From b452b1b25379f755022691848beda0e41b5a15c8 Mon Sep 17 00:00:00 2001 From: higepi Date: Thu, 22 Sep 2022 17:41:54 +0200 Subject: [PATCH] v1 --- Exo.py | 47 ++++++++++++++++++++++++++++++++++++++++++++ Word_embedding.docx | Bin 0 -> 114902 bytes exercices.ipynb | 23 +++++++++++++--------- freq.png | Bin 0 -> 10282 bytes ~$rd_embedding.docx | Bin 0 -> 162 bytes 5 files changed, 61 insertions(+), 9 deletions(-) create mode 100644 Exo.py create mode 100644 Word_embedding.docx create mode 100644 freq.png create mode 100644 ~$rd_embedding.docx diff --git a/Exo.py b/Exo.py new file mode 100644 index 0000000..2f3f72a --- /dev/null +++ b/Exo.py @@ -0,0 +1,47 @@ +import pandas as pd +import matplotlib.pyplot as plt + +document_1 = "le chat mange la souris" +document_2 = "le chien regarde le canard" +document_3 = "le canard regarde le chat" + +corpus = (document_1, document_2, document_3) + +# construction du dictionnaire +vocabulary = [] +for d in corpus: + for w in d.split(" "): + if w not in vocabulary: + vocabulary.append(w) + +# calcul d'un histogramme simple sur le corpus + +# initialisation de l'histogramme +freq = dict() +for v in vocabulary: + freq[v] = 0 + +# comptage des occurrences +for d in corpus: + for w in d.split(" "): + freq[w] += 1 + +print(freq) +df = pd.DataFrame({'freq':freq.values()}, index=freq.keys()) +ax = df.plot.bar(rot=0) +plt.show() + +# calcul d'un histogramme par document +import numpy as np + +V = len(vocabulary) +D = len(corpus) + +tf_idf = np.zeros([D, V]) + +for i, d in enumerate(corpus): + for w in d.split(" "): + j = vocabulary.index(w) + tf_idf[i,j] += 1 + +print(tf_idf) \ No newline at end of file diff --git a/Word_embedding.docx b/Word_embedding.docx new file mode 100644 index 0000000000000000000000000000000000000000..a949c408d6e2e0b71e1d6bff22b6afb8c0c8d1a7 GIT binary patch literal 114902 zcmeFYQRXwV@`X5xSgS`*dKG|zr z_rx0aRFDP*Lj{5Wf&u~pA_NljcZHe+1_C#_pnyBo0GqSlJLYB#lZWR^nfsVV^V_PIl{gI`S&vd3og>IoF+lyva1UJEE_mP=WYM~igL1GU 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