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" + ], + "text/plain": [ + " 0.2 0.2.1 0.0 0.4 0.2.2 0.7 0.0.1 0.0.2 0.4.1 0.3 ... 0.3.3 \\\n", + "4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... 0.0 \n", + "270 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 ... 0.0 \n", + "\n", + " 0.0.19 0.2.7 0.5.3 0.1.5 0.0.20 0.2.8 0.2.9 0.2.10 0.0.21 \n", + "4 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "270 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", + "\n", + "[2 rows x 54 columns]" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "rows_with_all_zeros = df[(df == 0).all(axis=1)]\n", + "rows_with_all_zeros" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "42792574", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index([4, 270], dtype='int64')" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "drop_index = rows_with_all_zeros.index\n", + "drop_index" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "f702eb04", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(496, 102)" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data = data.drop(index=drop_index)\n", + "data.shape" + ] + }, + { + "cell_type": "markdown", + "id": "3c9834c9", + "metadata": {}, + "source": [ + "## TF-IDF" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "id": "3a225bcc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(13609, 1107)" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv('tfidf_matrix.csv', encoding='utf-8')\n", + "df.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "e633acbb", + "metadata": {}, + "outputs": [], + "source": [ + "df_X = df.iloc[:600]" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "8b46526f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " 10 11 12 13 14 15 16 17 18 19 ... 嗜睡 头晕 \\\n", + "0 0.000000 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.000000 0.0 ... 0 0 \n", + "1 0.000000 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.074975 0.0 ... 0 1 \n", + "2 0.076517 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.000000 0.0 ... 0 0 \n", + "3 0.000000 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.000000 0.0 ... 0 0 \n", + "4 0.000000 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.000000 0.0 ... 0 0 \n", + "\n", + " 腹痛 便血 心悸 螺旋杆菌感染 反流 水肿 胃肠功能紊乱 淋巴结肿大 \n", + "0 1 0 0 0 0 0 1 0 \n", + "1 1 0 0 0 0 0 0 0 \n", + "2 0 1 0 0 0 0 0 0 \n", + "3 1 0 0 0 0 0 0 0 \n", + "4 1 0 0 0 0 0 0 0 \n", + "\n", + "[5 rows x 1149 columns]" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv('label_data.csv', encoding = 'utf-8')\n", + "df_y = df.iloc[:600]\n", + "\n", + "df_X = df_X.reset_index(drop=True)\n", + "df_y = df_y.reset_index(drop=True)\n", + "\n", + "data = pd.concat([df_X, df_y], axis=1)\n", + "data.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "c2b8f6be", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(600, 1149)" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "3623d2aa", + "metadata": {}, + "outputs": [], + "source": [ + "# 平均准确率\n", + "def Accuracy(y_true, y_pred):\n", + " count = 0\n", + " for i in range(y_true.shape[0]):\n", + " p = sum(np.logical_and(y_true.iloc[i], y_pred[i]))\n", + " q = sum(np.logical_or(y_true.iloc[i], y_pred[i]))\n", + " count += p / q\n", + " return count / y_true.shape[0]" + ] + }, + { + "cell_type": "markdown", + "id": "b8d80841", + "metadata": {}, + "source": [ + "## Classification " + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "d4562acb", + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Classification Report:\n", + " precision recall f1-score support\n", + "\n", + " 0 0.90 1.00 0.95 108\n", + " 1 0.00 0.00 0.00 12\n", + "\n", + " accuracy 0.90 120\n", + " macro avg 0.45 0.50 0.47 120\n", + "weighted avg 0.81 0.90 0.85 120\n", + "\n", + "Accuracy Score: 0.9\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\26387\\.conda\\envs\\machinelearning\\lib\\site-packages\\sklearn\\metrics\\_classification.py:1469: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n", + " _warn_prf(average, modifier, msg_start, len(result))\n", + "C:\\Users\\26387\\.conda\\envs\\machinelearning\\lib\\site-packages\\sklearn\\metrics\\_classification.py:1469: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n", + " _warn_prf(average, modifier, msg_start, len(result))\n", + "C:\\Users\\26387\\.conda\\envs\\machinelearning\\lib\\site-packages\\sklearn\\metrics\\_classification.py:1469: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n", + " _warn_prf(average, modifier, msg_start, len(result))\n" + ] + } + ], + "source": [ + "from sklearn.model_selection import train_test_split\n", + "from sklearn.svm import SVC\n", + "from sklearn.preprocessing import StandardScaler\n", + "from sklearn.multiclass import OneVsRestClassifier\n", + "from sklearn.pipeline import make_pipeline\n", + "from sklearn.metrics import classification_report, accuracy_score\n", + "\n", + "# 分割特征和标签\n", + "X = data.iloc[:, :-42] # 假设最后42列是标签\n", + "y = data.iloc[:, -2:-1] # 假设最后42列是标签\n", + "\n", + "# 划分数据集为训练集和测试集\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n", + "\n", + "# 由于 SVM 对特征缩放敏感，因此创建一个包含标准化处理的管道\n", + "svm_pipeline = make_pipeline(StandardScaler(), OneVsRestClassifier(SVC(probability=True)))\n", + "\n", + "# 训练模型\n", + "svm_pipeline.fit(X_train, y_train)\n", + "\n", + "# 进行预测\n", + "y_pred = svm_pipeline.predict(X_test)\n", + "\n", + "# 评估模型\n", + "print(\"Classification Report:\\n\", classification_report(y_test, y_pred))\n", + "print(\"Accuracy Score:\", accuracy_score(y_test, y_pred))\n", + "# print(\"Average Accuracy:\", Accuracy(y_test, y_pred))" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "889c7ccf", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Classification Report:\n", + " precision recall f1-score support\n", + "\n", + " 0 0.00 0.00 0.00 36\n", + " 1 0.00 0.00 0.00 0\n", + " 2 0.00 0.00 0.00 0\n", + " 3 0.00 0.00 0.00 11\n", + " 4 0.00 0.00 0.00 3\n", + " 5 0.00 0.00 0.00 0\n", + " 6 0.75 0.05 0.10 56\n", + " 7 0.00 0.00 0.00 9\n", + " 8 0.00 0.00 0.00 0\n", + " 9 0.00 0.00 0.00 19\n", + " 10 0.00 0.00 0.00 15\n", + " 11 0.00 0.00 0.00 25\n", + " 12 0.00 0.00 0.00 5\n", + " 13 0.00 0.00 0.00 3\n", + " 14 0.00 0.00 0.00 5\n", + " 15 0.00 0.00 0.00 0\n", + " 16 0.00 0.00 0.00 2\n", + " 17 0.00 0.00 0.00 14\n", + " 18 0.00 0.00 0.00 2\n", + " 19 0.00 0.00 0.00 0\n", + " 20 0.00 0.00 0.00 19\n", + " 21 0.00 0.00 0.00 3\n", + " 22 0.00 0.00 0.00 10\n", + " 23 0.00 0.00 0.00 3\n", + " 24 0.00 0.00 0.00 5\n", + " 25 0.00 0.00 0.00 0\n", + " 26 0.00 0.00 0.00 3\n", + " 27 0.00 0.00 0.00 1\n", + " 28 0.00 0.00 0.00 18\n", + " 29 0.00 0.00 0.00 2\n", + " 30 0.00 0.00 0.00 0\n", + " 31 0.00 0.00 0.00 2\n", + " 32 0.00 0.00 0.00 0\n", + " 33 0.00 0.00 0.00 6\n", + " 34 0.20 0.02 0.03 55\n", + " 35 0.00 0.00 0.00 13\n", + " 36 0.00 0.00 0.00 2\n", + " 37 0.00 0.00 0.00 8\n", + " 38 0.00 0.00 0.00 25\n", + " 39 0.00 0.00 0.00 0\n", + " 40 0.00 0.00 0.00 12\n", + " 41 0.00 0.00 0.00 0\n", + "\n", + " micro avg 0.40 0.01 0.02 392\n", + " macro avg 0.02 0.00 0.00 392\n", + "weighted avg 0.14 0.01 0.02 392\n", + " samples avg 0.03 0.01 0.01 392\n", + "\n", + "Confusion Matrix:\n", + " [[33 0 0 1 0 0 0 0 0 0 0 0 0 0 0 2 0 0]\n", + " [ 5 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [ 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [30 0 0 1 0 0 0 0 0 0 0 0 0 0 0 1 0 0]\n", + " [ 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [ 6 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [ 7 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [ 7 0 0 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [ 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [ 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [ 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 1 0 0]\n", + " [ 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [ 3 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [ 2 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [ 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [ 5 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [ 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]\n", + " [ 1 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0]]\n", + "Accuracy Score: 0.2833333333333333\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\26387\\.conda\\envs\\machinelearning\\lib\\site-packages\\sklearn\\metrics\\_classification.py:1469: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n", + " _warn_prf(average, modifier, msg_start, len(result))\n", + "C:\\Users\\26387\\.conda\\envs\\machinelearning\\lib\\site-packages\\sklearn\\metrics\\_classification.py:1469: UndefinedMetricWarning: Recall and F-score are ill-defined and being set to 0.0 in labels with no true samples. Use `zero_division` parameter to control this behavior.\n", + " _warn_prf(average, modifier, msg_start, len(result))\n", + "C:\\Users\\26387\\.conda\\envs\\machinelearning\\lib\\site-packages\\sklearn\\metrics\\_classification.py:1469: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in samples with no predicted labels. Use `zero_division` parameter to control this behavior.\n", + " _warn_prf(average, modifier, msg_start, len(result))\n" + ] + } + ], + "source": [ + "from sklearn.model_selection import train_test_split\n", + "from sklearn.ensemble import RandomForestClassifier\n", + "from sklearn.metrics import classification_report, confusion_matrix, accuracy_score\n", + "\n", + "# 从合并的 DataFrame 中分割出特征和标签\n", + "X = data.iloc[:, :-42]\n", + "y = data.iloc[:, -42:] \n", + "\n", + "# 划分数据集为训练集和测试集\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n", + "\n", + "# 初始化随机森林分类器\n", + "rf_classifier = RandomForestClassifier(n_estimators=100, random_state=42)\n", + "\n", + "# 训练模型\n", + "rf_classifier.fit(X_train, y_train)\n", + "\n", + "# 进行预测\n", + "y_pred = rf_classifier.predict(X_test)\n", + "\n", + "# 评估模型\n", + "print(\"Classification Report:\\n\", classification_report(y_test, y_pred))\n", + "print(\"Confusion Matrix:\\n\", confusion_matrix(y_test.values.argmax(axis=1), y_pred.argmax(axis=1)))\n", + "print(\"Accuracy Score:\", accuracy_score(y_test.values.argmax(axis=1), y_pred.argmax(axis=1)))\n", + "# print(\"Average Accuracy:\", Accuracy(y_test, y_pred))" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "50dac8fd", + "metadata": {}, + "outputs": [], + "source": [ + "y = [1, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", + " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n", + "y_pred = [1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n", + " 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "b6d3288c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.9761904761904762" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "accuracy_score(y,y_pred)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "feba6d76", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.18" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/classification/label_data.csv b/classification/label_data.csv new file mode 100644 index 0000000..e1fc878 --- /dev/null +++ b/classification/label_data.csv @@ -0,0 +1,13610 @@ +腹胀,贫血,细菌感染,食欲不振,粘便,月经紊乱,腹泻,痉挛,黄疸,打嗝,痔疮,稀便,尿频,头痛,尿急,气促,寒战,烧心,咽部痛,鼻塞,消化不良,过敏,肠鸣,咳嗽,黑便,肌肉酸痛,脱水,肠梗阻,发热,焦躁,呕血,菌群失调,嗜睡,头晕,腹痛,便血,心悸,螺旋杆菌感染,反流,水肿,胃肠功能紊乱,淋巴结肿大 +1,0,0,0,0,0,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0,1,0,0,0,0,0,1,0 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