1.17000
0.24000
4.94000
74
996/02
2
0.00000
1.00000
0.20000
5.14000
75
997/02
2
0.00000
0.86000
0.18000
4.73000
76
998/02
2
0.00000
0.92000
0.21000
4.34000
77
999/02
2
0.00000
0.80000
0.18000
4.58000
78
1000/02
2
0.00000
0.87000
0.19000
4.66000
79
1001/02
2
0.00000
0.91000
0.30000
3.03000
80
1002/02
2
0.00000
0.83000
0.31000
2.71000
81
1003/02
2
0.00000
0.92000
0.32000
2.84000
82
1004/02
2
0.00000
0.73000
0.28000
2.59000
83
1005/02
2
0.00000
0.71000
0.26000
2.73000
84
1006/02
2
0.00000
0.71000
0.24000
2.92000
85
1007/02
2
0.00000
0.69000
0.25000
2.76000
86
1008/02
2
0.00000
0.71000
0.24000
2.94000
87
1009/02
2
0.00000
0.63000
0.23000
2.78000
88
1010/2002
2
0.00000
0.82000
0.21000
3.98000
89
1011/2002
2
0.00000
0.78000
0.22000
3.60000
90
1012/2002
2
0.00000
0.91000
0.23000
3.92000
91
1013/2002
2
0.00000
0.83000
0.21000
4.00000
92
1014/2002
2
0.00000
0.88000
0.19000
4.51000
93
1015/2002
2
0.00000
0.74000
0.15000
4.82000
94
1016/2002
2
0.00000
0.87000
0.23000
3.81000
95
1017/2002
2
0.00000
1.02000
0.21000
4.92000
96
1018/2002
2
0.00000
0.94000
0.21000
4.47000
97
1019/02
2
0.00000
0.70000
0.22000
3.25000
98
1020/02
2
0.00000
0.82000
0.24000
3.40000
99
1021/02
2
0.00000
0.85000
0.19000
4.55000
100
1022/02
2
0.00000
0.82000
0.16000
5.18000
1
1330/00
3
0.00000
0.91000
0.11000
8.22000
2
1331/00
3
0.00000
0.79000
0.14000
5.74000
3
1/01
3
0.00000
1.20000
0.20000
6.04000
4
4/01
3
0.00000
0.91000
0.14000
6.53000
5
7/01
3
0.00000
0.95000
0.14000
6.83000
6
153/01
3
0.00000
1.21000
0.18000
6.73000
7
156/01
3
0.00000
0.99000
0.19000
5.11000
8
159/01
3
0.00000
0.96000
0.08000
11.35000
9
163/01
3
0.00000
0.90000
0.10000
8.99000
10
164/01
3
0.00000
0.98000
0.17000
5.85000
11
165/01
3
0.00000
0.79000
0.14000
5.54000
12
1329/00-2
3
0.00000
0.98000
0.13000
7.55000
13
1330/00-2
3
0.00000
0.95000
0.12000
7.93000
14
1331/00-2
3
0.00000
0.92000
0.11000
8.07000
15
1/01-2
3
0.00000
1.48000
0.24000
6.07000
16
4/01-2
3
0.00000
0.93000
0.18000
5.12000
17
7/01-2
3
0.00000
1.06000
0.19000
5.69000
18
153/01-2
3
0.00000
1.35000
0.17000
8.19000
19
156/01-2
3
0.00000
1.14000
0.19000
5.89000
20
159/01-2
3
0.00000
1.02000
0.13000
8.11000
21
163/01-2
3
0.00000
0.89000
0.11000
8.31000
22
164/01-2
3
0.00000
1.08000
0.22000
5.01000
23
165/01-2
3
0.00000
0.99000
0.13000
7.45000
24
1329/00-3
3
0.00000
0.79000
0.10000
8.01000
25
1330/00-3
3
0.00000
0.76000
0.11000
6.95000
26
1331/00-3
3
0.00000
0.81000
0.14000
5.83000
27
1/01-3
3
0.00000
0.98000
0.17000
5.74000
28
4/01-3
3
0.00000
0.58000
0.10000
5.49000
29
7/01-3
3
0.00000
0.76000
0.14000
5.57000
30
153/01-3
3
0.00000
1.03000
0.15000
6.64000
31
156/01-3
3
0.00000
0.72000
0.18000
4.06000
32
159/01-3
3
0.00000
0.88000
0.10000
8.47000
33
163/01-3
3
0.00000
0.78000
0.11000
7.06000
34
164/01-3
3
0.00000
0.73000
0.13000
5.75000
35
165/01-3
3
0.00000
0.68000
0.12000
5.53000
36
1329/00-5
3
0.00000
0.90000
0.09000
10.24000
37
1330/00-5
3
0.00000
0.98000
0.12000
8.25000
38
1331/00-5
3
0.00000
0.89000
0.14000
6.41000
39
1/01-5
3
0.00000
0.97000
0.11000
8.57000
40
4/01-5
3
0.00000
0.90000
0.13000
6.65000
41
7/01-5
3
0.00000
0.71000
0.13000
5.67000
42
153/01-5
3
0.00000
0.96000
0.13000
7.15000
43
159/01-5
3
0.00000
0.85000
0.09000
9.37000
44
163/01-5
3
0.00000
0.75000
0.12000
6.24000
45
164/01-5
3
0.00000
0.85000
0.17000
4.94000
46
165/01-5
3
0.00000
0.80000
0.13000
6.19000
47
1329/00-7
3
0.00000
0.95000
0.12000
8.03000
48
1330/00-7
3
0.00000
0.98000
0.11000
9.30000
49
1331/00-7
3
0.00000
1.03000
0.11000
9.17000
50
1/01-7
3
0.00000
1.16000
0.13000
8.63000
51
4/01-7
3
0.00000
1.05000
0.15000
7.25000
52
7/01-7
3
0.00000
0.99000
0.14000
7.12000
53
153/01-7
3
0.00000
1.18000
0.15000
7.86000
54
159/01-7
3
0.00000
0.88000
0.09000
10.33000
55
163/01-7
3
0.00000
0.80000
0.10000
8.09000
56
164/01-7
3
0.00000
0.93000
0.17000
5.58000
57
165/01-7
3
0.00000
0.82000
0.11000
7.43000
58
1329/00-9
3
0.00000
0.97000
0.09000
10.47000
59
1330/00-9
3
0.00000
0.85000
0.09000
9.69000
60
1331/00-9
3
0.00000
0.93000
0.10000
9.20000
61
1/01-9
3
0.00000
1.20000
0.15000
8.00000
62
4/01-9
3
0.00000
1.04000
0.14000
7.38000
63
7/01-9
3
0.00000
0.87000
0.12000
7.43000
64
153/01-9
3
0.00000
0.99000
0.15000
6.74000
65
156/01-9
3
0.00000
1.02000
0.15000
6.74000
66
159/01-9
3
0.00000
1.07000
0.10000
10.51000
67
163/01-9
3
0.00000
0.88000
0.11000
8.08000
68
164/01-9
3
0.00000
1.13000
0.20000
5.66000
69
165/01-9
3
0.00000
0.97000
0.12000
7.83000
101
1023/02
2
0.00000
0.74000
0.09000
8.66000
102
1024/02
2
0.00000
1.10000
0.10000
10.65000
Davrieux: 1024/02 Ghana laisser à part à confirmer 1023/02 SCA6 trinidad à confiremer
Trinidad
1
1330/00
0.91
0.917
2
1331/00
0.79
0.849
4
4/01
0.91
1.038
9
163/01
0.9
0.885
10
164/01
0.98
0.953
11
165/01
0.79
0.843
12
1329/00-2
0.98
0.95
Variable
17
7/01-2
1.06
0.918
18
153/01-2
1.35
1.178
Variable
Moyenne
Ecart-type
19
156/01-2
1.14
1.041
Spir
0.944
0.177
20
159/
pour le Développement (CIRAD), Saint-Pierre, La Réunion, France
Page 2 of 56
This report has been written in the framework of RTBfoods project.
To be cited as:
Fabrice DAVRIEUX (2019). Quality Control, Process Monitoring, High Throughput Phenotyping. Saint-Pierre, La Réunion, France: RTBfoods Project Report, 56 p.
Ethics: The activities, which led to the production of this manual, were assessed and approved by the CIRAD Ethics Committee (H2020 ethics self-assessment procedure). When relevant, samples were prepared according to good hygiene and manufacturing practices. When external participants were involved in an activity, they were priorly informed about the objective of the activity and explained that their participation was entirely voluntary, that they could stop the interview at any point and that their responses would be anonymous and securely stored by the research team for research purposes. Written consent (signature) was systematically sought from sensory panelists and from consumers participating in activities.
Acknowledgments: This work was supported by the RTBfoods project https://rtbfoods.cirad.fr, through a grant OPP1178942: Breeding RTB products for end user preferences (RTBfoods), to the French Agricultural Research Centre for International Development (CIRAD), Montpellier, France, by the Bill & Melinda Gates Foundation (BMGF).
Image cover page © LAJOUS P. for RTBfoods.
Near infrared Spectroscopy
ds Proj
ec t
3
Green coffee Data base with more than 6000 samples : all origins / varieties
Quantification of: • Dry matter • Fat • Caffeine • Trigonelline • CGA • Sugars
Commercial quality Sensorial Quality Breeding programs
Improvement of models using coffee collection (high genetic diversity) from Reunion (coffee collection)
Started in 1990: Quantification of caffeine for breeding program Already high throughput phenotyping !
RTBfoo ds
Proj ec
60 70 80 90
0 10 20 30 40 50 60 70 80 90
predicted values (NIRS)
R² = 0.99 Pente = 1.007 SEP = 2.27
N M SD SEC R² SECV Nbr termes PLS 321 51 34 1.3 1 1.85 15
Roasted coffee Quantification : • DM • Fat • Caffeine • Trigonelline • CGA • Sugars
Commercial quality Sensorial quality Certification (decaffeinated, % of arabica) formulation
Monitoring of roasting process Blend characterization and pure variety Certification of
ground roasted coffees
predicted values (NIRS)
N5/98
5
6.619
-1.619
N7/98
35
36.034
-1.034
N8/98
55
55.475
-0.475
N17/98
18
15.937
2.063
N18/98
23
22.271
0.729
N19/98
20
23.41
-3.41
N20/98
80
79.437
0.563
N21/98
30
25.386
4.614
Evaluation de la valeur de l'information apportée par les variables (H0 = Y=Moy(Y)):
N22/98
70
66.804
3.196
N23/98
10
6.764
3.236
Source
DF
Valeur
Ecart-type
Constante
0.3225879129
0.8744
0.3689
0.7163
-1.5076
2.1527
Analyse des résidus :
Borne inf. de la prévision (int. de conf. à 95%)
Borne sup. de la prévision (int. de conf. à 95%)
1
1
6.619
5
6.9851
-1.9851
-0.8790
1.8825
12.0877
2
1
18.919
15
19.3660
-4.3660
-1.9331
14.3657
24.3664
3
1
36.034
35
36.5936
-1.5936
-0.7056
31.6253
41.5620
4
1
55.475
55
56.1625
-1.1625
-0.5147
51.0730
61.2521
5
1
8.186
10
8.5624
1.4376
0.6365
3.4764
13.6485
6
1
17.696
20
18.1350
1.8650
0.8258
13.1274
23.1426
7
1
40.849
40
41.4403
-1.4403
-0.6377
36.4574
46.4233
8
1
59.559
60
60.2734
-0.2734
-0.1210
55.1379
65.4089
9
1
8.385
10
8.7627
1.2373
0.5478
3.6788
13.8467
10
1
47.614
50
48.2498
1.7502
0.7749
43.2290
53.2706
11
1
69.258
70
70.0362
-0.0362
-0.0160
64.7649
75.3075
12
1
4.918
5
5.2729
-0.2729
-0.1208
0.1512
10.3947
13
1
15.937
18
16.3644
1.6356
0.7242
11.3453
21.3836
14
1
22.271
23
22.7401
0.2599
0.1151
17.7563
27.7239
15
1
23.41
20
23.8866
-3.8866
-1.7209
18.9073
28.8659
16
1
79.437
80
80.2822
-0.2822
-0.1249
74.8306
85.7337
17
1
25.386
30
25.8756
4.1244
1.8262
20.9027
30.8485
18
1
66.804
70
67.5661
2.4339
1.0777
62.3326
72.7995
19
1
6.764
10
7.1311
2.8689
1.2703
2.0300
12.2321
20
1
23.027
20
23.5011
-3.5011
-1.5502
18.5203
28.4818
21
1
28.304
30
28.8128
1.1872
0.5257
23.8462
33.7794
Interprétation des résultats :
Les variables X sélectionnées expliquent 99.06% de la variabilité de la variable Y ce qui constitue un bon résultat.
Le rejet de l’hypothèse selon laquelle le modèle le plus simple (seulement une constante et pas de variables explicatives) serait aussi puissant que le modèle que vous proposez,
se fait avec un risque qui n'est que de 0.01%. Les variables sélectionnées apportent donc une information significative au modèle.
La variable qui a le plus de poids dans le modèle est : Valeurs prédites (NIRS).
Feuil1
4.918
4.918
5.66319
5.66319
6.40838
6.40838
7.15357
7.15357
7.89876
7.89876
8.64395
8.64395
9.38914
9.38914
10.13433
10.13433
10.87952
10.87952
11.62471
11.62471
12.3699
12.3699
13.11509
13.11509
13.86028
13.86028
14.60547
14.60547
15.35066
15.35066
16.09585
16.09585
16.84104
16.84104
17.58623
17.58623
18.33142
18.33142
19.07661
19.07661
19.8218
19.8218
20.56699
20.56699
21.31218
21.31218
22.05737
22.05737
22.80256
22.80256
23.54775
23.54775
24.29294
24.29294
25.03813
25.03813
25.78332
25.78332
26.52851
26.52851
27.2737
27.2737
28.01889
28.01889
28.76408
28.76408
29.50927
29.50927
30.25446
30.25446
30.99965
30.99965
31.74484
31.74484
32.49003
32.49003
33.23522
33.23522
33.98041
33.98041
34.7256
34.7256
35.47079
35.47079
36.21598
36.21598
36.96117
36.96117
37.70636
37.70636
38.45155
38.45155
39.19674
39.19674
39.94193
39.94193
40.68712
40.68712
41.43231
41.43231
42.1775
42.1775
42.92269
42.92269
43.66788
43.66788
44.41307
44.41307
45.15826
45.15826
45.90345
45.90345
46.64864
46.64864
47.39383
47.39383
48.13902
48.13902
48.88421
48.88421
49.6294
49.6294
50.37459
50.37459
51.11978
51.11978
51.86497
51.86497
52.61016
52.61016
53.35535
53.35535
54.10054
54.10054
54.84573
54.84573
55.59092
55.59092
56.33611
56.33611
57.0813
57.0813
57.82649
57.82649
58.57168
58.57168
59.31687
59.31687
60.06206
60.06206
60.80725
60.80725
61.55244
61.55244
62.29763
62.29763
63.04282
63.04282
63.78801
63.78801
64.5332
64.5332
65.27839
65.27839
66.02358
66.02358
66.76877
66.76877
67.51396
67.51396
68.25915
68.25915
69.00434
69.00434
69.74953
69.74953
70.49472
70.49472
71.23991
71.23991
71.9851
71.9851
72.73029
72.73029
73.47548
73.47548
74.22067
74.22067
74.96586
74.96586
75.71105
75.71105
76.45624
76.45624
77.20143
77.20143
77.94662
77.94662
78.69181
78.69181
79.437
79.437
Valeurs prédites (NIRS)
Valeurs de référence
Teneurs en arabica (%)
N5/98
5
6.619
-1.619
N7/98
35
36.034
-1.034
N8/98
55
55.475
-0.475
N17/98
18
15.937
2.063
N18/98
23
22.271
0.729
N19/98
20
23.41
-3.41
N20/98
80
79.437
0.563
N21/98
30
25.386
4.614
Evaluation de la valeur de l'information apportée par les variables (H0 = Y=Moy(Y)):
N22/98
70
66.804
3.196
N23/98
10
6.764
3.236
Source
DF
Valeur
Ecart-type
Constante
0.3225879129
0.8744
0.3689
0.7163
-1.5076
2.1527
Analyse des résidus :
Borne inf. de la prévision (int. de conf. à 95%)
Borne sup. de la prévision (int. de conf. à 95%)
1
1
6.619
5
6.9851
-1.9851
-0.8790
1.8825
12.0877
2
1
18.919
15
19.3660
-4.3660
-1.9331
14.3657
24.3664
3
1
36.034
35
36.5936
-1.5936
-0.7056
31.6253
41.5620
4
1
55.475
55
56.1625
-1.1625
-0.5147
51.0730
61.2521
5
1
8.186
10
8.5624
1.4376
0.6365
3.4764
13.6485
6
1
17.696
20
18.1350
1.8650
0.8258
13.1274
23.1426
7
1
40.849
40
41.4403
-1.4403
-0.6377
36.4574
46.4233
8
1
59.559
60
60.2734
-0.2734
-0.1210
55.1379
65.4089
9
1
8.385
10
8.7627
1.2373
0.5478
3.6788
13.8467
10
1
47.614
50
48.2498
1.7502
0.7749
43.2290
53.2706
11
1
69.258
70
70.0362
-0.0362
-0.0160
64.7649
75.3075
12
1
4.918
5
5.2729
-0.2729
-0.1208
0.1512
10.3947
13
1
15.937
18
16.3644
1.6356
0.7242
11.3453
21.3836
14
1
22.271
23
22.7401
0.2599
0.1151
17.7563
27.7239
15
1
23.41
20
23.8866
-3.8866
-1.7209
18.9073
28.8659
16
1
79.437
80
80.2822
-0.2822
-0.1249
74.8306
85.7337
17
1
25.386
30
25.8756
4.1244
1.8262
20.9027
30.8485
18
1
66.804
70
67.5661
2.4339
1.0777
62.3326
72.7995
19
1
6.764
10
7.1311
2.8689
1.2703
2.0300
12.2321
20
1
23.027
20
23.5011
-3.5011
-1.5502
18.5203
28.4818
21
1
28.304
30
28.8128
1.1872
0.5257
23.8462
33.7794
Interprétation des résultats :
Les variables X sélectionnées expliquent 99.06% de la variabilité de la variable Y ce qui constitue un bon résultat.
Le rejet de l’hypothèse selon laquelle le modèle le plus simple (seulement une constante et pas de variables explicatives) serait aussi puissant que le modèle que vous proposez,
se fait avec un risque qui n'est que de 0.01%. Les variables sélectionnées apportent donc une information significative au modèle.
La variable qui a le plus de poids dans le modèle est : Valeurs prédites (NIRS).
Feuil1
4.918
4.918
5.66319
5.66319
6.40838
6.40838
7.15357
7.15357
7.89876
7.89876
8.64395
8.64395
9.38914
9.38914
10.13433
10.13433
10.87952
10.87952
11.62471
11.62471
12.3699
12.3699
13.11509
13.11509
13.86028
13.86028
14.60547
14.60547
15.35066
15.35066
16.09585
16.09585
16.84104
16.84104
17.58623
17.58623
18.33142
18.33142
19.07661
19.07661
19.8218
19.8218
20.56699
20.56699
21.31218
21.31218
22.05737
22.05737
22.80256
22.80256
23.54775
23.54775
24.29294
24.29294
25.03813
25.03813
25.78332
25.78332
26.52851
26.52851
27.2737
27.2737
28.01889
28.01889
28.76408
28.76408
29.50927
29.50927
30.25446
30.25446
30.99965
30.99965
31.74484
31.74484
32.49003
32.49003
33.23522
33.23522
33.98041
33.98041
34.7256
34.7256
35.47079
35.47079
36.21598
36.21598
36.96117
36.96117
37.70636
37.70636
38.45155
38.45155
39.19674
39.19674
39.94193
39.94193
40.68712
40.68712
41.43231
41.43231
42.1775
42.1775
42.92269
42.92269
43.66788
43.66788
44.41307
44.41307
45.15826
45.15826
45.90345
45.90345
46.64864
46.64864
47.39383
47.39383
48.13902
48.13902
48.88421
48.88421
49.6294
49.6294
50.37459
50.37459
51.11978
51.11978
51.86497
51.86497
52.61016
52.61016
53.35535
53.35535
54.10054
54.10054
54.84573
54.84573
55.59092
55.59092
56.33611
56.33611
57.0813
57.0813
57.82649
57.82649
58.57168
58.57168
59.31687
59.31687
60.06206
60.06206
60.80725
60.80725
61.55244
61.55244
62.29763
62.29763
63.04282
63.04282
63.78801
63.78801
64.5332
64.5332
65.27839
65.27839
66.02358
66.02358
66.76877
66.76877
67.51396
67.51396
68.25915
68.25915
69.00434
69.00434
69.74953
69.74953
70.49472
70.49472
71.23991
71.23991
71.9851
71.9851
72.73029
72.73029
73.47548
73.47548
74.22067
74.22067
74.96586
74.96586
75.71105
75.71105
76.45624
76.45624
77.20143
77.20143
77.94662
77.94662
78.69181
78.69181
79.437
79.437
Valeurs prédites (NIRS)
Valeurs de référence
Teneurs en arabica (%)
Maturity • FAT • Sugars
RTBfoo ds
Proj ec
t
6
Constituent N Mean (% DM) SD SEC R² SEP Caffeine 309 0.28 0.14 0.03 0.94 0.04 Theobromine 313 0.97 0.20 0.07 0.88 0.08 Moisture 772 5.93 0.91 0.14 0.98 0.17 Fat 431 55.58 2.67 0.41 0.91 0.45 B2 192 0.12 0.11 0.04 0.87 0.05 B5 188 0.04 0.04 0.01 0.94 0.02 Epicatechin 187 0.43 0.42 0.08 0.96 0.18 C1 158 0.19 0.19 0.08 0.81 0.11
NIR calibrations
Fat Calibration
RTBfoo ds
Proj ec
t
7
constituent N mean SD SEC R² SEP Theobromine 313 0.94 0.19 0.07 0.86 0.08 Caffeine 309 0.26 0.15 0.03 0.96 0.04
0.5
0.6
0.7
0.8
0.9
1
1.1
1.2
1.3
1.4
1.5
0.5 0.6 0.7 0.8 0.9 1 1.1 1.2 1.3 1.4 1.5
Th eo
br om
in e
w et
ch em
is tr
Ca ffe
in e
w et
ch em
ist ry
Données : classeur = caf_theo.xls / feuille = données labo / plage = $E$2:$E$190 / 189 lignes et 1 colonne
Pondération uniforme (par défaut)
Données : classeur = caf_theo.xls / feuille = données labo / plage = $F$2:$F$190 / 189 lignes et 1 colonne
Pondération uniforme (par défaut)
Description de données quantitatives
Données : classeur = caf_theo.xls / feuille = données labo / plage = $E$2:$G$190 / 189 lignes et 3 colonnes
Pondération uniforme (par défaut)
Aucune donnée manquante détectée
pays
DM
Théobromine
caféine
théo_caf
103
1122/02
0
0.00000
1.31000
0.11000
11.90900
104
60/02
c
1
0.00000
0.59000
0.46000
1.28000
105
59/02
c
1
0.00000
0.62000
0.46000
1.35000
106
58/02
c
1
0.00000
0.73000
0.53000
1.38000
107
57/02
c
1
0.00000
0.74000
0.54000
1.37000
108
56/02
c
1
0.00000
0.85000
0.67000
1.27000
109
55/02
c
1
0.00000
0.59000
0.48000
1.23000
110
54/02
c
1
0.00000
0.63000
0.49000
1.29000
111
53/02
c
1
0.00000
0.61000
0.46000
1.33000
112
52/02
c
1
0.00000
0.82000
0.57000
1.44000
113
51/02
c
1
0.00000
0.83000
0.65000
1.28000
114
50/02
c
1
0.00000
0.60000
0.45000
1.33000
115
49/02
c
1
0.00000
0.64000
0.46000
1.39000
116
48/02
c
1
0.00000
0.63000
0.49000
1.29000
117
47/02
c
1
0.00000
0.82000
0.57000
1.44000
118
46/02
c
1
0.00000
0.86000
0.67000
1.28000
119
1325/00
c
1
0.00000
0.66000
0.39000
1.69000
120
1324/00
c
1
0.00000
0.69000
0.41000
1.68000
121
1323/00
c
1
0.00000
0.81000
0.45000
1.80000
122
1322/00
c
1
0.00000
0.69000
0.44000
1.57000
123
1321/00
c
1
0.00000
1.10000
0.65000
1.69000
124
1320/00
c
1
0.00000
0.66000
0.44000
1.50000
125
1319/00
c
1
0.00000
0.62000
0.46000
1.35000
126
1318/00
c
1
0.00000
0.79000
0.46000
1.72000
127
1317/00
c
1
0.00000
1.01000
0.60000
1.68000
128
1316/00
c
1
0.00000
1.32000
0.74000
1.78000
129
1315/00
c
1
0.00000
0.78000
0.40000
1.95000
130
1314/00
c
1
0.00000
0.81000
0.42000
1.93000
131
1313/00
c
1
0.00000
0.84000
0.46000
1.83000
132
1312/00
c
1
0.00000
1.02000
0.54000
1.89000
133
1311/00
c
1
0.00000
1.02000
0.57000
1.79000
134
458/01
c
1
0.00000
0.81000
0.52000
1.56000
135
457/01
c
1
0.00000
0.99000
0.64000
1.55000
136
456/01
c
1
0.00000
0.71000
0.48000
1.48000
137
455/01
c
1
0.00000
0.75000
0.49000
1.53000
138
454/01
c
1
0.00000
0.75000
0.49000
1.53000
139
453/01
c
1
0.00000
0.85000
0.48000
1.77000
140
452/01
c
1
0.00000
0.89000
0.68000
1.31000
141
466/01
c
1
0.00000
0.73000
0.45000
1.62000
142
465/01
c
1
0.00000
0.75000
0.50000
1.50000
143
464/01
c
1
0.00000
0.91000
0.65000
1.40000
144
463/01
c
1
0.00000
0.89000
0.69000
1.29000
145
462/01
c
1
0.00000
0.99000
0.73000
1.36000
146
461/01
c
1
0.00000
0.68000
0.47000
1.45000
147
460/01
c
1
0.00000
0.71000
0.48000
1.48000
148
459/01
c
1
0.00000
0.76000
0.54000
1.41000
150
706/02
F
1
93.28000
1.05000
0.30000
3.50000
151
705/02
F
1
93.22000
1.04000
0.32000
3.25000
152
704/02
F
1
93.36000
1.08000
0.31000
3.48387
153
703/02
F
1
92.81000
1.02000
0.28000
3.64286
154
702/02
F
1
92.94000
1.14000
0.30000
3.80000
155
701/02
F
1
93.50000
1.36000
0.35000
3.88571
156
694/02
F
1
93.13000
1.30000
0.36000
3.61111
157
695/02
F
1
93.65000
1.26000
0.37000
3.40541
158
700/02
F
1
93.14000
1.29000
0.38000
3.39474
159
698/02
F
1
93.45000
1.04000
0.29000
3.58621
160
697/02
F
1
93.42000
1.03000
0.32000
3.21875
161
696/02
F
1
92.86000
1.15000
0.33000
3.48485
162
699/02
F
1
92.49000
1.00000
0.32000
3.12500
163
688/02
F
1
93.49000
1.32000
0.39000
3.38462
164
687/02
F
1
93.46000
1.31000
0.35000
3.74286
165
693/02
F
1
93.33000
1.01000
0.30000
3.36667
166
691/02
F
1
93.01000
1.03000
0.38000
2.71053
167
690/02
F
1
92.69000
1.11000
0.31000
3.58065
168
689/02
F
1
92.69000
1.27000
0.33000
3.84848
169
692/02
F
1
93.46000
1.01000
0.28000
3.60714
170
88/03
F
1
93.84000
1.16000
0.29000
4.00000
171
87/03
F
1
93.50000
1.27000
0.38000
3.34211
172
85/03
F
1
93.44000
1.45000
0.42000
3.45238
173
83/03
F
1
94.25000
0.99000
0.26000
3.80769
174
78/03
F
1
94.69000
1.23000
0.32000
3.84375
175
79/03
F
1
94.47000
1.35000
0.35000
3.85714
176
81/03
F
1
94.40000
0.99000
0.28000
3.53571
177
80/03
F
1
94.51000
1.18000
0.36000
3.27778
178
82/03
F
1
94.51000
1.01000
0.26000
3.88462
179
86/03
F
1
93.70000
1.41000
0.42000
3.35714
180
84/03
F
1
94.90000
1.06000
0.28000
3.78571
181
94/03
F
1
94.87000
1.30000
0.33000
3.93939
182
93/03
F
1
94.26000
1.39000
0.36000
3.86111
183
98/03
F
1
0.00000
1.05000
0.30000
3.50000
184
92/03
F
1
94.87000
1.32000
0.37000
3.56757
185
91/03
F
1
93.85000
1.03000
0.28000
3.67857
186
90/03
F
1
0.00000
1.04000
0.29000
3.58621
187
89/03
F
1
94.54000
1.10000
0.29000
3.79310
188
97/03
F
1
0.00000
1.04000
0.32000
3.25000
189
96/03
F
1
93.49000
1.08000
0.28000
3.85714
190
95/03
F
1
94.72000
1.13000
0.30000
3.76667
70
992/02
2
0.00000
1.26000
0.27000
4.66000
71
993/02
2
0.00000
1.22000
0.23000
5.19000
72
994/02
2
0.00000
1.19000
0.25000
4.76000
73
995/02
2
0.00000
1.17000
0.24000
4.94000
74
996/02
2
0.00000
1.00000
0.20000
5.14000
75
997/02
2
0.00000
0.86000
0.18000
4.73000
76
998/02
2
0.00000
0.92000
0.21000
4.34000
77
999/02
2
0.00000
0.80000
0.18000
4.58000
78
1000/02
2
0.00000
0.87000
0.19000
4.66000
79
1001/02
2
0.00000
0.91000
0.30000
3.03000
80
1002/02
2
0.00000
0.83000
0.31000
2.71000
81
1003/02
2
0.00000
0.92000
0.32000
2.84000
82
1004/02
2
0.00000
0.73000
0.28000
2.59000
83
1005/02
2
0.00000
0.71000
0.26000
2.73000
84
1006/02
2
0.00000
0.71000
0.24000
2.92000
85
1007/02
2
0.00000
0.69000
0.25000
2.76000
86
1008/02
2
0.00000
0.71000
0.24000
2.94000
87
1009/02
2
0.00000
0.63000
0.23000
2.78000
88
1010/2002
2
0.00000
0.82000
0.21000
3.98000
89
1011/2002
2
0.00000
0.78000
0.22000
3.60000
90
1012/2002
2
0.00000
0.91000
0.23000
3.92000
91
1013/2002
2
0.00000
0.83000
0.21000
4.00000
92
1014/2002
2
0.00000
0.88000
0.19000
4.51000
93
1015/2002
2
0.00000
0.74000
0.15000
4.82000
94
1016/2002
2
0.00000
0.87000
0.23000
3.81000
95
1017/2002
2
0.00000
1.02000
0.21000
4.92000
96
1018/2002
2
0.00000
0.94000
0.21000
4.47000
97
1019/02
2
0.00000
0.70000
0.22000
3.25000
98
1020/02
2
0.00000
0.82000
0.24000
3.40000
99
1021/02
2
0.00000
0.85000
0.19000
4.55000
100
1022/02
2
0.00000
0.82000
0.16000
5.18000
1
1330/00
3
0.00000
0.91000
0.11000
8.22000
2
1331/00
3
0.00000
0.79000
0.14000
5.74000
3
1/01
3
0.00000
1.20000
0.20000
6.04000
4
4/01
3
0.00000
0.91000
0.14000
6.53000
5
7/01
3
0.00000
0.95000
0.14000
6.83000
6
153/01
3
0.00000
1.21000
0.18000
6.73000
7
156/01
3
0.00000
0.99000
0.19000
5.11000
8
159/01
3
0.00000
0.96000
0.08000
11.35000
9
163/01
3
0.00000
0.90000
0.10000
8.99000
10
164/01
3
0.00000
0.98000
0.17000
5.85000
11
165/01
3
0.00000
0.79000
0.14000
5.54000
12
1329/00-2
3
0.00000
0.98000
0.13000
7.55000
13
1330/00-2
3
0.00000
0.95000
0.12000
7.93000
14
1331/00-2
3
0.00000
0.92000
0.11000
8.07000
15
1/01-2
3
0.00000
1.48000
0.24000
6.07000
16
4/01-2
3
0.00000
0.93000
0.18000
5.12000
17
7/01-2
3
0.00000
1.06000
0.19000
5.69000
18
153/01-2
3
0.00000
1.35000
0.17000
8.19000
19
156/01-2
3
0.00000
1.14000
0.19000
5.89000
20
159/01-2
3
0.00000
1.02000
0.13000
8.11000
21
163/01-2
3
0.00000
0.89000
0.11000
8.31000
22
164/01-2
3
0.00000
1.08000
0.22000
5.01000
23
165/01-2
3
0.00000
0.99000
0.13000
7.45000
24
1329/00-3
3
0.00000
0.79000
0.10000
8.01000
25
1330/00-3
3
0.00000
0.76000
0.11000
6.95000
26
1331/00-3
3
0.00000
0.81000
0.14000
5.83000
27
1/01-3
3
0.00000
0.98000
0.17000
5.74000
28
4/01-3
3
0.00000
0.58000
0.10000
5.49000
29
7/01-3
3
0.00000
0.76000
0.14000
5.57000
30
153/01-3
3
0.00000
1.03000
0.15000
6.64000
31
156/01-3
3
0.00000
0.72000
0.18000
4.06000
32
159/01-3
3
0.00000
0.88000
0.10000
8.47000
33
163/01-3
3
0.00000
0.78000
0.11000
7.06000
34
164/01-3
3
0.00000
0.73000
0.13000
5.75000
35
165/01-3
3
0.00000
0.68000
0.12000
5.53000
36
1329/00-5
3
0.00000
0.90000
0.09000
10.24000
37
1330/00-5
3
0.00000
0.98000
0.12000
8.25000
38
1331/00-5
3
0.00000
0.89000
0.14000
6.41000
39
1/01-5
3
0.00000
0.97000
0.11000
8.57000
40
4/01-5
3
0.00000
0.90000
0.13000
6.65000
41
7/01-5
3
0.00000
0.71000
0.13000
5.67000
42
153/01-5
3
0.00000
0.96000
0.13000
7.15000
43
159/01-5
3
0.00000
0.85000
0.09000
9.37000
44
163/01-5
3
0.00000
0.75000
0.12000
6.24000
45
164/01-5
3
0.00000
0.85000
0.17000
4.94000
46
165/01-5
3
0.00000
0.80000
0.13000
6.19000
47
1329/00-7
3
0.00000
0.95000
0.12000
8.03000
48
1330/00-7
3
0.00000
0.98000
0.11000
9.30000
49
1331/00-7
3
0.00000
1.03000
0.11000
9.17000
50
1/01-7
3
0.00000
1.16000
0.13000
8.63000
51
4/01-7
3
0.00000
1.05000
0.15000
7.25000
52
7/01-7
3
0.00000
0.99000
0.14000
7.12000
53
153/01-7
3
0.00000
1.18000
0.15000
7.86000
54
159/01-7
3
0.00000
0.88000
0.09000
10.33000
55
163/01-7
3
0.00000
0.80000
0.10000
8.09000
56
164/01-7
3
0.00000
0.93000
0.17000
5.58000
57
165/01-7
3
0.00000
0.82000
0.11000
7.43000
58
1329/00-9
3
0.00000
0.97000
0.09000
10.47000
59
1330/00-9
3
0.00000
0.85000
0.09000
9.69000
60
1331/00-9
3
0.00000
0.93000
0.10000
9.20000
61
1/01-9
3
0.00000
1.20000
0.15000
8.00000
62
4/01-9
3
0.00000
1.04000
0.14000
7.38000
63
7/01-9
3
0.00000
0.87000
0.12000
7.43000
64
153/01-9
3
0.00000
0.99000
0.15000
6.74000
65
156/01-9
3
0.00000
1.02000
0.15000
6.74000
66
159/01-9
3
0.00000
1.07000
0.10000
10.51000
67
163/01-9
3
0.00000
0.88000
0.11000
8.08000
68
164/01-9
3
0.00000
1.13000
0.20000
5.66000
69
165/01-9
3
0.00000
0.97000
0.12000
7.83000
101
1023/02
2
0.00000
0.74000
0.09000
8.66000
102
1024/02
2
0.00000
1.10000
0.10000
10.65000
Davrieux: 1024/02 Ghana laisser à part à confirmer 1023/02 SCA6 trinidad à confiremer
Trinidad
1
1330/00
0.91
0.917
2
1331/00
0.79
0.849
4
4/01
0.91
1.038
9
163/01
0.9
0.885
10
164/01
0.98
0.953
11
165/01
0.79
0.843
12
1329/00-2
0.98
0.95
Variable
17
7/01-2
1.06
0.918
18
153/01-2
1.35
1.178
Variable
Moyenne
Ecart-type
19
156/01-2
1.14
1.041
Spir
0.944
0.177
20
159/01-2
1.02
0.89
21
163/01-2
0.89
0.855
22
164/01-2
1.08
1.009
0.806
26
1331/00-3
0.81
0.918
0.805
27
1/01-3
0.98
1.14
28
4/01-3
0.58
0.897
29
7/01-3
0.76
0.862
Evaluation de la valeur de l'information apportée par les variables (H0 = Y=Moy(Y)) :
30
153/01-3
1.03
1.087
31
156/01-3
0.72
0.944
Source
ddl
38
1331/00-5
0.89
0.803
39
1/01-5
0.97
1.036
Paramètre
Valeur
Ecart-type
43
159/01-5
0.85
0.877
44
163/01-5
0.75
0.778
45
164/01-5
0.85
0.92
46
165/01-5
0.8
0.873
47
1329/00-7
0.95
0.86
Individus
Poids
Spir
labo
48
1330/00-7
0.98
0.877
1.408
0.568
0.568
0.5731866667
0.5731866667
0.5783733333
0.5783733333
0.58356
0.58356
0.5887466667
0.5887466667
0.5939333333
0.5939333333
0.59912
0.59912
0.6043066667
0.6043066667
0.6094933333
0.6094933333
0.61468
0.61468
0.6198666667
0.6198666667
0.6250533333
0.6250533333
0.63024
0.63024
0.6354266667
0.6354266667
0.6406133333
0.6406133333
0.6458
0.6458
0.6509866667
0.6509866667
0.6561733333
0.6561733333
0.66136
0.66136
0.6665466667
0.6665466667
0.6717333333
0.6717333333
0.67692
0.67692
0.6821066667
0.6821066667
0.6872933333
0.6872933333
0.69248
0.69248
0.6976666667
0.6976666667
0.7028533333
0.7028533333
0.70804
0.70804
0.7132266667
0.7132266667
0.7184133333
0.7184133333
0.7236
0.7236
0.7287866667
0.7287866667
0.7339733333
0.7339733333
0.73916
0.73916
0.7443466667
0.7443466667
0.7495333333
0.7495333333
0.75472
0.75472
0.7599066667
0.7599066667
0.7650933333
0.7650933333
0.77028
0.77028
0.7754666667
0.7754666667
0.7806533333
0.7806533333
0.78584
0.78584
0.7910266667
0.7910266667
0.7962133333
0.7962133333
0.8014
0.8014
0.8065866667
0.8065866667
0.8117733333
0.8117733333
0.81696
0.81696
0.8221466667
0.8221466667
0.8273333333
0.8273333333
0.83252
0.83252
0.8377066667
0.8377066667
0.8428933333
0.8428933333
0.84808
0.84808
0.8532666667
0.8532666667
0.8584533333
0.8584533333
0.86364
0.86364
0.8688266667
0.8688266667
0.8740133333
0.8740133333
0.8792
0.8792
0.8843866667
0.8843866667
0.8895733333
0.8895733333
0.89476
0.89476
0.8999466667
0.8999466667
0.9051333333
0.9051333333
0.91032
0.91032
0.9155066667
0.9155066667
0.9206933333
0.9206933333
0.92588
0.92588
0.9310666667
0.9310666667
0.9362533333
0.9362533333
0.94144
0.94144
0.9466266667
0.9466266667
0.9518133333
0.9518133333
0.957
0.957
0.9621866667
0.9621866667
0.9673733333
0.9673733333
0.97256
0.97256
0.9777466667
0.9777466667
0.9829333333
0.9829333333
0.98812
0.98812
0.9933066667
0.9933066667
0.9984933333
0.9984933333
1.00368
1.00368
1.0088666667
1.0088666667
1.0140533333
1.0140533333
1.01924
1.01924
1.0244266667
1.0244266667
1.0296133333
1.0296133333
1.0348
1.0348
1.0399866667
1.0399866667
1.0451733333
1.0451733333
1.05036
1.05036
1.0555466667
1.0555466667
1.0607333333
1.0607333333
1.06592
1.06592
1.0711066667
1.0711066667
1.0762933333
1.0762933333
1.08148
1.08148
1.0866666667
1.0866666667
1.0918533333
1.0918533333
1.09704
1.09704
1.1022266667
1.1022266667
1.1074133333
1.1074133333
1.1126
1.1126
1.1177866667
1.1177866667
1.1229733333
1.1229733333
1.12816
1.12816
1.1333466667
1.1333466667
1.1385333333
1.1385333333
1.14372
1.14372
1.1489066667
1.1489066667
1.1540933333
1.1540933333
1.15928
1.15928
1.1644666667
1.1644666667
1.1696533333
1.1696533333
1.17484
1.17484
1.1800266667
1.1800266667
1.1852133333
1.1852133333
1.1904
1.1904
1.1955866667
1.1955866667
1.2007733333
1.2007733333
1.20596
1.20596
1.2111466667
1.2111466667
1.2163333333
1.2163333333
1.22152
1.22152
1.2267066667
1.2267066667
1.2318933333
1.2318933333
1.23708
1.23708
1.2422666667
1.2422666667
1.2474533333
1.2474533333
1.25264
1.25264
1.2578266667
1.2578266667
1.2630133333
1.2630133333
1.2682
1.2682
1.2733866667
1.2733866667
1.2785733333
1.2785733333
1.28376
1.28376
1.2889466667
1.2889466667
1.2941333333
1.2941333333
1.29932
1.29932
1.3045066667
1.3045066667
1.3096933333
1.3096933333
1.31488
1.31488
1.3200666667
1.3200666667
1.3252533333
1.3252533333
1.33044
1.33044
1.3356266667
1.3356266667
1.3408133333
1.3408133333
1.346
1.346
labo
0.568
0.563
0.568
0.389
0.738
0.545
0.581
1.346
1.349
0.573
0.394
0.743
0.551
0.586
0.578
0.399
0.749
0.556
0.592
0.584
0.404
0.754
0.561
0.597
0.589
0.410
0.759
0.566
0.602
0.594
0.415
0.764
0.572
0.607
0.599
0.420
0.769
0.577
0.613
0.604
0.425
0.775
0.582
0.618
0.609
0.430
0.780
0.587
0.623
0.615
0.436
0.785
0.593
0.628
0.620
0.441
0.790
0.598
0.634
0.625
0.446
0.796
0.603
0.639
0.630
0.451
0.801
0.608
0.644
0.635
0.457
0.806
0.614
0.649
0.641
0.462
0.811
0.619
0.655
0.646
0.467
0.817
0.624
0.660
0.651
0.472
0.822
0.629
0.665
0.656
0.478
0.827
0.635
0.670
0.661
0.483
0.832
0.640
0.676
0.667
0.488
0.838
0.645
0.681
0.672
0.493
0.843
0.650
0.686
0.677
0.499
0.848
0.655
0.691
0.682
0.504
0.853
0.661
0.696
0.687
0.509
0.859
0.666
0.702
0.692
0.514
0.864
0.671
0.707
0.698
0.520
0.869
0.676
0.712
0.703
0.525
0.874
0.682
0.717
0.708
0.530
0.880
0.687
0.723
0.713
0.535
0.885
0.692
0.728
0.718
0.541
0.890
0.697
0.733
0.724
0.546
0.895
0.703
0.738
0.729
0.551
0.901
0.708
0.744
0.734
0.556
0.906
0.713
0.749
0.739
0.562
0.911
0.718
0.754
0.744
0.567
0.916
0.724
0.759
0.750
0.572
0.921
0.729
0.765
0.755
0.577
0.927
0.734
0.770
0.760
0.582
0.932
0.739
0.775
0.765
0.588
0.937
0.745
0.780
0.770
0.593
0.942
0.750
0.786
0.775
0.598
0.948
0.755
0.791
0.781
0.603
0.953
0.760
0.796
0.786
0.609
0.958
0.766
0.801
0.791
0.614
0.963
0.771
0.807
0.796
0.619
0.969
0.776
0.812
0.801
0.624
0.974
0.781
0.817
0.807
0.630
0.979
0.786
0.822
0.812
0.635
0.984
0.792
0.828
0.817
0.640
0.990
0.797
0.833
0.822
0.645
0.995
0.802
0.838
0.827
0.651
1.000
0.807
0.843
0.833
0.656
1.005
0.813
0.848
0.838
0.661
1.011
0.818
0.854
0.843
0.666
1.016
0.823
0.859
0.848
0.672
1.021
0.828
0.864
0.853
0.677
1.026
0.834
0.869
0.858
0.682
1.032
0.839
0.875
0.864
0.687
1.037
0.844
0.880
0.869
0.693
1.042
0.849
0.885
0.874
0.698
1.047
0.855
0.890
0.879
0.703
1.052
0.860
0.896
0.884
0.708
1.058
0.865
0.901
0.890
0.714
1.063
0.870
0.906
0.895
0.719
1.068
0.876
0.911
0.900
0.724
1.073
0.881
0.917
0.905
0.729
1.079
0.886
0.922
0.910
0.734
1.084
0.891
0.927
0.916
0.740
1.089
0.897
0.932
0.921
0.745
1.094
0.902
0.938
0.926
0.750
1.100
0.907
0.943
0.931
0.755
1.105
0.912
0.948
0.936
0.761
1.110
0.918
0.953
0.941
0.766
1.115
0.923
0.959
0.947
0.771
1.121
0.928
0.964
0.952
0.776
1.126
0.933
0.969
0.957
0.782
1.131
0.938
0.974
0.962
0.787
1.136
0.944
0.979
0.967
0.792
1.142
0.949
0.985
0.973
0.797
1.147
0.954
0.990
0.978
0.803
1.152
0.959
0.995
0.983
0.808
1.157
0.965
1.000
0.988
0.813
1.163
0.970
1.006
0.993
0.818
1.168
0.975
1.011
0.998
0.824
1.173
0.980
1.016
1.004
0.829
1.178
0.986
1.021
1.009
0.834
1.184
0.991
1.027
1.014
0.839
1.189
0.996
1.032
1.019
0.845
1.194
1.001
1.037
1.024
0.850
1.199
1.007
1.042
1.030
0.855
1.204
1.012
1.048
1.035
0.860
1.210
1.017
1.053
1.040
0.865
1.215
1.022
1.058
1.045
0.871
1.220
1.028
1.063
1.050
0.876
1.225
1.033
1.069
1.056
0.881
1.231
1.038
1.074
1.061
0.886
1.236
1.043
1.079
1.066
0.892
1.241
1.049
1.084
1.071
0.897
1.246
1.054
1.090
1.076
0.902
1.252
1.059
1.095
1.081
0.907
1.257
1.064
1.100
1.087
0.913
1.262
1.070
1.105
1.092
0.918
1.267
1.075
1.110
1.097
0.923
1.273
1.080
1.116
1.102
0.928
1.278
1.085
1.121
1.107
0.934
1.283
1.090
1.126
1.113
0.939
1.288
1.096
1.131
1.118
0.944
1.294
1.101
1.137
1.123
0.949
1.299
1.106
1.142
1.128
0.955
1.304
1.111
1.147
1.133
0.960
1.309
1.117
1.152
1.139
0.965
1.315
1.122
1.158
1.144
0.970
1.320
1.127
1.163
1.149
0.976
1.325
1.132
1.168
1.154
0.981
1.330
1.138
1.173
1.159
0.986
1.335
1.143
1.179
1.164
0.991
1.341
1.148
1.184
1.170
0.997
1.346
1.153
1.189
1.175
1.002
1.351
1.159
1.194
1.180
1.007
1.356
1.164
1.200
1.185
1.012
1.362
1.169
1.205
1.190
1.017
1.367
1.174
1.210
1.196
1.023
1.372
1.180
1.215
1.201
1.028
1.377
1.185
1.221
1.206
1.033
1.383
1.190
1.226
1.211
1.038
1.388
1.195
1.231
1.216
1.044
1.393
1.201
1.236
1.222
1.049
1.398
1.206
1.242
1.227
1.054
1.404
1.211
1.247
1.232
1.059
1.409
1.216
1.252
1.237
1.065
1.414
1.221
1.257
1.242
1.070
1.419
1.227
1.262
1.247
1.075
1.425
1.232
1.268
1.253
1.080
1.430
1.237
1.273
1.258
1.086
1.435
1.242
1.278
1.263
1.091
1.440
1.248
1.283
1.268
1.096
1.446
1.253
1.289
1.273
1.101
1.451
1.258
1.294
1.279
1.107
1.456
1.263
1.299
1.284
1.112
1.461
1.269
1.304
1.289
1.117
1.467
1.274
1.310
1.294
1.122
1.472
1.279
1.315
1.299
1.128
1.477
1.284
1.320
1.305
1.133
1.482
1.290
1.325
1.310
1.138
1.487
1.295
1.331
1.315
1.143
1.493
1.300
1.336
1.320
1.148
1.498
1.305
1.341
1.325
1.154
1.503
1.311
1.346
1.330
1.159
1.508
1.316
1.352
1.336
1.164
1.514
1.321
1.357
1.341
1.169
1.519
1.326
1.362
1.346
1.175
1.524
1.332
1.367
0.083
0.080
0.083
-0.007
0.167
0.071
0.089
0.674
0.684
0.087
-0.003
0.171
0.075
0.093
0.091
0.001
0.175
0.079
0.097
0.095
0.005
0.179
0.083
0.101
0.099
0.009
0.183
0.087
0.105
0.103
0.013
0.187
0.091
0.109
0.107
0.017
0.191
0.095
0.113
0.111
0.021
0.195
0.099
0.117
0.115
0.025
0.199
0.103
0.121
0.118
0.029
0.203
0.107
0.125
0.122
0.033
0.207
0.111
0.129
0.126
0.037
0.211
0.115
0.133
0.130
0.041
0.215
0.119
0.137
0.134
0.045
0.219
0.123
0.141
0.138
0.049
0.223
0.127
0.145
0.142
0.053
0.227
0.131
0.149
0.146
0.057
0.231
0.135
0.153
0.150
0.061
0.235
0.139
0.157
0.154
0.065
0.239
0.143
0.161
0.158
0.069
0.243
0.147
0.165
0.162
0.073
0.247
0.151
0.169
0.166
0.077
0.251
0.155
0.173
0.170
0.081
0.255
0.159
0.177
0.174
0.085
0.259
0.163
0.181
0.178
0.089
0.263
0.168
0.185
0.182
0.093
0.267
0.172
0.189
0.185
0.098
0.271
0.176
0.193
0.189
0.102
0.276
0.180
0.197
0.193
0.106
0.280
0.184
0.201
0.197
0.110
0.284
0.188
0.205
0.201
0.114
0.288
0.192
0.210
0.205
0.118
0.292
0.196
0.214
0.209
0.122
0.296
0.200
0.218
0.213
0.126
0.300
0.204
0.222
0.217
0.130
0.304
0.208
0.226
0.221
0.134
0.308
0.212
0.230
0.225
0.138
0.312
0.216
0.234
0.229
0.142
0.316
0.220
0.238
0.233
0.146
0.320
0.224
0.242
0.237
0.150
0.324
0.228
0.246
0.241
0.154
0.328
0.232
0.250
0.245
0.158
0.332
0.236
0.254
0.248
0.162
0.336
0.240
0.258
0.252
0.166
0.340
0.244
0.262
0.256
0.170
0.344
0.248
0.266
0.260
0.174
0.348
0.252
0.270
0.264
0.178
0.352
0.256
0.274
0.268
0.182
0.356
0.260
0.278
0.272
0.186
0.360
0.264
0.282
0.276
0.190
0.364
0.268
0.286
0.280
0.194
0.368
0.272
0.290
0.284
0.198
0.372
0.276
0.294
0.288
0.202
0.376
0.280
0.298
0.292
0.206
0.380
0.284
0.302
0.296
0.210
0.384
0.288
0.306
0.300
0.214
0.388
0.292
0.310
0.304
0.218
0.392
0.296
0.314
0.308
0.222
0.396
0.301
0.318
0.312
0.226
0.400
0.305
0.322
0.315
0.230
0.404
0.309
0.326
0.319
0.235
0.408
0.313
0.330
0.323
0.239
0.413
0.317
0.334
0.327
0.243
0.417
0.321
0.338
0.331
0.247
0.421
0.325
0.342
0.335
0.251
0.425
0.329
0.347
0.339
0.255
0.429
0.333
0.351
0.343
0.259
0.433
0.337
0.355
0.347
0.263
0.437
0.341
0.359
0.351
0.267
0.441
0.345
0.363
0.355
0.271
0.445
0.349
0.367
0.359
0.275
0.449
0.353
0.371
0.363
0.279
0.453
0.357
0.375
0.367
0.283
0.457
0.361
0.379
0.371
0.287
0.461
0.365
0.383
0.375
0.291
0.465
0.369
0.387
0.379
0.295
0.469
0.373
0.391
0.382
0.299
0.473
0.377
0.395
0.386
0.303
0.477
0.381
0.399
0.390
0.307
0.481
0.385
0.403
0.394
0.311
0.485
0.389
0.407
0.398
0.315
0.489
0.393
0.411
0.402
0.319
0.493
0.397
0.415
0.406
0.323
0.497
0.401
0.419
0.410
0.327
0.501
0.405
0.423
0.414
0.331
0.505
0.409
0.427
0.418
0.335
0.509
0.413
0.431
0.422
0.339
0.513
0.417
0.435
0.426
0.343
0.517
0.421
0.439
0.430
0.347
0.521
0.425
0.443
0.434
0.351
0.525
0.429
0.447
0.438
0.355
0.529
0.433
0.451
0.442
0.359
0.533
0.438
0.455
0.445
0.363
0.537
0.442
0.459
0.449
0.367
0.541
0.446
0.463
0.453
0.372
0.545
0.450
0.467
0.457
0.376
0.550
0.454
0.471
0.461
0.380
0.554
0.458
0.475
0.465
0.384
0.558
0.462
0.479
0.469
0.388
0.562
0.466
0.484
0.473
0.392
0.566
0.470
0.488
0.477
0.396
0.570
0.474
0.492
0.481
0.400
0.574
0.478
0.496
0.485
0.404
0.578
0.482
0.500
0.489
0.408
0.582
0.486
0.504
0.493
0.412
0.586
0.490
0.508
0.497
0.416
0.590
0.494
0.512
0.501
0.420
0.594
0.498
0.516
0.505
0.424
0.598
0.502
0.520
0.509
0.428
0.602
0.506
0.524
0.512
0.432
0.606
0.510
0.528
0.516
0.436
0.610
0.514
0.532
0.520
0.440
0.614
0.518
0.536
0.524
0.444
0.618
0.522
0.540
0.528
0.448
0.622
0.526
0.544
0.532
0.452
0.626
0.530
0.548
0.536
0.456
0.630
0.534
0.552
0.540
0.460
0.634
0.538
0.556
0.544
0.464
0.638
0.542
0.560
0.548
0.468
0.642
0.546
0.564
0.552
0.472
0.646
0.550
0.568
0.556
0.476
0.650
0.554
0.572
0.560
0.480
0.654
0.558
0.576
0.564
0.484
0.658
0.562
0.580
0.568
0.488
0.662
0.566
0.584
0.572
0.492
0.666
0.571
0.588
0.576
0.496
0.670
0.575
0.592
0.579
0.500
0.674
0.579
0.596
0.583
0.505
0.678
0.583
0.600
0.587
0.509
0.682
0.587
0.604
0.591
0.513
0.687
0.591
0.608
0.595
0.517
0.691
0.595
0.612
0.599
0.521
0.695
0.599
0.616
0.603
0.525
0.699
0.603
0.621
0.607
0.529
0.703
0.607
0.625
0.611
0.533
0.707
0.611
0.629
0.615
0.537
0.711
0.615
0.633
0.619
0.541
0.715
0.619
0.637
0.623
0.545
0.719
0.623
0.641
0.627
0.549
0.723
0.627
0.645
0.631
0.553
0.727
0.631
0.649
0.635
0.557
0.731
0.635
0.653
0.639
0.561
0.735
0.639
0.657
0.642
0.565
0.739
0.643
0.661
0.646
0.569
0.743
0.647
0.665
0.650
0.573
0.747
0.651
0.669
0.654
0.577
0.751
0.655
0.673
0.658
0.581
0.755
0.659
0.677
0.662
0.585
0.759
0.663
0.681
0.666
0.589
0.763
0.667
0.685
0.670
0.593
0.767
0.671
0.689
0.674
0.597
0.771
0.675
0.693
labo
Spir
1
1330/00
0.11
0.209
2
1331/00
0.14
0.192
4
4/01
0.14
0.212
9
163/01
0.1
0.116
10
164/01
0.17
0.154
11
165/01
0.14
0.144
12
1329/00-2
0.13
0.128
Variable
17
7/01-2
0.19
0.141
18
153/01-2
0.17
0.174
Variable
Moyenne
Ecart-type
19
156/01-2
0.19
0.17
Spir
0.283
0.154
20
159/01-2
0.13
0.152
21
163/01-2
0.11
0.123
22
164/01-2
0.22
0.185
0.928
26
1331/00-3
0.14
0.155
0.928
27
1/01-3
0.17
0.231
28
4/01-3
0.1
0.099
29
7/01-3
0.14
0.1
Evaluation de la valeur de l'information apportée par les variables (H0 = Y=Moy(Y)) :
30
153/01-3
0.15
0.142
31
156/01-3
0.18
0.131
Source
ddl
38
1331/00-5
0.14
0.158
39
1/01-5
0.11
0.166
Paramètre
Valeur
Ecart-type
43
159/01-5
0.09
0.124
44
163/01-5
0.12
0.103
45
164/01-5
0.17
0.161
46
165/01-5
0.13
0.084
47
1329/00-7
0.12
0.12
Individus
Poids
Spir
labo
48
1330/00-7
0.11
0.11
1.398
0.083
0.083
0.08694
0.08694
0.09088
0.09088
0.09482
0.09482
0.09876
0.09876
0.1027
0.1027
0.10664
0.10664
0.11058
0.11058
0.11452
0.11452
0.11846
0.11846
0.1224
0.1224
0.12634
0.12634
0.13028
0.13028
0.13422
0.13422
0.13816
0.13816
0.1421
0.1421
0.14604
0.14604
0.14998
0.14998
0.15392
0.15392
0.15786
0.15786
0.1618
0.1618
0.16574
0.16574
0.16968
0.16968
0.17362
0.17362
0.17756
0.17756
0.1815
0.1815
0.18544
0.18544
0.18938
0.18938
0.19332
0.19332
0.19726
0.19726
0.2012
0.2012
0.20514
0.20514
0.20908
0.20908
0.21302
0.21302
0.21696
0.21696
0.2209
0.2209
0.22484
0.22484
0.22878
0.22878
0.23272
0.23272
0.23666
0.23666
0.2406
0.2406
0.24454
0.24454
0.24848
0.24848
0.25242
0.25242
0.25636
0.25636
0.2603
0.2603
0.26424
0.26424
0.26818
0.26818
0.27212
0.27212
0.27606
0.27606
0.28
0.28
0.28394
0.28394
0.28788
0.28788
0.29182
0.29182
0.29576
0.29576
0.2997
0.2997
0.30364
0.30364
0.30758
0.30758
0.31152
0.31152
0.31546
0.31546
0.3194
0.3194
0.32334
0.32334
0.32728
0.32728
0.33122
0.33122
0.33516
0.33516
0.3391
0.3391
0.34304
0.34304
0.34698
0.34698
0.35092
0.35092
0.35486
0.35486
0.3588
0.3588
0.36274
0.36274
0.36668
0.36668
0.37062
0.37062
0.37456
0.37456
0.3785
0.3785
0.38244
0.38244
0.38638
0.38638
0.39032
0.39032
0.39426
0.39426
0.3982
0.3982
0.40214
0.40214
0.40608
0.40608
0.41002
0.41002
0.41396
0.41396
0.4179
0.4179
0.42184
0.42184
0.42578
0.42578
0.42972
0.42972
0.43366
0.43366
0.4376
0.4376
0.44154
0.44154
0.44548
0.44548
0.44942
0.44942
0.45336
0.45336
0.4573
0.4573
0.46124
0.46124
0.46518
0.46518
0.46912
0.46912
0.47306
0.47306
0.477
0.477
0.48094
0.48094
0.48488
0.48488
0.48882
0.48882
0.49276
0.49276
0.4967
0.4967
0.50064
0.50064
0.50458
0.50458
0.50852
0.50852
0.51246
0.51246
0.5164
0.5164
0.52034
0.52034
0.52428
0.52428
0.52822
0.52822
0.53216
0.53216
0.5361
0.5361
0.54004
0.54004
0.54398
0.54398
0.54792
0.54792
0.55186
0.55186
0.5558
0.5558
0.55974
0.55974
0.56368
0.56368
0.56762
0.56762
0.57156
0.57156
0.5755
0.5755
0.57944
0.57944
0.58338
0.58338
0.58732
0.58732
0.59126
0.59126
0.5952
0.5952
0.59914
0.59914
0.60308
0.60308
0.60702
0.60702
0.61096
0.61096
0.6149
0.6149
0.61884
0.61884
0.62278
0.62278
0.62672
0.62672
0.63066
0.63066
0.6346
0.6346
0.63854
0.63854
0.64248
0.64248
0.64642
0.64642
0.65036
0.65036
0.6543
0.6543
0.65824
0.65824
0.66218
0.66218
0.66612
0.66612
0.67006
0.67006
0.674
0.674
labo
ref
Pays
theo
caf
rapport
1122/02
0
1.155
0.114
10.1315789474
60/02
1
0.568
0.441
1.2879818594
59/02
1
0.668
0.512
1.3046875
58/02
1
0.702
0.502
1.3984063745
57/02
1
0.747
0.513
1.4561403509
56/02
1
0.863
0.674
1.2804154303
55/02
1
0.598
0.526
1.1368821293
54/02
1
0.621
0.473
1.3128964059
53/02
1
0.689
0.479
1.4384133612
52/02
1
0.838
0.529
1.584120983
51/02
1
0.872
0.662
1.3172205438
50/02
1
0.603
0.519
1.161849711
49/02
1
0.595
0.515
1.1553398058
48/02
1
0.668
0.467
1.4304068522
47/02
1
0.757
0.529
1.4310018904
46/02
1
0.791
0.631
1.2535657686
1325/00
1
0.636
0.401
1.5860349127
1324/00
1
0.728
0.395
1.8430379747
1323/00
1
0.86
0.478
1.7991631799
1322/00
1
0.97
0.474
2.0464135021
1321/00
1
1.012
0.656
1.5426829268
1320/00
1
0.622
0.426
1.4600938967
1319/00
1
0.65
0.432
1.5046296296
1318/00
1
0.718
0.472
1.5211864407
1317/00
1
1.044
0.578
1.8062283737
1316/00
1
0.958
0.582
1.64604811
1315/00
1
0.653
0.442
1.4773755656
1314/00
1
0.728
0.436
1.6697247706
1313/00
1
0.76
0.454
1.6740088106
1312/00
1
0.906
0.581
1.5593803787
1311/00
1
0.973
0.67
1.452238806
458/01
1
0.985
0.544
1.8106617647
457/01
1
0.987
0.622
1.5868167203
456/01
1
0.811
0.474
1.7109704641
455/01
1
0.729
0.451
1.6164079823
454/01
1
0.827
0.46
1.797826087
453/01
1
0.953
0.529
1.8015122873
452/01
1
1
0.639
1.5649452269
466/01
1
0.671
0.431
1.5568445476
465/01
1
0.787
0.457
1.7221006565
464/01
1
0.869
0.439
1.979498861
463/01
1
0.948
0.557
1.7019748654
462/01
1
1.004
0.619
1.6219709208
461/01
1
0.642
0.447
1.4362416107
460/01
1
0.667
0.46
1.45
459/01
1
0.804
0.476
1.6890756303
706/02
1
1.073
0.299
3.5886287625
705/02
1
1.084
0.292
3.7123287671
704/02
1
1.144
0.339
3.3746312684
703/02
1
1.152
0.297
3.8787878788
702/02
1
1.162
0.333
3.4894894895
701/02
1
1.339
0.394
3.3984771574
694/02
1
1.281
0.337
3.8011869436
695/02
1
1.208
0.379
3.1873350923
700/02
1
1.309
0.327
4.003058104
698/02
1
1.055
0.298
3.5402684564
697/02
1
1.041
0.299
3.4816053512
696/02
1
1.161
0.254
4.5708661417
699/02
1
1.015
0.235
4.3191489362
688/02
1
1.238
0.379
3.2664907652
687/02
1
1.254
0.359
3.4930362117
693/02
1
0.95
0.296
3.2094594595
691/02
1
0.994
0.321
3.0965732087
690/02
1
1.03
0.296
3.4797297297
689/02
1
1.126
0.304
3.7039473684
692/02
1
1.036
0.317
3.2681388013
88/03
1
1.111
0.329
3.376899696
87/03
1
1.196
0.38
3.1473684211
85/03
1
1.34
0.386
3.4715025907
83/03
1
1.075
0.282
3.8120567376
78/03
1
1.33
0.348
3.8218390805
79/03
1
1.325
0.387
3.4237726098
81/03
1
1.046
0.287
3.6445993031
80/03
1
1.184
0.324
3.6543209877
82/03
1
1.064
0.272
3.9117647059
86/03
1
1.342
0.385
3.4857142857
84/03
1
1.013
0.279
3.6308243728
94/03
1
1.224
0.314
3.898089172
93/03
1
1.346
0.346
3.8901734104
98/03
1
1.077
0.264
4.0795454545
92/03
1
1.327
0.378
3.5105820106
91/03
1
1.004
0.289
3.4740484429
90/03
1
1.042
0.303
3.4389438944
89/03
1
1.086
0.311
3.4919614148
97/03
1
0.999
0.297
3.3636363636
96/03
1
1.119
0.287
3.8989547038
95/03
1
1.116
0.301
3.707641196
992/02
2
1.227
0.174
7.0517241379
993/02
2
1.236
0.248
4.9838709677
994/02
2
1.107
0.246
4.5
995/02
2
1.003
0.206
4.8689320388
996/02
2
1.04
0.157
6.6242038217
997/02
2
0.835
0.161
5.1863354037
998/02
2
0.834
0.2
4.17
999/02
2
0.84
0.155
5.4193548387
1000/02
2
0.821
0.158
5.1962025316
1001/02
2
0.885
0.271
3.2656826568
1002/02
2
0.95
0.3
3.1666666667
1003/02
2
0.914
0.326
2.8036809816
1004/02
2
0.76
0.318
2.3899371069
1005/02
2
0.701
0.265
2.6452830189
1006/02
2
0.779
0.255
3.0549019608
1007/02
2
0.662
0.219
3.0228310502
1008/02
2
0.695
0.246
2.825203252
1009/02
2
0.673
0.227
2.9647577093
1010/2002
2
0.955
0.224
4.2633928571
1011/2002
2
0.775
0.259
2.9922779923
1012/2002
2
0.832
0.243
3.4238683128
1013/2002
2
0.877
0.208
4.2163461538
1014/2002
2
0.925
0.206
4.4902912621
1015/2002
2
0.802
0.165
4.8606060606
1016/2002
2
0.859
0.219
3.9223744292
1017/2002
2
0.965
0.235
4.1063829787
1018/2002
2
0.99
0.178
5.5617977528
1019/02
2
0.746
0.243
3.0699588477
1020/02
2
0.801
0.246
3.256097561
1021/02
2
0.87
0.183
4.7540983607
1022/02
2
0.839
0.163
5.1472392638
1023/02
2
0.697
0.137
5.0875912409
1024/02
2
0.853
0.355
2.4028169014
1330/00
3
0.917
0.209
4.3875598086
1331/00
3
0.849
0.192
4.421875
1/01
3
1.211
0.167
7.251497006
4/01
3
1.038
0.212
4.8962264151
7/01
3
0.992
0.15
6.6133333333
153/01
3
1.212
0.201
6.0298507463
156/01
3
1.101
0.218
5.0504587156
159/01
3
0.919
0.181
5.0773480663
163/01
3
0.885
0.116
7.6293103448
164/01
3
0.953
0.154
6.1883116883
165/01
3
0.843
0.144
5.8541666667
1329/00-2
3
0.95
0.128
7.421875
1330/00-2
3
0.973
0.131
7.427480916
1331/00-2
3
0.954
0.121
7.8842975207
1/01-2
3
1.201
0.192
6.2552083333
4/01-2
3
1.025
0.111
9.2342342342
7/01-2
3
0.918
0.141
6.5106382979
153/01-2
3
1.178
0.174
6.7701149425
156/01-2
3
1.041
0.17
6.1235294118
159/01-2
3
0.89
0.152
5.8552631579
163/01-2
3
0.855
0.123
6.9512195122
164/01-2
3
1.009
0.185
5.4540540541
165/01-2
3
0.946
0.088
10.75
1329/00-3
3
0.906
0.116
7.8103448276
1330/00-3
3
0.878
0.131
6.7022900763
1331/00-3
3
0.918
0.155
5.9225806452
1/01-3
3
1.14
0.231
4.9350649351
4/01-3
3
0.897
0.099
9.0606060606
7/01-3
3
0.862
0.1
8.62
153/01-3
3
1.087
0.142
7.6549295775
156/01-3
3
0.944
0.131
7.2061068702
159/01-3
3
0.876
0.114
7.6842105263
163/01-3
3
0.755
0.092
8.2065217391
164/01-3
3
0.943
0.164
5.75
165/01-3
3
0.837
0.089
9.404494382
1329/00-5
3
0.78
0.083
9.3975903614
1330/00-5
3
0.847
0.126
6.7222222222
1331/00-5
3
0.803
0.158
5.082278481
1/01-5
3
1.036
0.166
6.2409638554
4/01-5
3
1.005
0.187
5.3743315508
7/01-5
3
0.8
0.166
4.8192771084
153/01-5
3
1.093
0.133
8.2180451128
159/01-5
3
0.877
0.124
7.0725806452
163/01-5
3
0.778
0.103
7.5533980583
164/01-5
3
0.92
0.161
5.7142857143
165/01-5
3
0.873
0.084
10.3928571429
1329/00-7
3
0.86
0.12
7.1666666667
1330/00-7
3
0.877
0.11
7.9727272727
1331/00-7
3
0.899
0.137
6.5620437956
1/01-7
3
1.129
0.169
6.6804733728
4/01-7
3
0.99
0.141
7.0212765957
7/01-7
3
0.937
0.11
8.5181818182
153/01-7
3
1.157
0.168
6.8869047619
159/01-7
3
0.926
0.115
8.052173913
163/01-7
3
0.859
0.118
7.2796610169
164/01-7
3
0.997
0.145
6.875862069
165/01-7
3
0.923
0.113
8.1681415929
1329/00-9
3
0.965
0.087
11.091954023
1330/00-9
3
0.883
0.124
7.1209677419
1331/00-9
3
0.865
0.111
7.7927927928
1/01-9
3
1.057
0.155
6.8193548387
4/01-9
3
0.977
0.122
8.0081967213
7/01-9
3
0.893
0.119
7.5042016807
153/01-9
3
1.141
0.191
5.9738219895
156/01-9
3
1.046
0.164
6.3780487805
159/01-9
3
1.006
0.146
6.8904109589
163/01-9
3
0.925
0.094
9.8404255319
164/01-9
3
1.103
0.159
6.9371069182
165/01-9
3
0.952
0.11
8.6545454545
Venezuela
Trinidad
Données : classeur = caf_theo.xls / feuille = données labo / plage = $E$2:$E$190 / 189 lignes et 1 colonne
Pondération uniforme (par défaut)
Données : classeur = caf_theo.xls / feuille = données labo / plage = $F$2:$F$190 / 189 lignes et 1 colonne
Pondération uniforme (par défaut)
Description de données quantitatives
Données : classeur = caf_theo.xls / feuille = données labo / plage = $E$2:$G$190 / 189 lignes et 3 colonnes
Pondération uniforme (par défaut)
Aucune donnée manquante détectée
pays
DM
Théobromine
caféine
théo_caf
103
1122/02
0
0.00000
1.31000
0.11000
11.90900
104
60/02
c
1
0.00000
0.59000
0.46000
1.28000
105
59/02
c
1
0.00000
0.62000
0.46000
1.35000
106
58/02
c
1
0.00000
0.73000
0.53000
1.38000
107
57/02
c
1
0.00000
0.74000
0.54000
1.37000
108
56/02
c
1
0.00000
0.85000
0.67000
1.27000
109
55/02
c
1
0.00000
0.59000
0.48000
1.23000
110
54/02
c
1
0.00000
0.63000
0.49000
1.29000
111
53/02
c
1
0.00000
0.61000
0.46000
1.33000
112
52/02
c
1
0.00000
0.82000
0.57000
1.44000
113
51/02
c
1
0.00000
0.83000
0.65000
1.28000
114
50/02
c
1
0.00000
0.60000
0.45000
1.33000
115
49/02
c
1
0.00000
0.64000
0.46000
1.39000
116
48/02
c
1
0.00000
0.63000
0.49000
1.29000
117
47/02
c
1
0.00000
0.82000
0.57000
1.44000
118
46/02
c
1
0.00000
0.86000
0.67000
1.28000
119
1325/00
c
1
0.00000
0.66000
0.39000
1.69000
120
1324/00
c
1
0.00000
0.69000
0.41000
1.68000
121
1323/00
c
1
0.00000
0.81000
0.45000
1.80000
122
1322/00
c
1
0.00000
0.69000
0.44000
1.57000
123
1321/00
c
1
0.00000
1.10000
0.65000
1.69000
124
1320/00
c
1
0.00000
0.66000
0.44000
1.50000
125
1319/00
c
1
0.00000
0.62000
0.46000
1.35000
126
1318/00
c
1
0.00000
0.79000
0.46000
1.72000
127
1317/00
c
1
0.00000
1.01000
0.60000
1.68000
128
1316/00
c
1
0.00000
1.32000
0.74000
1.78000
129
1315/00
c
1
0.00000
0.78000
0.40000
1.95000
130
1314/00
c
1
0.00000
0.81000
0.42000
1.93000
131
1313/00
c
1
0.00000
0.84000
0.46000
1.83000
132
1312/00
c
1
0.00000
1.02000
0.54000
1.89000
133
1311/00
c
1
0.00000
1.02000
0.57000
1.79000
134
458/01
c
1
0.00000
0.81000
0.52000
1.56000
135
457/01
c
1
0.00000
0.99000
0.64000
1.55000
136
456/01
c
1
0.00000
0.71000
0.48000
1.48000
137
455/01
c
1
0.00000
0.75000
0.49000
1.53000
138
454/01
c
1
0.00000
0.75000
0.49000
1.53000
139
453/01
c
1
0.00000
0.85000
0.48000
1.77000
140
452/01
c
1
0.00000
0.89000
0.68000
1.31000
141
466/01
c
1
0.00000
0.73000
0.45000
1.62000
142
465/01
c
1
0.00000
0.75000
0.50000
1.50000
143
464/01
c
1
0.00000
0.91000
0.65000
1.40000
144
463/01
c
1
0.00000
0.89000
0.69000
1.29000
145
462/01
c
1
0.00000
0.99000
0.73000
1.36000
146
461/01
c
1
0.00000
0.68000
0.47000
1.45000
147
460/01
c
1
0.00000
0.71000
0.48000
1.48000
148
459/01
c
1
0.00000
0.76000
0.54000
1.41000
150
706/02
F
1
93.28000
1.05000
0.30000
3.50000
151
705/02
F
1
93.22000
1.04000
0.32000
3.25000
152
704/02
F
1
93.36000
1.08000
0.31000
3.48387
153
703/02
F
1
92.81000
1.02000
0.28000
3.64286
154
702/02
F
1
92.94000
1.14000
0.30000
3.80000
155
701/02
F
1
93.50000
1.36000
0.35000
3.88571
156
694/02
F
1
93.13000
1.30000
0.36000
3.61111
157
695/02
F
1
93.65000
1.26000
0.37000
3.40541
158
700/02
F
1
93.14000
1.29000
0.38000
3.39474
159
698/02
F
1
93.45000
1.04000
0.29000
3.58621
160
697/02
F
1
93.42000
1.03000
0.32000
3.21875
161
696/02
F
1
92.86000
1.15000
0.33000
3.48485
162
699/02
F
1
92.49000
1.00000
0.32000
3.12500
163
688/02
F
1
93.49000
1.32000
0.39000
3.38462
164
687/02
F
1
93.46000
1.31000
0.35000
3.74286
165
693/02
F
1
93.33000
1.01000
0.30000
3.36667
166
691/02
F
1
93.01000
1.03000
0.38000
2.71053
167
690/02
F
1
92.69000
1.11000
0.31000
3.58065
168
689/02
F
1
92.69000
1.27000
0.33000
3.84848
169
692/02
F
1
93.46000
1.01000
0.28000
3.60714
170
88/03
F
1
93.84000
1.16000
0.29000
4.00000
171
87/03
F
1
93.50000
1.27000
0.38000
3.34211
172
85/03
F
1
93.44000
1.45000
0.42000
3.45238
173
83/03
F
1
94.25000
0.99000
0.26000
3.80769
174
78/03
F
1
94.69000
1.23000
0.32000
3.84375
175
79/03
F
1
94.47000
1.35000
0.35000
3.85714
176
81/03
F
1
94.40000
0.99000
0.28000
3.53571
177
80/03
F
1
94.51000
1.18000
0.36000
3.27778
178
82/03
F
1
94.51000
1.01000
0.26000
3.88462
179
86/03
F
1
93.70000
1.41000
0.42000
3.35714
180
84/03
F
1
94.90000
1.06000
0.28000
3.78571
181
94/03
F
1
94.87000
1.30000
0.33000
3.93939
182
93/03
F
1
94.26000
1.39000
0.36000
3.86111
183
98/03
F
1
0.00000
1.05000
0.30000
3.50000
184
92/03
F
1
94.87000
1.32000
0.37000
3.56757
185
91/03
F
1
93.85000
1.03000
0.28000
3.67857
186
90/03
F
1
0.00000
1.04000
0.29000
3.58621
187
89/03
F
1
94.54000
1.10000
0.29000
3.79310
188
97/03
F
1
0.00000
1.04000
0.32000
3.25000
189
96/03
F
1
93.49000
1.08000
0.28000
3.85714
190
95/03
F
1
94.72000
1.13000
0.30000
3.76667
70
992/02
2
0.00000
1.26000
0.27000
4.66000
71
993/02
2
0.00000
1.22000
0.23000
5.19000
72
994/02
2
0.00000
1.19000
0.25000
4.76000
73
995/02
2
0.00000
1.17000
0.24000
4.94000
74
996/02
2
0.00000
1.00000
0.20000
5.14000
75
997/02
2
0.00000
0.86000
0.18000
4.73000
76
998/02
2
0.00000
0.92000
0.21000
4.34000
77
999/02
2
0.00000
0.80000
0.18000
4.58000
78
1000/02
2
0.00000
0.87000
0.19000
4.66000
79
1001/02
2
0.00000
0.91000
0.30000
3.03000
80
1002/02
2
0.00000
0.83000
0.31000
2.71000
81
1003/02
2
0.00000
0.92000
0.32000
2.84000
82
1004/02
2
0.00000
0.73000
0.28000
2.59000
83
1005/02
2
0.00000
0.71000
0.26000
2.73000
84
1006/02
2
0.00000
0.71000
0.24000
2.92000
85
1007/02
2
0.00000
0.69000
0.25000
2.76000
86
1008/02
2
0.00000
0.71000
0.24000
2.94000
87
1009/02
2
0.00000
0.63000
0.23000
2.78000
88
1010/2002
2
0.00000
0.82000
0.21000
3.98000
89
1011/2002
2
0.00000
0.78000
0.22000
3.60000
90
1012/2002
2
0.00000
0.91000
0.23000
3.92000
91
1013/2002
2
0.00000
0.83000
0.21000
4.00000
92
1014/2002
2
0.00000
0.88000
0.19000
4.51000
93
1015/2002
2
0.00000
0.74000
0.15000
4.82000
94
1016/2002
2
0.00000
0.87000
0.23000
3.81000
95
1017/2002
2
0.00000
1.02000
0.21000
4.92000
96
1018/2002
2
0.00000
0.94000
0.21000
4.47000
97
1019/02
2
0.00000
0.70000
0.22000
3.25000
98
1020/02
2
0.00000
0.82000
0.24000
3.40000
99
1021/02
2
0.00000
0.85000
0.19000
4.55000
100
1022/02
2
0.00000
0.82000
0.16000
5.18000
1
1330/00
3
0.00000
0.91000
0.11000
8.22000
2
1331/00
3
0.00000
0.79000
0.14000
5.74000
3
1/01
3
0.00000
1.20000
0.20000
6.04000
4
4/01
3
0.00000
0.91000
0.14000
6.53000
5
7/01
3
0.00000
0.95000
0.14000
6.83000
6
153/01
3
0.00000
1.21000
0.18000
6.73000
7
156/01
3
0.00000
0.99000
0.19000
5.11000
8
159/01
3
0.00000
0.96000
0.08000
11.35000
9
163/01
3
0.00000
0.90000
0.10000
8.99000
10
164/01
3
0.00000
0.98000
0.17000
5.85000
11
165/01
3
0.00000
0.79000
0.14000
5.54000
12
1329/00-2
3
0.00000
0.98000
0.13000
7.55000
13
1330/00-2
3
0.00000
0.95000
0.12000
7.93000
14
1331/00-2
3
0.00000
0.92000
0.11000
8.07000
15
1/01-2
3
0.00000
1.48000
0.24000
6.07000
16
4/01-2
3
0.00000
0.93000
0.18000
5.12000
17
7/01-2
3
0.00000
1.06000
0.19000
5.69000
18
153/01-2
3
0.00000
1.35000
0.17000
8.19000
19
156/01-2
3
0.00000
1.14000
0.19000
5.89000
20
159/01-2
3
0.00000
1.02000
0.13000
8.11000
21
163/01-2
3
0.00000
0.89000
0.11000
8.31000
22
164/01-2
3
0.00000
1.08000
0.22000
5.01000
23
165/01-2
3
0.00000
0.99000
0.13000
7.45000
24
1329/00-3
3
0.00000
0.79000
0.10000
8.01000
25
1330/00-3
3
0.00000
0.76000
0.11000
6.95000
26
1331/00-3
3
0.00000
0.81000
0.14000
5.83000
27
1/01-3
3
0.00000
0.98000
0.17000
5.74000
28
4/01-3
3
0.00000
0.58000
0.10000
5.49000
29
7/01-3
3
0.00000
0.76000
0.14000
5.57000
30
153/01-3
3
0.00000
1.03000
0.15000
6.64000
31
156/01-3
3
0.00000
0.72000
0.18000
4.06000
32
159/01-3
3
0.00000
0.88000
0.10000
8.47000
33
163/01-3
3
0.00000
0.78000
0.11000
7.06000
34
164/01-3
3
0.00000
0.73000
0.13000
5.75000
35
165/01-3
3
0.00000
0.68000
0.12000
5.53000
36
1329/00-5
3
0.00000
0.90000
0.09000
10.24000
37
1330/00-5
3
0.00000
0.98000
0.12000
8.25000
38
1331/00-5
3
0.00000
0.89000
0.14000
6.41000
39
1/01-5
3
0.00000
0.97000
0.11000
8.57000
40
4/01-5
3
0.00000
0.90000
0.13000
6.65000
41
7/01-5
3
0.00000
0.71000
0.13000
5.67000
42
153/01-5
3
0.00000
0.96000
0.13000
7.15000
43
159/01-5
3
0.00000
0.85000
0.09000
9.37000
44
163/01-5
3
0.00000
0.75000
0.12000
6.24000
45
164/01-5
3
0.00000
0.85000
0.17000
4.94000
46
165/01-5
3
0.00000
0.80000
0.13000
6.19000
47
1329/00-7
3
0.00000
0.95000
0.12000
8.03000
48
1330/00-7
3
0.00000
0.98000
0.11000
9.30000
49
1331/00-7
3
0.00000
1.03000
0.11000
9.17000
50
1/01-7
3
0.00000
1.16000
0.13000
8.63000
51
4/01-7
3
0.00000
1.05000
0.15000
7.25000
52
7/01-7
3
0.00000
0.99000
0.14000
7.12000
53
153/01-7
3
0.00000
1.18000
0.15000
7.86000
54
159/01-7
3
0.00000
0.88000
0.09000
10.33000
55
163/01-7
3
0.00000
0.80000
0.10000
8.09000
56
164/01-7
3
0.00000
0.93000
0.17000
5.58000
57
165/01-7
3
0.00000
0.82000
0.11000
7.43000
58
1329/00-9
3
0.00000
0.97000
0.09000
10.47000
59
1330/00-9
3
0.00000
0.85000
0.09000
9.69000
60
1331/00-9
3
0.00000
0.93000
0.10000
9.20000
61
1/01-9
3
0.00000
1.20000
0.15000
8.00000
62
4/01-9
3
0.00000
1.04000
0.14000
7.38000
63
7/01-9
3
0.00000
0.87000
0.12000
7.43000
64
153/01-9
3
0.00000
0.99000
0.15000
6.74000
65
156/01-9
3
0.00000
1.02000
0.15000
6.74000
66
159/01-9
3
0.00000
1.07000
0.10000
10.51000
67
163/01-9
3
0.00000
0.88000
0.11000
8.08000
68
164/01-9
3
0.00000
1.13000
0.20000
5.66000
69
165/01-9
3
0.00000
0.97000
0.12000
7.83000
101
1023/02
2
0.00000
0.74000
0.09000
8.66000
102
1024/02
2
0.00000
1.10000
0.10000
10.65000
Davrieux: 1024/02 Ghana laisser à part à confirmer 1023/02 SCA6 trinidad à confiremer
Trinidad
1
1330/00
0.91
0.917
2
1331/00
0.79
0.849
4
4/01
0.91
1.038
9
163/01
0.9
0.885
10
164/01
0.98
0.953
11
165/01
0.79
0.843
12
1329/00-2
0.98
0.95
Variable
17
7/01-2
1.06
0.918
18
153/01-2
1.35
1.178
Variable
Moyenne
Ecart-type
19
156/01-2
1.14
1.041
Spir
0.944
0.177
20
159/