invalid literal for int() with base 10:

bonjour les amis il y a un bug dans le problème de détection de spam
ci joint le code et l'erreur
merci s'il vous plait pour votre aide
Code:

1 2 3 4 5 spam_training = 100*int(y_train.sum())/int(len(y_train)) spam_testing = 100*int(y_test.sum())/int(len(y_test)) print("Pourcentage de spam dans les données d'entrainement \t : {:0.2f}%.".format(spam_training)) print("pourcentage dans les données de test \t : {:0.2f}%.".format(spam_testing))
:calim2:
ci joint les logs

Citation:

invalid literal for int() with base 10: '0.21,0.28,0.5,0,0.14,0.28,0.21,0.07,0,0.94,0.21,0.79,0.65,0.21,0.14,0.14,0.07,0.28,3.47,0,1.59,0,0.43,0.43,0,0,0,0,0,0,0,0,0,0,0,0,0.07,0,0,0,0,0,0,0,0,0,0,0,0,0.132,0,0.372,0.18,0.048,5.114,101,1028

Vérifier le résultat de y_train.sum() et de y_test.sum().

Remarque :
len() retourne nativement un entier, pourquoi le caster ?

Edit :
Pour info,
Ceci fonctionne : int(12.5).
Ceci ne fonctionne pas : int('12.5').
Ceci encore moins : int('12.5, 12.6, 12.7').

Salut,

Le message d'erreur a la bonne idée d'afficher la chaine de caractères qu'on lui a demandé de convertir en entier:

Citation:

Envoyé par s2a07

ci joint les logs
invalid literal for int() with base 10: '0.21,0.28,0.5,0,0.14,0.28,0.21,0.07,0,0.94,0.21,0.79,0.65,0.21,0.14,0.14,0.07,0.28,3.47,0,1.59,0,0.43,0.43,0,0,0,0,0,0,0,0,0,0,0,0,0.07,0,0,0,0,0,0,0,0,0,0,0,0,0.132,0,0.372,0.18,0.048,5.114,101,1028

Et si on regarde d'où ça vient, c'est manifestement le retour de l'appel à y_train.sum

S'il y a une solution, elle dépendra de ce que vous cherchiez à faire (l'intention)... et ça c'est dans votre tête.

edit: désolé je n'avais pas vu qu'une réponse avait déjà été postée. Mon approche étant différente, je ne la détruis pas.

- W

bonjour les amis merci beaucoup pour vos reponses le résultat de print(ytrain) est un fichier csv de pourcentage de spam mais il me sort enfin je pense

Citation:

0 0.21\t0.28\t0.5\t0\t0.14\t0.28\t0.21\t0.07\t0\...
2 0\t0\t0\t0\t0.63\t0\t0.31\t0.63\t0.31\t0.63\t0...
3 0\t0\t0\t0\t0.63\t0\t0.31\t0.63\t0.31\t0.63\t0...
4 0\t0\t0\t0\t1.85\t0\t0\t1.85\t0\t0\t0\t0\t0\t0...
5 0\t0\t0\t0\t1.92\t0\t0\t0\t0\t0.64\t0.96\t1.28...
...
4595 0.31\t0\t0.62\t0\t0\t0.31\t0\t0\t0\t0\t0\t1.88...
4596 0\t0\t0\t0\t0\t0\t0\t0\t0\t0\t0\t0\t0\t0\t0\t0...
4597 0.3\t0\t0.3\t0\t0\t0\t0\t0\t0\t0\t0\t1.8\t0.3\...
4598 0.96\t0\t0\t0\t0.32\t0\t0\t0\t0\t0\t0\t0.32\t0...
4599 0\t0\t0.65\t0\t0\t0\t0\t0\t0\t0\t0\t0\t0.65\t0...
Name: Spam, Length: 3692, dtype: object

je reprends une étude de l'université d'harvard
et je ne vois pas et la somme me donne

Citation:

9,0,0.58,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.19,0,0,0.39,0,0.19,0,0,0.239,0,0.444,0,0,1.626,8,122,00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1.31 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.65 0 0 0 0.127 0 0 0 0 0 1.137 3 33 0 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1.31,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.65,0,0,0,0.127,0,0,0,0,0,1.137,3,33,00.35 0 0.71 0 0 0 0 0 0 0.35 0 0.71 0 0 0 0 0 0 7.47 0 1.06 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.35 0 0 0 0 0.067 0 0 0 0 1 1 40 0 0.35,0,0.71,0,0,0,0,0,0,0.35,0,0.71,0,0,0,0,0,0,7.47,0,1.06,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.35,0,0,0,0,0.067,0,0,0,0,1,1,40,00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.29 0 0 4.38 0 0.58 0 0 0 0 0 0 0 0.29 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.58 0 0 0 0.055 0.167 0 0 0 0 1.122 3 55 0 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.29,0,0,4.38,0,0.58,0,0,0,0,0,0,0,0.29,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.58,0,0,0,0.055,0.167,0,0,0,0,1.122,3,55,00 0 0 0 0 0 0 0 0 0 0 1.25 0 0 0 0 0 0 2.5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.62 0 0 0 0 0.62 0.62 0 0 0 0 0.356 0 0.594 0 0 2.125 16 34 0 0,0,0,0,0,0,0,0,0,0,0,1.25,0,0,0,0,0,0,2.5,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.62,0,0,0,0,0.62,0.62,0,0,0,0,0.356,0,0.594,0,0,2.125,16,34,00 0 1.09 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2.19 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3.29 0 0 0 0.191 0 0 0 0 3 15 51 0 0,0,1.09,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2.19,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3.29,0,0,0,0.191,0,0,0,0,3,15,51,00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 6 0 0 0 0 0 0 0 0 3.176 15 54 0 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,6,0,0,0,0,0,0,0,0,3.176,15,54,00 0 0 0 0 0 0 0 0 0 0 1.36 0 0 0 0 0 0 4.1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1.36 0 0 0 0 0 1.36 1.36 0 0 0 0 0 0.234 0 0 2.076 15 27 0 0,0,0,0,0,0,0,0,0,0,0,1.36,0,0,0,0,0,0,4.1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1.36,0,0,0,0,0,1.36,1.36,0,0,0,0,0,0.234,0,0,2.076,15,27,00 0 0 0 0 0 0 0 0 0 0 0.95 0 0 0 0 0 0 3.8 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.95 0 0 0 0 0 0 0 0 2.85 0 0 0 0 0 0.175 0 0 3.125 15 50 0 0,0,0,0,0,0,0,0,0,0,0,0.95,0,0,0,0,0,0,3.8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.95,0,0,0,0,0,0,0,0,2.85,0,0,0,0,0,0.175,0,0,3.125,15,50,00 0 0 0 0.35 0.35 0 0 0 0 0 0 0 0 0 0 0 0 1.79 0 0.71 0 0 0 0.35 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.35 0 0 0 0.064 0 0 0 0 1.27 8 61 0 0,0,0,0,0.35,0.35,0,0,0,0,0,0,0,0,0,0,0,0,1.79,0,0.71,0,0,0,0.35,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.35,0,0,0,0.064,0,0,0,0,1.27,8,61,00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3.17 0 0 0 0 0 3.17 0 0 0 0 0 0 0 0 0 0 0 0 0 1.58 0 0 0 0 0 1.58 1.58 0 0 0 0 0 0 0 0 2.071 14 29 0 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3.17,0,0,0,0,0,3.17,0,0,0,0,0,0,0,0,0,0,0,0,0,1.58,0,0,0,0,0,1.58,1.58,0,0,0,0,0,0,0,0,2.071,14,29,00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1.61 0 1.61 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1.61 0 0 0 0 0 0 0 0 4.83 0 0 0 0 0 0 0 0 3.117 15 53 0 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1.61,0,1.61,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1.61,0,0,0,0,0,0,0,0,4.83,0,0,0,0,0,0,0,0,3.117,15,53,00 0 0 0 0 0.74 0 0 0 0 0 0.74 1.49 0 0 0 0 0 1.49 0 1.49 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.74 0 0 0 0 0 0 0 0 0 1.36 3 34 0 0,0,0,0,0,0.74,0,0,0,0,0,0.74,1.49,0,0,0,0,0,1.49,0,1.49,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.74,0,0,0,0,0,0,0,0,0,1.36,3,34,00.78 0 0 0 0 0 0 0 0 0 0 0.78 0 0 0 0 0 0 2.36 0 0.78 0 0 0 0 0.78 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.78 0 0 0 0 0 0 0 0 0 0 1.875 8 30 0 0.78,0,0,0,0,0,0,0,0,0,0,0.78,0,0,0,0,0,0,2.36,0,0.78,0,0,0,0,0.78,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.78,0,0,0,0,0,0,0,0,0,0,1.875,8,30,00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3.84 0 1.28 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1.28 0 0 0 0 0 0 0 1.28 0 0 0 0 0 0 1.548 0 0 3.222 14 58 0 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3.84,0,1.28,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1.28,0,0,0,0,0,0,0,1.28,0,0,0,0,0,0,1.548,0,0,3.222,14,58,00 0 0 0 0 0 0 0 0 0 0 2.38 0 0 0 0 0 0 2.38 0 2.38 0 0 0 2.38 2.38 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.404 0 0.809 0.809 0 3 11 27 0 0,0,0,0,0,0,0,0,0,0,0,2.38,0,0,0,0,0,0,2.38,0,2.38,0,0,0,2.38,2.38,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.404,0,0.809,0.809,0,3,11,27,00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2.08 0 0 0 0 0 0 0 0 6.25 0 0 0 0 0 0 0 0 3.125 15 50 0 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2.08,0,0,0,0,0,0,0,0,6.25,0,0,0,0,0,0,0,0,3.125,15,50,00 0 0.64 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3.22 0 0 0 0 0 0.64 0 0 0 0 0 0 0 0 0 0 0 0.64 0 0.64 0 0 0 0 0 1.29 2.58 0 0 0 0.348 0 1.16 0 0 3.121 15 103 0 0,0,0.64,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3.22,0,0,0,0,0,0.64,0,0,0,0,0,0,0,0,0,0,0,0.64,0,0.64,0,0,0,0,0,1.29,2.58,0,0,0,0.348,0,1.16,0,0,3.121,15,103,00 0 0 0 0 0 0 0 0 0 0 2.22 0 0 0 0 0 0 0.74 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.74 0 0 0 0 0 0 0 0 2.22 0 0 0 0 0 0 0.277 0 2.72 15 68 0 0,0,0,0,0,0,0,0,0,0,0,2.22,0,0,0,0,0,0,0.74,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.74,0,0,0,0,0,0,0,0,2.22,0,0,0,0,0,0,0.277,0,2.72,15,68,00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1.01 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1.01 0 0 0 0 0 0 0 0 5.05 0 0 0 0 0 0 0 0 3.043 15 70 0 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1.01,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1.01,0,0,0,0,0,0,0,0,5.05,0,0,0,0,0,0,0,0,3.043,15,70,00.23 0 0 0 0 0.11 0 0 0 0.11 0 0.11 0.11 0 0 0 0 0.23 2.15 0 0.35 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.23 0 0 0 0 0 0 0.71 0.11 0 0 0 0.126 0 0.021 0 0 1.198 5 145 0 0.23,0,0,0,0,0.11,0,0,0,0.11,0,0.11,0.11,0,0,0,0,0.23,2.15,0,0.35,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.23,0,0,0,0,0,0,0.71,0.11,0,0,0,0.126,0,0.021,0,0,1.198,5,145,00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2.13 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.85 0 0.42 0 0 0 0 0 0.85 3.84 0 0 0 0 0 0 0 0 2.769 15 180 0 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2.13,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.85,0,0.42,0,0,0,0,0,0.85,3.84,0,0,0,0,0,0,0,0,2.769,15,180,00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1.58 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.63 0 0.31 0 0 0 0 0 0.95 2.22 0 0 0 0 0 0 0 0 2.603 16 164 0 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1.58,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.63,0,0.31,0,0,0,0,0,0.95,2.22,0,0,0,0,0,0,0,0,2.603,16,164,00 0 0 0 0 0 0 0 0 0 0 0 1.08 0 0 0 0 0 2.17 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2.17 0 0 0 0 0 0 0 0 7.6 0 0 0 0 0 0 0 0 3.387 15 105 0 0,0,0,0,0,0,0,0,0,0,0,0,1.08,0,0,0,0,0,2.17,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2.17,0,0,0,0,0,0,0,0,7.6,0,0,0,0,0,0,0,0,3.387,15,105,00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3.79 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 1 0 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3.79,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,1,00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1.66 0 0 0 0 0 0 1.66 0 5 0 0 0 0 0 0 0 0 3.125 15 50 0 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1.66,0,0,0,0,0,0,1.66,0,5,0,0,0,0,0,0,0,0,3.125,15,50,00.88 0 0 0 0 0 0 0 0 1.76 0 0 0 0 0 0 0 0 1.76 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.88 0 0 0 0 0.88 0 0 0.88 1.76 0 0 0 0.125 0 0.125 0 0 1.681 5 37 0 0.88,0,0,0,0,0,0,0,0,1.76,0,0,0,0,0,0,0,0,1.76,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.88,0,0,0,0,0.88,0,0,0.88,1.76,0,0,0,0.125,0,0.125,0,0,1.681,5,37,00 0 0 0 0 0 0 0 0 0 0 0.86 0.86 0 0 0 0 0 2.58 0 0.86 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.86 0 0 0 0 0 0 0 0.86 0 0 0 0 0 0 0.152 0 0 2.166 14 52 0 0,0,0,0,0,0,0,0,0,0,0,0.86,0.86,0,0,0,0,0,2.58,0,0.86,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.86,0,0,0,0,0,0,0,0.86,0,0,0,0,0,0,0.152,0,0,2.166,14,52,00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.91 0 0 0 0 0 0 0 0 0 0.22 0 0 0 0 0 0 0 0.45 0 0 0 0 0 0 0 0 16.7 0 0 0 0.066 0 0 0 0 2.284 19 329 0 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.91,0,0,0,0,0,0,0,0,0,0.22,0,0,0,0,0,0,0,0.45,0,0,0,0,0,0,0,0,16.7,0,0,0,0.066,0,0,0,0,2.284,19,329,00 0.19 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.39 0.98 0.19 0.98 0 0 0 0.19 0 0 0 0 0.19 0 0 0 0 0 0 0.39 0 0 0 0 0 0 0 0.19 15.35 0 0 0.086 0 0 0.028 0 0 3.377 15 537 0 0,0.19,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.39,0.98,0.19,0.98,0,0,0,0.19,0,0,0,0,0.19,0,0,0,0,0,0,0.39,0,0,0,0,0,0,0,0.19,15.35,0,0,0.086,0,0,0.028,0,0,3.377,15,537,00 2.01 0 0 0 0 0 0 0 2.68 0 0.67 0 0 0 0 0 0 4.02 0 3.35 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.67 0 0 0 0 0 0 0 0 2.01 0 0 0.112 0.112 0 0.112 0 0 2.484 15 82 0 0,2.01,0,0,0,0,0,0,0,2.68,0,0.67,0,0,0,0,0,0,4.02,0,3.35,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.67,0,0,0,0,0,0,0,0,2.01,0,0,0.112,0.112,0,0.112,0,0,2.484,15,82,00.09 0 0.48 0 0 0.29 0 0 0 0.09 0 0 0.19 0 0 0.09 0.19 0.58 1.35 0 0.38 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.38 3.1 0 0 0.015 0.03 0 0 0.046 0 1.722 17 267 0 0.09,0,0.48,0,0,0.29,0,0,0,0.09,0,0,0.19,0,0,0.09,0.19,0.58,1.35,0,0.38,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.38,3.1,0,0,0.015,0.03,0,0,0.046,0,1.722,17,267,00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1.13 0 0 0 0 0 0 0 0 0 1.13 0 0 0 0.136 0 0 0 0.409 1.837 12 68 0 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1.13,0,0,0,0,0,0,0,0,0,1.13,0,0,0,0.136,0,0,0,0.409,1.837,12,68,00 0 0 0 0 0.37 0 0 0 0 0 0 0 0 0 0 0 0 3.73 0 0.37 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1.11 0 0 0 0 0.066 0 0.066 0 0 1.555 4 14 0 0,0,0,0,0,0.37,0,0,0,0,0,0,0,0,0,0,0,0,3.73,0,0.37,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1.11,0,0,0,0,0.066,0,0.066,0,0,1.555,4,14,00 0 0.4 0 0.2 0.1 0 0 0 0 0 0.1 0.2 0 0 0 0 0 1.42 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.2 0 0 0 0 0.055 0 0.018 0 0 1.666 4 25 0 0,0,0.4,0,0.2,0.1,0,0,0,0,0,0.1,0.2,0,0,0,0,0,1.42,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.2,0,0,0,0,0.055,0,0.018,0,0,1.666,4,25,00 0 0.36 0 0.12 0.24 0 0 0 0.24 0 0 0.24 0 0 0 0 0 1.58 0 0.12 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.12 0 0.12 0.24 0 0 0 0.067 0.022 0 0 0 1.433 12 76 0 0,0,0.36,0,0.12,0.24,0,0,0,0.24,0,0,0.24,0,0,0,0,0,1.58,0,0.12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.12,0,0.12,0.24,0,0,0,0.067,0.022,0,0,0,1.433,12,76,00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2.33 0 1.86 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.46 0 0 0 0 0.46 0 0.46 0 0 0 0.082 0 0 0 0 1.117 3 38 0 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2.33,0,1.86,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.46,0,0,0,0,0.46,0,0.46,0,0,0,0.082,0,0,0,0,1.117,3,38,00 0 0 0 0 0 0 0 0 5.26 0 0 0 0 0 0 0 0 5.26 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1.666 3 5 0 0,0,0,0,0,0,0,0,0,5.26,0,0,0,0,0,0,0,0,5.26,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1.666,3,5,00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1.26 5.06 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1.26 2.53 0 0 0 0 0.263 0 0 0 0 2 5 32 0 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1.26,5.06,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1.26,2.53,0,0,0,0,0.263,0,0,0,0,2,5,32,00 0 0 0 0 0 0 0 0 0 0 1.92 0 0 0 1.92 0 0 3.84 0 1.92 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1.92 0 0 0 1.92 1.92 0 0 0 0 0 0 0 0 1.611 5 29 0 0,0,0,0,0,0,0,0,0,0,0,1.92,0,0,0,1.92,0,0,3.84,0,1.92,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1.92,0,0,0,1.92,1.92,0,0,0,0,0,0,0,0,1.611,5,29,00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 9 0 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,9,00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 5.55 0 0 0 0 0 0 0 0 0 0 0 0 1.375 4 11 0 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,5.55,0,0,0,0,0,0,0,0,0,0,0,0,1.375,4,11,00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 8.33 0 0 0 0 0 0 0 0 0 5.333 18 32 0 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,8.33,0,0,0,0,0,0,0,0,0,5.333,18,32,00 0 0 0 0 0 0 0 0 0 0 1.25 0 0 0 0 0 0 1.25 0 0 0 0 0 0 0 0 0 1.25 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.746 0 0 0 0 1.687 4 27 0 0,0,0,0,0,0,0,0,0,0,0,1.25,0,0,0,0,0,0,1.25,0,0,0,0,0,0,0,0,0,1.25,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.746,0,0,0,0,1.687,4,27,00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 6 0 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,6,00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3.03 0 0 0 0 3.03 0 0 3.03 3.03 0 0 0 0 0 0 0 0 1.47 5 25 0 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3.03,0,0,0,0,3.03,0,0,3.03,3.03,0,0,0,0,0,0,0,0,1.47,5,25,00 0 0 0 0 0 0 0 0 3.7 0 0 0 0 0 0 0 0 3.7 0 7.4 0 0 0 0 0 0 0 3.7 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 4 8 0 0,0,0,0,0,0,0,0,0,3.7,0,0,0,0,0,0,0,0,3.7,0,7.4,0,0,0,0,0,0,0,3.7,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,4,8,00 0 0.42 0 0 0 0 0 0 0 0 0 0.21 0 0 0.21 0 0.21 2.14 0 0.42 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.21 0.21 0 0 0.42 0.21 0 0 0 0.078 0.039 0.039 0 0 1.292 6 106 0 0,0,0.42,0,0,0,0,0,0,0,0,0,0.21,0,0,0.21,0,0.21,2.14,0,0.42,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.21,0.21,0,0,0.42,0.21,0,0,0,0.078,0.039,0.039,0,0,1.292,6,106,00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 8.33 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 1 2 0 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,8.33,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,1,2,00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2.272 4 25 0 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2.272,4,25,00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4.16 0 0 0 0 0 0 0 0 0 0 1.666 3 10 0 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,4.16,0,0,0,0,0,0,0,0,0,0,1.666,3,10,00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.93 0 0 0.93 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.93 0 0 0 0 0 0 0.93 0.93 0.93 0 0 0 0.163 0 0 0 0 1.911 15 65 0 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.93,0,0,0.93,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.93,0,0,0,0,0,0,0.93,0.93,0.93,0,0,0,0.163,0,0,0,0,1.911,15,65,00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.8 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.8 0 0 0 0 0 0 0.8 0.8 0.8 0 0 0 0.149 0 0 0 0 1.9 15 57 0 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.8,0,0,0,0,0,0,0.8,0.8,0.8,0,0,0,0.149,0,0,0,0,1.9,15,57,00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2.333 5 7 0 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2.333,5,7,00 0 0.97 0 0 0 0 0 0 0.97 0 0 0 0 0 0 0 0 2.91 0 0.97 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.97 0 0 0 0 0 0 0 0 0 0 1.714 6 12 0 0,0,0.97,0,0,0,0,0,0,0.97,0,0,0,0,0,0,0,0,2.91,0,0.97,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.97,0,0,0,0,0,0,0,0,0,0,1.714,6,12,00 0 0 0 0 0.8 0 0 0.8 0 0 0 0 0 0 0 0 0.8 1.6 0 0 0 0 0 0 0 0 0 0.8 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.8 0 0 0.8 0 0 0.294 0 0 0 0 1.166 2 14 0 0,0,0,0,0,0.8,0,0,0.8,0,0,0,0,0,0,0,0,0.8,1.6,0,0,0,0,0,0,0,0,0,0.8,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.8,0,0,0.8,0,0,0.294,0,0,0,0,1.166,2,14,00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 3 4 0 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,3,4,00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 6.66 0 0 0 0.334 0 0 0 0 3.333 18 60 0 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,6.66,0,0,0,0.334,0,0,0,0,3.333,18,60,00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 16.66 0 0 0 0 0 0 0 0 0 0 2 3 4 0 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,16.66,0,0,0,0,0,0,0,0,0,0,2,3,4,00.17 0 0.68 0 0.34 0.34 0 0 0 0 0 0 0 0 0 0 0 0.34 4.8 0 1.88 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.51 0.17 0 0 0 0.032 0 0.065 0 0 1.189 5 69 0 0.17,0,0.68,0,0.34,0.34,0,0,0,0,0,0,0,0,0,0,0,0.34,4.8,0,1.88,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.51,0.17,0,0,0,0.032,0,0.065,0,0,1.189,5,69,00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2.77 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2.77 0 0 0 0 0 0 0 0 1 1 10 0 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2.77,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2.77,0,0,0,0,0,0,0,0,1,1,10,00.69 0 0 0 0.69 0 0 0 0 0 0 0 0 0 0 0 0 0 1.38 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.69 0 0 1.38 0 0 1.38 1.38 0 0 0 0.302 0 0 0 0.1 2.447 15 93 0 0.69,0,0,0,0.69,0,0,0,0,0,0,0,0,0,0,0,0,0,1.38,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.69,0,0,1.38,0,0,1.38,1.38,0,0,0,0.302,0,0,0,0.1,2.447,15,93,00.16 0 0.32 0 0.1 0.1 0 0 0 0 0 0.21 0.96 0 0 0.05 0.05 0 0.64 0 0 0 0.1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.1 0 0 0 0.025 0.017 0.008 0 0.008 0.008 1.318 12 244 0 0.16,0,0.32,0,0.1,0.1,0,0,0,0,0,0.21,0.96,0,0,0.05,0.05,0,0.64,0,0,0,0.1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.1,0,0,0,0.025,0.017,0.008,0,0.008,0.008,1.318,12,244,00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 10.63 0 2.12 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2.12 2.12 0 0 0.374 0 0 0 0 0 1 1 7 0 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,10.63,0,2.12,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2.12,2.12,0,0,0.374,0,0,0,0,0,1,1,7,00 0 1.02 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3.06 0 2.04 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1.02 0 0 0 0 1.02 0 0 0 0.55 0 0 0 0 1.333 5 28 0 0,0,1.02,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3.06,0,2.04,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1.02,0,0,0,0,1.02,0,0,0,0.55,0,0,0,0,1.333,5,28,00 0 0.37 0 0.28 0.28 0 0 0.09 0 0 0.18 0.28 0 0 0 0 0.46 2.71 0 0.93 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.56 0.09 0.09 0 0 0.017 0 0 0 0 1.024 3 128 0 0,0,0.37,0,0.28,0.28,0,0,0.09,0,0,0.18,0.28,0,0,0,0,0.46,2.71,0,0.93,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.56,0.09,0.09,0,0,0.017,0,0,0,0,1.024,3,128,00 0 0 0 0 0 0 0 0 0 0.6 0 0 0 0 0 0 0 1.82 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.6 1.21 0 0 0.112 0 0 0 0 0 1.617 11 55 0 0,0,0,0,0,0,0,0,0,0,0.6,0,0,0,0,0,0,0,1.82,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.6,1.21,0,0,0.112,0,0,0,0,0,1.617,11,55,00.14 0 0.14 0 0 0.56 0 0 0 0 0 0.14 0 0 0 0 0 0.28 2.41 0 0.14 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.42 0 0 0 0.7 0.14 0 0 0 0.053 0 0 0 0 1.136 5 108 0 0.14,0,0.14,0,0,0.56,0,0,0,0,0,0.14,0,0,0,0,0,0.28,2.41,0,0.14,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.42,0,0,0,0.7,0.14,0,0,0,0.053,0,0,0,0,1.136,5,108,00.67 0 0 0 0.67 0 0 0 0 0 0 0 0 0 0 0 0 0 1.34 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.67 0 0 1.34 0 0 2.01 1.34 0 0 0 0.29 0 0 0 0.096 2.432 15 90 0 0.67,0,0,0,0.67,0,0,0,0,0,0,0,0,0,0,0,0,0,1.34,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.67,0,0,1.34,0,0,2.01,1.34,0,0,0,0.29,0,0,0,0.096,2.432,15,90,00.25 0 0.5 0 0.25 0 0 0 0 0 0 0.5 0 0 0 0 0 0.75 6.28 0 0.75 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.5 0.25 0 0 0.048 0 0 0 0 0 1 1 42 0 0.25,0,0.5,0,0.25,0,0,0,0,0,0,0.5,0,0,0,0,0,0.75,6.28,0,0.75,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.5,0.25,0,0,0.048,0,0,0,0,0,1,1,42,00 0 0.46 0 0.23 0.23 0 0 0 0 0 0 0 0 0 0.23 0 0 1.63 0 0.23 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.46 0 0 0 0 0.23 0 0 0 0.082 0 0.082 0 0 1.256 5 98 0 0,0,0.46,0,0.23,0.23,0,0,0,0,0,0,0,0,0,0.23,0,0,1.63,0,0.23,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.46,0,0,0,0,0.23,0,0,0,0.082,0,0.082,0,0,1.256,5,98,00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1.4 0 0 0 0.254 0 0 0 0 1 1 13 0 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1.4,0,0,0,0.254,0,0,0,0,1,1,13,00 0 0.18 0 0.18 0.18 0 0 0 0 0 0 0 0 0 0 0 0 2.06 0 0.56 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.37 0.56 0.37 0 0 0.033 0.033 0 0.099 0 0 1.489 11 137 0 0,0,0.18,0,0.18,0.18,0,0,0,0,0,0,0,0,0,0,0,0,2.06,0,0.56,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.37,0.56,0.37,0,0,0.033,0.033,0,0.099,0,0,1.489,11,137,00.29 0 0.29 0 0 0 0 0 0 0.29 0 0.29 0.59 0 0 0.29 0 0 3.86 0 0.29 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.29 0 0 0 0.107 0 0 0 0 1.22 6 61 0 0.29,0,0.29,0,0,0,0,0,0,0.29,0,0.29,0.59,0,0,0.29,0,0,3.86,0,0.29,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.29,0,0,0,0.107,0,0,0,0,1.22,6,61,00 0 0 0 0 0 0 0 0 1.38 0 0 0 0 0 0 0 1.38 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1.38 2.77 0 0 0 0.213 0 0 0 0 1.72 11 43 0 0,0,0,0,0,0,0,0,0,1.38,0,0,0,0,0,0,0,1.38,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1.38,2.77,0,0,0,0.213,0,0,0,0,1.72,11,43,00 0 0 0 0 0 0 0 0 0 0 0.37 0.37 0 0 0 0 0 1.49 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.37 0 0 0 0 0.37 0 0 0 1.11 0.37 0 0 0 0.131 0 0 0 0 1.488 5 64 0 0,0,0,0,0,0,0,0,0,0,0,0.37,0.37,0,0,0,0,0,1.49,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.37,0,0,0,0,0.37,0,0,0,1.11,0.37,0,0,0,0.131,0,0,0,0,1.488,5,64,00 0 1.2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3.61 0 2.4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1.2 0 0 0 0 0 0 0 0 1.2 3 24 0 0,0,1.2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3.61,0,2.4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1.2,0,0,0,0,0,0,0,0,1.2,3,24,00 0 0.4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.8 0 0 0 0 0.4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.4 0.4 0 0 0 0 0.145 0 0 0 1.372 5 70 0 0,0,0.4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.8,0,0,0,0,0.4,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.4,0.4,0,0,0,0,0.145,0,0,0,1.372,5,70,00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4.76 0 0 0 0 4.76 0 0 0 0 0 0 0 0 1.571 5 11 0 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,4.76,0,0,0,0,4.76,0,0,0,0,0,0,0,0,1.571,5,11,00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.89 0.89 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.89 0 0 0 0 0 0 0 0 1.266 3 19 0 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.89,0.89,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.89,0,0,0,0,0,0,0,0,1.266,3,19,00 0 1.23 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.61 1.85 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.61 0.61 0 0 1.23 0.61 0 0 0 0 0.406 0 0 0 1.666 13 70 0 0,0,1.23,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.61,1.85,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.61,0.61,0,0,1.23,0.61,0,0,0,0,0.406,0,0,0,1.666,13,70,00 0 0.45 0 0 0.22 0 0 0 0 0 0 0.45 0 0 0 0 0 1.83 0 0.45 0 0 0 0 0 0 0 0.22 0 0 0 0 0 0 0 0 0 0 0 0.68 0 0 0.45 0.22 0.22 0 0 0 0.082 0 0.041 0 0 1.5 7 123 0 0,0,0.45,0,0,0.22,0,0,0,0,0,0,0.45,0,0,0,0,0,1.83,0,0.45,0,0,0,0,0,0,0,0.22,0,0,0,0,0,0,0,0,0,0,0,0.68,0,0,0.45,0.22,0.22,0,0,0,0.082,0,0.041,0,0,1.5,7,123,00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 9.52 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 4.76 0 0 0 0.625 0 0 0 0 1.375 4 11 0 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,9.52,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,4.76,0,0,0,0.625,0,0,0,0,1.375,4,11,00 0 0 0 0 0 0 0 0 0 0 0.71 0.71 0 0 0 0 0 0.71 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.71 0 0 0 0.125 0 0 0.125 0 1.272 4 28 0 0,0,0,0,0,0,0,0,0,0,0,0.71,0.71,0,0,0,0,0,0.71,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.71,0,0,0,0.125,0,0,0.125,0,1.272,4,28,00 0 3.03 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3.03 3.03 0 0 0 0 0 0 0 0 1.111 2 10 0 0,0,3.03,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3.03,3.03,0,0,0,0,0,0,0,0,1.111,2,10,00 0 0 0 0.54 0 0 0 0 0 0 0.54 0 0 0 0 0 0 0.54 0 0.54 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1.09 0 0.54 0 0 0 0 0 0 0 0 1 1 22 0 0,0,0,0,0.54,0,0,0,0,0,0,0.54,0,0,0,0,0,0,0.54,0,0.54,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1.09,0,0.54,0,0,0,0,0,0,0,0,1,1,22,00 0 0 0 0 0 0 0 0 0 0 0.58 0 0 0 0.58 0 0 2.9 0 0.58 0.58 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.58 0 0 0 0.185 0 0 0 0.092 2.468 11 79 0 0,0,0,0,0,0,0,0,0,0,0,0.58,0,0,0,0.58,0,0,2.9,0,0.58,0.58,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.58,0,0,0,0.185,0,0,0,0.092,2.468,11,79,00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 6.89 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 3.44 0 0 0 0 0 0 0 0 1 1 8 0 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,6.89,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,3.44,0,0,0,0,0,0,0,0,1,1,8,00 0 1.25 0 2.5 0 0 0 0 0 0 0 0.62 0 0 0 0 0 0.62 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.62 0 0 1.25 0.62 0.62 0 0 0 0.111 0 0 0 0 1.285 4 27 0 0,0,1.25,0,2.5,0,0,0,0,0,0,0,0.62,0,0,0,0,0,0.62,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.62,0,0,1.25,0.62,0.62,0,0,0,0.111,0,0,0,0,1.285,4,27,00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 7.69 0 0 0 0 0 1.052 0 0 1 1 6 0 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,7.69,0,0,0,0,0,1.052,0,0,1,1,6,00 0 0 0 0 0 0 0 0 0 0 1.61 0 0 0 0 0 0 6.45 0 0 0 0 0 0 0 0 0 0 1.61 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1.61 0 0 0 0.63 0 0 0 0 1.727 5 19 0 0,0,0,0,0,0,0,0,0,0,0,1.61,0,0,0,0,0,0,6.45,0,0,0,0,0,0,0,0,0,0,1.61,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1.61,0,0,0,0.63,0,0,0,0,1.727,5,19,00 0 1.19 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.59 3.57 0 1.19 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.59 0 0 0 0 0 0 0 0 1 1 24 0 0,0,1.19,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.59,3.57,0,1.19,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.59,0,0,0,0,0,0,0,0,1,1,24,00.31 0 0.62 0 0 0.31 0 0 0 0 0 1.88 0 0 0 0 0 0 0.62 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.31 0.31 0.31 0 0 0 0.232 0 0 0 0 1.142 3 88 0 0.31,0,0.62,0,0,0.31,0,0,0,0,0,1.88,0,0,0,0,0,0,0.62,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.31,0.31,0.31,0,0,0,0.232,0,0,0,0,1.142,3,88,00 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 6 0 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 2 0 0 0 0 0 0.353 0 0 1.555 4 14 0 0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,6,0,2,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,2,0,0,0,0,0,0.353,0,0,1.555,4,14,00.3 0 0.3 0 0 0 0 0 0 0 0 1.8 0.3 0 0 0 0 0.9 1.5 0 0.3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1.2 0 0 0.102 0.718 0 0 0 0 1.404 6 118 0 0.3,0,0.3,0,0,0,0,0,0,0,0,1.8,0.3,0,0,0,0,0.9,1.5,0,0.3,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1.2,0,0,0.102,0.718,0,0,0,0,1.404,6,118,00.96 0 0 0 0.32 0 0 0 0 0 0 0.32 0 0 0 0 0 0 1.93 0 0.32 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0.32 0 0.32 0 0 0 0.057 0 0 0 0 1.147 5 78 0 0.96,0,0,0,0.32,0,0,0,0,0,0,0.32,0,0,0,0,0,0,1.93,0,0.32,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0.32,0,0.32,0,0,0,0.057,0,0,0,0,1.147,5,78,00 0 0.65 0 0 0 0 0 0 0 0 0 0.65 0 0 0 0 0 4.6 0 0.65 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1.97 0.65 0 0 0 0 0 0.125 0 0 1.25 5 40 0 0,0,0.65,0,0,0,0,0,0,0,0,0,0.65,0,0,0,0,0,4.6,0,0.65,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1.97,0.65,0,0,0,0,0,0.125,0,0,1.25,5,40,0

bref pour celui qui peux comprendre ça chapeau
:calim2:
merci d'avance

Citation:

Envoyé par s2a07

bref pour celui qui peux comprendre ça chapeau

Si ces données sortent d'une étude, leur interprétation (ce que ça représente et ce qu'on peut en faire) devrait être décrite dans le document. Mais je ne vois pas en quoi l'interprétation de ces données (et la lecture de cette étude) concerne la programmation Python: on est plutôt dans le domaine de la sécurité ou dans des mesures de la pollution des réseaux sociaux (côté interprétation).

- W

merci mais la variable dont le label est spam est de type object qui est un fichier csv avec separateur tab est le pourcentage de spam et j'utilise python pour détecter si c'est un spam ou pas
a tu compris ma demarche moi aussi je ne suis pas dans la tete de celui qui a fait l'étude je reprends ces traveau et je constate qu il calcul une somme de pourcentage si j'ai bien compris
es ce que l'on est dacccord
en tout cas merci
donc comment calcul t'ont une somme sur un fichier csv voila le problème svp ?
:calim2:

Citation:

Envoyé par s2a07

donc comment calcul t'ont une somme sur un fichier csv voila le problème svp ?

Le préalable est de savoir ce que représentent ces données et de justifier les éventuels traitements qu'on voudra/pourra faire dessus.
Sinon à partir d'un tableau de dimension MxN, faire la somme de l'ensemble, de certaines colonnes, des x premiers nombres tirés au hasard,... produira un résultat sans aucune signification.

- W

tu parles d'une étude existante ? est-elle dispo en ligne? si oui, mettre un lien.
tu dis que ta variable contient des pourcentages, ok mais des pourcentages de quoi par rapport à quoi ?
tu as 4600 lignes et un certain nombre de colonnes, à quoi correspondent ces lignes et ces colonnes ?

merci mais aprés une reflexion :ptdr: je crois qu'il calcul la moyenne d'une liste afin de calculer une fréquence de spam
qu'en pensez vous :ptdr:

Citation:

Envoyé par s2a07

merci mais aprés une reflexion :ptdr: je crois qu'il calcul la moyenne d'une liste afin de calculer une fréquence de spam

Le fichier CSV est un tableau à 2 dimensions et non une liste, qu'allez vous bien pouvoir faire avec cela?
Puis comment passer de "pourcentage de spam" à des fréquences (des occurrences par unité de temps)?

Vous en êtes toujours à définir la nature des données (ce qui passe par lire l'étude qui va avec...).

- W

merci a mon avis le fichier csv est convertit en liste avec separateur (,) et il calcul le pourcentage de spam par unite de longeur je pense que c'est ca :calim2:
les donnée viennent je crois de l'uci spambase mais il n'y pas de texte c'est ca qui est bizzare
merci d'avance:ptdr:

Citation:

Envoyé par s2a07

merci a mon avis le fichier csv est convertit en liste avec separateur (,) et il calcul le pourcentage de spam par unite de longeur je pense que c'est ca :calim2:

Par unité de longueur de quoi?
Rien ne vous empêche de charger le CSV dans un tableau numpy et de faire ce que vous voulez côté calcul avec (ça pourrait servir à choisir les numéros du prochain loto...)

Citation:

Envoyé par s2a07

les donnée viennent je crois de l'uci spambase mais il n'y pas de texte c'est ca qui est bizzare

Ce qui est bizarre, c'est votre attitude: plutôt que de ne pas trop savoir ce qu'est ce fichier autant aller en récupérer un à la source.

- W

si tu dis que ça vient de uci spam base, une recherche google mène à ça (parmi les résultats) => https://archive.ics.uci.edu/dataset/94/spambase
et sur cette page, il y a la description des colonnes. Dans le fichier zip à télécharger du site, on retrouve les infos de colonnes dans les fichiers spambase.Documentation et aussi dans spambase.names (tous les fichiers sont lisibles par le bloc-note ou autre éditeur texte)
chaque ligne correspond un email du lot de test, les colonnes a des fréquences de mots et de caractères (correspondant au nom des colonnes) et à d'autres critères (longueur des mots en majuscule par exemple) et dans la dernière, si le mail a été identifié comme spam ou pas.