{ "cells": [ { "cell_type": "code", "execution_count": 96, "id": "290897c7-8174-42f3-8031-24dc627b3fcb", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " Number Comment Sort A/R Rank\n", "0 1 Make it like better with a giant pig bigger th... P R Class4\n", "1 2 These screens are small enough without crowdin... P R Class4\n", "2 3 App crashes when new power up notice pops up. C A Class1\n", "3 4 App crashes with new release. C A Class1\n", "4 5 Please bring back the trajectory line or at le... P R Class4\n" ] } ], "source": [ "from pandas import read_excel\n", "my_sheet = 'Sheet1' #sheet name\n", "file_name = 'Dataset.xlsx' #excel file\n", "data = read_excel(file_name, sheet_name = my_sheet)\n", "print(data.head()) " ] }, { "cell_type": "code", "execution_count": 97, "id": "0618824c-7d93-4cc7-96eb-bc734d4590de", "metadata": {}, "outputs": [], "source": [ "from sklearn.model_selection import train_test_split\n", "train,test = train_test_split(data, test_size=0.20, random_state=10)" ] }, { "cell_type": "code", "execution_count": 98, "id": "9a00657a-deb6-4c69-be9f-a48d879939b4", "metadata": {}, "outputs": [], "source": [ "train.to_excel(\"train.xlsx\") " ] }, { "cell_type": "code", "execution_count": 99, "id": "424fb8c3-4000-48e0-996c-e95057b70e59", "metadata": {}, "outputs": [], "source": [ "test.to_excel(\"test.xlsx\")" ] }, { "cell_type": "code", "execution_count": 100, "id": "7acfb497-d196-4c1c-92f5-e0f316c1fc38", "metadata": {}, "outputs": [], "source": [ "from pandas import read_excel\n", "my_sheet = 'Sheet1' # sheet name\n", "file_name_train = 'train.xlsx' # excel file\n", "file_name_test = 'test.xlsx'\n", "train = read_excel(file_name_train, sheet_name = my_sheet)\n", "test = read_excel(file_name_test, sheet_name = my_sheet)" ] }, { "cell_type": "code", "execution_count": 101, "id": "eb2cfad3-7060-4dba-99e6-9b18113f9077", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "[nltk_data] Downloading package stopwords to\n", "[nltk_data] /Users/saharalturki/nltk_data...\n", "[nltk_data] Package stopwords is already up-to-date!\n", "[nltk_data] Downloading package punkt to\n", "[nltk_data] /Users/saharalturki/nltk_data...\n", "[nltk_data] Package punkt is already up-to-date!\n" ] } ], "source": [ "import nltk\n", "from nltk.corpus import stopwords \n", "import string \n", "nltk.download('stopwords')\n", "nltk.download('punkt')\n", "import spacy\n", "nlp = spacy.load('en_core_web_sm')\n", "def text_preprocess(text):\n", " lm = []\n", " text = nlp(text)\n", " for token in text:\n", " lm.append(token.lemma_)\n", " \n", " text = \" \".join(lm)\n", " text = text.translate(str.maketrans(\"\", \"\", string.punctuation))\n", " text = [word for word in text.split() if word.lower() not in stopwords.words('english')]\n", " \n", "\n", " \n", " return \" \".join(text)" ] }, { "cell_type": "code", "execution_count": 102, "id": "cb8bd12c-3c56-4e52-9ab9-57353653c3ed", "metadata": {}, "outputs": [], "source": [ "train.columns = train.columns.str.replace(\" \", \"_\")\n", "test.columns = test.columns.str.replace(\" \", \"_\")" ] }, { "cell_type": "code", "execution_count": 103, "id": "26627449-f683-4169-a311-6140a9f92835", "metadata": {}, "outputs": [], "source": [ "train['processed'] = train['Comment'].apply(text_preprocess)\n", "test['processed'] = test['Comment'].apply(text_preprocess)" ] }, { "cell_type": "code", "execution_count": 104, "id": "36189a5e-03d3-4174-89bd-07063b141e65", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ ":1: FutureWarning: The default value of regex will change from True to False in a future version.\n", " train['processed'] = train.processed.str.replace(r\"[0-9]\",\"\")\n", ":2: FutureWarning: The default value of regex will change from True to False in a future version.\n", " test['processed'] = test.processed.str.replace(r\"[0-9]\",\"\")\n" ] } ], "source": [ "train['processed'] = train.processed.str.replace(r\"[0-9]\",\"\")\n", "test['processed'] = test.processed.str.replace(r\"[0-9]\",\"\")" ] }, { "cell_type": "code", "execution_count": 105, "id": "75496086-888b-433a-9048-655b5c7af9e3", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/Users/saharalturki/opt/anaconda3/lib/python3.8/site-packages/sklearn/utils/validation.py:70: FutureWarning: Pass input=english as keyword args. From version 1.0 (renaming of 0.25) passing these as positional arguments will result in an error\n", " warnings.warn(f\"Pass {args_msg} as keyword args. From version \"\n" ] } ], "source": [ "from sklearn.feature_extraction.text import TfidfVectorizer \n", "vectorizer = TfidfVectorizer(\"english\")" ] }, { "cell_type": "code", "execution_count": 106, "id": "58ad7d05-956e-4008-94b6-40523a4581ae", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "((1324, 7), (332, 7), (1656,))" ] }, "execution_count": 106, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import pandas as pd\n", "allframes=[train['processed'], test['processed']]\n", "alldata = pd.concat(allframes)\n", "train.shape, test.shape, alldata.shape" ] }, { "cell_type": "code", "execution_count": 107, "id": "3ea95c1b-8667-416e-ac31-ead8d243f621", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "((1324, 3527), (332, 3527), (1656, 3527))" ] }, "execution_count": 107, "metadata": {}, "output_type": "execute_result" } ], "source": [ "processed = vectorizer.fit_transform(alldata)\n", "trainprocessed=processed[0:1324]\n", "testprocessed=processed[1324:1656]\n", "trainprocessed.shape, testprocessed.shape, processed.shape" ] }, { "cell_type": "code", "execution_count": 108, "id": "1520b663-123c-476d-ac0d-756316333001", "metadata": {}, "outputs": [], "source": [ "#Sort MR --------------------------------------------------------------------------------------------------" ] }, { "cell_type": "code", "execution_count": 109, "id": "d0ef3000-c199-471f-8fc1-02e9bb7c736f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "DecisionTreeClassifier(random_state=0)\n" ] } ], "source": [ "from sklearn import tree\n", "model = tree.DecisionTreeClassifier(random_state=0)\n", "print(model.fit(trainprocessed, train['Sort']))" ] }, { "cell_type": "code", "execution_count": 110, "id": "8ea032ca-9e8c-44b5-a368-7c151b0b7520", "metadata": {}, "outputs": [], "source": [ "from sklearn.metrics import confusion_matrix, accuracy_score, precision_score, recall_score\n", "def result_acc(y_true, y_pred):\n", " print(f'Confusion matrix\\n:{confusion_matrix(y_true, y_pred)}\\n')\n", " print(f'Accuracy score is : {accuracy_score(y_true, y_pred)}\\n')\n", " print('Precision: %.3f' % precision_score(y_true, y_pred, average='micro'))\n", " print('Recall: %.3f' % recall_score(y_true, y_pred, average='micro'))" ] }, { "cell_type": "code", "execution_count": 111, "id": "8921d22e-049c-494b-8041-41a46cef0948", "metadata": {}, "outputs": [], "source": [ "y_pred = model.predict(testprocessed)" ] }, { "cell_type": "code", "execution_count": 112, "id": "bf5d1d37-67c9-48df-95b0-a5d3888a4c76", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1324, 3527)" ] }, "execution_count": 112, "metadata": {}, "output_type": "execute_result" } ], "source": [ "trainprocessed.shape" ] }, { "cell_type": "code", "execution_count": 113, "id": "dbfedb10-005a-456a-b5c2-228cbe7cbcc4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Result for Decision Tree of Sorting MR\n", "Confusion matrix\n", ":[[ 42 8 18]\n", " [ 9 136 24]\n", " [ 15 22 58]]\n", "\n", "Accuracy score is : 0.7108433734939759\n", "\n", "Precision: 0.711\n", "Recall: 0.711\n" ] } ], "source": [ "print(\"Result for Decision Tree of Sorting MR\")\n", "result_acc(test['Sort'],y_pred )" ] }, { "cell_type": "code", "execution_count": 114, "id": "a9bfa0fd-243b-4c35-9651-41ff53fadb68", "metadata": {}, "outputs": [], "source": [ "conf_matrix = confusion_matrix(y_true=test['Sort'], y_pred=y_pred)" ] }, { "cell_type": "code", "execution_count": 115, "id": "20ed9ac7-02e6-48ea-b684-10b606e1b445", "metadata": {}, "outputs": [], "source": [ "test['Predict Sort']=y_pred" ] }, { "cell_type": "code", "execution_count": 116, "id": "f1492a70-780e-4ff1-bfa3-5e018876eb4b", "metadata": {}, "outputs": [], "source": [ "testresult = test.drop(columns=\"processed\")" ] }, { "cell_type": "code", "execution_count": 117, "id": "d8fb8542-14d6-47da-ac67-8adf0644b30c", "metadata": {}, "outputs": [], "source": [ "testresult.to_excel(\"result.xlsx\")" ] }, { "cell_type": "code", "execution_count": 118, "id": "b5b3ea17-bdc6-4601-b0fe-a908aaca4e83", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sklearn.metrics import plot_confusion_matrix\n", "import matplotlib.pyplot as plt\n", "plot_confusion_matrix(model, testprocessed, test['Sort'])\n", "plt.title('Confusion Matrix of Sorting MR', fontsize=18)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 119, "id": "d0e13041-121f-4f7b-b11d-88e1e4520499", "metadata": {}, "outputs": [], "source": [ "# Figure of Sorting MR" ] }, { "cell_type": "code", "execution_count": 120, "id": "4f5834a0-77e8-447e-b4a0-462ca21f8f0a", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "A=test[test['Sort'] == 'A'].shape[0]\n", "P=test[test['Sort'] == 'P'].shape[0]\n", "C=test[test['Sort'] == 'C'].shape[0]\n", "\n", "import numpy as np\n", "\n", "y = np.array([A, P, C])\n", "\n", "mylabels = [\"Adaptive\", \"Perfective\", \"Corrective\"]\n", "myexplode = [0.2, 0, 0]\n", "colors=['plum','peachpuff','powderblue']\n", "\n", "\n", "plt.pie(y, labels = mylabels, explode = myexplode, colors=colors, shadow = True, autopct='%1.1f%%', startangle=90)\n", "plt.title('Actual Classes of the Sorted MR', fontsize=18)\n", "\n", "plt.show() " ] }, { "cell_type": "code", "execution_count": 121, "id": "cf5804ff-93f7-44c2-98c0-c04347f24f47", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "A=test[test['Predict Sort'] == 'A'].shape[0]\n", "P=test[test['Predict Sort'] == 'P'].shape[0]\n", "C=test[test['Predict Sort'] == 'C'].shape[0]\n", "\n", "import numpy as np\n", "\n", "y = np.array([A, P, C])\n", "\n", "mylabels = [\"Adaptive\", \"Perfective\", \"Corrective\"]\n", "myexplode = [0.2, 0, 0]\n", "colors=['plum','peachpuff','powderblue']\n", "\n", "plt.pie(y, labels = mylabels, explode = myexplode, colors=colors, shadow = True, autopct='%1.1f%%', startangle=90)\n", "plt.title('Predicting Classes of the Sorted MR\\n Using the Decision Tree', fontsize=18)\n", "\n", "plt.show() " ] }, { "cell_type": "code", "execution_count": 122, "id": "d94d397b-2ec1-4a32-833b-272f081b155a", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x = np.arange(3)\n", "\n", "A=test[test['Sort'] == 'A'].shape[0]\n", "P=test[test['Sort'] == 'P'].shape[0]\n", "C=test[test['Sort'] == 'C'].shape[0]\n", "A1=test[test['Predict Sort'] == 'A'].shape[0]\n", "P1=test[test['Predict Sort'] == 'P'].shape[0]\n", "C1=test[test['Predict Sort'] == 'C'].shape[0]\n", "\n", "y = np.array([A, P, C])\n", "y1 = np.array([A1, P1, C1])\n", "width = 0.2\n", " \n", "plt.bar(x-0.2, y, width, color='lightblue')\n", "plt.bar(x, y1, width, color='plum')\n", "\n", "plt.xticks(x, [\"Adaptive\", \"Perfective\", \"Corrective\"])\n", "plt.xlabel(\"Classes\")\n", "plt.ylabel(\"Count\")\n", "plt.legend([\"Actual\", \"Predicting\"])\n", "plt.title('Actual and Predicting Classes of the Sorted MR', fontsize=18)\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 123, "id": "24defdf5-3bda-4abe-bfd4-e69274c0380e", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(test['Predict Sort'], color = 'red', label = \"Predict\")\n", "width = 0.2\n", "plt.title('Predicting Classes of the Sorted MR', fontsize=18)\n", "plt.show()\n", "plt.plot(test['Sort'], color = 'blue', label = \"Actual\")\n", "width = 0.2\n", "plt.title('Actual Classes of the Sorted MR', fontsize=18)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 124, "id": "049bc53f-59bc-40e0-b978-6c23752836c8", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f = plt.figure()\n", "f.set_figwidth(20)\n", "f.set_figheight(8)\n", "plt.plot(test['Predict Sort'], color = 'red', label = \"Predict\")\n", "width = 0.2\n", "\n", "plt.plot(test['Sort'], color = 'blue', label = \"Actual\")\n", "plt.title('Actual Vs Predicting Classes of the Sorted MR', fontsize=18)\n", "plt.legend([\"Actual\", \"Predict\"])\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 125, "id": "8dd44ab8-2695-42be-b090-3635cfbdc997", "metadata": {}, "outputs": [], "source": [ "#Accept / Reject MR -------------------------------------------------------------------------------------" ] }, { "cell_type": "code", "execution_count": 126, "id": "e44fb31d-295d-4a78-8a5e-e9233962b9bf", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "DecisionTreeClassifier(random_state=0)\n" ] } ], "source": [ "from sklearn import tree\n", "model = tree.DecisionTreeClassifier(random_state=0)\n", "print(model.fit(trainprocessed, train['A/R']))" ] }, { "cell_type": "code", "execution_count": 127, "id": "25407282-5f3b-45e0-b855-546c15f7a886", "metadata": {}, "outputs": [], "source": [ "from sklearn.metrics import confusion_matrix, accuracy_score, precision_score, recall_score\n", "def result_acc(y_true, y_pred):\n", " print(f'Confusion matrix\\n:{confusion_matrix(y_true, y_pred)}\\n')\n", " print(f'Accuracy score is : {accuracy_score(y_true, y_pred)}\\n')\n", " print('Precision: %.3f' % precision_score(y_true, y_pred, average='micro'))\n", " print('Recall: %.3f' % recall_score(y_true, y_pred, average='micro'))" ] }, { "cell_type": "code", "execution_count": 128, "id": "0a9b9362-c76d-48f8-98b2-df0a96e1f73c", "metadata": {}, "outputs": [], "source": [ "y_pred = model.predict(testprocessed)" ] }, { "cell_type": "code", "execution_count": 129, "id": "9249d20b-e1f9-44a3-9bbe-2d4341fe6876", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1324, 3527)" ] }, "execution_count": 129, "metadata": {}, "output_type": "execute_result" } ], "source": [ "trainprocessed.shape" ] }, { "cell_type": "code", "execution_count": 130, "id": "2dc72f8c-b4bc-426f-81e3-98083bc0906f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Result for Decision Tree of Accepting/Rejecting MR\n", "Confusion matrix\n", ":[[143 69]\n", " [ 53 67]]\n", "\n", "Accuracy score is : 0.6325301204819277\n", "\n", "Precision: 0.633\n", "Recall: 0.633\n" ] } ], "source": [ "print(\"Result for Decision Tree of Accepting/Rejecting MR\")\n", "result_acc(test['A/R'],y_pred )" ] }, { "cell_type": "code", "execution_count": 131, "id": "b0455fa1-a5eb-4773-a42f-d13f49e3ffda", "metadata": {}, "outputs": [], "source": [ "conf_matrix = confusion_matrix(y_true=test['A/R'], y_pred=y_pred)" ] }, { "cell_type": "code", "execution_count": 132, "id": "95b1dcb8-0133-4396-82c3-e92ff0892b03", "metadata": {}, "outputs": [], "source": [ "test['Predict A/R']=y_pred" ] }, { "cell_type": "code", "execution_count": 133, "id": "3e86e269-4259-4d1f-aa87-c30873253266", "metadata": {}, "outputs": [], "source": [ "testresult = test.drop(columns=\"processed\")" ] }, { "cell_type": "code", "execution_count": 134, "id": "96573f18-70af-45f0-9723-bcc8b569592f", "metadata": {}, "outputs": [], "source": [ "testresult.to_excel(\"result.xlsx\")" ] }, { "cell_type": "code", "execution_count": 135, "id": "a4de6723-3355-4ad3-952e-f1827b713d9c", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sklearn.metrics import plot_confusion_matrix\n", "import matplotlib.pyplot as plt\n", "plot_confusion_matrix(model, testprocessed, test['A/R'])\n", "plt.title('Confusion Matrix of Accept or Reject MR', fontsize=18)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 136, "id": "e4fd74eb-7101-4710-9f8b-e01029183431", "metadata": {}, "outputs": [], "source": [ "# Figure of Accepting/Rejecting MR" ] }, { "cell_type": "code", "execution_count": 137, "id": "3e10f9b4-514d-4e93-94a5-e21db274ea1c", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "A=test[test['A/R'] == 'A'].shape[0]\n", "R=test[test['A/R'] == 'R'].shape[0]\n", "\n", "import numpy as np\n", "\n", "y = np.array([A,R])\n", "\n", "mylabels = [\"Accept\", \"Reject\"]\n", "myexplode = [0.2, 0]\n", "colors=['plum','peachpuff']\n", "\n", "plt.pie(y, labels = mylabels, explode = myexplode, colors=colors, shadow = True, autopct='%1.1f%%', startangle=90)\n", "plt.title('Actual Classes of the Accept/Reject MR', fontsize=18)\n", "\n", "plt.show() " ] }, { "cell_type": "code", "execution_count": 138, "id": "c369e447-e515-496a-aadd-9d2009f5c04d", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "A=test[test['Predict A/R'] == 'A'].shape[0]\n", "R=test[test['Predict A/R'] == 'R'].shape[0]\n", "\n", "import numpy as np\n", "\n", "y = np.array([A, R])\n", "\n", "mylabels = [\"Accept\", \"Reject\"]\n", "myexplode = [0.2, 0]\n", "colors=['plum','peachpuff']\n", "\n", "plt.pie(y, labels = mylabels, explode = myexplode, colors=colors, shadow = True, autopct='%1.1f%%', startangle=90)\n", "plt.title('Predicting Classes of the Accept/Reject MR\\n Using the Decision Tree', fontsize=18)\n", "\n", "plt.show() " ] }, { "cell_type": "code", "execution_count": 139, "id": "9d0e673a-2a12-4cfc-b4bc-7e5f7a6ba90f", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x = np.arange(2)\n", "\n", "A=test[test['A/R'] == 'A'].shape[0]\n", "R=test[test['A/R'] == 'R'].shape[0]\n", "A1=test[test['Predict A/R'] == 'A'].shape[0]\n", "R1=test[test['Predict A/R'] == 'R'].shape[0]\n", "\n", "y = np.array([A, R])\n", "y1 = np.array([A1, R1])\n", "width = 0.2\n", " \n", "plt.bar(x-0.2, y, width, color='lightblue')\n", "plt.bar(x, y1, width, color='plum')\n", "\n", "plt.xticks(x, ['Accept', 'Reject'])\n", "plt.xlabel(\"Classes\")\n", "plt.ylabel(\"Count\")\n", "plt.legend([\"Actual\", \"Predict\"])\n", "plt.title('Actual and Predicting Classes of the Accept/Reject MR', fontsize=18)\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 140, "id": "8891bf7b-3078-4c94-82d2-e18e56c29418", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(test['Predict A/R'], color = 'red', label = \"Predict\")\n", "width = 0.2\n", "plt.title('Predicting Classes of the\\n Accept/Reject MR', fontsize=18)\n", "plt.show()\n", "plt.plot(test['A/R'], color = 'blue', label = \"Actual\")\n", "width = 0.2\n", "plt.title('Actual Classes of the\\n Accept/Reject MR', fontsize=18)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 141, "id": "5b532682-a9f2-4494-ab73-9c566533c62f", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f = plt.figure()\n", "f.set_figwidth(20)\n", "f.set_figheight(8)\n", "plt.plot(test['Predict A/R'], color = 'red', label = \"Predict\")\n", "width = 0.2\n", "\n", "plt.plot(test['A/R'], color = 'blue', label = \"Actual\")\n", "plt.title('Actual VS Predicted Classes of the Accept/Reject MR', fontsize=18)\n", "plt.legend([\"Actual\", \"Predict\"])\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 142, "id": "2bf4c5f5-4297-40be-9270-13d5d4c7a470", "metadata": {}, "outputs": [], "source": [ "#Rank MR --------------------------------------------------------------------------------------------------" ] }, { "cell_type": "code", "execution_count": 143, "id": "a7d24573-2d76-4bfe-851c-d8dbbebfce73", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "DecisionTreeClassifier(random_state=0)\n" ] } ], "source": [ "from sklearn import tree\n", "model = tree.DecisionTreeClassifier(random_state=0)\n", "print(model.fit(trainprocessed, train['Rank']))" ] }, { "cell_type": "code", "execution_count": 144, "id": "437419c4-bc64-4fe4-a456-36175df92599", "metadata": {}, "outputs": [], "source": [ "from sklearn.metrics import confusion_matrix, accuracy_score, precision_score, recall_score\n", "def result_acc(y_true, y_pred):\n", " print(f'Confusion matrix\\n:{confusion_matrix(y_true, y_pred)}\\n')\n", " print(f'Accuracy score is : {accuracy_score(y_true, y_pred)}\\n')\n", " print('Precision: %.3f' % precision_score(y_true, y_pred, average='micro'))\n", " print('Recall: %.3f' % recall_score(y_true, y_pred, average='micro'))" ] }, { "cell_type": "code", "execution_count": 145, "id": "a8114a55-74f2-4d34-bc53-1515598d41cb", "metadata": {}, "outputs": [], "source": [ "y_pred = model.predict(testprocessed)" ] }, { "cell_type": "code", "execution_count": 151, "id": "d227e34d-09dc-4c60-8aa7-770d4df5efbc", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(1324, 3527)" ] }, "execution_count": 151, "metadata": {}, "output_type": "execute_result" } ], "source": [ "trainprocessed.shape" ] }, { "cell_type": "code", "execution_count": 152, "id": "a62be6d2-5380-4016-a060-c9adcf743cc8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Result for Decision Tree of Ranking MR\n", "Confusion matrix\n", ":[[35 9 8 23]\n", " [12 11 9 14]\n", " [ 8 8 29 34]\n", " [13 8 20 91]]\n", "\n", "Accuracy score is : 0.5\n", "\n", "Precision: 0.500\n", "Recall: 0.500\n" ] } ], "source": [ "print(\"Result for Decision Tree of Ranking MR\")\n", "result_acc(test['Rank'],y_pred )" ] }, { "cell_type": "code", "execution_count": 153, "id": "7236bf83-0960-4e68-a627-285c1d7ba122", "metadata": {}, "outputs": [], "source": [ "conf_matrix = confusion_matrix(y_true=test['Rank'], y_pred=y_pred)" ] }, { "cell_type": "code", "execution_count": 154, "id": "6520effd-ed5e-48a1-9a9d-76a106b79efc", "metadata": {}, "outputs": [], "source": [ "test['predict Rank']=y_pred" ] }, { "cell_type": "code", "execution_count": 155, "id": "6a71dcf6-746d-4f25-a070-4d08999fdac7", "metadata": {}, "outputs": [], "source": [ "testresult = test.drop(columns=\"processed\")" ] }, { "cell_type": "code", "execution_count": 156, "id": "4aa55280-cfb8-460a-ba52-43ffe4ac1674", "metadata": {}, "outputs": [], "source": [ "testresult.to_excel(\"result.xlsx\")" ] }, { "cell_type": "code", "execution_count": 157, "id": "68b928b0-16c9-4e63-9d1a-8c1722f532b7", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from sklearn.metrics import plot_confusion_matrix\n", "import matplotlib.pyplot as plt\n", "plot_confusion_matrix(model, testprocessed, test['Rank'])\n", "plt.title('Confusion Matrix of Ranking MR', fontsize=18)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 158, "id": "246208e8-1689-4e70-8fea-c5540c4c97bf", "metadata": {}, "outputs": [], "source": [ "# Figure of Ranking MR" ] }, { "cell_type": "code", "execution_count": 159, "id": "31676eca-4d92-4f60-83cb-f6b7d391f175", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "A=test[test['Rank'] == 'Class1'].shape[0]\n", "B=test[test['Rank'] == 'Class2'].shape[0]\n", "C=test[test['Rank'] == 'Class3'].shape[0]\n", "D=test[test['Rank'] == 'Class4'].shape[0]\n", "\n", "import numpy as np\n", "\n", "y = np.array([A, B, C, D])\n", "\n", "mylabels = [\"Class 1\", \"Class 2\", \"Class 3\", \"Class 4\"]\n", "myexplode = [0.2, 0, 0, 0]\n", "colors=['plum','peachpuff','powderblue','Khaki']\n", "\n", "\n", "plt.pie(y, labels = mylabels, explode = myexplode, colors=colors, shadow = True, autopct='%1.1f%%', startangle=90)\n", "plt.title('Actual Classes of the Ranking MR', fontsize=18)\n", "\n", "plt.show() " ] }, { "cell_type": "code", "execution_count": 160, "id": "a95ff672-ec8d-4955-a319-406fee345665", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "A1=test[test['predict Rank'] == 'Class1'].shape[0]\n", "A2=test[test['predict Rank'] == 'Class2'].shape[0]\n", "A3=test[test['predict Rank'] == 'Class3'].shape[0]\n", "A4=test[test['predict Rank'] == 'Class4'].shape[0]\n", "\n", "import numpy as np\n", "\n", "y = np.array([A1, A2, A3, A4])\n", "\n", "mylabels = [\"Class 1\", \"Class 2\", \"Class 3\", \"Class 4\"]\n", "myexplode = [0.2, 0, 0, 0]\n", "colors=['plum','peachpuff','powderblue','Khaki']\n", "\n", "plt.pie(y, labels = mylabels, explode = myexplode, colors=colors, shadow = True, autopct='%1.1f%%', startangle=90)\n", "plt.title('Predicted Classes of the Rank MR', fontsize=18)\n", "\n", "plt.show() " ] }, { "cell_type": "code", "execution_count": 161, "id": "a928eb51-7595-46a2-9a71-ee533f9ffc62", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "x = np.arange(4)\n", "\n", "A1=test[test['Rank'] == 'Class1'].shape[0]\n", "A2=test[test['Rank'] == 'Class2'].shape[0]\n", "A3=test[test['Rank'] == 'Class3'].shape[0]\n", "A4=test[test['Rank'] == 'Class4'].shape[0]\n", "A11=test[test['predict Rank'] == 'Class1'].shape[0]\n", "A12=test[test['predict Rank'] == 'Class2'].shape[0]\n", "A13=test[test['predict Rank'] == 'Class3'].shape[0]\n", "A14=test[test['predict Rank'] == 'Class4'].shape[0]\n", "\n", "y = np.array([A1, A2, A3, A4])\n", "y1 = np.array([A11, A12, A13, A14])\n", "width = 0.2\n", " \n", "# plot data in grouped manner of bar type\n", "plt.bar(x-0.2, y, width, color='lightblue')\n", "plt.bar(x, y1, width, color='plum')\n", "\n", "plt.xticks(x, [\"Class 1\", \"Class 2\", \"Class 3\", \"Class 4\"])\n", "plt.xlabel(\"Classes\")\n", "plt.ylabel(\"Count\")\n", "plt.legend([\"Actual\", \"predict\"])\n", "plt.title('Actual and Predict Classes of the Rank MR', fontsize=18)\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 162, "id": "65017ed2-e68e-46b3-8507-fc1fc58f6bf9", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.plot(test['predict Rank'], color = 'red', label = \"Predict\")\n", "width = 0.2\n", "plt.title('Predict Classes of the Rank MR', fontsize=18)\n", "plt.show()\n", "plt.plot(test['Rank'], color = 'blue', label = \"Actual\")\n", "width = 0.2\n", "plt.title('Actual Classes of the Rank MR', fontsize=18)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 163, "id": "643fe0b0-4659-4efb-9f13-494f686eab7a", "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f = plt.figure()\n", "f.set_figwidth(20)\n", "f.set_figheight(8)\n", "plt.plot(test['predict Rank'], color = 'red', label = \"predict\")\n", "width = 0.2\n", "\n", "plt.plot(test['Rank'], color = 'blue', label = \"Actual\")\n", "plt.title('Actual VS Predicted Classes of the Rank MR', fontsize=18)\n", "plt.legend([\"Actual\", \"Predict\"])\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 164, "id": "e242e9b6-cf4d-48c6-a076-66c8a0facd4b", "metadata": {}, "outputs": [], "source": [ "# separate Accept MR from Reject MR in Excel File" ] }, { "cell_type": "code", "execution_count": 165, "id": "6ceeae8b-da57-4bfa-982b-c8b93b323fd4", "metadata": {}, "outputs": [], "source": [ "onlyA=test[test['Predict A/R']=='A']# only A Test\n", "onlyA.to_excel(\"AcceptMR.xlsx\")" ] }, { "cell_type": "code", "execution_count": 166, "id": "ac44a00a-f371-40e4-b5bb-06121cf306e7", "metadata": {}, "outputs": [], "source": [ "onlyR=test[test['Predict A/R']=='R']# only R Test\n", "onlyR.to_excel(\"RejectMR.xlsx\")" ] }, { "cell_type": "code", "execution_count": 93, "id": "febc7280-dd5f-466b-9791-62a0e1a8467b", "metadata": {}, "outputs": [], "source": [ "#Done" ] }, { "cell_type": "code", "execution_count": null, "id": "6414891d-ff2a-4df2-b388-05b6fb5c8527", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.8.8" } }, "nbformat": 4, "nbformat_minor": 5 }