diff --git a/reports/report_test_bayes_bagofwords_s10000.csv b/reports/report_test_bayes_bagofwords_s10000.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c44e681a8077b7f07f62acf1e05929c34da2bf18
--- /dev/null
+++ b/reports/report_test_bayes_bagofwords_s10000.csv
@@ -0,0 +1,39 @@
+class,precision,recall,f1-score,support,FP,FN,TP,TN
+Géographie,0.9057868736767819,0.9793971766501335,0.9411549037580201,2621,5,199,34,11464
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+Pharmacie,0.0,0.0,0.0,65,82,18,76,11526
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+Mathématiques,0.9339622641509434,0.7071428571428572,0.8048780487804879,140,1,23,0,11678
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+Médailles,1.0,0.13043478260869565,0.23076923076923078,23,101,81,247,11273
+Spectacle,0.0,0.0,0.0,9,0,9,0,11693
+Economie domestique,0.0,0.0,0.0,27,0,22,0,11680
diff --git a/reports/report_test_bayes_bagofwords_s10000.txt b/reports/report_test_bayes_bagofwords_s10000.txt
new file mode 100644
index 0000000000000000000000000000000000000000..40c54cac1966505ebfbb680024070eb0b32ada29
--- /dev/null
+++ b/reports/report_test_bayes_bagofwords_s10000.txt
@@ -0,0 +1,2 @@
+test_bayes_bagofwords_s10000
+{'precision': 0.7328190534485423, 'recall': 0.7264570158947189, 'f1-score': 0.6986072007203119, 'support': 11702}
diff --git a/reports/report_test_bayes_bagofwords_s1500.csv b/reports/report_test_bayes_bagofwords_s1500.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0a5bab596e938dbe9a91c3499c9ff2664ac00fcc
--- /dev/null
+++ b/reports/report_test_bayes_bagofwords_s1500.csv
@@ -0,0 +1,39 @@
+class,precision,recall,f1-score,support,FP,FN,TP,TN
+Géographie,0.9930404523705959,0.8710415871804654,0.9280487804878048,2621,32,132,101,11437
+Architecture,0.7857142857142857,0.5935251798561151,0.6762295081967212,278,21,30,185,11466
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+Physique - [Sciences physico-mathématiques],0.5012787723785166,0.7396226415094339,0.5975609756097561,265,89,136,70,11407
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+Maréchage - Manège,0.8765432098765432,0.6761904761904762,0.7634408602150536,105,14,46,91,11551
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+Anatomie,0.8980582524271845,0.8604651162790697,0.8788598574821853,215,224,52,403,11023
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+Mathématiques,0.8983050847457628,0.7571428571428571,0.8217054263565892,140,1,23,0,11678
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+Médailles,0.8571428571428571,0.2608695652173913,0.4,23,214,42,286,11160
+Spectacle,0.0,0.0,0.0,9,0,9,0,11693
+Economie domestique,0.0,0.0,0.0,27,0,22,0,11680
diff --git a/reports/report_test_bayes_bagofwords_s1500.txt b/reports/report_test_bayes_bagofwords_s1500.txt
new file mode 100644
index 0000000000000000000000000000000000000000..48a9180aa2afb3679126057d70ef65434e531ad5
--- /dev/null
+++ b/reports/report_test_bayes_bagofwords_s1500.txt
@@ -0,0 +1,2 @@
+test_bayes_bagofwords_s1500
+{'precision': 0.7544902002034346, 'recall': 0.7056058793368655, 'f1-score': 0.7093787519248692, 'support': 11702}
diff --git a/reports/report_test_bayes_bagofwords_s500.csv b/reports/report_test_bayes_bagofwords_s500.csv
new file mode 100644
index 0000000000000000000000000000000000000000..cce27a6be57160fe992f2a5422f88f7ebbf646ba
--- /dev/null
+++ b/reports/report_test_bayes_bagofwords_s500.csv
@@ -0,0 +1,39 @@
+class,precision,recall,f1-score,support,FP,FN,TP,TN
+Géographie,0.9971469329529244,0.8000763067531477,0.8878069432684167,2621,42,134,99,11427
+Architecture,0.8333333333333334,0.2697841726618705,0.4076086956521739,278,38,33,182,11449
+Histoire naturelle,0.8695652173913043,0.7684319833852544,0.8158765159867695,963,119,145,127,11311
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+Superstition,0.6666666666666666,0.09090909090909091,0.16,22,197,92,173,11240
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+Spectacle,0.0,0.0,0.0,9,0,9,0,11693
+Economie domestique,1.0,0.037037037037037035,0.07142857142857142,27,1,20,2,11679
diff --git a/reports/report_test_bayes_bagofwords_s500.txt b/reports/report_test_bayes_bagofwords_s500.txt
new file mode 100644
index 0000000000000000000000000000000000000000..a72956d1df80b8bbbaa0590019744ed05ec08a05
--- /dev/null
+++ b/reports/report_test_bayes_bagofwords_s500.txt
@@ -0,0 +1,2 @@
+test_bayes_bagofwords_s500
+{'precision': 0.7510565092117354, 'recall': 0.6027174841907367, 'f1-score': 0.6281419709105538, 'support': 11702}
diff --git a/reports/report_test_bayes_tf_idf_s10000.csv b/reports/report_test_bayes_tf_idf_s10000.csv
new file mode 100644
index 0000000000000000000000000000000000000000..09a6e08b5e3089036e31a6130cb30fdfd4a3aadc
--- /dev/null
+++ b/reports/report_test_bayes_tf_idf_s10000.csv
@@ -0,0 +1,39 @@
+class,precision,recall,f1-score,support,FP,FN,TP,TN
+Géographie,0.5229816147082335,0.9984738649370469,0.6864262295081968,2621,0,233,0,11469
+Architecture,1.0,0.046762589928057555,0.08934707903780069,278,0,155,60,11487
+Histoire naturelle,0.5599022004889975,0.9511941848390446,0.7048864948056944,963,0,268,4,11430
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+Physique - [Sciences physico-mathématiques],0.967741935483871,0.11320754716981132,0.20270270270270271,265,0,206,0,11496
+Médecine - Chirurgie,0.7085308056872038,0.6571428571428571,0.6818700114025086,455,0,108,0,11594
+Jeu,0.0,0.0,0.0,56,0,23,0,11679
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+Religion,0.9302325581395349,0.12195121951219512,0.21563342318059298,328,0,104,0,11598
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+Militaire (Art) - Guerre - Arme,0.96,0.09302325581395349,0.1696113074204947,258,830,59,1225,9588
+Antiquité,1.0,0.014705882352941176,0.028985507246376812,272,0,27,0,11675
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+Belles-lettres - Poésie,0.0,0.0,0.0,206,2387,4,2617,6694
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+Blason,0.0,0.0,0.0,108,720,47,916,10019
+Monnaie,0.0,0.0,0.0,63,0,56,0,11646
+Philosophie,0.0,0.0,0.0,94,3,307,108,11284
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+Anatomie,1.0,0.27906976744186046,0.43636363636363634,215,123,156,299,11124
+Agriculture - Economie rustique,0.0,0.0,0.0,233,1142,89,962,9509
+Chasse,1.0,0.017241379310344827,0.03389830508474576,116,0,65,0,11637
+Pharmacie,0.0,0.0,0.0,65,0,94,0,11608
+Superstition,0.0,0.0,0.0,22,1,235,30,11436
+Mathématiques,1.0,0.07857142857142857,0.1456953642384106,140,0,23,0,11679
+Politique,0.0,0.0,0.0,23,0,42,0,11660
+Médailles,0.0,0.0,0.0,23,3,288,40,11371
+Spectacle,0.0,0.0,0.0,9,0,9,0,11693
+Economie domestique,0.0,0.0,0.0,27,0,22,0,11680
diff --git a/reports/report_test_bayes_tf_idf_s10000.txt b/reports/report_test_bayes_tf_idf_s10000.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2de68c7fa35556e5b94c92205c01b9ac62d19863
--- /dev/null
+++ b/reports/report_test_bayes_tf_idf_s10000.txt
@@ -0,0 +1,2 @@
+test_bayes_tf_idf_s10000
+{'precision': 0.6012006961081473, 'recall': 0.551187831139976, 'f1-score': 0.4363858444415761, 'support': 11702}
diff --git a/reports/report_test_bayes_tf_idf_s1500.csv b/reports/report_test_bayes_tf_idf_s1500.csv
new file mode 100644
index 0000000000000000000000000000000000000000..936e04b05b25c860a7d27f0851d278f236e72d41
--- /dev/null
+++ b/reports/report_test_bayes_tf_idf_s1500.csv
@@ -0,0 +1,39 @@
+class,precision,recall,f1-score,support,FP,FN,TP,TN
+Géographie,0.9825487012987013,0.9236932468523464,0.952212389380531,2621,7,181,52,11462
+Architecture,0.7769230769230769,0.7266187050359713,0.7509293680297398,278,3,77,138,11484
+Histoire naturelle,0.6880733944954128,0.9345794392523364,0.7926023778071334,963,91,100,172,11339
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diff --git a/reports/report_test_bayes_tf_idf_s1500.txt b/reports/report_test_bayes_tf_idf_s1500.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e55114ff7db4f35e724206520b6cb736fb67d2b8
--- /dev/null
+++ b/reports/report_test_bayes_tf_idf_s1500.txt
@@ -0,0 +1,2 @@
+test_bayes_tf_idf_s1500
+{'precision': 0.7308671700488817, 'recall': 0.7146641599726542, 'f1-score': 0.6897672614476336, 'support': 11702}
diff --git a/reports/report_test_bayes_tf_idf_s500.csv b/reports/report_test_bayes_tf_idf_s500.csv
new file mode 100644
index 0000000000000000000000000000000000000000..31ef715cf791f323ab0bdf274e46ace0574668c1
--- /dev/null
+++ b/reports/report_test_bayes_tf_idf_s500.csv
@@ -0,0 +1,39 @@
+class,precision,recall,f1-score,support,FP,FN,TP,TN
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diff --git a/reports/report_test_bayes_tf_idf_s500.txt b/reports/report_test_bayes_tf_idf_s500.txt
new file mode 100644
index 0000000000000000000000000000000000000000..3bb9d04ceca33ec405cdc4200b4c80bdd819e759
--- /dev/null
+++ b/reports/report_test_bayes_tf_idf_s500.txt
@@ -0,0 +1,2 @@
+test_bayes_tf_idf_s500
+{'precision': 0.773888934664392, 'recall': 0.7416680909246283, 'f1-score': 0.7393262657838051, 'support': 11702}
diff --git a/reports/report_test_bert-base-multilingual-cased_s10000.csv b/reports/report_test_bert-base-multilingual-cased_s10000.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5faee19d6d5edfb5dcb703164fd31dbad4d0833a
--- /dev/null
+++ b/reports/report_test_bert-base-multilingual-cased_s10000.csv
@@ -0,0 +1,39 @@
+className,precision,recall,f1-score,support,FP,FN,TP,TN
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diff --git a/reports/report_test_bert-base-multilingual-cased_s10000.txt b/reports/report_test_bert-base-multilingual-cased_s10000.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e9472107f220113896ed1c31999c7c1dd379ccba
--- /dev/null
+++ b/reports/report_test_bert-base-multilingual-cased_s10000.txt
@@ -0,0 +1,2 @@
+test_test_bert-base-multilingual-cased_s10000
+{'precision': 0.8618756400370106, 'recall': 0.8634421466415997, 'f1-score': 0.8616488814506942, 'support': 11702}
diff --git a/reports/report_test_bert-base-multilingual-cased_s1500.csv b/reports/report_test_bert-base-multilingual-cased_s1500.csv
new file mode 100644
index 0000000000000000000000000000000000000000..08efa7f1c69d369488856aa6c7f6d94b00164a44
--- /dev/null
+++ b/reports/report_test_bert-base-multilingual-cased_s1500.csv
@@ -0,0 +1,39 @@
+className,precision,recall,f1-score,support,FP,FN,TP,TN
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diff --git a/reports/report_test_bert-base-multilingual-cased_s1500.txt b/reports/report_test_bert-base-multilingual-cased_s1500.txt
new file mode 100644
index 0000000000000000000000000000000000000000..14192e09e376f75cf76ec021c13518e3a4406f58
--- /dev/null
+++ b/reports/report_test_bert-base-multilingual-cased_s1500.txt
@@ -0,0 +1,2 @@
+test_bert-base-multilingual-cased_s1500
+{'precision': 0.8519675712108389, 'recall': 0.8462655956246795, 'f1-score': 0.8473753622864459, 'support': 11702}
diff --git a/reports/report_test_bert-base-multilingual-cased_s500.csv b/reports/report_test_bert-base-multilingual-cased_s500.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e2aa8394cab2df179454aa70cf05cb83cc8a0851
--- /dev/null
+++ b/reports/report_test_bert-base-multilingual-cased_s500.csv
@@ -0,0 +1,39 @@
+className,precision,recall,f1-score,support,FP,FN,TP,TN
+Agriculture - Economie rustique,0.5463258785942492,0.7339055793991416,0.6263736263736263,233,142,62,171,11327
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diff --git a/reports/report_test_bert-base-multilingual-cased_s500.txt b/reports/report_test_bert-base-multilingual-cased_s500.txt
new file mode 100644
index 0000000000000000000000000000000000000000..ee88843ae36489b4a2c58ee05dd99646d7138d4c
--- /dev/null
+++ b/reports/report_test_bert-base-multilingual-cased_s500.txt
@@ -0,0 +1,2 @@
+test_bert-base-multilingual-cased_s500
+{'precision': 0.8232225865144908, 'recall': 0.8040505896427961, 'f1-score': 0.8082751856317151, 'support': 11702}
diff --git a/reports/report_test_bi-lstm_fasttext_s10000.csv b/reports/report_test_bi-lstm_fasttext_s10000.csv
new file mode 100644
index 0000000000000000000000000000000000000000..cd896dda7fe34a9066d5c3d829aaf5fcfe004f66
--- /dev/null
+++ b/reports/report_test_bi-lstm_fasttext_s10000.csv
@@ -0,0 +1,39 @@
+className,precision,recall,f1-score,support,FP,FN,TP,TN
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diff --git a/reports/report_test_bi-lstm_fasttext_s10000.txt b/reports/report_test_bi-lstm_fasttext_s10000.txt
new file mode 100644
index 0000000000000000000000000000000000000000..d06bac122ee11e2433530e33ef62a55c7dfc6819
--- /dev/null
+++ b/reports/report_test_bi-lstm_fasttext_s10000.txt
@@ -0,0 +1,2 @@
+test_bi-lstm_fasttext_s10000
+{'precision': 0.8109042232522539, 'recall': 0.8066997094513758, 'f1-score': 0.7986307813237252, 'support': 11702}
diff --git a/reports/report_test_bi-lstm_fasttext_s1500.csv b/reports/report_test_bi-lstm_fasttext_s1500.csv
new file mode 100644
index 0000000000000000000000000000000000000000..fc4a90d92196d76b1e23ce990d5c184b28e77cc3
--- /dev/null
+++ b/reports/report_test_bi-lstm_fasttext_s1500.csv
@@ -0,0 +1,39 @@
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diff --git a/reports/report_test_bi-lstm_fasttext_s1500.txt b/reports/report_test_bi-lstm_fasttext_s1500.txt
new file mode 100644
index 0000000000000000000000000000000000000000..3ad554e7709f54baed3e1ca35b0ba91a84c2a172
--- /dev/null
+++ b/reports/report_test_bi-lstm_fasttext_s1500.txt
@@ -0,0 +1,2 @@
+test_bi-lstm_fasttext_s1500
+{'precision': 0.8016392397437833, 'recall': 0.7926850111092121, 'f1-score': 0.7899913416082912, 'support': 11702}
diff --git a/reports/report_test_bi-lstm_fasttext_s500.csv b/reports/report_test_bi-lstm_fasttext_s500.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1e4935d753073eea99c8eca681cb14457b26e44c
--- /dev/null
+++ b/reports/report_test_bi-lstm_fasttext_s500.csv
@@ -0,0 +1,39 @@
+className,precision,recall,f1-score,support,FP,FN,TP,TN
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diff --git a/reports/report_test_bi-lstm_fasttext_s500.txt b/reports/report_test_bi-lstm_fasttext_s500.txt
new file mode 100644
index 0000000000000000000000000000000000000000..1ea6e255b723589c77ead680e18d7e07daac1311
--- /dev/null
+++ b/reports/report_test_bi-lstm_fasttext_s500.txt
@@ -0,0 +1,2 @@
+test_bi-lstm_fasttext_s500
+{'precision': 0.7666309419133213, 'recall': 0.7210733207998633, 'f1-score': 0.7228967917529489, 'support': 11702}
diff --git a/reports/report_test_bi-lstm_glove.6B.100d_s10000.csv b/reports/report_test_bi-lstm_glove.6B.100d_s10000.csv
new file mode 100644
index 0000000000000000000000000000000000000000..53e465580f2e968efa6077c88cb62fa82c723f60
--- /dev/null
+++ b/reports/report_test_bi-lstm_glove.6B.100d_s10000.csv
@@ -0,0 +1,39 @@
+className,precision,recall,f1-score,support,FP,FN,TP,TN
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+Philosophie,0.51,0.5425531914893617,0.5257731958762887,94,49,43,51,11559
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+Superstition,0.9230769230769231,0.5454545454545454,0.6857142857142856,22,1,10,12,11679
diff --git a/reports/report_test_bi-lstm_glove.6B.100d_s10000.txt b/reports/report_test_bi-lstm_glove.6B.100d_s10000.txt
new file mode 100644
index 0000000000000000000000000000000000000000..eaa52babb6cf08c46fd8c9f54f356b4486b40cb2
--- /dev/null
+++ b/reports/report_test_bi-lstm_glove.6B.100d_s10000.txt
@@ -0,0 +1,2 @@
+test_bi-lstm_2_glove.6B.100d_s10000
+{'precision': 0.7292063181267685, 'recall': 0.7313279781233977, 'f1-score': 0.7182359698466431, 'support': 11702}
diff --git a/reports/report_test_bi-lstm_glove.6B.100d_s1500.csv b/reports/report_test_bi-lstm_glove.6B.100d_s1500.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6779aa05c8b10fbb6f93cc83c5ea97541d8f2bfd
--- /dev/null
+++ b/reports/report_test_bi-lstm_glove.6B.100d_s1500.csv
@@ -0,0 +1,39 @@
+className,precision,recall,f1-score,support,FP,FN,TP,TN
+Agriculture - Economie rustique,0.41150442477876104,0.39914163090128757,0.40522875816993464,233,133,140,93,11336
+Anatomie,0.7942857142857143,0.6465116279069767,0.7128205128205128,215,36,76,139,11451
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+Architecture,0.408,0.7338129496402878,0.524421593830334,278,296,74,204,11128
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+Beaux-arts,0.5921052631578947,0.5232558139534884,0.5555555555555556,86,31,41,45,11585
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diff --git a/reports/report_test_bi-lstm_glove.6B.100d_s1500.txt b/reports/report_test_bi-lstm_glove.6B.100d_s1500.txt
new file mode 100644
index 0000000000000000000000000000000000000000..fd4275fd2671b0a3a45bddf615a327a888f55541
--- /dev/null
+++ b/reports/report_test_bi-lstm_glove.6B.100d_s1500.txt
@@ -0,0 +1,2 @@
+test_bi-lstm_glove.6B.100d_s1500
+{'precision': 0.7208534764594391, 'recall': 0.6985130746880875, 'f1-score': 0.6996717212234395, 'support': 11702}
diff --git a/reports/report_test_bi-lstm_glove.6B.100d_s500.csv b/reports/report_test_bi-lstm_glove.6B.100d_s500.csv
new file mode 100644
index 0000000000000000000000000000000000000000..7f015c5ce1f2cfed58384e83eb5c06d6954850f1
--- /dev/null
+++ b/reports/report_test_bi-lstm_glove.6B.100d_s500.csv
@@ -0,0 +1,39 @@
+className,precision,recall,f1-score,support,FP,FN,TP,TN
+Agriculture - Economie rustique,0.2471655328798186,0.4678111587982833,0.32344213649851633,233,332,124,109,11137
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+Belles-lettres - Poésie,0.25,0.2669902912621359,0.25821596244131456,206,165,151,55,11331
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+Superstition,0.7142857142857143,0.45454545454545453,0.5555555555555556,22,4,12,10,11676
diff --git a/reports/report_test_bi-lstm_glove.6B.100d_s500.txt b/reports/report_test_bi-lstm_glove.6B.100d_s500.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e7422968f5d3aa1c395783696ab5fe988230d2be
--- /dev/null
+++ b/reports/report_test_bi-lstm_glove.6B.100d_s500.txt
@@ -0,0 +1,2 @@
+test_bi-lstm_glove.6B.100d_s500
+{'precision': 0.69585134110428, 'recall': 0.6227995214493249, 'f1-score': 0.6355010618209952, 'support': 11702}
diff --git a/reports/report_test_camembert-base_s10000.csv b/reports/report_test_camembert-base_s10000.csv
new file mode 100644
index 0000000000000000000000000000000000000000..b84140fe13eebbabbc292274d1620b9acae82edd
--- /dev/null
+++ b/reports/report_test_camembert-base_s10000.csv
@@ -0,0 +1,39 @@
+className,precision,recall,f1-score,support,FP,FN,TP,TN
+Agriculture - Economie rustique,0.7477876106194691,0.7253218884120172,0.7363834422657952,233,57,64,169,11412
+Anatomie,0.9414634146341463,0.8976744186046511,0.9190476190476189,215,12,22,193,11475
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+Belles-lettres - Poésie,0.7351351351351352,0.6601941747572816,0.6956521739130435,206,49,70,136,11447
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+Médailles,0.7407407407407407,0.8695652173913043,0.7999999999999999,23,7,3,20,11672
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diff --git a/reports/report_test_camembert-base_s10000.txt b/reports/report_test_camembert-base_s10000.txt
new file mode 100644
index 0000000000000000000000000000000000000000..0dc07737fbc30f3bccf2e3b0e24dbdf6d42709b5
--- /dev/null
+++ b/reports/report_test_camembert-base_s10000.txt
@@ -0,0 +1,2 @@
+test_camembert-base_s10000
+{'precision': 0.86042438592459, 'recall': 0.8621603144761579, 'f1-score': 0.859343042873414, 'support': 11702}
diff --git a/reports/report_test_camembert-base_s1500.csv b/reports/report_test_camembert-base_s1500.csv
new file mode 100644
index 0000000000000000000000000000000000000000..927dbdaf12f0bc5452ae464628754840888280bd
--- /dev/null
+++ b/reports/report_test_camembert-base_s1500.csv
@@ -0,0 +1,39 @@
+className,precision,recall,f1-score,support,FP,FN,TP,TN
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diff --git a/reports/report_test_camembert-base_s1500.txt b/reports/report_test_camembert-base_s1500.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e6a974d2298e2946b5acdb3751be947bc58122cd
--- /dev/null
+++ b/reports/report_test_camembert-base_s1500.txt
@@ -0,0 +1,2 @@
+test_camembert-base_s1500
+{'precision': 0.8378922343896246, 'recall': 0.8307126986839857, 'f1-score': 0.8306626806662822, 'support': 11702}
diff --git a/reports/report_test_camembert-base_s500.csv b/reports/report_test_camembert-base_s500.csv
new file mode 100644
index 0000000000000000000000000000000000000000..be21c0707a8709e90d1903d7b2e40b679b9e8b00
--- /dev/null
+++ b/reports/report_test_camembert-base_s500.csv
@@ -0,0 +1,39 @@
+className,precision,recall,f1-score,support,FP,FN,TP,TN
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diff --git a/reports/report_test_camembert-base_s500.txt b/reports/report_test_camembert-base_s500.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e3c45e32654cd651e7cbc79e58ea5d94df627206
--- /dev/null
+++ b/reports/report_test_camembert-base_s500.txt
@@ -0,0 +1,2 @@
+test_camembert-base_s500
+{'precision': 0.8074052066457909, 'recall': 0.7786703127670483, 'f1-score': 0.782114836459738, 'support': 11702}
diff --git a/reports/report_test_cnn_conv1D_egc_fasttext_s10000.csv b/reports/report_test_cnn_conv1D_egc_fasttext_s10000.csv
new file mode 100644
index 0000000000000000000000000000000000000000..bfc9733c15cc2a7f3233b660968ebb2d9ac2b95e
--- /dev/null
+++ b/reports/report_test_cnn_conv1D_egc_fasttext_s10000.csv
@@ -0,0 +1,39 @@
+className,precision,recall,f1-score,support,FP,FN,TP,TN
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diff --git a/reports/report_test_cnn_conv1D_egc_fasttext_s10000.txt b/reports/report_test_cnn_conv1D_egc_fasttext_s10000.txt
new file mode 100644
index 0000000000000000000000000000000000000000..496ac230da1a80e1f1861c94b099e1863ea70b94
--- /dev/null
+++ b/reports/report_test_cnn_conv1D_egc_fasttext_s10000.txt
@@ -0,0 +1,2 @@
+test_cnn_conv1D_egc_fasttext_s10000
+{'precision': 0.7155913822533972, 'recall': 0.7181678345581952, 'f1-score': 0.7137655659997104, 'support': 11702}
diff --git a/reports/report_test_cnn_conv1D_egc_fasttext_s1500.csv b/reports/report_test_cnn_conv1D_egc_fasttext_s1500.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ad19584c1b43062257191045f1574e91919f734e
--- /dev/null
+++ b/reports/report_test_cnn_conv1D_egc_fasttext_s1500.csv
@@ -0,0 +1,39 @@
+className,precision,recall,f1-score,support,FP,FN,TP,TN
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diff --git a/reports/report_test_cnn_conv1D_egc_fasttext_s1500.txt b/reports/report_test_cnn_conv1D_egc_fasttext_s1500.txt
new file mode 100644
index 0000000000000000000000000000000000000000..ab826794ed4c531bf4385c7105fc975a718dabce
--- /dev/null
+++ b/reports/report_test_cnn_conv1D_egc_fasttext_s1500.txt
@@ -0,0 +1,2 @@
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diff --git a/reports/report_test_cnn_conv1D_egc_fasttext_s500.csv b/reports/report_test_cnn_conv1D_egc_fasttext_s500.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4c38fba667b6bcf20b421d0aaed1572429a97920
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diff --git a/reports/report_test_cnn_conv1D_egc_fasttext_s500.txt b/reports/report_test_cnn_conv1D_egc_fasttext_s500.txt
new file mode 100644
index 0000000000000000000000000000000000000000..5e5ad676f266541b6ae0144cba77394104fd6910
--- /dev/null
+++ b/reports/report_test_cnn_conv1D_egc_fasttext_s500.txt
@@ -0,0 +1,2 @@
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diff --git a/reports/report_test_lr_bagofwords_s10000.csv b/reports/report_test_lr_bagofwords_s10000.csv
new file mode 100644
index 0000000000000000000000000000000000000000..c8e7979756d0e4b04b68955925b78128d95a74f7
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diff --git a/reports/report_test_lr_bagofwords_s10000.txt b/reports/report_test_lr_bagofwords_s10000.txt
new file mode 100644
index 0000000000000000000000000000000000000000..d7f64f9b0ec3903227a105b8d5567d5989a742cc
--- /dev/null
+++ b/reports/report_test_lr_bagofwords_s10000.txt
@@ -0,0 +1,2 @@
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diff --git a/reports/report_test_lr_bagofwords_s1500.csv b/reports/report_test_lr_bagofwords_s1500.csv
new file mode 100644
index 0000000000000000000000000000000000000000..d63d9b50706b7e22bb469cf214e7cbe03246cda4
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+++ b/reports/report_test_lr_bagofwords_s1500.csv
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diff --git a/reports/report_test_lr_bagofwords_s1500.txt b/reports/report_test_lr_bagofwords_s1500.txt
new file mode 100644
index 0000000000000000000000000000000000000000..c1958bce09d18f1b058911a11b92eabf74c765ee
--- /dev/null
+++ b/reports/report_test_lr_bagofwords_s1500.txt
@@ -0,0 +1,2 @@
+test_lr_bagofwords_s1500
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diff --git a/reports/report_test_lr_bagofwords_s500.csv b/reports/report_test_lr_bagofwords_s500.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e8f640decb3ab1e74d32424f3da4deabb58296db
--- /dev/null
+++ b/reports/report_test_lr_bagofwords_s500.csv
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diff --git a/reports/report_test_lr_bagofwords_s500.txt b/reports/report_test_lr_bagofwords_s500.txt
new file mode 100644
index 0000000000000000000000000000000000000000..92de1860e2f4c5856dbda2a8d6c910935bc404ab
--- /dev/null
+++ b/reports/report_test_lr_bagofwords_s500.txt
@@ -0,0 +1,2 @@
+test_lr_bagofwords_s500
+{'precision': 0.7651352560885794, 'recall': 0.730815245257221, 'f1-score': 0.740185926430904, 'support': 11702}
diff --git a/reports/report_test_lr_doc2vec_s10000.csv b/reports/report_test_lr_doc2vec_s10000.csv
new file mode 100644
index 0000000000000000000000000000000000000000..420548844cc7b135ba3afe3f1944752092f5b2db
--- /dev/null
+++ b/reports/report_test_lr_doc2vec_s10000.csv
@@ -0,0 +1,39 @@
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diff --git a/reports/report_test_lr_doc2vec_s10000.txt b/reports/report_test_lr_doc2vec_s10000.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e3f24a926293165e050bca904ba32e2ac8b72371
--- /dev/null
+++ b/reports/report_test_lr_doc2vec_s10000.txt
@@ -0,0 +1,2 @@
+test_lr_doc2vec_s10000
+{'precision': 0.7711196170012616, 'recall': 0.7715775081182704, 'f1-score': 0.768819514686856, 'support': 11702}
diff --git a/reports/report_test_lr_doc2vec_s1500.csv b/reports/report_test_lr_doc2vec_s1500.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4c6366aa5b231542f4f30f47bfd7420892a41205
--- /dev/null
+++ b/reports/report_test_lr_doc2vec_s1500.csv
@@ -0,0 +1,39 @@
+class,precision,recall,f1-score,support,FP,FN,TP,TN
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diff --git a/reports/report_test_lr_doc2vec_s1500.txt b/reports/report_test_lr_doc2vec_s1500.txt
new file mode 100644
index 0000000000000000000000000000000000000000..ba83d2e250cbc47755feed965693f21cf0afe276
--- /dev/null
+++ b/reports/report_test_lr_doc2vec_s1500.txt
@@ -0,0 +1,2 @@
+test_lr_doc2vec_s1500
+{'precision': 0.7041412998378129, 'recall': 0.6821910784481285, 'f1-score': 0.6861187452989391, 'support': 11702}
diff --git a/reports/report_test_lr_doc2vec_s500.csv b/reports/report_test_lr_doc2vec_s500.csv
new file mode 100644
index 0000000000000000000000000000000000000000..22615bf9075c99de9ce6d8be3e940e59ab179ed3
--- /dev/null
+++ b/reports/report_test_lr_doc2vec_s500.csv
@@ -0,0 +1,39 @@
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diff --git a/reports/report_test_lr_doc2vec_s500.txt b/reports/report_test_lr_doc2vec_s500.txt
new file mode 100644
index 0000000000000000000000000000000000000000..7edc33cf8402fb190c4f4b93f1058e60f8fe2720
--- /dev/null
+++ b/reports/report_test_lr_doc2vec_s500.txt
@@ -0,0 +1,2 @@
+test_lr_doc2vec_s500
+{'precision': 0.6874994260053028, 'recall': 0.6343360109383012, 'f1-score': 0.638301925072755, 'support': 11702}
diff --git a/reports/report_test_lr_tf_idf_s10000.csv b/reports/report_test_lr_tf_idf_s10000.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6cf6579b82686190d9d9d9424b05b2072cbd9d48
--- /dev/null
+++ b/reports/report_test_lr_tf_idf_s10000.csv
@@ -0,0 +1,39 @@
+class,precision,recall,f1-score,support,FP,FN,TP,TN
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diff --git a/reports/report_test_lr_tf_idf_s10000.txt b/reports/report_test_lr_tf_idf_s10000.txt
new file mode 100644
index 0000000000000000000000000000000000000000..bcdb2443e8dc3157e6c7d740a12eba2e0ea23c55
--- /dev/null
+++ b/reports/report_test_lr_tf_idf_s10000.txt
@@ -0,0 +1,2 @@
+test_lr_tf_idf_s10000
+{'precision': 0.8164207361179157, 'recall': 0.8173816441633909, 'f1-score': 0.813659015952292, 'support': 11702}
diff --git a/reports/report_test_lr_tf_idf_s1500.csv b/reports/report_test_lr_tf_idf_s1500.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6150e84645e50e600c6c3ff73b87d67dc708bf23
--- /dev/null
+++ b/reports/report_test_lr_tf_idf_s1500.csv
@@ -0,0 +1,39 @@
+class,precision,recall,f1-score,support,FP,FN,TP,TN
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diff --git a/reports/report_test_lr_tf_idf_s1500.txt b/reports/report_test_lr_tf_idf_s1500.txt
new file mode 100644
index 0000000000000000000000000000000000000000..32e17ccecb1a3fb0680d869ed193b13580a28d15
--- /dev/null
+++ b/reports/report_test_lr_tf_idf_s1500.txt
@@ -0,0 +1,2 @@
+test_lr_tf_idf_s1500
+{'precision': 0.8029558303012448, 'recall': 0.7914031789437703, 'f1-score': 0.7946535775839713, 'support': 11702}
diff --git a/reports/report_test_lr_tf_idf_s500.csv b/reports/report_test_lr_tf_idf_s500.csv
new file mode 100644
index 0000000000000000000000000000000000000000..971c043c16ae738e896e3a13b7b16f024f5d63a4
--- /dev/null
+++ b/reports/report_test_lr_tf_idf_s500.csv
@@ -0,0 +1,39 @@
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diff --git a/reports/report_test_lr_tf_idf_s500.txt b/reports/report_test_lr_tf_idf_s500.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b2f793302e78384d6bc626bfc87ce3868760cf2d
--- /dev/null
+++ b/reports/report_test_lr_tf_idf_s500.txt
@@ -0,0 +1,2 @@
+test_lr_tf_idf_s500
+{'precision': 0.7927981082026809, 'recall': 0.7657665356349342, 'f1-score': 0.7721239318382793, 'support': 11702}
diff --git a/reports/report_test_rfc_bagofwords_s10000.csv b/reports/report_test_rfc_bagofwords_s10000.csv
new file mode 100644
index 0000000000000000000000000000000000000000..15477f818da0a6d88e2e396e483e8ee082360025
--- /dev/null
+++ b/reports/report_test_rfc_bagofwords_s10000.csv
@@ -0,0 +1,39 @@
+class,precision,recall,f1-score,support,FP,FN,TP,TN
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diff --git a/reports/report_test_rfc_bagofwords_s10000.txt b/reports/report_test_rfc_bagofwords_s10000.txt
new file mode 100644
index 0000000000000000000000000000000000000000..d44a4614e6604300b624559436139bd7ba243449
--- /dev/null
+++ b/reports/report_test_rfc_bagofwords_s10000.txt
@@ -0,0 +1,2 @@
+test_rfc_bagofwords_s10000
+{'precision': 0.3375808343147899, 'recall': 0.27448299435993845, 'f1-score': 0.16203992329950487, 'support': 11702}
diff --git a/reports/report_test_rfc_bagofwords_s1500.csv b/reports/report_test_rfc_bagofwords_s1500.csv
new file mode 100644
index 0000000000000000000000000000000000000000..05862dbb4f05489ca02baab198baa00eb0287d63
--- /dev/null
+++ b/reports/report_test_rfc_bagofwords_s1500.csv
@@ -0,0 +1,39 @@
+class,precision,recall,f1-score,support,FP,FN,TP,TN
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+Pharmacie,0.0,0.0,0.0,65,2,91,3,11606
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+Mathématiques,0.7586206896551724,0.15714285714285714,0.2603550295857988,140,0,23,0,11679
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+Médailles,0.0,0.0,0.0,23,229,87,241,11145
+Spectacle,0.0,0.0,0.0,9,0,9,0,11693
+Economie domestique,0.0,0.0,0.0,27,0,22,0,11680
diff --git a/reports/report_test_rfc_bagofwords_s1500.txt b/reports/report_test_rfc_bagofwords_s1500.txt
new file mode 100644
index 0000000000000000000000000000000000000000..c6a860ffdd8e0ecd4488e80d05294be210f9e228
--- /dev/null
+++ b/reports/report_test_rfc_bagofwords_s1500.txt
@@ -0,0 +1,2 @@
+test_rfc_bagofwords_s1500
+{'precision': 0.5970199405944194, 'recall': 0.5699880362331226, 'f1-score': 0.5393485583626515, 'support': 11702}
diff --git a/reports/report_test_rfc_bagofwords_s500.csv b/reports/report_test_rfc_bagofwords_s500.csv
new file mode 100644
index 0000000000000000000000000000000000000000..cd45c37537216012bead326595b18f88b73d5983
--- /dev/null
+++ b/reports/report_test_rfc_bagofwords_s500.csv
@@ -0,0 +1,39 @@
+class,precision,recall,f1-score,support,FP,FN,TP,TN
+Géographie,0.9105757452021234,0.8508202975963373,0.8796844181459565,2621,111,161,72,11358
+Architecture,0.44936708860759494,0.5107913669064749,0.4781144781144781,278,160,45,170,11327
+Histoire naturelle,0.8226256983240223,0.6116303219106958,0.7016081000595593,963,212,96,176,11218
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+Spectacle,0.0,0.0,0.0,9,0,9,0,11693
+Economie domestique,0.0,0.0,0.0,27,0,17,5,11680
diff --git a/reports/report_test_rfc_bagofwords_s500.txt b/reports/report_test_rfc_bagofwords_s500.txt
new file mode 100644
index 0000000000000000000000000000000000000000..36a931ba9e443de059abfd61cb27d5846c413926
--- /dev/null
+++ b/reports/report_test_rfc_bagofwords_s500.txt
@@ -0,0 +1,2 @@
+test_rfc_bagofwords_s500
+{'precision': 0.6300848527492867, 'recall': 0.5737480772517518, 'f1-score': 0.5664487419016553, 'support': 11702}
diff --git a/reports/report_test_rfc_doc2vec_s10000.csv b/reports/report_test_rfc_doc2vec_s10000.csv
new file mode 100644
index 0000000000000000000000000000000000000000..06bf5370ed103b39ba57183858eb8dfde5b2242a
--- /dev/null
+++ b/reports/report_test_rfc_doc2vec_s10000.csv
@@ -0,0 +1,39 @@
+class,precision,recall,f1-score,support,FP,FN,TP,TN
+Géographie,0.7887366818873668,0.9885539870278519,0.8774128005418219,2621,0,229,4,11469
+Architecture,0.8416666666666667,0.36330935251798563,0.507537688442211,278,8,55,160,11479
+Histoire naturelle,0.6476462196861626,0.9428868120456906,0.7678646934460889,963,56,170,102,11374
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+Economie domestique,0.0,0.0,0.0,27,0,22,0,11680
diff --git a/reports/report_test_rfc_doc2vec_s10000.txt b/reports/report_test_rfc_doc2vec_s10000.txt
new file mode 100644
index 0000000000000000000000000000000000000000..427a51947e5396c156d78c3aed5ca358aff7847c
--- /dev/null
+++ b/reports/report_test_rfc_doc2vec_s10000.txt
@@ -0,0 +1,2 @@
+test_rfc_doc2vec_s10000
+{'precision': 0.6558694532570991, 'recall': 0.6638181507434626, 'f1-score': 0.6034025508903317, 'support': 11702}
diff --git a/reports/report_test_rfc_doc2vec_s1500.csv b/reports/report_test_rfc_doc2vec_s1500.csv
new file mode 100644
index 0000000000000000000000000000000000000000..36a298beae78ae93dc59caf4a86dd59cace726b7
--- /dev/null
+++ b/reports/report_test_rfc_doc2vec_s1500.csv
@@ -0,0 +1,39 @@
+class,precision,recall,f1-score,support,FP,FN,TP,TN
+Géographie,0.9530815109343936,0.914536436474628,0.9334112149532711,2621,39,171,62,11430
+Architecture,0.5649546827794562,0.6726618705035972,0.6141215106732348,278,44,33,182,11443
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+Maréchage - Manège,0.8070175438596491,0.4380952380952381,0.5679012345679012,105,18,52,85,11547
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+Agriculture - Economie rustique,0.6138613861386139,0.26609442060085836,0.3712574850299401,233,456,352,699,10195
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+Pharmacie,0.0,0.0,0.0,65,2,79,15,11606
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+Mathématiques,0.7837837837837838,0.6214285714285714,0.6932270916334661,140,0,23,0,11679
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+Médailles,0.0,0.0,0.0,23,352,56,272,11022
+Spectacle,0.0,0.0,0.0,9,0,9,0,11693
+Economie domestique,0.0,0.0,0.0,27,0,22,0,11680
diff --git a/reports/report_test_rfc_doc2vec_s1500.txt b/reports/report_test_rfc_doc2vec_s1500.txt
new file mode 100644
index 0000000000000000000000000000000000000000..5252597fa1f2748cb4965575d6c39726a05bb445
--- /dev/null
+++ b/reports/report_test_rfc_doc2vec_s1500.txt
@@ -0,0 +1,2 @@
+test_rfc_doc2vec_s1500
+{'precision': 0.6890455315400607, 'recall': 0.6845838318236199, 'f1-score': 0.6643125278481906, 'support': 11702}
diff --git a/reports/report_test_rfc_doc2vec_s500.csv b/reports/report_test_rfc_doc2vec_s500.csv
new file mode 100644
index 0000000000000000000000000000000000000000..67f9736a85760e19aae8b6f7151c11437a00a530
--- /dev/null
+++ b/reports/report_test_rfc_doc2vec_s500.csv
@@ -0,0 +1,39 @@
+class,precision,recall,f1-score,support,FP,FN,TP,TN
+Géographie,0.9462143152668597,0.8725677222434185,0.907899960301707,2621,196,131,102,11273
+Architecture,0.479108635097493,0.6187050359712231,0.5400313971742543,278,81,23,192,11406
+Histoire naturelle,0.8342792281498297,0.7632398753894081,0.797180043383948,963,322,79,193,11108
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+Grammaire,0.5242718446601942,0.11946902654867257,0.19459459459459463,452,257,84,28,11333
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+Physique - [Sciences physico-mathématiques],0.5524475524475524,0.5962264150943396,0.573502722323049,265,178,125,81,11318
+Médecine - Chirurgie,0.7148936170212766,0.7384615384615385,0.7264864864864864,455,63,31,77,11531
+Jeu,0.8444444444444444,0.6785714285714286,0.7524752475247526,56,0,23,0,11679
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+Belles-lettres - Poésie,0.3127413127413127,0.3932038834951456,0.34838709677419355,206,130,334,2287,8951
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+Mathématiques,0.6363636363636364,0.8,0.7088607594936709,140,0,23,0,11679
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+Economie domestique,0.0,0.0,0.0,27,0,22,0,11680
diff --git a/reports/report_test_rfc_doc2vec_s500.txt b/reports/report_test_rfc_doc2vec_s500.txt
new file mode 100644
index 0000000000000000000000000000000000000000..44784137bd6801b8327668631b1cc5c50a2aac75
--- /dev/null
+++ b/reports/report_test_rfc_doc2vec_s500.txt
@@ -0,0 +1,2 @@
+test_rfc_doc2vec_s500
+{'precision': 0.6738431114510972, 'recall': 0.6381815074346265, 'f1-score': 0.629169673679104, 'support': 11702}
diff --git a/reports/report_test_rfc_tf_idf_s10000.csv b/reports/report_test_rfc_tf_idf_s10000.csv
new file mode 100644
index 0000000000000000000000000000000000000000..9a59145169bbef308a4fa861589fb629b06569d5
--- /dev/null
+++ b/reports/report_test_rfc_tf_idf_s10000.csv
@@ -0,0 +1,39 @@
+class,precision,recall,f1-score,support,FP,FN,TP,TN
+Géographie,0.23915624143913797,0.9992369324685234,0.38594164456233415,2621,0,233,0,11469
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+Superstition,0.0,0.0,0.0,22,0,264,1,11437
+Mathématiques,0.0,0.0,0.0,140,0,23,0,11679
+Politique,0.0,0.0,0.0,23,0,42,0,11660
+Médailles,0.0,0.0,0.0,23,0,328,0,11374
+Spectacle,0.0,0.0,0.0,9,0,9,0,11693
+Economie domestique,0.0,0.0,0.0,27,0,22,0,11680
diff --git a/reports/report_test_rfc_tf_idf_s10000.txt b/reports/report_test_rfc_tf_idf_s10000.txt
new file mode 100644
index 0000000000000000000000000000000000000000..c62775fce7deadc23ec8ae198b92ffee73009c0e
--- /dev/null
+++ b/reports/report_test_rfc_tf_idf_s10000.txt
@@ -0,0 +1,2 @@
+test_rfc_tf_idf_s10000
+{'precision': 0.3079076223231432, 'recall': 0.2732011621944967, 'f1-score': 0.15991908612135614, 'support': 11702}
diff --git a/reports/report_test_rfc_tf_idf_s1500.csv b/reports/report_test_rfc_tf_idf_s1500.csv
new file mode 100644
index 0000000000000000000000000000000000000000..2056426f5ce0759d0c5e13ffd05cd9596314f3cb
--- /dev/null
+++ b/reports/report_test_rfc_tf_idf_s1500.csv
@@ -0,0 +1,39 @@
+class,precision,recall,f1-score,support,FP,FN,TP,TN
+Géographie,0.8752307124400147,0.904616558565433,0.8896810506566605,2621,0,233,0,11469
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diff --git a/reports/report_test_rfc_tf_idf_s1500.txt b/reports/report_test_rfc_tf_idf_s1500.txt
new file mode 100644
index 0000000000000000000000000000000000000000..80fcab951553e501ad56df633a15189586be8d11
--- /dev/null
+++ b/reports/report_test_rfc_tf_idf_s1500.txt
@@ -0,0 +1,2 @@
+test_rfc_tf_idf_s1500
+{'precision': 0.6014570581746288, 'recall': 0.5656298068706204, 'f1-score': 0.5327773799411464, 'support': 11702}
diff --git a/reports/report_test_rfc_tf_idf_s500.csv b/reports/report_test_rfc_tf_idf_s500.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4bcbdbcf79db8c9487c8956058bd88f01c1dc01e
--- /dev/null
+++ b/reports/report_test_rfc_tf_idf_s500.csv
@@ -0,0 +1,39 @@
+class,precision,recall,f1-score,support,FP,FN,TP,TN
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+Economie domestique,0.0,0.0,0.0,27,0,15,7,11680
diff --git a/reports/report_test_rfc_tf_idf_s500.txt b/reports/report_test_rfc_tf_idf_s500.txt
new file mode 100644
index 0000000000000000000000000000000000000000..80279889073e3ae62be9e72457439b8358c82081
--- /dev/null
+++ b/reports/report_test_rfc_tf_idf_s500.txt
@@ -0,0 +1,2 @@
+test_rfc_tf_idf_s500
+{'precision': 0.6016538241393704, 'recall': 0.5620406768073833, 'f1-score': 0.5538814930695888, 'support': 11702}
diff --git a/reports/report_test_sgd_bagofwords_s10000.csv b/reports/report_test_sgd_bagofwords_s10000.csv
new file mode 100644
index 0000000000000000000000000000000000000000..04a272f83d4bab042a0ccf968793e3df48852366
--- /dev/null
+++ b/reports/report_test_sgd_bagofwords_s10000.csv
@@ -0,0 +1,39 @@
+class,precision,recall,f1-score,support,FP,FN,TP,TN
+Géographie,0.9624288425047438,0.9675696299122473,0.9649923896499238,2621,69,122,111,11400
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diff --git a/reports/report_test_sgd_bagofwords_s10000.txt b/reports/report_test_sgd_bagofwords_s10000.txt
new file mode 100644
index 0000000000000000000000000000000000000000..0c35dad1736e4c68ea694a58650e016d684a2d23
--- /dev/null
+++ b/reports/report_test_sgd_bagofwords_s10000.txt
@@ -0,0 +1,2 @@
+test_sgd_bagofwords_s10000
+{'precision': 0.7720223921078466, 'recall': 0.7531191249359084, 'f1-score': 0.7511413208043966, 'support': 11702}
diff --git a/reports/report_test_sgd_bagofwords_s1500.csv b/reports/report_test_sgd_bagofwords_s1500.csv
new file mode 100644
index 0000000000000000000000000000000000000000..1743e1708f5b6c6ad8ff1e105d0b0effbb0fe0f1
--- /dev/null
+++ b/reports/report_test_sgd_bagofwords_s1500.csv
@@ -0,0 +1,39 @@
+class,precision,recall,f1-score,support,FP,FN,TP,TN
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diff --git a/reports/report_test_sgd_bagofwords_s1500.txt b/reports/report_test_sgd_bagofwords_s1500.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f3a878cd015f4e835746502090d267ce7a067bff
--- /dev/null
+++ b/reports/report_test_sgd_bagofwords_s1500.txt
@@ -0,0 +1,2 @@
+test_sgd_bagofwords_s1500
+{'precision': 0.7554912440756735, 'recall': 0.7225260639206973, 'f1-score': 0.7301176999980932, 'support': 11702}
diff --git a/reports/report_test_sgd_bagofwords_s500.csv b/reports/report_test_sgd_bagofwords_s500.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ed6b1d33abf4e56bf76add605b1a05e4cae23318
--- /dev/null
+++ b/reports/report_test_sgd_bagofwords_s500.csv
@@ -0,0 +1,39 @@
+class,precision,recall,f1-score,support,FP,FN,TP,TN
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diff --git a/reports/report_test_sgd_bagofwords_s500.txt b/reports/report_test_sgd_bagofwords_s500.txt
new file mode 100644
index 0000000000000000000000000000000000000000..77c0c7c5e6d66c209d405d7573da98eddf869a58
--- /dev/null
+++ b/reports/report_test_sgd_bagofwords_s500.txt
@@ -0,0 +1,2 @@
+test_sgd_bagofwords_s500
+{'precision': 0.7332649802926481, 'recall': 0.688172961886857, 'f1-score': 0.6965311262427051, 'support': 11702}
diff --git a/reports/report_test_sgd_doc2vec_s10000.csv b/reports/report_test_sgd_doc2vec_s10000.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ff4283382548f4f88bd22de62e4f1a15e7075bb5
--- /dev/null
+++ b/reports/report_test_sgd_doc2vec_s10000.csv
@@ -0,0 +1,39 @@
+class,precision,recall,f1-score,support,FP,FN,TP,TN
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+Economie domestique,0.5,0.37037037037037035,0.425531914893617,27,2,14,8,11678
diff --git a/reports/report_test_sgd_doc2vec_s10000.txt b/reports/report_test_sgd_doc2vec_s10000.txt
new file mode 100644
index 0000000000000000000000000000000000000000..0e4f9e09384c80f0c00e9761307e1e3aee3c2c8a
--- /dev/null
+++ b/reports/report_test_sgd_doc2vec_s10000.txt
@@ -0,0 +1,2 @@
+test_sgd_doc2vec_s10000
+{'precision': 0.759765184072515, 'recall': 0.7635446932148351, 'f1-score': 0.7564551543199297, 'support': 11702}
diff --git a/reports/report_test_sgd_doc2vec_s1500.csv b/reports/report_test_sgd_doc2vec_s1500.csv
new file mode 100644
index 0000000000000000000000000000000000000000..87bbbfb1e2240686103f907b430e1ae3f620b0df
--- /dev/null
+++ b/reports/report_test_sgd_doc2vec_s1500.csv
@@ -0,0 +1,39 @@
+class,precision,recall,f1-score,support,FP,FN,TP,TN
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+Economie domestique,1.0,0.1111111111111111,0.19999999999999998,27,2,16,6,11678
diff --git a/reports/report_test_sgd_doc2vec_s1500.txt b/reports/report_test_sgd_doc2vec_s1500.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e22b476a3e9c68c39f6686f81afb31e9dd2ec870
--- /dev/null
+++ b/reports/report_test_sgd_doc2vec_s1500.txt
@@ -0,0 +1,2 @@
+test_sgd_doc2vec_s1500
+{'precision': 0.7356107685788597, 'recall': 0.7268842932831995, 'f1-score': 0.7243874553362081, 'support': 11702}
diff --git a/reports/report_test_sgd_doc2vec_s500.csv b/reports/report_test_sgd_doc2vec_s500.csv
new file mode 100644
index 0000000000000000000000000000000000000000..0747c3a6d64ba949e42916c7f9098ec2beee0eff
--- /dev/null
+++ b/reports/report_test_sgd_doc2vec_s500.csv
@@ -0,0 +1,39 @@
+class,precision,recall,f1-score,support,FP,FN,TP,TN
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+Economie domestique,0.3,0.1111111111111111,0.16216216216216217,27,7,12,10,11673
diff --git a/reports/report_test_sgd_doc2vec_s500.txt b/reports/report_test_sgd_doc2vec_s500.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9f56d72c010870e5d93a7f5ef68c791607bac6ed
--- /dev/null
+++ b/reports/report_test_sgd_doc2vec_s500.txt
@@ -0,0 +1,2 @@
+test_sgd_doc2vec_s500
+{'precision': 0.7180463044968476, 'recall': 0.6823619894035208, 'f1-score': 0.6777681759827362, 'support': 11702}
diff --git a/reports/report_test_sgd_tf_idf_s10000.csv b/reports/report_test_sgd_tf_idf_s10000.csv
new file mode 100644
index 0000000000000000000000000000000000000000..22ffc50c4df0590ec066e6054224874bd96b5e97
--- /dev/null
+++ b/reports/report_test_sgd_tf_idf_s10000.csv
@@ -0,0 +1,39 @@
+class,precision,recall,f1-score,support,FP,FN,TP,TN
+Géographie,0.944403803950256,0.9851201831362075,0.9643323996265172,2621,32,97,136,11437
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+Economie domestique,0.6666666666666666,0.2962962962962963,0.41025641025641024,27,3,8,14,11677
diff --git a/reports/report_test_sgd_tf_idf_s10000.txt b/reports/report_test_sgd_tf_idf_s10000.txt
new file mode 100644
index 0000000000000000000000000000000000000000..d7010255857f51d17dc33392b2bb2d2a6fa831a2
--- /dev/null
+++ b/reports/report_test_sgd_tf_idf_s10000.txt
@@ -0,0 +1,2 @@
+test_sgd_tf_idf_s10000
+{'precision': 0.8168896347759625, 'recall': 0.822423517347462, 'f1-score': 0.8135583268629744, 'support': 11702}
diff --git a/reports/report_test_sgd_tf_idf_s1500.csv b/reports/report_test_sgd_tf_idf_s1500.csv
new file mode 100644
index 0000000000000000000000000000000000000000..ab5ca4ec5af6fb822097775752ae9a58d4094a10
--- /dev/null
+++ b/reports/report_test_sgd_tf_idf_s1500.csv
@@ -0,0 +1,39 @@
+class,precision,recall,f1-score,support,FP,FN,TP,TN
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+Politique,0.6,0.2608695652173913,0.36363636363636365,23,4,8,34,11656
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+Spectacle,0.5714285714285714,0.4444444444444444,0.5,9,3,5,4,11690
+Economie domestique,0.6666666666666666,0.6666666666666666,0.6666666666666666,27,3,8,14,11677
diff --git a/reports/report_test_sgd_tf_idf_s1500.txt b/reports/report_test_sgd_tf_idf_s1500.txt
new file mode 100644
index 0000000000000000000000000000000000000000..ebb8fea2afdfc6b70e49cc5f4d5475b569843498
--- /dev/null
+++ b/reports/report_test_sgd_tf_idf_s1500.txt
@@ -0,0 +1,2 @@
+test_sgd_tf_idf_s1500
+{'precision': 0.8188449402447651, 'recall': 0.8157579900871645, 'f1-score': 0.814984652790556, 'support': 11702}
diff --git a/reports/report_test_sgd_tf_idf_s500.csv b/reports/report_test_sgd_tf_idf_s500.csv
new file mode 100644
index 0000000000000000000000000000000000000000..50a768b1ec02bb266bcf6e881562ba1e1b43b734
--- /dev/null
+++ b/reports/report_test_sgd_tf_idf_s500.csv
@@ -0,0 +1,39 @@
+class,precision,recall,f1-score,support,FP,FN,TP,TN
+Géographie,0.9757623143080532,0.9523082792827166,0.9638926433674455,2621,170,66,167,11299
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diff --git a/reports/report_test_sgd_tf_idf_s500.txt b/reports/report_test_sgd_tf_idf_s500.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f917a2be269145f126a2bdb7c1b00d0f1fcc57e6
--- /dev/null
+++ b/reports/report_test_sgd_tf_idf_s500.txt
@@ -0,0 +1,2 @@
+test_sgd_tf_idf_s500
+{'precision': 0.7929431353398707, 'recall': 0.7663647239788071, 'f1-score': 0.7701727365005997, 'support': 11702}
diff --git a/reports/report_test_svm_bagofwords_s10000.csv b/reports/report_test_svm_bagofwords_s10000.csv
new file mode 100644
index 0000000000000000000000000000000000000000..55c043876b3803bbc9f9eccadf7c8dd9ff0fd88e
--- /dev/null
+++ b/reports/report_test_svm_bagofwords_s10000.csv
@@ -0,0 +1,39 @@
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diff --git a/reports/report_test_svm_bagofwords_s10000.txt b/reports/report_test_svm_bagofwords_s10000.txt
new file mode 100644
index 0000000000000000000000000000000000000000..ebcd7b11cffd9d42b888db555f067b2819f537b7
--- /dev/null
+++ b/reports/report_test_svm_bagofwords_s10000.txt
@@ -0,0 +1,2 @@
+test_svm_bagofwords_s10000
+{'precision': 0.7778178256403672, 'recall': 0.7752520936592036, 'f1-score': 0.7754729504048897, 'support': 11702}
diff --git a/reports/report_test_svm_bagofwords_s1500.csv b/reports/report_test_svm_bagofwords_s1500.csv
new file mode 100644
index 0000000000000000000000000000000000000000..e0d8fa1538a8afb0f8b041bf992654c5f57b1567
--- /dev/null
+++ b/reports/report_test_svm_bagofwords_s1500.csv
@@ -0,0 +1,39 @@
+class,precision,recall,f1-score,support,FP,FN,TP,TN
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diff --git a/reports/report_test_svm_bagofwords_s1500.txt b/reports/report_test_svm_bagofwords_s1500.txt
new file mode 100644
index 0000000000000000000000000000000000000000..c08f1776f22ff714cb79fcc26a6c2db6283f2538
--- /dev/null
+++ b/reports/report_test_svm_bagofwords_s1500.txt
@@ -0,0 +1,2 @@
+test_svm_bagofwords_s1500
+{'precision': 0.7681508451999611, 'recall': 0.7467954195863955, 'f1-score': 0.7538967478063465, 'support': 11702}
diff --git a/reports/report_test_svm_bagofwords_s500.csv b/reports/report_test_svm_bagofwords_s500.csv
new file mode 100644
index 0000000000000000000000000000000000000000..06af672adb5343c386b4d16351271a1759e299d9
--- /dev/null
+++ b/reports/report_test_svm_bagofwords_s500.csv
@@ -0,0 +1,39 @@
+class,precision,recall,f1-score,support,FP,FN,TP,TN
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diff --git a/reports/report_test_svm_bagofwords_s500.txt b/reports/report_test_svm_bagofwords_s500.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e3f2886b3ce85c472d5b1a9024c6d6ff4cc92b08
--- /dev/null
+++ b/reports/report_test_svm_bagofwords_s500.txt
@@ -0,0 +1,2 @@
+test_svm_bagofwords_s500
+{'precision': 0.7454802541051709, 'recall': 0.7005640061527943, 'f1-score': 0.7118747284599238, 'support': 11702}
diff --git a/reports/report_test_svm_doc2vec_s10000.csv b/reports/report_test_svm_doc2vec_s10000.csv
new file mode 100644
index 0000000000000000000000000000000000000000..6e9fd0156accfc539d15d0cc9d40ff3cf29cd6f2
--- /dev/null
+++ b/reports/report_test_svm_doc2vec_s10000.csv
@@ -0,0 +1,39 @@
+class,precision,recall,f1-score,support,FP,FN,TP,TN
+Géographie,0.9689158453373768,0.9752003052270126,0.9720479178551055,2621,35,124,109,11434
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+Economie domestique,1.0,0.037037037037037035,0.07142857142857142,27,1,16,6,11679
diff --git a/reports/report_test_svm_doc2vec_s10000.txt b/reports/report_test_svm_doc2vec_s10000.txt
new file mode 100644
index 0000000000000000000000000000000000000000..ca88c6e2599b50f86b21d37ab6cf18200f42b5bb
--- /dev/null
+++ b/reports/report_test_svm_doc2vec_s10000.txt
@@ -0,0 +1,2 @@
+test_svm_doc2vec_s10000
+{'precision': 0.7893239148698702, 'recall': 0.7882413262690139, 'f1-score': 0.7784399842648086, 'support': 11702}
diff --git a/reports/report_test_svm_doc2vec_s1500.csv b/reports/report_test_svm_doc2vec_s1500.csv
new file mode 100644
index 0000000000000000000000000000000000000000..5946bf4f16810932ae63190112d2634f8cebe7b0
--- /dev/null
+++ b/reports/report_test_svm_doc2vec_s1500.csv
@@ -0,0 +1,39 @@
+class,precision,recall,f1-score,support,FP,FN,TP,TN
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+Economie domestique,1.0,0.14814814814814814,0.25806451612903225,27,0,15,7,11680
diff --git a/reports/report_test_svm_doc2vec_s1500.txt b/reports/report_test_svm_doc2vec_s1500.txt
new file mode 100644
index 0000000000000000000000000000000000000000..7ed7f08926b8f8139324ae500553dfdb1dad222f
--- /dev/null
+++ b/reports/report_test_svm_doc2vec_s1500.txt
@@ -0,0 +1,2 @@
+test_svm_doc2vec_s1500
+{'precision': 0.7587380052316707, 'recall': 0.7355152965305076, 'f1-score': 0.7380351655412117, 'support': 11702}
diff --git a/reports/report_test_svm_doc2vec_s500.csv b/reports/report_test_svm_doc2vec_s500.csv
new file mode 100644
index 0000000000000000000000000000000000000000..4368df273eba0fd4279214b12747508aadcbc69e
--- /dev/null
+++ b/reports/report_test_svm_doc2vec_s500.csv
@@ -0,0 +1,39 @@
+class,precision,recall,f1-score,support,FP,FN,TP,TN
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+Economie domestique,0.3793103448275862,0.4074074074074074,0.39285714285714285,27,12,10,12,11668
diff --git a/reports/report_test_svm_doc2vec_s500.txt b/reports/report_test_svm_doc2vec_s500.txt
new file mode 100644
index 0000000000000000000000000000000000000000..1c9adc3bd52f8ef53a18547b65f2f832bad64b2c
--- /dev/null
+++ b/reports/report_test_svm_doc2vec_s500.txt
@@ -0,0 +1,2 @@
+test_svm_doc2vec_s500
+{'precision': 0.7216821861022689, 'recall': 0.6792855922064605, 'f1-score': 0.6828781762302429, 'support': 11702}
diff --git a/reports/report_test_svm_tf_idf_s10000.csv b/reports/report_test_svm_tf_idf_s10000.csv
new file mode 100644
index 0000000000000000000000000000000000000000..adc9cb9e29f81adbafd34f192b4547a15b6ab3b6
--- /dev/null
+++ b/reports/report_test_svm_tf_idf_s10000.csv
@@ -0,0 +1,39 @@
+class,precision,recall,f1-score,support,FP,FN,TP,TN
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+Economie domestique,0.7142857142857143,0.37037037037037035,0.4878048780487805,27,2,9,13,11678
diff --git a/reports/report_test_svm_tf_idf_s10000.txt b/reports/report_test_svm_tf_idf_s10000.txt
new file mode 100644
index 0000000000000000000000000000000000000000..7e675abb41876bfef938f6068ae4e93f45c1fccf
--- /dev/null
+++ b/reports/report_test_svm_tf_idf_s10000.txt
@@ -0,0 +1,2 @@
+test_svm_tf_idf_s10000
+{'precision': 0.8135995964241464, 'recall': 0.8148179798325073, 'f1-score': 0.8093863346921396, 'support': 11702}
diff --git a/reports/report_test_svm_tf_idf_s1500.csv b/reports/report_test_svm_tf_idf_s1500.csv
new file mode 100644
index 0000000000000000000000000000000000000000..54dd5399daa6655e3224d4a5fa211a1c99b57d45
--- /dev/null
+++ b/reports/report_test_svm_tf_idf_s1500.csv
@@ -0,0 +1,39 @@
+class,precision,recall,f1-score,support,FP,FN,TP,TN
+Géographie,0.9883953581432573,0.9423884013735215,0.96484375,2621,108,69,164,11361
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+Histoire naturelle,0.9226579520697168,0.8795430944963655,0.9005847953216374,963,142,72,200,11288
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+Superstition,0.8666666666666667,0.5909090909090909,0.7027027027027029,22,78,68,197,11359
+Mathématiques,0.7851851851851852,0.7571428571428571,0.770909090909091,140,4,15,8,11675
+Politique,0.6666666666666666,0.34782608695652173,0.4571428571428571,23,8,7,35,11652
+Médailles,0.6956521739130435,0.6956521739130435,0.6956521739130435,23,108,63,265,11266
+Spectacle,1.0,0.2222222222222222,0.3636363636363636,9,0,7,2,11693
+Economie domestique,0.75,0.5555555555555556,0.6382978723404256,27,2,9,13,11678
diff --git a/reports/report_test_svm_tf_idf_s1500.txt b/reports/report_test_svm_tf_idf_s1500.txt
new file mode 100644
index 0000000000000000000000000000000000000000..1bf0341b700148113fbc0e54e9979abcc76c8844
--- /dev/null
+++ b/reports/report_test_svm_tf_idf_s1500.txt
@@ -0,0 +1,2 @@
+test_svm_tf_idf_s1500
+{'precision': 0.8095372609218914, 'recall': 0.7988378055033327, 'f1-score': 0.8015450044372152, 'support': 11702}
diff --git a/reports/report_test_svm_tf_idf_s500.csv b/reports/report_test_svm_tf_idf_s500.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3efc120438c55278c18d5b41078bb3cdc1af126b
--- /dev/null
+++ b/reports/report_test_svm_tf_idf_s500.csv
@@ -0,0 +1,39 @@
+class,precision,recall,f1-score,support,FP,FN,TP,TN
+Géographie,0.9834610730133119,0.930179320869897,0.9560784313725491,2621,179,73,160,11290
+Architecture,0.6636085626911316,0.7805755395683454,0.7173553719008265,278,34,21,194,11453
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+Grammaire,0.4418604651162791,0.5464601769911505,0.48862512363996047,452,239,49,63,11351
+Histoire,0.6054421768707483,0.577922077922078,0.5913621262458472,616,35,21,65,11581
+Physique - [Sciences physico-mathématiques],0.6802973977695167,0.690566037735849,0.6853932584269662,265,134,89,117,11362
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+Jeu,0.7222222222222222,0.9285714285714286,0.8125000000000001,56,7,8,15,11672
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+Agriculture - Economie rustique,0.471976401179941,0.6866952789699571,0.5594405594405594,233,153,445,606,10498
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+Médailles,0.6923076923076923,0.782608695652174,0.7346938775510203,23,118,70,258,11256
+Spectacle,0.75,0.3333333333333333,0.46153846153846156,9,1,6,3,11692
+Economie domestique,0.5588235294117647,0.7037037037037037,0.6229508196721312,27,3,8,14,11677
diff --git a/reports/report_test_svm_tf_idf_s500.txt b/reports/report_test_svm_tf_idf_s500.txt
new file mode 100644
index 0000000000000000000000000000000000000000..21eed91c73c5f7bee7d33f786131ede66f5864a6
--- /dev/null
+++ b/reports/report_test_svm_tf_idf_s500.txt
@@ -0,0 +1,2 @@
+test_svm_tf_idf_s500
+{'precision': 0.7930550550023862, 'recall': 0.7652538027687574, 'f1-score': 0.7735359600820039, 'support': 11702}