From f35e044c53b7f50d5703401dc2207c9a92a0bbd1 Mon Sep 17 00:00:00 2001 From: Jonas Weinz Date: Thu, 17 May 2018 10:38:34 +0200 Subject: [PATCH] Task2, 4 configurations done. Missing export so far --- Jonas_Solutions/Task_02_JonasWeinz.ipynb | 366 ++++++++++------------- README.md | 4 + 2 files changed, 168 insertions(+), 202 deletions(-) diff --git a/Jonas_Solutions/Task_02_JonasWeinz.ipynb b/Jonas_Solutions/Task_02_JonasWeinz.ipynb index e450952..ad668d4 100644 --- a/Jonas_Solutions/Task_02_JonasWeinz.ipynb +++ b/Jonas_Solutions/Task_02_JonasWeinz.ipynb @@ -13,7 +13,9 @@ "* Tutorial on Datacamp: https://www.datacamp.com/community/tutorials/scikit-learn-fake-news\n", "\n", "* liar dataset paper: https://www.cs.ucsb.edu/~william/papers/acl2017.pdf\n", - " * dataset: https://www.cs.ucsb.edu/~william/data/liar_dataset.zip" + " * dataset: https://www.cs.ucsb.edu/~william/data/liar_dataset.zip\n", + "\n", + "* Mex Vocabulary: http://jens-lehmann.org/files/2015/semantics_mex.pdf" ] }, { @@ -104,6 +106,9 @@ " print('Confusion matrix, without normalization')\n", "\n", " thresh = cm.max() / 2.\n", + " \n", + " pp(cm)\n", + " \n", " for i, j in itertools.product(range(cm.shape[0]), range(cm.shape[1])):\n", " plt.text(j, i, cm[i, j],\n", " horizontalalignment=\"center\",\n", @@ -402,166 +407,65 @@ "metadata": {}, "outputs": [], "source": [ - "vectorizer_1 = CountVectorizer(stop_words='english')\n", + "vectorizer_1 = TfidfVectorizer(stop_words='english', max_df=0.7)\n", "vec_train_1 = vectorizer_1.fit_transform(X1)\n", "vec_test_1 = vectorizer_1.transform(Xt1)" ] }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [], - "source": [ - "#tfidf_vectorizer_1 = TfidfVectorizer(stop_words='english', max_df=0.7)\n", - "#tfidf_train_1 = tfidf_vectorizer_1.fit_transform(X1)\n", - "#tfidf_test_1 = tfidf_vectorizer_1.transform(Xt1)" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [], - "source": [ - "#display(count_vectorizer.get_feature_names()[0:10])\n", - "#display(count_vectorizer.get_feature_names()[-10:])\n" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [], - "source": [ - "#display(tfidf_vectorizer.get_feature_names()[:10])\n", - "#display(tfidf_vectorizer.get_feature_names()[-10:])" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [], - "source": [ - "#count_df = pd.DataFrame(count_train.A, columns=count_vectorizer.get_feature_names())\n", - "#tfidf_df = pd.DataFrame(count_train.A, columns=tfidf_vectorizer.get_feature_names())\n", - "#diff = set(count_df.columns) - set(tfidf_df.columns)\n", - "#pp(count_df.equals(tfidf_df))" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [], - "source": [ - "#clf = MultinomialNB()\n", - "#clf.fit(tfidf_train_1, y1)\n", - "#pred = clf.predict(tfidf_test_1)\n", - "#score = metrics.accuracy_score(yt1, pred)\n", - "#pp(\"score: \" + str(score))\n", - "#cm = metrics.confusion_matrix(yt1, pred, labels=[\"FAKE\", \"REAL\"])\n", - "#plot_confusion_matrix(cm, classes=[\"FAKE\", \"REAL\"], title= \"TFIDF_Vecctorizer, Multinomial Naive Bayes\")" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "'score: 0.9320143127762577'\n", - "Confusion matrix, without normalization\n", - "'score: 0.8838383838383839'\n", - "Confusion matrix, without normalization\n" - ] - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "clf_a = MultinomialNB()\n", - "clf_a.fit(vec_train_1, y1)\n", - "test_classifier(labels=[\"FAKE\",\"REAL\"], title=\"Configuration 1, model a -- train\", Xt=vec_train_1,yt=y1, clf=clf_a)\n", - "test_classifier(labels=[\"FAKE\",\"REAL\"], title=\"Configuration 1, model a -- test\", Xt=vec_test_1,yt=yt1, clf=clf_a)" - ] - }, { "cell_type": "markdown", "metadata": {}, "source": [ - "* try to get most important features" + "* trying a Random Forest classifier " ] }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 10, "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "'score: 0.9960008419280152'\n", + "Confusion matrix, without normalization\n", + "array([[2342, 3],\n", + " [ 16, 2390]])\n", + "'score: 0.8478535353535354'\n", + "Confusion matrix, without normalization\n", + "array([[737, 82],\n", + " [159, 606]])\n" + ] + }, { "data": { + "image/png": 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\n", "text/plain": [ - "'\\ndef most_informative_feature_for_binary_classification(vectorizer, classifier, n=100):\\n \"\"\"\\n See: https://stackoverflow.com/a/26980472\\n \\n Identify most important features if given a vectorizer and binary classifier. Set n to the number\\n of weighted features you would like to show. (Note: current implementation merely prints and does not \\n return top classes.)\\n \"\"\"\\n\\n class_labels = classifier.classes_\\n feature_names = vectorizer.get_feature_names()\\n topn_class1 = sorted(zip(classifier.coef_[0], feature_names))[:n]\\n topn_class2 = sorted(zip(classifier.coef_[0], feature_names))[-n:]\\n \\n l = []\\n \\n for coef, feat in topn_class1:\\n l.append((class_labels[0], coef, feat))\\n\\n display(l)\\n\\n for coef, feat in reversed(topn_class2):\\n l.append((class_labels[1], coef, feat))\\n \\n display(l)\\n\\n\\nmost_informative_feature_for_binary_classification(tfidf_vectorizer_1, linear_clf, n=30)\\n'" + "" ] }, - "execution_count": 16, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "'''\n", - "def most_informative_feature_for_binary_classification(vectorizer, classifier, n=100):\n", - " \"\"\"\n", - " See: https://stackoverflow.com/a/26980472\n", - " \n", - " Identify most important features if given a vectorizer and binary classifier. Set n to the number\n", - " of weighted features you would like to show. (Note: current implementation merely prints and does not \n", - " return top classes.)\n", - " \"\"\"\n", - "\n", - " class_labels = classifier.classes_\n", - " feature_names = vectorizer.get_feature_names()\n", - " topn_class1 = sorted(zip(classifier.coef_[0], feature_names))[:n]\n", - " topn_class2 = sorted(zip(classifier.coef_[0], feature_names))[-n:]\n", - " \n", - " l = []\n", - " \n", - " for coef, feat in topn_class1:\n", - " l.append((class_labels[0], coef, feat))\n", - "\n", - " display(l)\n", - "\n", - " for coef, feat in reversed(topn_class2):\n", - " l.append((class_labels[1], coef, feat))\n", - " \n", - " display(l)\n", - "\n", - "\n", - "most_informative_feature_for_binary_classification(tfidf_vectorizer_1, linear_clf, n=30)\n", - "'''\n" + "from sklearn.ensemble import RandomForestClassifier as RFC\n", + "clf_a = RFC(criterion='entropy', random_state=4222)\n", + "max_size=10000\n", + "clf_a.fit(vec_train_1[:max_size], y1[:max_size])\n", + "test_classifier(labels=[\"FAKE\",\"REAL\"], title=\"Configuration 1, model a -- train\", Xt=vec_train_1,yt=y1, clf=clf_a)\n", + "test_classifier(labels=[\"FAKE\",\"REAL\"], title=\"Configuration 1, model a -- test\", Xt=vec_test_1,yt=yt1, clf=clf_a)" ] }, { @@ -576,7 +480,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 11, "metadata": {}, "outputs": [ { @@ -1157,7 +1061,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 12, "metadata": {}, "outputs": [], "source": [ @@ -1171,58 +1075,95 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 13, "metadata": {}, "outputs": [], "source": [ - "vectorizer_2 = CountVectorizer(stop_words='english', max_df=0.7)\n", + "vectorizer_2 = TfidfVectorizer(stop_words='english', max_df=0.7)\n", "vec_train_2 = vectorizer_2.fit_transform(X2)\n", "vec_test_2 = vectorizer_2.transform(Xt2)" ] }, { "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "MultinomialNB(alpha=1.0, class_prior=None, fit_prior=True)" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "clf_b = MultinomialNB()\n", - "clf_b.fit(vec_train_2, y2)" - ] - }, - { - "cell_type": "code", - "execution_count": 21, + "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "'score: 0.8760555706891855'\n", + "Object `MLPClassifier` not found.\n" + ] + } + ], + "source": [ + "?MLPClassifier" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* trying a MLP as classifier " + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "MLPClassifier(activation='relu', alpha=0.0001, batch_size='auto', beta_1=0.9,\n", + " beta_2=0.999, early_stopping=False, epsilon=1e-08,\n", + " hidden_layer_sizes=(100,), learning_rate='constant',\n", + " learning_rate_init=0.001, max_iter=200, momentum=0.9,\n", + " nesterovs_momentum=True, power_t=0.5, random_state=4222,\n", + " shuffle=True, solver='adam', tol=0.0001, validation_fraction=0.1,\n", + " verbose=False, warm_start=False)" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from sklearn.neural_network import MLPClassifier\n", + "clf_b = MLPClassifier(hidden_layer_sizes=(100,), random_state=4222)\n", + "clf_b.fit(vec_train_2, y2)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "'score: 0.9997275946608554'\n", "Confusion matrix, without normalization\n", - "'score: 0.6105032822757112'\n", + "array([[1675, 1],\n", + " [ 0, 1995]])\n", + "'score: 0.5776805251641138'\n", "Confusion matrix, without normalization\n", - "'score: 0.6527777777777778'\n", - "Confusion matrix, without normalization\n" + "array([[109, 99],\n", + " [ 94, 155]])\n", + "'score: 0.6041666666666666'\n", + "Confusion matrix, without normalization\n", + "array([[ 92, 77],\n", + " [ 94, 169]])\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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\n", 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YZ+QgmvN/TnMXNTNiSBPrjhqUkqM/i5XUqAs8Gdi3g7o3AfYBXi0r3g+YkJdjgZ9Xs4O++n9rNLBKApTkgzDtLGtpXd61HVzWzWoJeHHGIh6fOo8XZixkcFOJJcta6hlqYSxa1srs+c3MWdBMa6RWYUsrvLUwjQsuXtZKc6szYJtqkl81CTAi7gTmdLDqx8A3Wfm/nYnA5ZHcB4yWtFGlffRVAjwP2EzSI5IekHSXpBuBpySNL2/iSvq6pDPy480k3Srp7/k1W/VRvHXz1oJlrLfGEADWW2MIby1YBqSjw21/MuuvOYS3FzXT4u9cnyhpxc9hg0ssXtq6vAxg1NAmH5Fvp7fGACVNBF6LiEfbrRoLTC17Pi2XdamvWmDfBraLiB0l7Q3clJ+/JGl8F6+bBBwXEc9Leg9wEfCh9htJOpbU7GXDd2xc49B7z+YbjGDN4YMY1CR2Gr8m02Yv5vW3ljBhwxGst+YQlja38twbCwEYPqTEZuuPAGDR0hZemLGonqEXyugRgyhJBMHbi9LpLsMHlxgxJB35XbyslUXLnABXUt3xuTGSHix7PikiJnVapTQC+A6p+1sT9eqC3h8RL3W1gaRRwO7Ar8uay0M72jb/0iYBbP1POzVMu2jKmws7LH/69QWrlM1f3MKjr87r7ZCsA3MWNK9StjCfD2gdq3KMb1ZE7NqNajcD3gk8muvfGHhI0m7Aa8AmZdtunMu6VK8EWP4Nb2blrviw/LME/CMiduyzqMxs9fXStcAR8Tiw/vLdSC8Du0bErDykdpKka4D3AHMjYnqlOvtqDHAesEYn694E1pe0rqShwAEAEfE28JKkQ2D5Ye4d+iRaM+uxNB9g5aViPdLVwL3AlpKmSTqmi81vBl4EpgCX0MFB1470SQswImZLuicf7FhESnpt65ZJOhO4n9RkfabspYcDP5d0GjAYuAZoP/hpZv1MLRqAEXFYhfXjyx4HcGJ399FnXeCI+EwX6y4ALuig/CU6OA/IzPq3/nKpWyU+D8/Maku1aQH2BSdAM6spAU0Ncp26E6CZ1Zy7wGZWTO4Cm1lRCbcAzaywqjvPrz9wAjSzmnML0MyKyWOAZlZUHgM0s0LzGKCZFVaDNACdAM2sxnppOqze4ARoZjWVxgDrHUV1nADNrMZ8HqCZFZi7wGZWTD4P0MyKyucBmlmheQzQzArLLUAzKyaPAZpZUQm5BWhmxdXU6GOAktbs6oX5xuVmZqtokAZgly3AJ4EgHdVu0/Y8gHG9GJeZNSgNhGuBI2KTvgzEzAaOWvSAJV0KHADMiIjtctlZwESgFZgBHBURrytl3J8A+wMLc/lDFeOsMpBDJX0nP95Y0i49eUNmVgylkiouVZgM7Nuu7IcRsX1E7Aj8HvhuLt8PmJCXY4GfVxVnpQ0kXQh8EPhcLloIXFxN5WZWPCIfCa7wr5KIuBOY066s/NjDSNJwHKRW4eWR3AeMlrRRpX1UcxR494jYWdLDOYA5koZU8TozK6gqu8BjJD1Y9nxSREyq9CJJ5wBHAHNJjTOAscDUss2m5bLpXcZZRZDLJJXImVbSuqT+t5nZqpTOA6y0ALMiYteypWLyA4iIU/MxiquAk1Yn1GoS4M+A3wDrSfoecDfwg9XZqZkNXCKdB1hpqYGrgH/Oj18Dyg/cbpzLulSxCxwRl0v6O/CRXHRIRDzRzUDNrEB66ywYSRMi4vn8dCLwTH58I3CSpGuA9wBzI6LL7i9UfyVIE7CM1A2u6sixmRVXLc4DlHQ1sDdprHAacDqwv6QtScNwrwDH5c1vJp0CM4V0oPbz1eyjYgKUdCrwGeAGUuv2V5Kuiojvd+vdmFkhqEaTIUTEYR0U/6KTbQM4sbv7qKYFeASwU0QshOVHYB4GnADNrENNjX4lSJnp7bYbRIVDy2ZWbA1/KZykH5PG/OYAT0q6LT/fB3igb8Izs0YjanMpXF/oqgXYdqT3SeCmsvL7ei8cM2t4GgC3xYyIDgcbzcwqafgucBtJmwHnANsAw9rKI2KLXozLzBpUI3WBqzmnbzLwS9L72g+4Dri2F2MyswZX5aVwdVdNAhwREbcBRMQLEXEaKRGama1CSqfBVFr6g2pOg1mSJ0N4QdJxpOvr1ujdsMyskfWT/FZRNQnwX0nzbn2JNBa4FnB0bwZlZo2tv3RxK6lmMoS/5YfzWDEpqplZpxok/3V5IvQNrJhtdRURcXCvRGRmDU2q2XRXva6rFuCFfRZFDY0Y0sSO40fXOwxrZ+13r9a8ldZgGr4LHBG392UgZjZwNMqcedXOB2hmVhUxAFqAZmY9NahBmoBVJ0BJQyNiSW8GY2aNL02I2hgtwGruC7ybpMeB5/PzHST9tNcjM7OGVVLlpT+opqF6AXAAMBsgIh5lxb04zcxW0TYtfldLf1BNF7gUEa+0a9K29FI8ZtbgBAzqLxmugmoS4FRJuwEhqQk4GXiud8Mys0bWIPmvqgR4PKkbPA54E/hTLjMzW4UkSg2SAau5FngGcGgfxGJmA0SD5L+qZoS+hA6uCY6IY3slIjNraAIG9ZfDvBVUcxT4T8DtebkHWB/w+YBm1qlaHAWWdKmkGZKeKCv7oaRnJD0m6QZJo8vWnSJpiqRnJX2smjgrJsCIuLZsuQw4GNilmsrNrICqOAewygbiZGDfdmV/BLaLiO1JB2NPAZC0DWmobtv8movyQdsu9eSClXcCG/TgdWZWEKriXyURcSfpvuTlZX+IiOb89D5g4/x4InBNRCyJiJeAKcBulfZRzRjgW6wYAyzlgL5dMXozK6Q0BtgnuzqaFTdoG8vK9yyflsu61GUCVDr7eQfSfUAAWiOi00lSzcyg6muBx0h6sOz5pIiYVGX9pwLNwFU9CG+5LhNgRISkmyNiu9XZiZkVRzfuCzwrInbtdv3SUaTLcz9c1iB7DdikbLONWdFw61Q1DdVHJO3U3SDNrKCqOALc0/MEJe0LfBP4REQsLFt1I3CopKGS3glMAO6vVF9X9wQZlAcbdwIekPQCsCC9PSIidu7ZWzCzgaxW5wFKuhrYm9RVngacTjrqOxT4Y+5m3xcRx0XEk5KuA54idY1PjIiKcxZ01QW+H9gZ+MRqvQszK5xaXAkSEYd1UPyLLrY/h3Tr3qp1lQCVK32hOxWaWdGJUhWnufQHXSXA9SR9tbOVEXF+L8RjZg0u3ROk3lFUp6sE2ASMggZJ5WbWP6hxrgXuKgFOj4gz+ywSMxsQBkoLsEHegpn1NwNhPsAP91kUZjagNEj+6zwBRsScztaZmXVGgqYGyYC+MbqZ1VxjpD8nQDOrsXQtcGOkQCdAM6u5xkh/ToBmVnOiNADOAzQz6zbRs6nm68EJ0MxqrsoJUevOCdDMaq4x0p8ToJnVmM8DNLNCcxfYzAqrMdKfE6CZ9YIGaQA6AZpZbQmPAZpZYQk1SCfYCdDMaq5BGoBOgGZWW+lKkMbIgE6AZlZbglKDXAvnBNiPNAma8h9OSyu0xMrrBjfB4ub6xFYkF59+OPvtuR0z58xj10POBeDUL+7P0Qfvzsy35gNw+oU3ctvdTzFuo3V45PrTeO6VGQDc//jLfOmca+oWe3/hMUDrFpGS39J8L/vBJWgNaMuBJUFEZ6+2Wrrid/dx8bX/x3+fdcRK5T+98i/85xW3r7L9i9Nm8d5Dz+ur8Pq9NB9gvaOoToM0VAc+KSW8Nq2x4o9ocAmaW+sTVxHd89ALzJm7sN5hNDRV8a9iHdKlkmZIeqKs7BBJT0pqlbRru+1PkTRF0rOSPlZNnE6A/UTEyv9rNpVSUiwptQLd+Ku/4w7dk/uvPYWLTz+c0WsMX14+fuy63Hv1t/jDf3+Z9++0WR0j7D9KUsWlCpOBfduVPQEcDNxZXihpG+BQYNv8moskNVWMs5ooekLSlyQ9LemqTtbvLen3vbX/RhOkcb8hTWlpaw0OcuuvX7jk13exzYFn8J5Dz+ONWW9z3lcPBuCNWW+zxX7f5X2H/YBv/eh6Jp97FGuMHFbnaOurrQtcaakkIu4E5rQrezoinu1g84nANRGxJCJeAqYAu1XaR2+2AE8APhoRh/fiPgaUlkhjgG3jgBHpj2loU1pgxU/rWzPmzKO1NYgILr3+HnbdblMAli5rZs7cBQA8/PRUXpw2iwmbrl/PUPuBajrAAhgj6cGy5djV2OlYYGrZ82m5rEu9chBE0sXAu4BbJF0JHAQMAxYBn2+fwSXtBfwkPw1gz4iYJ+kbwKeBocANEXF6b8TbH5UES1uhpWVF2dAmWNLS+Wus92w4Zk3emPU2ABM/tANPvTAdgDFrj2LO3AW0tgbjx67L5uPW46Vps+oZav2p6hOhZ0XErpU36z29kgAj4jhJ+wIfBJYCP4qIZkkfAc4F/rndS74OnBgR90gaBSyWtA8wgdSMFXCjpD1zs3hAGlLWunO3t34u+/5R7LHLBMaMHsWUW8/irItvZs9dJrD9lhsTEbwyfQ4nn301AB/YeXP+7fiPs6y5hdbW4ORzruGtt4t9AKVO1wK/BmxS9nzjXNalvjgNZi3gMkkTSK27wR1scw9wfh4vvD4ipuUEuA/wcN5mFCkhrpIAc9P5WIBNxo2r/TvoI0srtO7c+usbR54yeZWyy357b4fb/vb2R/jt7Y/0ckSNpw5nwdwI/ErS+cA7SLni/kov6oujwGcBf4mI7YADSV3hlUTEecAXgOHAPZK2Iv0Ovx8RO+Zl84j4RUc7iIhJEbFrROy63pj1eu+dmFl1VMVSqQrpauBeYEtJ0yQdI+mTkqYB7wNuknQbQEQ8CVwHPAXcSupRVmwy9FULsK0pelRHG0jaLCIeBx6X9G5gK+A24CxJV0XEfEljgWURMaMPYjaz1VCLK0Ei4rBOVt3QyfbnAOd0Zx99kQD/ndQFPg24qZNtviLpg0Ar8CRwS0QskbQ1cG+eXns+8FnACdCsn2uUK0F6LQFGxPj8cBawRdmq0/L6O4A78uOTO6njJ6w4OmxmjaLoCdDMiikN8TVGBnQCNLPaqv48wLpzAjSzmnMCNLOC8j1BzKzA3AI0s0Kq8jznfsEJ0MxqTg3SBHQCNLOaa5D85wRoZrXXIPnPCdDMaqyBBgGdAM2sptKU+I2RAZ0AzazmGiP9OQGaWW9okAzoBGhmNecrQcyssAo/H6CZFZgToJkVkecDNLPi8nyAZlZkToBmVlCeD9DMCswtQDMrpAa6FJhSvQMws4FHUsWlijoulTRD0hNlZetI+qOk5/PPtXO5JF0gaYqkxyTtXE2cToBmVnNS5aUKk4F925V9G7g9IiYAt+fnAPsBE/JyLPDzanbgBGhmNacqlkoi4k5gTrviicBl+fFlwEFl5ZdHch8wWtJGlfbhBGhmtVVF6281DpJsEBHT8+M3gA3y47HA1LLtpuWyLvkgiJnVlKj6niBjJD1Y9nxSREyqdj8REZKiu/GVcwI0s5qrsoE3KyJ27WbVb0raKCKm5y7ujFz+GrBJ2XYb57IuuQtsZjXXi13gG4Ej8+Mjgf8tKz8iHw1+LzC3rKvcKbcAzazmanFbTElXA3uTusrTgNOB84DrJB0DvAJ8Om9+M7A/MAVYCHy+mn04AZpZzdXiROiIOKyTVR/uYNsATuzuPpwAzaymVrOL26ecAM2s5jwZgpkVlluAZlZYToBmVlCeD9DMCipdCVLvKKrjBGhmNecEaGaF5S6wmRWTzwM0s6JqpCnxnQDNrOZqcS1wX3ACNLOaa5D85wRoZrXXIPnPCdDMekGDZEAnQDOrKQGlBukDK02jNXBImkmaKHEgGAPMqncQtoqB9rlsGhHr1aoySbeSfkeVzIqI9re97FMDLgEOJJIe7ME9E6yX+XMZOHxPEDMrLCdAMyssJ8D+rep7pFqf8ucyQHgM0MwKyy1AMyssJ0AzKywnQDMrLCdAsx5SuylP2j+3/s8J0KwHJCnyEURJ6wKEjyg2HB8FbgCSPgksAEoRcWu947EVJJ0MvA+YDvwfcEtELKtvVFYttwD7OUknAV8H1gF+I2mPOodkmaRDgEOA44F9gA84+TUWJ8B+SsmmwEeBDwFjSS2Mv0oaXNfgCqptjE9S2/dmLHAe8EngdeDUvH7DugRo3eYE2H8JmAlMA74L7AV8KiJagCPENHRTAAAGZklEQVQlbVHP4IqmfMwPaEtwLwLnAkdExMciYpmkrwHHlSVJ68c8H2A/JOkDwPYRcZGkEcAxETEsr/sM8AXg5nrGWBRtrb6yAx5fAQ6S9HHgBeBp4AFJuwBbAIcDn4uI1jqFbN3ggyD9SG41CDgG2AX4C/C/wJXAaOAJYHfg6Ih4vF5xFomkoRGxJD8+BvgX4JCImJqHIvYgfVZ7AYuAM/3ZNA4nwH5E0riIeDW3+g4hfbHui4hfSfoE0AI8HREv1jXQgpC0OWmM72sR8YqkrwJTgMXADsDRwEWk/6AWk75PC+sVr3Wfxyn6CUnvAO6StF/+Ev0PqcV3pKQjgJsj4iYnvz61lNTN/b6kjUjJ7wTgq8CrpIMeewJrRcQiJ7/G4wTYD0j6Julcsu8A50raJyIWRMQkYAiwPTCqnjEWUUS8CvyMdLDjR6Sj8J8C/jkirgXmARsDS+oWpK0WJ8A6k7Q/sDfwQERcBfwQOF/Sx3O3dxHwo4j4Rx3DLIR86tFK34mcBM8ntfj+C1gnIhZIOgH4AXBsREzv+2itFjwG2MckDQE2j4inJB0FfBuYEhEHlG3zKeBrpOT3lYh4rC7BFoykURExPz/+IrAm6eqbH0haC/gWMJ7UBd4ImOshicbmBNjH8sD6RaRLp8YBlwJfAS6LiAvKtlsLaI6IBXUJtGBya3tiRBwj6V+Bg4B/Ay4EHo+IwyWtAZwDjCC1/HyqS4PzeYB9LCKmSHoMOBb4VkRcIWkW8MV8ru1P83Zz6xpogeTJDL4EnCRpS2BXYL9c9gIwXNL/RMSnJJ0KDHfyGxicAOvjYuBR4KuS5kTEtZJmABdJmhURV9c5vqJZCjQDpwMBnALsRmoRvk/SbsAtkq6MiM+SDn7YAOAEWAcRMQWYIukfwDn55zDSF/G+ugZXQBExT9KfSZcc/kc+5++dwL15k61IB6euqVeM1jucAOsoIn4naRnwH6Tpro6JiJfqHFZRXQv8HbhQ0mzgFmAnSZeSusN7RcTLdYzPeoEPgvQDktYnXW46s96xFJ2knUnJ8DvA3aQZX2b7P6aByQnQrB1JOwB/Bk7JJ6PbAOUEaNYBSdsBiyLihXrHYr3HCdDMCsuXwplZYTkBmllhOQGaWWE5AZpZYTkBmllhOQEOUJJaJD0i6QlJv87T7Pe0rr0l/T4//oSkb3ex7eg8V15393GGpK9XW95um8l5CrFq9zVe0hPdjdEGHifAgWtRROwYEduRrjE+rnxlR5N/ViMiboyI87rYZDRp2nizfs8JsBjuAjbPLZ9nJV1Out/IJpL2kXSvpIdyS3EUgKR9JT0j6SHg4LaKJB0l6cL8eANJN0h6NC+7k24itFluff4wb/cNSQ9IekzS98rqOlXSc5LuBras9CYk/Uuu51FJv2nXqv2IpAdzfQfk7Zsk/bBs319c3V+kDSxOgAOcpEGki/nbbtU4AbgoIrYlTcBwGvCRiNgZeJA0Rdcw4BLgQNKd6TZcpeLkAuD/ImIHYGfgSdIM1y/k1uc3JO2T97kbsCOwi6Q9le6je2gu2x94dxVv5/qIeHfe39Ok24e2GZ/38XHg4vwejiHN2vzuXP+/5FlezADPBjOQDZf0SH58F/AL4B3AKxHRNuXWe4FtgHuU7v89hDQF1FbASxHxPICkK0kTuLb3IeAIgIhoAeZKWrvdNvvk5eH8fBQpIa4B3NB2JzVJN1bxnraTdDapmz0KuK1s3XV5ktLnJb2Y38M+wPZl44Nr5X0/V8W+rACcAAeuRRGxY3lBTnLlU+wL+GNEHNZuu5Vet5oEfD8i/qvdPr7Sg7omAwdFxKP5fip7l61rf01n5H2fHBHliRJJ43uwbxuA3AUutvuA9+f7lCBppKQtgGeA8ZI2y9sd1snrbweOz69tyvcxmUdq3bW5DTi6bGxxbJ7+607gIEnD8702Dqwi3jWA6ZIGA4e3W3eIpFKO+V3As3nfx+ftkbSFpJFV7McKwi3AAouImbkldbWkobn4tIh4TtKxwE2SFpK60Gt0UMWXgUmSjgFagOMj4l5J9+TTTG7J44BbA/fmFuh84LMR8ZCka0m3BpgBPFBFyP8G/A2YmX+Wx/QqcD/pTm7HRcRiSf9NGht8SGnnM0k3OzIDPBuMmRWYu8BmVlhOgGZWWE6AZlZYToBmVlhOgGZWWE6AZlZYToBmVlj/H1uPwZJZCrZuAAAAAElFTkSuQmCC\n", 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\n", 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1265,22 +1206,24 @@ }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "'score: 0.4617067833698031'\n", - "Confusion matrix, without normalization\n" + "'score: 0.5142231947483589'\n", + "Confusion matrix, without normalization\n", + "array([[ 7, 201],\n", + " [ 21, 228]])\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1300,22 +1243,24 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "'score: 0.4962121212121212'\n", - "Confusion matrix, without normalization\n" + "'score: 0.5391414141414141'\n", + "Confusion matrix, without normalization\n", + "array([[274, 491],\n", + " [239, 580]])\n" ] }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -1343,7 +1288,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 19, "metadata": {}, "outputs": [], "source": [ @@ -1378,14 +1323,14 @@ "\n", " print(df3['y'].value_counts())\n", " print('done')\n", - " return train_test_split(df3['claim'], df3['y'], test_size=0.25, random_state=4222)\n", + " return train_test_split(df3['claim'], df3['y'], test_size=0.3, random_state=4222)\n", " except Exception as e:\n", " print(e)" ] }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 20, "metadata": {}, "outputs": [ { @@ -1402,7 +1347,7 @@ "6335\n", "-- liar liar\n", "Index(['y', 'claim'], dtype='object')\n", - "{'mostly-true', 'pants-fire', 'half-true', 'barely-true', 'false', 'true'} 10240\n", + "{'true', 'barely-true', 'half-true', 'false', 'pants-fire', 'mostly-true'} 10240\n", "1676\n", "1995\n", "{'true', 'false'} 3671\n", @@ -1419,56 +1364,73 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 21, "metadata": {}, "outputs": [], "source": [ - "vectorizer_3 = CountVectorizer(stop_words='english')\n", + "vectorizer_3 = TfidfVectorizer(stop_words='english', max_df=0.7)\n", "vec_train_3 = vectorizer_3.fit_transform(X3)\n", "vec_test_3 = vectorizer_3.transform(Xt3)" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* using MLP again" + ] + }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "MultinomialNB(alpha=1.0, class_prior=None, fit_prior=True)" + "MLPClassifier(activation='relu', alpha=0.0001, batch_size='auto', beta_1=0.9,\n", + " beta_2=0.999, early_stopping=False, epsilon=1e-08,\n", + " hidden_layer_sizes=(16, 16), learning_rate='constant',\n", + " learning_rate_init=0.001, max_iter=200, momentum=0.9,\n", + " nesterovs_momentum=True, power_t=0.5, random_state=4222,\n", + " shuffle=True, solver='adam', tol=0.0001, validation_fraction=0.1,\n", + " verbose=False, warm_start=False)" ] }, - "execution_count": 29, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "clf_3 = MultinomialNB()\n", + "clf_3 = MLPClassifier(hidden_layer_sizes=(16,16), random_state=4222)\n", "clf_3.fit(vec_train_3, y3)" ] }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "'score: 0.8030383795309168'\n", + "'score: 0.9997144488863506'\n", "Confusion matrix, without normalization\n", - "'score: 0.746203037569944'\n", - "Confusion matrix, without normalization\n" + "array([[3367, 1],\n", + " [ 1, 3635]])\n", + "'score: 0.7714856762158561'\n", + "Confusion matrix, without normalization\n", + "array([[1136, 343],\n", + " [ 343, 1180]])\n" ] }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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\n", 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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, diff --git a/README.md b/README.md index cd98d00..6fb1680 100644 --- a/README.md +++ b/README.md @@ -39,4 +39,8 @@ Repository for the NLP-LAB * search for predefined Questions in Knowledge Graph +---- +## Links + +https://github.com/AKSW/NSpM