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@charlesmana
Created May 4, 2024 06:24
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{
"cells": [
{
"cell_type": "markdown",
"id": "2249fbb6",
"metadata": {},
"source": [
"# Practicing Python for ML with Iris and Synthetic datasets"
]
},
{
"cell_type": "markdown",
"id": "92f7b819",
"metadata": {},
"source": [
"## Make table to summarize result using LR, LDA, KKN, CART, NB, and SVM while determining Iris-setosa, Iris-versicolor, and Iris-virginica"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "1365f63d",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Python: 3.11.4 | packaged by Anaconda, Inc. | (main, Jul 5 2023, 13:38:37) [MSC v.1916 64 bit (AMD64)]\n",
"scipy: 1.10.1\n",
"numpy: 1.24.3\n",
"matplotlib: 3.7.1\n",
"pandas: 1.5.3\n",
"sklearn: 1.3.0\n"
]
}
],
"source": [
"import sys\n",
"print('Python: {}'.format(sys.version))\n",
"\n",
"import scipy\n",
"print('scipy: {}'.format(scipy.__version__))\n",
"\n",
"import numpy\n",
"print('numpy: {}'.format(numpy.__version__))\n",
"\n",
"import matplotlib\n",
"print('matplotlib: {}'.format(matplotlib.__version__))\n",
"\n",
"import pandas\n",
"print('pandas: {}'.format(pandas.__version__))\n",
"\n",
"import sklearn\n",
"print('sklearn: {}'.format(sklearn.__version__))"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "66b070e2",
"metadata": {},
"outputs": [],
"source": [
"from pandas import read_csv\n",
"from pandas.plotting import scatter_matrix\n",
"from matplotlib import pyplot as plt\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.model_selection import cross_val_score\n",
"from sklearn.model_selection import StratifiedKFold\n",
"from sklearn.metrics import classification_report\n",
"from sklearn.metrics import confusion_matrix\n",
"from sklearn.metrics import accuracy_score\n",
"from sklearn.linear_model import LogisticRegression\n",
"from sklearn.tree import DecisionTreeClassifier\n",
"from sklearn.neighbors import KNeighborsClassifier\n",
"from sklearn.discriminant_analysis import LinearDiscriminantAnalysis\n",
"from sklearn.naive_bayes import GaussianNB\n",
"from sklearn.svm import SVC"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "8fbcee1b",
"metadata": {},
"outputs": [],
"source": [
"url = \"https://raw.githubusercontent.com/jbrownlee/Datasets/master/iris.csv\"\n",
"names = ['sepal-lenght', 'sepal-width', 'petal-length', 'petal-width', 'class']\n",
"dataset = read_csv(url, names=names)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "3ba15bfe",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(150, 5)\n"
]
}
],
"source": [
"print(dataset.shape)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "a0412848",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" sepal-lenght sepal-width petal-length petal-width class\n",
"0 5.1 3.5 1.4 0.2 Iris-setosa\n",
"1 4.9 3.0 1.4 0.2 Iris-setosa\n",
"2 4.7 3.2 1.3 0.2 Iris-setosa\n",
"3 4.6 3.1 1.5 0.2 Iris-setosa\n",
"4 5.0 3.6 1.4 0.2 Iris-setosa\n",
"5 5.4 3.9 1.7 0.4 Iris-setosa\n",
"6 4.6 3.4 1.4 0.3 Iris-setosa\n",
"7 5.0 3.4 1.5 0.2 Iris-setosa\n",
"8 4.4 2.9 1.4 0.2 Iris-setosa\n",
"9 4.9 3.1 1.5 0.1 Iris-setosa\n"
]
}
],
"source": [
"print(dataset.head(10))"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "55ac4f1d",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" sepal-lenght sepal-width petal-length petal-width\n",
"count 150.000000 150.000000 150.000000 150.000000\n",
"mean 5.843333 3.054000 3.758667 1.198667\n",
"std 0.828066 0.433594 1.764420 0.763161\n",
"min 4.300000 2.000000 1.000000 0.100000\n",
"25% 5.100000 2.800000 1.600000 0.300000\n",
"50% 5.800000 3.000000 4.350000 1.300000\n",
"75% 6.400000 3.300000 5.100000 1.800000\n",
"max 7.900000 4.400000 6.900000 2.500000\n"
]
}
],
"source": [
"print(dataset.describe())"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "28a890c1",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"class\n",
"Iris-setosa 50\n",
"Iris-versicolor 50\n",
"Iris-virginica 50\n",
"dtype: int64\n"
]
}
],
"source": [
"print(dataset.groupby('class').size())"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "3599b65c",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dataset.plot(\n",
" kind='box',\n",
" subplots=True,\n",
" layout=(2,2),\n",
" sharex=False,\n",
" sharey=False)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "deff4faa",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dataset.hist()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "d81eb072",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 16 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"scatter_matrix(dataset)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "c6d470bf",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[5.1 3.5 1.4 0.2 'Iris-setosa']\n",
" [4.9 3.0 1.4 0.2 'Iris-setosa']\n",
" [4.7 3.2 1.3 0.2 'Iris-setosa']\n",
" [4.6 3.1 1.5 0.2 'Iris-setosa']\n",
" [5.0 3.6 1.4 0.2 'Iris-setosa']]\n",
"\n",
"[[5.1 3.5 1.4 0.2]\n",
" [4.9 3.0 1.4 0.2]\n",
" [4.7 3.2 1.3 0.2]\n",
" [4.6 3.1 1.5 0.2]\n",
" [5.0 3.6 1.4 0.2]]\n",
"\n",
"['Iris-setosa' 'Iris-setosa' 'Iris-setosa' 'Iris-setosa' 'Iris-setosa']\n"
]
}
],
"source": [
"array = dataset.values\n",
"print(array[:5])\n",
"print()\n",
"\n",
"x = array[:,0:4]\n",
"print(x[:5])\n",
"print()\n",
"\n",
"y = array[:,4]\n",
"print(y[:5])"
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "79a66c5b",
"metadata": {},
"outputs": [],
"source": [
"X_train, x_validation, y_train, y_validation = train_test_split(\n",
" array[:, 0:4], \n",
" array[:, 4], \n",
" test_size=0.20, \n",
" random_state=1 \n",
")"
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "2f8e0546",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"120\n",
"30\n",
"0.2\n"
]
}
],
"source": [
"\n",
"print(len(y_train))\n",
"print(len(y_validation))\n",
"print(len(y_validation) / (len(y_train) + len(y_validation)))"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "3413de8b",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"LR: 0.941667 (0.065085)\n",
"LDA: 0.975000 (0.038188)\n",
"CART: 0.941667 (0.053359)\n",
"NB: 0.950000 (0.055277)\n",
"SVM: 0.983333 (0.033333)\n"
]
}
],
"source": [
"models = []\n",
"models.append(('LR', LogisticRegression(solver='liblinear', multi_class='ovr')))\n",
"models.append(('LDA', LinearDiscriminantAnalysis()))\n",
"models.append(('CART', DecisionTreeClassifier()))\n",
"models.append(('NB', GaussianNB()))\n",
"models.append(('SVM', SVC(gamma='auto')))\n",
"\n",
"results = []\n",
"names = []\n",
"for name, model in models:\n",
" kfold = StratifiedKFold(n_splits=10, random_state=1, shuffle=True)\n",
" cv_results = cross_val_score(model, X_train, y_train, cv=kfold, scoring='accuracy')\n",
" results.append(cv_results)\n",
" names.append(name)\n",
" print('%s: %f (%f)' % (name, cv_results.mean(), cv_results.std()))"
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "796d5c78",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.boxplot(results, labels=names)\n",
"plt.title('Algorithm Comparison')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "a2c74d2f",
"metadata": {},
"source": [
"## For the results using LR, LDA, KNN, CART, NB, and SVM,calculate accuracy, precision, recall and F1-score. Compare the results given by sklearn. Hint: When define TF, TN, FP, FN for a class A, the other classes are merged into one class non-A."
]
},
{
"cell_type": "code",
"execution_count": 17,
"id": "ba2be1f7",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"accuracy = 0.9666666666666667\n",
"\n",
"confusion matrix =\n",
" [[11 0 0]\n",
" [ 0 12 1]\n",
" [ 0 0 6]]\n",
"\n",
"report =\n",
" precision recall f1-score support\n",
"\n",
" Iris-setosa 1.00 1.00 1.00 11\n",
"Iris-versicolor 1.00 0.92 0.96 13\n",
" Iris-virginica 0.86 1.00 0.92 6\n",
"\n",
" accuracy 0.97 30\n",
" macro avg 0.95 0.97 0.96 30\n",
" weighted avg 0.97 0.97 0.97 30\n",
"\n"
]
}
],
"source": [
"model = SVC(gamma='auto')\n",
"model.fit(X_train, y_train)\n",
"predictions = model.predict(x_validation)\n",
"\n",
"print(\"accuracy =\",\n",
" accuracy_score(\n",
" y_validation, predictions))\n",
"print(\"\\nconfusion matrix =\\n\",\n",
" confusion_matrix(\n",
" y_validation, predictions))\n",
"print(\"\\nreport =\\n\",\n",
" classification_report(\n",
" y_validation, predictions))"
]
},
{
"cell_type": "code",
"execution_count": 18,
"id": "28acaff3",
"metadata": {},
"outputs": [],
"source": [
"model = SVC(gamma='auto')\n",
"model.fit(X_train, y_train)\n",
"predictions = model.predict(x_validation)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"id": "42e9ba3a",
"metadata": {},
"outputs": [],
"source": [
"models = []\n",
"models.append(('LR', LogisticRegression(solver='liblinear', multi_class='ovr')))\n",
"models.append(('LDA', LinearDiscriminantAnalysis()))\n",
"models.append(('KNN', KNeighborsClassifier()))\n",
"models.append(('CART', DecisionTreeClassifier()))\n",
"models.append(('NB', GaussianNB()))\n",
"models.append(('SVM', SVC(gamma='auto')))"
]
},
{
"cell_type": "code",
"execution_count": 20,
"id": "d810f7a0",
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<style>#sk-container-id-1 {color: black;}#sk-container-id-1 pre{padding: 0;}#sk-container-id-1 div.sk-toggleable {background-color: white;}#sk-container-id-1 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-1 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-1 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-1 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-1 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-1 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-1 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-1 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-1 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-1 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-1 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-1 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-1 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-1 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-1 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-1 div.sk-item {position: relative;z-index: 1;}#sk-container-id-1 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-1 div.sk-item::before, #sk-container-id-1 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-1 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-1 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-1 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-1 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-1 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-1 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-1 div.sk-label-container {text-align: center;}#sk-container-id-1 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-1 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-1\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>SVC(gamma=&#x27;auto&#x27;)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-1\" type=\"checkbox\" checked><label for=\"sk-estimator-id-1\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">SVC</label><div class=\"sk-toggleable__content\"><pre>SVC(gamma=&#x27;auto&#x27;)</pre></div></div></div></div></div>"
],
"text/plain": [
"SVC(gamma='auto')"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"LogisticRegression(solver='liblinear', multi_class='ovr')\n",
"LinearDiscriminantAnalysis()\n",
"KNeighborsClassifier()\n",
"DecisionTreeClassifier()\n",
"GaussianNB()\n",
"SVC(gamma='auto')"
]
},
{
"cell_type": "markdown",
"id": "3ef93de0",
"metadata": {},
"source": [
"## SVC(gamma='auto')\n",
"### In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.\n",
"### On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org."
]
},
{
"cell_type": "code",
"execution_count": 21,
"id": "170f9508",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"accuracy = 0.8333333333333334\n",
"\n",
"confusion matrix =\n",
" [[11 0 0]\n",
" [ 0 8 5]\n",
" [ 0 0 6]]\n",
"\n",
"report =\n",
" precision recall f1-score support\n",
"\n",
" Iris-setosa 1.00 1.00 1.00 11\n",
"Iris-versicolor 1.00 0.62 0.76 13\n",
" Iris-virginica 0.55 1.00 0.71 6\n",
"\n",
" accuracy 0.83 30\n",
" macro avg 0.85 0.87 0.82 30\n",
" weighted avg 0.91 0.83 0.84 30\n",
"\n"
]
}
],
"source": [
"model = LogisticRegression(\n",
" solver='liblinear', multi_class='ovr')\n",
"model.fit(X_train, y_train)\n",
"predictions = model.predict(x_validation)\n",
"print(\"accuracy =\",\n",
" accuracy_score(\n",
" y_validation, predictions))\n",
"print(\"\\nconfusion matrix =\\n\",\n",
" confusion_matrix(\n",
" y_validation, predictions))\n",
"print(\"\\nreport =\\n\",\n",
" classification_report(\n",
" y_validation, predictions))"
]
},
{
"cell_type": "code",
"execution_count": 22,
"id": "6a0d680c",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"accuracy = 1.0\n",
"\n",
"confusion matrix =\n",
" [[11 0 0]\n",
" [ 0 13 0]\n",
" [ 0 0 6]]\n",
"\n",
"report =\n",
" precision recall f1-score support\n",
"\n",
" Iris-setosa 1.00 1.00 1.00 11\n",
"Iris-versicolor 1.00 1.00 1.00 13\n",
" Iris-virginica 1.00 1.00 1.00 6\n",
"\n",
" accuracy 1.00 30\n",
" macro avg 1.00 1.00 1.00 30\n",
" weighted avg 1.00 1.00 1.00 30\n",
"\n"
]
}
],
"source": [
"model = LinearDiscriminantAnalysis()\n",
"model.fit(X_train, y_train)\n",
"predictions = model.predict(x_validation)\n",
"print(\"accuracy =\",\n",
" accuracy_score(\n",
" y_validation, predictions))\n",
"print(\"\\nconfusion matrix =\\n\",\n",
" confusion_matrix(\n",
" y_validation, predictions))\n",
"print(\"\\nreport =\\n\",\n",
" classification_report(\n",
" y_validation, predictions))"
]
},
{
"cell_type": "code",
"execution_count": 23,
"id": "cfe5b021",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"accuracy = 1.0\n",
"\n",
"confusion matrix =\n",
" [[11 0 0]\n",
" [ 0 13 0]\n",
" [ 0 0 6]]\n",
"\n",
"report =\n",
" precision recall f1-score support\n",
"\n",
" Iris-setosa 1.00 1.00 1.00 11\n",
"Iris-versicolor 1.00 1.00 1.00 13\n",
" Iris-virginica 1.00 1.00 1.00 6\n",
"\n",
" accuracy 1.00 30\n",
" macro avg 1.00 1.00 1.00 30\n",
" weighted avg 1.00 1.00 1.00 30\n",
"\n"
]
}
],
"source": [
"model = KNeighborsClassifier()\n",
"model.fit(X_train, y_train)\n",
"predictions = model.predict(x_validation)\n",
"print(\"accuracy =\",\n",
" accuracy_score(\n",
" y_validation, predictions))\n",
"print(\"\\nconfusion matrix =\\n\",\n",
" confusion_matrix(\n",
" y_validation, predictions))\n",
"print(\"\\nreport =\\n\",\n",
" classification_report(\n",
" y_validation, predictions))"
]
},
{
"cell_type": "code",
"execution_count": 24,
"id": "0b5e9db9",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"accuracy = 0.9666666666666667\n",
"\n",
"confusion matrix =\n",
" [[11 0 0]\n",
" [ 0 12 1]\n",
" [ 0 0 6]]\n",
"\n",
"report =\n",
" precision recall f1-score support\n",
"\n",
" Iris-setosa 1.00 1.00 1.00 11\n",
"Iris-versicolor 1.00 0.92 0.96 13\n",
" Iris-virginica 0.86 1.00 0.92 6\n",
"\n",
" accuracy 0.97 30\n",
" macro avg 0.95 0.97 0.96 30\n",
" weighted avg 0.97 0.97 0.97 30\n",
"\n"
]
}
],
"source": [
"model = DecisionTreeClassifier()\n",
"model.fit(X_train, y_train)\n",
"predictions = model.predict(x_validation)\n",
"print(\"accuracy =\",\n",
" accuracy_score(\n",
" y_validation, predictions))\n",
"print(\"\\nconfusion matrix =\\n\",\n",
" confusion_matrix(\n",
" y_validation, predictions))\n",
"print(\"\\nreport =\\n\",\n",
" classification_report(\n",
" y_validation, predictions))"
]
},
{
"cell_type": "code",
"execution_count": 26,
"id": "1e23ee5e",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"accuracy = 0.9666666666666667\n",
"\n",
"confusion matrix =\n",
" [[11 0 0]\n",
" [ 0 12 1]\n",
" [ 0 0 6]]\n",
"\n",
"report =\n",
" precision recall f1-score support\n",
"\n",
" Iris-setosa 1.00 1.00 1.00 11\n",
"Iris-versicolor 1.00 0.92 0.96 13\n",
" Iris-virginica 0.86 1.00 0.92 6\n",
"\n",
" accuracy 0.97 30\n",
" macro avg 0.95 0.97 0.96 30\n",
" weighted avg 0.97 0.97 0.97 30\n",
"\n"
]
}
],
"source": [
"model = GaussianNB()\n",
"model.fit(X_train, y_train)\n",
"predictions = model.predict(x_validation)\n",
"print(\"accuracy =\",\n",
" accuracy_score(\n",
" y_validation, predictions))\n",
"print(\"\\nconfusion matrix =\\n\",\n",
" confusion_matrix(\n",
" y_validation, predictions))\n",
"print(\"\\nreport =\\n\",\n",
" classification_report(\n",
" y_validation, predictions))"
]
},
{
"cell_type": "code",
"execution_count": 27,
"id": "e097110f",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"accuracy = 0.9666666666666667\n",
"\n",
"confusion matrix =\n",
" [[11 0 0]\n",
" [ 0 12 1]\n",
" [ 0 0 6]]\n",
"\n",
"report =\n",
" precision recall f1-score support\n",
"\n",
" Iris-setosa 1.00 1.00 1.00 11\n",
"Iris-versicolor 1.00 0.92 0.96 13\n",
" Iris-virginica 0.86 1.00 0.92 6\n",
"\n",
" accuracy 0.97 30\n",
" macro avg 0.95 0.97 0.96 30\n",
" weighted avg 0.97 0.97 0.97 30\n",
"\n"
]
}
],
"source": [
"model = SVC(gamma='auto')\n",
"model.fit(X_train, y_train)\n",
"predictions = model.predict(x_validation)\n",
"print(\"accuracy =\",\n",
" accuracy_score(\n",
" y_validation, predictions))\n",
"print(\"\\nconfusion matrix =\\n\",\n",
" confusion_matrix(\n",
" y_validation, predictions))\n",
"print(\"\\nreport =\\n\",\n",
" classification_report(\n",
" y_validation, predictions))"
]
},
{
"cell_type": "code",
"execution_count": 28,
"id": "94564a94",
"metadata": {},
"outputs": [],
"source": [
"import random as rnd\n",
"n = 1000\n",
"xx = []; yy = [] ; zz = []; label = []\n",
"\n",
"xmin = 10; xmax = 50\n",
"ymin = 40; ymax = 90\n",
"zmin = 70; zmax = 90\n",
"for i in range (n//2):\n",
" x = rnd.random() * (xmax - xmin) + xmin\n",
" y = rnd.random() * (ymax - ymin) + ymin\n",
" z = rnd.random() * (zmax - zmin) + zmin\n",
" xx.append(x)\n",
" yy.append(y)\n",
" zz.append(z)\n",
" label.append('A');"
]
},
{
"cell_type": "code",
"execution_count": 29,
"id": "3e6afe28",
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"xmin = 30; xmax = 80\n",
"ymin = 20; ymax = 70\n",
"zmin = 10; zmax = 30\n",
"for i in range (n//2,n):\n",
" x = rnd.random() * (xmax - xmin) + xmin\n",
" y = rnd.random() * (ymax - ymin) + ymin\n",
" z = rnd.random() * (zmax - zmin) + zmin\n",
" xx.append(x)\n",
" yy.append(y)\n",
" zz.append(z)\n",
" label.append('B');\n",
"\n",
"import matplotlib.pyplot as plt\n",
"plt.scatter(yy, zz)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 30,
"id": "c3ad6f39",
"metadata": {},
"outputs": [],
"source": [
"import csv\n",
"\n",
"fields = ['X1', 'X2', 'X3', 'Y']\n",
"\n",
"rows = []\n",
"for i in range(n):\n",
" row = [\n",
" f'{xx[i]:.3f}',\n",
" f'{yy[i]:.3f}',\n",
" f'{zz[i]:.3f}',\n",
" label[i]\n",
" ]\n",
" rows.append(row)"
]
},
{
"cell_type": "code",
"execution_count": 31,
"id": "630002df",
"metadata": {},
"outputs": [],
"source": [
"filename = \"x123_y.csv\"\n",
"\n",
"with open(filename, 'w', newline='') as csvfile:\n",
" csvwriter = csv.writer(csvfile)\n",
" csvwriter.writerow(fields)\n",
" csvwriter.writerows(rows)"
]
},
{
"cell_type": "code",
"execution_count": 32,
"id": "1243e45b",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Python: 3.11.4 | packaged by Anaconda, Inc. | (main, Jul 5 2023, 13:38:37) [MSC v.1916 64 bit (AMD64)]\n",
"scipy: 1.10.1\n",
"numpy: 1.24.3\n",
"matplotlib: 3.7.1\n",
"Pandas: 1.5.3\n",
"sklearn: 1.3.0\n"
]
}
],
"source": [
"import sys\n",
"print('Python: {}'.format(sys.version))\n",
"\n",
"import scipy\n",
"print('scipy: {}'.format(scipy.__version__))\n",
"\n",
"import numpy\n",
"print('numpy: {}'.format(numpy.__version__))\n",
"\n",
"import matplotlib\n",
"print('matplotlib: {}'.format(matplotlib.__version__))\n",
"\n",
"import pandas\n",
"print('Pandas: {}'.format(pandas.__version__))\n",
"\n",
"import sklearn\n",
"print('sklearn: {}'.format(sklearn.__version__))"
]
},
{
"cell_type": "code",
"execution_count": 33,
"id": "07f822a8",
"metadata": {},
"outputs": [],
"source": [
"from pandas import read_csv\n",
"from pandas.plotting import scatter_matrix\n",
"from matplotlib import pyplot as plt\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.model_selection import cross_val_score\n",
"from sklearn.model_selection import StratifiedKFold\n",
"from sklearn.metrics import classification_report\n",
"from sklearn.metrics import confusion_matrix\n",
"from sklearn.metrics import accuracy_score\n",
"from sklearn.linear_model import LogisticRegression\n",
"from sklearn.tree import DecisionTreeClassifier\n",
"from sklearn.neighbors import KNeighborsClassifier\n",
"from sklearn.discriminant_analysis import LinearDiscriminantAnalysis\n",
"from sklearn.naive_bayes import GaussianNB\n",
"from sklearn.svm import SVC"
]
},
{
"cell_type": "code",
"execution_count": 34,
"id": "26d9bc41",
"metadata": {},
"outputs": [],
"source": [
"url = \"https://raw.githubusercontent.com/dudung/datasets/main/data/synthetic/x123_y.csv\"\n",
"names = ['X1', 'X2', 'X3', 'Y']\n",
"dataset = read_csv(url, names=names, header=0)"
]
},
{
"cell_type": "code",
"execution_count": 35,
"id": "e226cb1e",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(1000, 4)\n"
]
}
],
"source": [
"print(dataset.shape)"
]
},
{
"cell_type": "code",
"execution_count": 36,
"id": "091277bd",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" X1 X2 X3 Y\n",
"0 31.476 54.139 78.319 A\n",
"1 14.403 68.740 89.788 A\n",
"2 10.890 74.881 73.673 A\n",
"3 41.830 53.688 78.826 A\n",
"4 27.202 80.607 74.573 A\n",
"\n",
" X1 X2 X3 Y\n",
"995 46.755 69.604 24.783 B\n",
"996 34.276 32.053 17.147 B\n",
"997 61.518 68.330 19.105 B\n",
"998 71.577 40.247 18.811 B\n",
"999 45.287 44.205 12.039 B\n"
]
}
],
"source": [
"print(dataset.head(5))\n",
"print()\n",
"print(dataset.tail(5))"
]
},
{
"cell_type": "code",
"execution_count": 37,
"id": "f0115534",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" X1 X2 X3\n",
"count 1000.000000 1000.000000 1000.000000\n",
"mean 42.259981 55.062684 49.988817\n",
"std 18.278564 17.599157 30.962492\n",
"min 10.209000 20.074000 10.161000\n",
"25% 29.202250 42.381750 19.104500\n",
"50% 40.822000 55.044500 50.007500\n",
"75% 55.832750 67.118000 80.799250\n",
"max 79.937000 89.977000 89.991000\n"
]
}
],
"source": [
"print(dataset.describe())"
]
},
{
"cell_type": "code",
"execution_count": 38,
"id": "915504d0",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Y\n",
"A 500\n",
"B 500\n",
"dtype: int64\n"
]
}
],
"source": [
"print(dataset.groupby('Y').size())"
]
},
{
"cell_type": "code",
"execution_count": 39,
"id": "ca10256b",
"metadata": {},
"outputs": [
{
"data": {
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o7e2V3+9XaWlpuM1qtaqoqEidnZ3nDB+hUEihUCi8HwwGYykJccIHBQEAEi3q8PHaa6/p4MGD6urqmnDM7/dLkhyOyHeqDodDfX195xyvvr5emzZtirYMJAgfFAQASLSobjjt7+/XmjVrtGvXLs2cef4/ChaLJWLfMIwJbeNqa2sVCATCW39/fzQlAQCAFBPVyseBAwc0MDCgW2+9Ndw2Ojqq9957T01NTerp6ZF0dgUkOzs73GdgYGDCasg4q9Uqq9UaS+0AACAFRbXyceedd+rIkSM6dOhQeLvtttu0YsUKHTp0SAsWLJDT6VR7e3v4nJGREXV0dKigoCDuxQMAgNQT1cqH3W5XXl5eRNusWbM0d+7ccHt1dbW8Xq/cbrfcbre8Xq/S09NVXl4ev6oBAEDKivu32tbU1Gh4eFiVlZUaHBxUfn6+2tra+IwPAAAgKQ7hY+/evRH7FotFHo9HHo9nskMDAIBLEN/tAgAATEX4AAAApiJ8AAAAUxE+AACAqQgfAADAVIQPAABgKsIHAAAwFeEDAACYKu6fcAoA+P4Z/nZUkvTJ14GYxzj97ai+GhzWvCtsmjkjLaYxPhs4EfPPh3kIHwCASfv8//7or//dkSRXctYsK3/epjL+7wAwVX19vX76059qzZo18vl8kiTDMLRp0yY1NzeHvxPqn/7pn7Ro0aLkFouLVrrIKUm6Nmu2bJNYtajefUi+hxbruqzZMdcyyzpduT+YFfP5SDzCBwDTdHV1qbm5WTfffHNEe0NDgxobG/XKK6/o+uuv1/PPP6+SkhL19PTwpZQpYs6sy/TwX18dl7Guy5qtvKsy4zIWpiZuOAVgihMnTmjFihXasWOHrrjiinC7YRjy+Xyqq6tTWVmZ8vLy1NLSolOnTqm1tTWJFQNIFMIHAFNUVVXp7rvv1l133RXR3tvbK7/fr9LS0nCb1WpVUVGROjs7zS4TgAm47AIg4V577TUdPHhQXV1dE475/X5JksPhiGh3OBzq6+s775ihUEihUCi8HwwG41QtgEQjfCACj8sh3vr7+7VmzRq1tbVp5syZ5+1nsVgi9g3DmND25+rr67Vp06a41QnAPIQPROBxOcTbgQMHNDAwoFtvvTXcNjo6qvfee09NTU3q6emRdHYFJDs7O9xnYGBgwmrIn6utrdXatWvD+8FgUDk5OQl4BQDijZkdEXhcDvF255136siRyDD7+OOP64YbbtC6deu0YMECOZ1Otbe3a8mSJZKkkZERdXR0aOvWrecd12q1ymq1JrR2AIlB+EAEHpdDvNntduXl5UW0zZo1S3Pnzg23V1dXy+v1yu12y+12y+v1Kj09XeXl5ckoGUCCET4AJF1NTY2Gh4dVWVkZ/pCxtrY2PuMDuEQRPgCYbu/evRH7FotFHo9HHo8nKfUAMBef8wEAAExF+AAAAKYifAAAAFMRPgAAgKkIHwAAwFSEDwAAYCrCBwAAMBXhAwAAmIrwAQAATEX4AAAApiJ8AAAAU0UVPurr67V06VLZ7XZlZWXpvvvuU09PT0QfwzDk8Xjkcrlks9lUXFys7u7uuBYNAABSV1Tho6OjQ1VVVfrggw/U3t6uM2fOqLS0VCdPngz3aWhoUGNjo5qamtTV1SWn06mSkhINDQ3FvXgAAJB6ovpW27fffjtif+fOncrKytKBAwd0++23yzAM+Xw+1dXVqaysTJLU0tIih8Oh1tZWVVRUxK9yAACQkiZ1z0cgEJAkzZkzR5LU29srv9+v0tLScB+r1aqioiJ1dnZO5kcBAIBLRFQrH3/OMAytXbtWhYWFysvLkyT5/X5JksPhiOjrcDjU19d3znFCoZBCoVB4PxgMxloSAABIATGvfKxatUoff/yx/u3f/m3CMYvFErFvGMaEtnH19fXKzMwMbzk5ObGWBAAAUkBM4WP16tXas2eP/vSnP2nevHnhdqfTKen/r4CMGxgYmLAaMq62tlaBQCC89ff3x1ISAABIEVGFD8MwtGrVKv3ud7/Tu+++q9zc3Ijjubm5cjqdam9vD7eNjIyoo6NDBQUF5xzTarUqIyMjYgMAAJeuqO75qKqqUmtrq9544w3Z7fbwCkdmZqZsNpssFouqq6vl9Xrldrvldrvl9XqVnp6u8vLyhLwAAACQWqIKH9u3b5ckFRcXR7Tv3LlTjz32mCSppqZGw8PDqqys1ODgoPLz89XW1ia73R6XggEAQGqLKnwYhnHBPhaLRR6PRx6PJ9aaAADAJYzvdgEAAKYifAAAAFMRPgAAgKkIHwAAwFSEDwAAYCrCBwAAMBXhAwAAmIrwAQAATEX4AAAApiJ8AAAAUxE+AACAqQgfABKuvr5eS5culd1uV1ZWlu677z719PRE9DEMQx6PRy6XSzabTcXFxeru7k5SxQASifABIOE6OjpUVVWlDz74QO3t7Tpz5oxKS0t18uTJcJ+GhgY1NjaqqalJXV1dcjqdKikp0dDQUBIrB5AIUX2rLQDE4u23347Y37lzp7KysnTgwAHdfvvtMgxDPp9PdXV1KisrkyS1tLTI4XCotbVVFRUVySgbQIIQPhC14ZFRff7NifMe/2zgRMS/3+XaK2fLdlla3GpDaggEApKkOXPmSJJ6e3vl9/tVWloa7mO1WlVUVKTOzs5zho9QKKRQKBTeDwaDCa4ak3GheUO6+LmDeSP1ET4Qtc+/OaHl2/ZdsF/17kMX7PPm6kLlXZUZh6qQKgzD0Nq1a1VYWKi8vDxJkt/vlyQ5HI6Ivg6HQ319feccp76+Xps2bUpssYibi503pAvPHcwbqY/wgahde+Vsvbm68LzHT387qq8GhzXvCptmzvjudyfXXjk73uVhilu1apU+/vhj7ds38Q+RxWKJ2DcMY0LbuNraWq1duza8HwwGlZOTE99iETcXmjeki587mDdSH+EDUbNdlnbBdx23zTenFqSW1atXa8+ePXrvvfc0b968cLvT6ZR0dgUkOzs73D4wMDBhNWSc1WqV1WpNbMGIm4uZNyTmju8LnnYBkHCGYWjVqlX63e9+p3fffVe5ubkRx3Nzc+V0OtXe3h5uGxkZUUdHhwoKCswuF0CCsfIBIOGqqqrU2tqqN954Q3a7PXyPR2Zmpmw2mywWi6qrq+X1euV2u+V2u+X1epWenq7y8vIkVw8g3ggfABJu+/btkqTi4uKI9p07d+qxxx6TJNXU1Gh4eFiVlZUaHBxUfn6+2traZLfbTa4WQKJZDMMwkl3EnwsGg8rMzFQgEFBGRkayywG+l1Lx9zAVawYuJdH8Dk65lY/xLMQz+0DyjP/+TbH3Jt+JuQNIrmjmjSkXPsY/SplH5oDkGxoaUmZmanyeAnMHMDVczLwx5S67jI2N6fjx47Lb7ed9vh9T2/jnLfT397P8naIMw9DQ0JBcLpemTUuNh+KYO1Ifc0dqi2bemHLhA6mPa+8AYsHc8f2RGm9pAADAJYPwAQAATEX4QNxZrVb97Gc/46OvAUSFueP7g3s+AACAqVj5AAAApiJ8AAAAUxE+AACAqQgfAADAVIQPRG10dFQFBQW6//77I9oDgYBycnK0YcMGSdKaNWt06623ymq1avHixUmoFMBUcjFzx+HDh/XII48oJydHNptNCxcu1C9/+cskVYxEIXwgamlpaWppadHbb7+tf/3Xfw23r169WnPmzNHGjRslnf2o3SeeeEIPPfRQskoFMIVczNxx4MABXXnlldq1a5e6u7tVV1en2tpaNTU1JbFyxBuP2iJmL730kjwejz755BN1dXXpgQce0P79+yescng8Hv3+97/XoUOHklIngKnlYueOcVVVVfr000/17rvvmlsoEmbKfastUsfq1av1+uuv6yc/+YmOHDmijRs3cnkFwAVFO3cEAgHNmTPHvAKRcIQPxMxisWj79u1auHChbrrpJq1fvz7ZJQFIAdHMHe+//75++9vf6g9/+IOJFSLRuOcDk/Kb3/xG6enp6u3t1VdffZXscgCkiIuZO7q7u3Xvvfdq48aNKikpMblCJBLhAzF7//339Ytf/EJvvPGG/uZv/kb/8A//IG4hAnAhFzN3HD16VD/84Q/15JNPhp+gw6WD8IGYDA8Pa+XKlaqoqNBdd92lX//61+rq6tKvfvWrZJcGYAq7mLmju7tbd9xxh1auXKktW7YksVokCuEDMVm/fr3Gxsa0detWSdLVV1+tF198Uc8++6z+67/+S5L02Wef6dChQ/L7/RoeHtahQ4d06NAhjYyMJLFyAMl0obljPHiUlJRo7dq18vv98vv9+uabb5JcOeKJR20RtY6ODt15553au3evCgsLI4796Ec/0pkzZ/THP/5Rd9xxhzo6Oiac39vbq/nz55tULYCp4mLmjsLCQm3evHnCuddcc034jQ1SH+EDAACYissuAADAVIQPAABgKsIHAAAwFeEDAACYivABAABMRfgAAACmInwAAABTET4AAICpCB8AAMBUhA8AAGCq6cku4C+NjY3p+PHjstvtslgsyS4H+F4yDENDQ0NyuVyaNo33KADia8qFj+PHjysnJyfZZQCQ1N/fr3nz5iW7DACXmCkXPux2u6Szk15GRkaSqwG+n4LBoHJycsK/jwAQT1MufIxfasnIyCB8AEnGpU8AicDFXAAAYCrCBwAAMBXhAwAAmIrwAQAATDXlbjjF1Dc8MqrPvzlx3uOnvx3VV4PDmneFTTNnpH3nWNdeOVu2y767DwDg0kL4QNQ+/+aElm/bF5ex3lxdqLyrMuMyFgAgNRA+ELVrr5ytN1cXnvf4ZwMnVL37kHwPLdZ1WbMvOBYA4PuF8IGo2S5Lu6jViuuyZrOqAQCYgBtOAQCAqQgfAADAVIQPAABgKsIHAAAwFeEDAACYivABAABMRfgAAACmInwAAABTET4AAICpCB8AAMBUhA8AAGAqwgcAADBVVOHjzJkz2rBhg3Jzc2Wz2bRgwQJt3rxZY2Nj4T6GYcjj8cjlcslms6m4uFjd3d1xLxwAAKSmqL7VduvWrXr55ZfV0tKiRYsW6cMPP9Tjjz+uzMxMrVmzRpLU0NCgxsZGvfLKK7r++uv1/PPPq6SkRD09PbLb7Ql5EYiv3v85qZOhMzGf/9nAiYh/YzXLOl25P5g1qTEAAFOPxTAM42I7L1++XA6HQ//8z/8cbrv//vuVnp6uf/mXf5FhGHK5XKqurta6deskSaFQSA6HQ1u3blVFRcUFf0YwGFRmZqYCgYAyMjJieEmYjN7/Oak7fr432WWE/ekfiwkgScDvIYBEimrlo7CwUC+//LKOHTum66+/XocPH9a+ffvk8/kkSb29vfL7/SotLQ2fY7VaVVRUpM7OznOGj1AopFAoFN4PBoMxvhTEw/iKh++hxboua3ZMY5z+dlRfDQ5r3hU2zZyRFtMYnw2cUPXuQ5NagQEATE1RhY9169YpEAjohhtuUFpamkZHR7VlyxY98sgjkiS/3y9JcjgcEec5HA719fWdc8z6+npt2rQpltqRQNdlzVbeVZkxn3/b/PjVAgC4tER1w+nu3bu1a9cutba26uDBg2ppadHPf/5ztbS0RPSzWCwR+4ZhTGgbV1tbq0AgEN76+/ujfAkAACCVRLXy8eyzz2r9+vV6+OGHJUk33XST+vr6VF9fr5UrV8rpdEo6uwKSnZ0dPm9gYGDCasg4q9Uqq9Uaa/0AACDFRLXycerUKU2bFnlKWlpa+FHb3NxcOZ1Otbe3h4+PjIyoo6NDBQUFcSgXAACkuqhWPu655x5t2bJFV199tRYtWqSPPvpIjY2NeuKJJySdvdxSXV0tr9crt9stt9str9er9PR0lZeXJ+QFAACA1BJV+Ni2bZuee+45VVZWamBgQC6XSxUVFdq4cWO4T01NjYaHh1VZWanBwUHl5+erra2Nz/gAAACSogwfdrtdPp8v/GjtuVgsFnk8Hnk8nkmWBgAALkV8twsAADAV4QMAAJiK8AEAAExF+AAAAKYifAAAAFMRPgAAgKkIHwAAwFSEDwAAYCrCBwAAMBXhAwAAmIrwAQAATEX4AAAApiJ8AAAAUxE+AACAqQgfAADAVIQPAABgKsIHAAAwFeEDAACYivABAABMRfgAAACmInwAAABTET4AAICpCB8AAMBUhA8AAGAqwgcAADAV4QMAAJiK8AEAAEwVdfj4+uuv9eijj2ru3LlKT0/X4sWLdeDAgfBxwzDk8Xjkcrlks9lUXFys7u7uuBYNAABSV1ThY3BwUMuWLdOMGTP01ltv6ejRo3rxxRd1+eWXh/s0NDSosbFRTU1N6urqktPpVElJiYaGhuJdOwAASEHTo+m8detW5eTkaOfOneG2+fPnh//bMAz5fD7V1dWprKxMktTS0iKHw6HW1lZVVFTEp2oAAJCyolr52LNnj2677TY98MADysrK0pIlS7Rjx47w8d7eXvn9fpWWlobbrFarioqK1NnZec4xQ6GQgsFgxAYAAC5dUYWPL774Qtu3b5fb7dY777yjp556Sk8//bReffVVSZLf75ckORyOiPMcDkf42F+qr69XZmZmeMvJyYnldQAAgBQRVfgYGxvTLbfcIq/XqyVLlqiiokJPPvmktm/fHtHPYrFE7BuGMaFtXG1trQKBQHjr7++P8iUAAIBUElX4yM7O1o033hjRtnDhQn355ZeSJKfTKUkTVjkGBgYmrIaMs1qtysjIiNgAAMClK6rwsWzZMvX09ES0HTt2TNdcc40kKTc3V06nU+3t7eHjIyMj6ujoUEFBQRzKBQAAqS6qp12eeeYZFRQUyOv16sEHH9T+/fvV3Nys5uZmSWcvt1RXV8vr9crtdsvtdsvr9So9PV3l5eUJeQEAACC1RBU+li5dqtdff121tbXavHmzcnNz5fP5tGLFinCfmpoaDQ8Pq7KyUoODg8rPz1dbW5vsdnvciwcAAKknqvAhScuXL9fy5cvPe9xiscjj8cjj8UymLgAAcIniu10AAICpCB8AAMBUhA8AAGAqwgcAADAV4QMAAJiK8AEAAExF+AAAAKYifAAAAFMRPgAAgKkIHwAAwFSEDwAAYKqov9sFl7bQ6GlNm/m1eoM9mjZzdtLq6A2e0LSZXys0elpSZtLqAADEH+EDEY6f7NOs3G366f5kVyLNypWOn1ysW+VIdikAgDgifCCCa9Y1Otm7Wr98aLGuzUreysfnAye0Zvchue64Jmk1AAASg/CBCNa0mRo7fZVyM/5KN85N3uWOsdMBjZ3+Rta0mUmrAQCQGNxwCgAATEX4AAAApiJ8AAAAUxE+AACAqQgfAADAVIQPAABgKsIHAAAwFeEDAACYivABAABMRfgAAACmInwAAABTET4AAICpJhU+6uvrZbFYVF1dHW4zDEMej0cul0s2m03FxcXq7u6ebJ0AAOASEXP46OrqUnNzs26++eaI9oaGBjU2NqqpqUldXV1yOp0qKSnR0NDQpIsFAACpL6bwceLECa1YsUI7duzQFVdcEW43DEM+n091dXUqKytTXl6eWlpadOrUKbW2tsataAAAkLpiCh9VVVW6++67ddddd0W09/b2yu/3q7S0NNxmtVpVVFSkzs7OyVUKAAAuCdOjPeG1117TwYMH1dXVNeGY3++XJDkcjoh2h8Ohvr6+c44XCoUUCoXC+8FgMNqSAABAColq5aO/v19r1qzRrl27NHPmzPP2s1gsEfuGYUxoG1dfX6/MzMzwlpOTE01JAAAgxUQVPg4cOKCBgQHdeuutmj59uqZPn66Ojg699NJLmj59enjFY3wFZNzAwMCE1ZBxtbW1CgQC4a2/vz/GlwIAAFJBVJdd7rzzTh05ciSi7fHHH9cNN9ygdevWacGCBXI6nWpvb9eSJUskSSMjI+ro6NDWrVvPOabVapXVao2xfAAAkGqiCh92u115eXkRbbNmzdLcuXPD7dXV1fJ6vXK73XK73fJ6vUpPT1d5eXn8qgYAACkr6htOL6SmpkbDw8OqrKzU4OCg8vPz1dbWJrvdHu8fBQAAUtCkw8fevXsj9i0Wizwejzwez2SHBgAAlyC+2wUAAJiK8AEAAExF+AAAAKYifAAAAFMRPgAAgKkIHwAAwFSEDwAAYCrCBwAAMBXhAwAAmIrwAQAATEX4AAAApiJ8AAAAUxE+AACAqQgfAADAVIQPAABgKsIHAAAwFeEDAACYivABAABMRfgAAACmInwAAABTET4AAICpCB8AAMBUhA8AAGAqwgcAADAV4QMAAJiK8AEAAExF+AAAAKYifAAAAFNFFT7q6+u1dOlS2e12ZWVl6b777lNPT09EH8Mw5PF45HK5ZLPZVFxcrO7u7rgWDQAAUldU4aOjo0NVVVX64IMP1N7erjNnzqi0tFQnT54M92loaFBjY6OamprU1dUlp9OpkpISDQ0Nxb14AACQeqZH0/ntt9+O2N+5c6eysrJ04MAB3X777TIMQz6fT3V1dSorK5MktbS0yOFwqLW1VRUVFfGrHAAApKRJ3fMRCAQkSXPmzJEk9fb2yu/3q7S0NNzHarWqqKhInZ2d5xwjFAopGAxGbAAA4NIVc/gwDENr165VYWGh8vLyJEl+v1+S5HA4Ivo6HI7wsb9UX1+vzMzM8JaTkxNrSQAAIAVEddnlz61atUoff/yx9u3bN+GYxWKJ2DcMY0LbuNraWq1duza8HwwGCSBJNPztqCTpk68DMY9x+ttRfTU4rHlX2DRzRlpMY3w2cCLmnw8AmNpiCh+rV6/Wnj179N5772nevHnhdqfTKensCkh2dna4fWBgYMJqyDir1Sqr1RpLGUiAz//vj/763x1JciVnzbLGnI8BAFNUVDO7YRhavXq1Xn/9de3du1e5ubkRx3Nzc+V0OtXe3q4lS5ZIkkZGRtTR0aGtW7fGr2okTOmiswHy2qzZsk1i1aJ69yH5Hlqs67Jmx1zLLOt05f5gVsznAwCmpqjCR1VVlVpbW/XGG2/IbreH7+PIzMyUzWaTxWJRdXW1vF6v3G633G63vF6v0tPTVV5enpAXgPiaM+syPfzXV8dlrOuyZivvqsy4jAUAuHREFT62b98uSSouLo5o37lzpx577DFJUk1NjYaHh1VZWanBwUHl5+erra1Ndrs9LgUDAIDUFvVllwuxWCzyeDzyeDyx1gQAAC5hfLcLAAAwFeEDAACYivABAABMRfgAAACmInwAAABTET4AAICpCB8AAMBUhA8AAGAqwgcAADAV4QMAAJiK8AEAAEwV1Xe7AJI0PDKqz785cd7jnw2ciPj3u1x75WzZLkuLW20AgKmP8IGoff7NCS3ftu+C/ap3H7pgnzdXFyrvqsw4VAUASBWED0Tt2itn683Vhec9fvrbUX01OKx5V9g0c8Z3r2pce+XseJcHAJjiCB+Imu2ytAuuVtw235xaAACphxtOAQCAqQgfAADAVIQPAABgqil3z4dhGJKkYDCY5EqA76/x37/x30cAiKcpFz6GhoYkSTk5OUmuBMDQ0JAyM3kUGkB8WYwp9tZmbGxMx48fl91ul8ViSXY5iEEwGFROTo76+/uVkZGR7HIQA8MwNDQ0JJfLpWnTuDoLIL6mXPhA6gsGg8rMzFQgECB8AAAm4C0NAAAwFeEDAACYivCBuLNarfrZz34mq9Wa7FIAAFMQ93wAAABTsfIBAABMRfgAAACmInwAAABTET4AAICpCB+I2ujoqAoKCnT//fdHtAcCAeXk5GjDhg363//9X/3d3/2dXC6XrFarcnJytGrVKr6zBwDA0y6IzX/+539q8eLFam5u1ooVKyRJP/nJT3T48GF1dXXp5MmTeu2117R06VJdeeWV+uyzz1RVVaVbbrlFra2tSa4eAJBMhA/E7KWXXpLH49Enn3yirq4uPfDAA9q/f78WL1583v4vvPCC+vv7zS0UADClED4QM8Mw9MMf/lBpaWk6cuSIVq9erQ0bNpyz7/Hjx1VeXq558+Zp165dJlcKAJhKCB+YlP/4j//QwoULddNNN+ngwYOaPn16xPFHHnlEb7zxhoaHh3XPPffot7/9rWbOnJmkagEAUwE3nGJSfvOb3yg9PV29vb366quvJhz/xS9+oYMHD+r3v/+9Pv/8c61duzYJVQIAphJWPhCz999/X7fffrveeustNTQ0aHR0VH/84x9lsVjO2X/fvn3627/9Wx0/flzZ2dkmVwsAmCpY+UBMhoeHtXLlSlVUVOiuu+7Sr3/9a3V1delXv/rVec8Zz7mhUMisMgEAUxArH4jJmjVr9Ic//EGHDx/WrFmzJEk7duzQ2rVrdeTIER09elT//d//raVLl2r27Nk6evSoampqdPnll2vfvn1Jrh4AkEyED0Sto6NDd955p/bu3avCwsKIYz/60Y905swZbdiwQXV1dTp69KhCoZBycnJUVlam9evX6/LLL09O4QCAKYHwAQAATMU9HwAAwFSEDwAAYCrCBwAAMBXhAwAAmIrwAQAATEX4AAAApiJ8AAAAUxE+AACAqQgfAADAVIQPAABgKsIHAAAwFeEDAACY6v8BTHYK4JolXVcAAAAASUVORK5CYII=",
"text/plain": [
"<Figure size 640x480 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dataset.plot(\n",
" kind='box',\n",
" subplots=True,\n",
" layout=(2,2),\n",
" sharex=False,\n",
" sharey=False)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 40,
"id": "6b24abdd",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"dataset.hist()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 41,
"id": "0436a113",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 9 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"scatter_matrix(dataset)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 42,
"id": "bc7f3f70",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[31.476 54.139 78.319 'A']\n",
" [14.403 68.74 89.788 'A']\n",
" [10.89 74.881 73.673 'A']\n",
" [41.83 53.688 78.826 'A']\n",
" [27.202 80.607 74.573 'A']]\n",
"\n",
"[[31.476 54.139 78.319]\n",
" [14.403 68.74 89.788]\n",
" [10.89 74.881 73.673]\n",
" [41.83 53.688 78.826]\n",
" [27.202 80.607 74.573]]\n",
"\n",
"['A' 'A' 'A' 'A' 'A']\n",
"['B' 'B' 'B' 'B' 'B']\n"
]
}
],
"source": [
"array = dataset.values\n",
"print(array[:5])\n",
"print()\n",
"\n",
"X = array[:,0:3]\n",
"print(X[:5])\n",
"print()\n",
"\n",
"y = array[:,3]\n",
"print(y[:5])\n",
"print(y[-5:])"
]
},
{
"cell_type": "code",
"execution_count": 43,
"id": "20e8c248",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"800\n",
"200\n",
"0.2\n"
]
}
],
"source": [
"array = dataset.values\n",
"X = array[:,0:3]\n",
"y = array[:,3]\n",
"X_train, X_validation, Y_train, Y_validation = train_test_split(\n",
" X, y, test_size=0.20,\n",
" random_state=1\n",
")\n",
"\n",
"print(len(Y_train))\n",
"print(len(Y_validation))\n",
"print(len(Y_validation) / (len(Y_train) + len(Y_validation)))"
]
},
{
"cell_type": "code",
"execution_count": 44,
"id": "9316a593",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"LR: 1.000000 (0.000000)\n",
"LDA: 1.000000 (0.000000)\n",
"KNN: 1.000000 (0.000000)\n",
"CART: 1.000000 (0.000000)\n",
"NB: 1.000000 (0.000000)\n",
"SVM: 0.893750 (0.036336)\n"
]
}
],
"source": [
"models = []\n",
"models.append(('LR', LogisticRegression(solver='liblinear', multi_class='ovr')))\n",
"models.append(('LDA', LinearDiscriminantAnalysis()))\n",
"models.append(('KNN', KNeighborsClassifier()))\n",
"models.append(('CART', DecisionTreeClassifier()))\n",
"models.append(('NB', GaussianNB()))\n",
"models.append(('SVM', SVC(gamma='auto')))\n",
"\n",
"results = []\n",
"names = []\n",
"for name, model in models:\n",
" kfold = StratifiedKFold(n_splits=10, random_state=1,\n",
" shuffle=True)\n",
" cv_results = cross_val_score(model, X_train, Y_train,\n",
" cv=kfold, scoring='accuracy')\n",
" results.append(cv_results)\n",
" names.append(name)\n",
" print('%s: %f (%f)' % (name, cv_results.mean(), cv_results.std()))"
]
},
{
"cell_type": "code",
"execution_count": 45,
"id": "85872821",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.boxplot(results, labels=names)\n",
"plt.title('Algorithm Comparison')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "8330f87b",
"metadata": {},
"source": [
"### Make table to summarize results using LR, LDA, KNN, CART, NB, and SVM while determining A and B classes with X3 column."
]
},
{
"cell_type": "code",
"execution_count": 46,
"id": "4537c7fa",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"accuracy = 1.0\n",
"\n",
"confusion matrix =\n",
" [[ 96 0]\n",
" [ 0 104]]\n",
"\n",
"report =\n",
" precision recall f1-score support\n",
"\n",
" A 1.00 1.00 1.00 96\n",
" B 1.00 1.00 1.00 104\n",
"\n",
" accuracy 1.00 200\n",
" macro avg 1.00 1.00 1.00 200\n",
"weighted avg 1.00 1.00 1.00 200\n",
"\n"
]
}
],
"source": [
"model = LogisticRegression(\n",
" solver = 'liblinear', multi_class='ovr')\n",
"model.fit(X_train, Y_train)\n",
"predictions = model.predict(X_validation)\n",
"print(\"accuracy =\",\n",
" accuracy_score(\n",
" Y_validation, predictions))\n",
"print(\"\\nconfusion matrix =\\n\",\n",
" confusion_matrix(\n",
" Y_validation, predictions))\n",
"print(\"\\nreport =\\n\",\n",
" classification_report(\n",
" Y_validation, predictions))"
]
},
{
"cell_type": "code",
"execution_count": 47,
"id": "0cf43632",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"accuracy = 1.0\n",
"\n",
"confusion matrix =\n",
" [[ 96 0]\n",
" [ 0 104]]\n",
"\n",
"report =\n",
" precision recall f1-score support\n",
"\n",
" A 1.00 1.00 1.00 96\n",
" B 1.00 1.00 1.00 104\n",
"\n",
" accuracy 1.00 200\n",
" macro avg 1.00 1.00 1.00 200\n",
"weighted avg 1.00 1.00 1.00 200\n",
"\n"
]
}
],
"source": [
"model = LinearDiscriminantAnalysis()\n",
"model.fit(X_train, Y_train)\n",
"predictions = model.predict(X_validation)\n",
"print(\"accuracy =\",\n",
" accuracy_score(\n",
" Y_validation, predictions))\n",
"print(\"\\nconfusion matrix =\\n\",\n",
" confusion_matrix(\n",
" Y_validation, predictions))\n",
"print(\"\\nreport =\\n\",\n",
" classification_report(\n",
" Y_validation, predictions))"
]
},
{
"cell_type": "code",
"execution_count": 48,
"id": "39fb3a04",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"accuracy = 1.0\n",
"\n",
"confusion matrix =\n",
" [[ 96 0]\n",
" [ 0 104]]\n",
"\n",
"report =\n",
" precision recall f1-score support\n",
"\n",
" A 1.00 1.00 1.00 96\n",
" B 1.00 1.00 1.00 104\n",
"\n",
" accuracy 1.00 200\n",
" macro avg 1.00 1.00 1.00 200\n",
"weighted avg 1.00 1.00 1.00 200\n",
"\n"
]
}
],
"source": [
"model = KNeighborsClassifier()\n",
"model.fit(X_train, Y_train)\n",
"predictions = model.predict(X_validation)\n",
"print(\"accuracy =\",\n",
" accuracy_score(\n",
" Y_validation, predictions))\n",
"print(\"\\nconfusion matrix =\\n\",\n",
" confusion_matrix(\n",
" Y_validation, predictions))\n",
"print(\"\\nreport =\\n\",\n",
" classification_report(\n",
" Y_validation, predictions))"
]
},
{
"cell_type": "code",
"execution_count": 49,
"id": "f72137b8",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"accuracy = 1.0\n",
"\n",
"confusion matrix =\n",
" [[ 96 0]\n",
" [ 0 104]]\n",
"\n",
"report =\n",
" precision recall f1-score support\n",
"\n",
" A 1.00 1.00 1.00 96\n",
" B 1.00 1.00 1.00 104\n",
"\n",
" accuracy 1.00 200\n",
" macro avg 1.00 1.00 1.00 200\n",
"weighted avg 1.00 1.00 1.00 200\n",
"\n"
]
}
],
"source": [
"model = DecisionTreeClassifier()\n",
"model.fit(X_train, Y_train)\n",
"predictions = model.predict(X_validation)\n",
"print(\"accuracy =\",\n",
" accuracy_score(\n",
" Y_validation, predictions))\n",
"print(\"\\nconfusion matrix =\\n\",\n",
" confusion_matrix(\n",
" Y_validation, predictions))\n",
"print(\"\\nreport =\\n\",\n",
" classification_report(\n",
" Y_validation, predictions))"
]
},
{
"cell_type": "code",
"execution_count": 50,
"id": "ea109a2c",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"accuracy = 1.0\n",
"\n",
"confusion matrix =\n",
" [[ 96 0]\n",
" [ 0 104]]\n",
"\n",
"report =\n",
" precision recall f1-score support\n",
"\n",
" A 1.00 1.00 1.00 96\n",
" B 1.00 1.00 1.00 104\n",
"\n",
" accuracy 1.00 200\n",
" macro avg 1.00 1.00 1.00 200\n",
"weighted avg 1.00 1.00 1.00 200\n",
"\n"
]
}
],
"source": [
"model = GaussianNB()\n",
"model.fit(X_train, Y_train)\n",
"predictions = model.predict(X_validation)\n",
"print(\"accuracy =\",\n",
" accuracy_score(\n",
" Y_validation, predictions))\n",
"print(\"\\nconfusion matrix =\\n\",\n",
" confusion_matrix(\n",
" Y_validation, predictions))\n",
"print(\"\\nreport =\\n\",\n",
" classification_report(\n",
" Y_validation, predictions))"
]
},
{
"cell_type": "code",
"execution_count": 51,
"id": "44960035",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"accuracy = 0.925\n",
"\n",
"confusion matrix =\n",
" [[ 81 15]\n",
" [ 0 104]]\n",
"\n",
"report =\n",
" precision recall f1-score support\n",
"\n",
" A 1.00 0.84 0.92 96\n",
" B 0.87 1.00 0.93 104\n",
"\n",
" accuracy 0.93 200\n",
" macro avg 0.94 0.92 0.92 200\n",
"weighted avg 0.93 0.93 0.92 200\n",
"\n"
]
}
],
"source": [
"model = SVC(gamma='auto')\n",
"model.fit(X_train, Y_train)\n",
"predictions = model.predict(X_validation)\n",
"print(\"accuracy =\",\n",
" accuracy_score(\n",
" Y_validation, predictions))\n",
"print(\"\\nconfusion matrix =\\n\",\n",
" confusion_matrix(\n",
" Y_validation, predictions))\n",
"print(\"\\nreport =\\n\",\n",
" classification_report(\n",
" Y_validation, predictions))"
]
},
{
"cell_type": "code",
"execution_count": 52,
"id": "2f41a94f",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 9 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"scatter_matrix(dataset)\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "307dc3de",
"metadata": {},
"source": [
"### Make table to summarize results using LR, LDA, KNN, CART, NB, and SVM while determining A and B classes without X3 column."
]
},
{
"cell_type": "code",
"execution_count": 53,
"id": "79dbda27",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[31.476 54.139 78.319 'A']\n",
" [14.403 68.74 89.788 'A']\n",
" [10.89 74.881 73.673 'A']\n",
" [41.83 53.688 78.826 'A']\n",
" [27.202 80.607 74.573 'A']]\n",
"\n",
"[[31.476 54.139]\n",
" [14.403 68.74]\n",
" [10.89 74.881]\n",
" [41.83 53.688]\n",
" [27.202 80.607]]\n",
"\n",
"['A' 'A' 'A' 'A' 'A']\n",
"['B' 'B' 'B' 'B' 'B']\n"
]
}
],
"source": [
"array = dataset.values\n",
"print(array[:5])\n",
"print()\n",
"\n",
"X = array[:,0:2]\n",
"print(X[:5])\n",
"print()\n",
"\n",
"y = array[:,3]\n",
"print(y[:5])\n",
"print(y[-5:])"
]
},
{
"cell_type": "code",
"execution_count": 54,
"id": "844bfd74",
"metadata": {},
"outputs": [],
"source": [
"array = dataset.values\n",
"X = array[:,0:2]\n",
"Y = array[:,3]\n",
"X_train, X_validation, Y_train, Y_validation = train_test_split(\n",
"X, Y, test_size=0.20, \n",
"random_state=1)"
]
},
{
"cell_type": "code",
"execution_count": 55,
"id": "97bbfa25",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"LR: 0.881250 (0.030746)\n",
"LDA: 0.885000 (0.026101)\n",
"KNN: 0.891250 (0.027979)\n",
"CART: 0.866250 (0.027415)\n",
"NB: 0.888750 (0.026487)\n",
"SVM: 0.872500 (0.018371)\n"
]
}
],
"source": [
"models = []\n",
"models.append(('LR', LogisticRegression(solver='liblinear', multi_class='ovr')))\n",
"models.append(('LDA', LinearDiscriminantAnalysis()))\n",
"models.append(('KNN', KNeighborsClassifier()))\n",
"models.append(('CART', DecisionTreeClassifier()))\n",
"models.append(('NB', GaussianNB()))\n",
"models.append(('SVM', SVC(gamma='auto')))\n",
"\n",
"results = []\n",
"names = []\n",
"for name, model in models:\n",
" kfold = StratifiedKFold(n_splits=10, random_state=1,\n",
" shuffle=True)\n",
" cv_results = cross_val_score(model, X_train, Y_train,\n",
" cv=kfold, scoring='accuracy')\n",
" results.append(cv_results)\n",
" names.append(name)\n",
" print('%s: %f (%f)' % (name, cv_results.mean(), cv_results.std()))"
]
},
{
"cell_type": "code",
"execution_count": 56,
"id": "269fc9a0",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.boxplot(results, labels=names)\n",
"plt.title('Algorithm Comparison')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 57,
"id": "4054e1cb",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"accuracy = 0.875\n",
"\n",
"confusion matrix =\n",
" [[85 11]\n",
" [14 90]]\n",
"\n",
"report =\n",
" precision recall f1-score support\n",
"\n",
" A 0.86 0.89 0.87 96\n",
" B 0.89 0.87 0.88 104\n",
"\n",
" accuracy 0.88 200\n",
" macro avg 0.87 0.88 0.87 200\n",
"weighted avg 0.88 0.88 0.88 200\n",
"\n"
]
}
],
"source": [
"model = LogisticRegression(\n",
" solver = 'liblinear', multi_class='ovr')\n",
"model.fit(X_train, Y_train)\n",
"predictions = model.predict(X_validation)\n",
"print(\"accuracy =\",\n",
" accuracy_score(\n",
" Y_validation, predictions))\n",
"print(\"\\nconfusion matrix =\\n\",\n",
" confusion_matrix(\n",
" Y_validation, predictions))\n",
"print(\"\\nreport =\\n\",\n",
" classification_report(\n",
" Y_validation, predictions))"
]
},
{
"cell_type": "code",
"execution_count": 58,
"id": "eb72198c",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"accuracy = 0.87\n",
"\n",
"confusion matrix =\n",
" [[85 11]\n",
" [15 89]]\n",
"\n",
"report =\n",
" precision recall f1-score support\n",
"\n",
" A 0.85 0.89 0.87 96\n",
" B 0.89 0.86 0.87 104\n",
"\n",
" accuracy 0.87 200\n",
" macro avg 0.87 0.87 0.87 200\n",
"weighted avg 0.87 0.87 0.87 200\n",
"\n"
]
}
],
"source": [
"model = LinearDiscriminantAnalysis()\n",
"model.fit(X_train, Y_train)\n",
"predictions = model.predict(X_validation)\n",
"print(\"accuracy =\",\n",
" accuracy_score(\n",
" Y_validation, predictions))\n",
"print(\"\\nconfusion matrix =\\n\",\n",
" confusion_matrix(\n",
" Y_validation, predictions))\n",
"print(\"\\nreport =\\n\",\n",
" classification_report(\n",
" Y_validation, predictions))"
]
},
{
"cell_type": "code",
"execution_count": 59,
"id": "8832c43c",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"accuracy = 0.85\n",
"\n",
"confusion matrix =\n",
" [[86 10]\n",
" [20 84]]\n",
"\n",
"report =\n",
" precision recall f1-score support\n",
"\n",
" A 0.81 0.90 0.85 96\n",
" B 0.89 0.81 0.85 104\n",
"\n",
" accuracy 0.85 200\n",
" macro avg 0.85 0.85 0.85 200\n",
"weighted avg 0.85 0.85 0.85 200\n",
"\n"
]
}
],
"source": [
"model = KNeighborsClassifier()\n",
"model.fit(X_train, Y_train)\n",
"predictions = model.predict(X_validation)\n",
"print(\"accuracy =\",\n",
" accuracy_score(\n",
" Y_validation, predictions))\n",
"print(\"\\nconfusion matrix =\\n\",\n",
" confusion_matrix(\n",
" Y_validation, predictions))\n",
"print(\"\\nreport =\\n\",\n",
" classification_report(\n",
" Y_validation, predictions))"
]
},
{
"cell_type": "code",
"execution_count": 60,
"id": "050a2d75",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"accuracy = 0.86\n",
"\n",
"confusion matrix =\n",
" [[88 8]\n",
" [20 84]]\n",
"\n",
"report =\n",
" precision recall f1-score support\n",
"\n",
" A 0.81 0.92 0.86 96\n",
" B 0.91 0.81 0.86 104\n",
"\n",
" accuracy 0.86 200\n",
" macro avg 0.86 0.86 0.86 200\n",
"weighted avg 0.87 0.86 0.86 200\n",
"\n"
]
}
],
"source": [
"model = DecisionTreeClassifier()\n",
"model.fit(X_train, Y_train)\n",
"predictions = model.predict(X_validation)\n",
"print(\"accuracy =\",\n",
" accuracy_score(\n",
" Y_validation, predictions))\n",
"print(\"\\nconfusion matrix =\\n\",\n",
" confusion_matrix(\n",
" Y_validation, predictions))\n",
"print(\"\\nreport =\\n\",\n",
" classification_report(\n",
" Y_validation, predictions))"
]
},
{
"cell_type": "code",
"execution_count": 61,
"id": "7e8274c6",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"accuracy = 0.87\n",
"\n",
"confusion matrix =\n",
" [[85 11]\n",
" [15 89]]\n",
"\n",
"report =\n",
" precision recall f1-score support\n",
"\n",
" A 0.85 0.89 0.87 96\n",
" B 0.89 0.86 0.87 104\n",
"\n",
" accuracy 0.87 200\n",
" macro avg 0.87 0.87 0.87 200\n",
"weighted avg 0.87 0.87 0.87 200\n",
"\n"
]
}
],
"source": [
"model = GaussianNB()\n",
"model.fit(X_train, Y_train)\n",
"predictions = model.predict(X_validation)\n",
"print(\"accuracy =\",\n",
" accuracy_score(\n",
" Y_validation, predictions))\n",
"print(\"\\nconfusion matrix =\\n\",\n",
" confusion_matrix(\n",
" Y_validation, predictions))\n",
"print(\"\\nreport =\\n\",\n",
" classification_report(\n",
" Y_validation, predictions))"
]
},
{
"cell_type": "code",
"execution_count": 62,
"id": "0d9551ed",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"accuracy = 0.835\n",
"\n",
"confusion matrix =\n",
" [[82 14]\n",
" [19 85]]\n",
"\n",
"report =\n",
" precision recall f1-score support\n",
"\n",
" A 0.81 0.85 0.83 96\n",
" B 0.86 0.82 0.84 104\n",
"\n",
" accuracy 0.83 200\n",
" macro avg 0.84 0.84 0.83 200\n",
"weighted avg 0.84 0.83 0.84 200\n",
"\n"
]
}
],
"source": [
"model = SVC(gamma='auto')\n",
"model.fit(X_train, Y_train)\n",
"predictions = model.predict(X_validation)\n",
"print(\"accuracy =\",\n",
" accuracy_score(\n",
" Y_validation, predictions))\n",
"print(\"\\nconfusion matrix =\\n\",\n",
" confusion_matrix(\n",
" Y_validation, predictions))\n",
"print(\"\\nreport =\\n\",\n",
" classification_report(\n",
" Y_validation, predictions))"
]
},
{
"cell_type": "markdown",
"id": "04781c40",
"metadata": {},
"source": [
"### Explain the importance of X3 column in making good precition of given dataset.\n",
"- Kolom X3 memainkan peran penting dalam membuat prediksi yang akurat untuk dataset yang diberikan. Dalam pembelajaran mesin, fitur atau kolom dalam dataset sangat penting untuk melatih model dan membuat prediksi. Kolom X3, ketika disertakan dalam dataset, memberikan informasi berharga yang dapat secara signifikan memengaruhi kinerja algoritma pembelajaran mesin.\n",
"- kolom X3 penting dalam membuat prediksi yang baik untuk dataset yang diberikan karena memberikan informasi berharga, kekuatan diskriminatif, dan representasi fitur yang ditingkatkan yang dapat meningkatkan kinerja model dan akurasi prediksi. Berikut adalah beberapa alasan mengapa kolom X3 penting untuk membuat prediksi yang baik:\n",
"1. Kekuatan Diskriminatif\n",
"- Kolom X3 mungkin berisi informasi penting atau pola yang membantu membedakan antara kelas atau kategori yang berbeda dalam dataset. Dengan menyertakan kolom ini, model pembelajaran mesin dapat memanfaatkan kekuatan diskriminatif ini untuk membuat prediksi yang lebih akurat.\n",
"2. Kinerja Model yang Ditingkatkan\n",
"- Ketika kolom X3 disertakan dalam dataset, hal itu dapat meningkatkan kinerja keseluruhan model pembelajaran mesin. Informasi tambahan yang diberikan oleh kolom ini dapat menghasilkan batas keputusan yang lebih baik dan prediksi yang lebih tepat.\n",
"3. Representasi Fitur yang Ditingkatkan\n",
"- Kolom X3 mungkin menangkap karakteristik atau hubungan unik dalam data yang tidak ada di kolom lain. Dengan memasukkan kolom ini ke dalam proses pelatihan model, algoritma dapat lebih memahami struktur data yang mendasarinya dan membuat prediksi yang lebih terinformasi. \n",
"4. Akurasi Prediksi yang Meningkat\n",
"- Memasukkan kolom X3 dalam dataset dapat menghasilkan peningkatan akurasi prediksi dan mengurangi kesalahan dalam prediksi model. Wawasan yang diperoleh dari kolom ini dapat membantu model untuk umum lebih baik ke data yang tidak terlihat dan meningkatkan kinerjanya secara keseluruhan."
]
},
{
"cell_type": "code",
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"id": "dc5b6aaa",
"metadata": {},
"outputs": [],
"source": []
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