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{
"cells": [
{
"cell_type": "code",
"execution_count": 38,
"metadata": {},
"outputs": [],
"source": [
"#Imports all the neccisary modules some went unused\n",
"from sklearn import preprocessing\n",
"import pandas as pd\n",
"from sklearn.impute import SimpleImputer\n",
"import matplotlib.pyplot as plt\n",
"from sklearn import svm as svm\n",
"import seaborn as sns\n",
"#https://scikit-learn.org/stable/modules/impute.html"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [],
"source": [
"#Removes all coluumns that seemed unlikely to be useful\n",
"le = preprocessing.LabelEncoder()\n",
"df = pd.read_csv('accident_data.csv') # This line specifically declares what database to look at\n",
"df.drop('Did_Police_Officer_Attend_Scene_of_Accident', inplace=True, axis=1)\n",
"df.drop('Date', inplace=True, axis=1)\n",
"df.drop('Police_Force', inplace=True, axis=1)\n",
"df.drop('InScotland', inplace=True, axis=1)\n",
"df.drop('1st_Road_Number', inplace=True, axis=1)\n",
"df.drop('2nd_Road_Number', inplace=True, axis=1)\n",
"df.drop('Accident_Index', inplace=True, axis=1)\n",
"df.drop('Local_Authority_(District)', inplace=True, axis=1)\n",
"df.drop('Local_Authority_(Highway)', inplace=True, axis=1)"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [],
"source": [
"#Transforms all the remaining data into numbers making the data easier to process\n",
"df['1st_Road_Class'] = le.fit_transform(df['1st_Road_Class'])\n",
"df['2nd_Road_Class'] = le.fit_transform(df['2nd_Road_Class'])\n",
"df['Junction_Control'] = le.fit_transform(df['Junction_Control'])\n",
"df['Junction_Detail'] = le.fit_transform(df['Junction_Detail'])\n",
"df['Day_of_Week'] = le.fit_transform(df['Day_of_Week'])\n",
"df['Carriageway_Hazards'] = le.fit_transform(df['Carriageway_Hazards'])\n",
"df['Road_Surface_Conditions'] = le.fit_transform(df['Road_Surface_Conditions'])\n",
"df['Road_Type'] = le.fit_transform(df['Road_Type'])\n",
"df['Special_Conditions_at_Site'] = le.fit_transform(df['Special_Conditions_at_Site'])\n",
"df['Urban_or_Rural_Area'] = le.fit_transform(df['Urban_or_Rural_Area'])\n",
"df['Weather_Conditions'] = le.fit_transform(df['Weather_Conditions'])\n",
"df['Time'] = le.fit_transform(df['Time'])\n",
"df['Light_Conditions'] = le.fit_transform(df['Light_Conditions'])\n",
"df['Accident_Severity'] = le.fit_transform(df['Accident_Severity'])\n",
"df['LSOA_of_Accident_Location'] = le.fit_transform(df['LSOA_of_Accident_Location'])"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>1st_Road_Class</th>\n",
" <th>2nd_Road_Class</th>\n",
" <th>Accident_Severity</th>\n",
" <th>Carriageway_Hazards</th>\n",
" <th>Day_of_Week</th>\n",
" <th>Junction_Control</th>\n",
" <th>Junction_Detail</th>\n",
" <th>Latitude</th>\n",
" <th>Light_Conditions</th>\n",
" <th>Location_Easting_OSGR</th>\n",
" <th>...</th>\n",
" <th>Pedestrian_Crossing-Human_Control</th>\n",
" <th>Pedestrian_Crossing-Physical_Facilities</th>\n",
" <th>Road_Surface_Conditions</th>\n",
" <th>Road_Type</th>\n",
" <th>Special_Conditions_at_Site</th>\n",
" <th>Speed_limit</th>\n",
" <th>Time</th>\n",
" <th>Urban_or_Rural_Area</th>\n",
" <th>Weather_Conditions</th>\n",
" <th>Year</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0</td>\n",
" <td>6</td>\n",
" <td>1</td>\n",
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" <td>3</td>\n",
" <td>4</td>\n",
" <td>51.489096</td>\n",
" <td>5</td>\n",
" <td>525680.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>4</td>\n",
" <td>3</td>\n",
" <td>5</td>\n",
" <td>30</td>\n",
" <td>1061</td>\n",
" <td>2</td>\n",
" <td>5</td>\n",
" <td>2005</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2</td>\n",
" <td>3</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>6</td>\n",
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" <td>0</td>\n",
" <td>51.520075</td>\n",
" <td>1</td>\n",
" <td>524170.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>5.0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>5</td>\n",
" <td>30</td>\n",
" <td>1055</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>2005</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>3</td>\n",
" <td>6</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>4</td>\n",
" <td>3</td>\n",
" <td>4</td>\n",
" <td>51.525301</td>\n",
" <td>1</td>\n",
" <td>524520.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>5</td>\n",
" <td>30</td>\n",
" <td>14</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>2005</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>0</td>\n",
" <td>6</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>4</td>\n",
" <td>51.482442</td>\n",
" <td>5</td>\n",
" <td>526900.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>5</td>\n",
" <td>30</td>\n",
" <td>634</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>2005</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>5</td>\n",
" <td>6</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>3</td>\n",
" <td>4</td>\n",
" <td>51.495752</td>\n",
" <td>0</td>\n",
" <td>528060.0</td>\n",
" <td>...</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>4</td>\n",
" <td>3</td>\n",
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" <td>30</td>\n",
" <td>1272</td>\n",
" <td>2</td>\n",
" <td>1</td>\n",
" <td>2005</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 25 columns</p>\n",
"</div>"
],
"text/plain": [
" 1st_Road_Class 2nd_Road_Class Accident_Severity Carriageway_Hazards \\\n",
"0 0 6 1 1 \n",
"1 2 3 2 1 \n",
"2 3 6 2 1 \n",
"3 0 6 2 1 \n",
"4 5 6 2 1 \n",
"\n",
" Day_of_Week Junction_Control Junction_Detail Latitude \\\n",
"0 5 3 4 51.489096 \n",
"1 6 2 0 51.520075 \n",
"2 4 3 4 51.525301 \n",
"3 0 3 4 51.482442 \n",
"4 1 3 4 51.495752 \n",
"\n",
" Light_Conditions Location_Easting_OSGR ... \\\n",
"0 5 525680.0 ... \n",
"1 1 524170.0 ... \n",
"2 1 524520.0 ... \n",
"3 5 526900.0 ... \n",
"4 0 528060.0 ... \n",
"\n",
" Pedestrian_Crossing-Human_Control Pedestrian_Crossing-Physical_Facilities \\\n",
"0 0.0 1.0 \n",
"1 0.0 5.0 \n",
"2 0.0 0.0 \n",
"3 0.0 0.0 \n",
"4 0.0 0.0 \n",
"\n",
" Road_Surface_Conditions Road_Type Special_Conditions_at_Site \\\n",
"0 4 3 5 \n",
"1 0 0 5 \n",
"2 0 3 5 \n",
"3 0 3 5 \n",
"4 4 3 5 \n",
"\n",
" Speed_limit Time Urban_or_Rural_Area Weather_Conditions Year \n",
"0 30 1061 2 5 2005 \n",
"1 30 1055 2 1 2005 \n",
"2 30 14 2 1 2005 \n",
"3 30 634 2 1 2005 \n",
"4 30 1272 2 1 2005 \n",
"\n",
"[5 rows x 25 columns]"
]
},
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [],
"source": [
"#Removes all missing values and replaces them with the most commonly occuring value\n",
"#In retrospect all previous ones could be for loops but they were already written when i realised this :(\n",
"for column in df:\n",
" df[column] = df[column].fillna(df[column].mode()[0])"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [],
"source": [
"#https://www.youtube.com/watch?v=3Spa10-mwsw\n",
"#video above used in help with all cluster code\n",
"import sklearn.cluster as cluster \n",
"kmeans = cluster.KMeans(n_clusters=10 , init=\"k-means++\") #Declares the type of clustering and the amount of clusters\n",
"kmeans = kmeans.fit(df) #fits the data all into clusters"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [],
"source": [
"df['Clusters'] = kmeans.labels_ #makes a new column which labels the data with what cluster it was assigned to"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1 288806\n",
"7 143432\n",
"0 142697\n",
"5 114107\n",
"8 78586\n",
"4 76112\n",
"2 60954\n",
"9 59643\n",
"6 53337\n",
"3 30901\n",
"Name: Clusters, dtype: int64"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df['Clusters'].value_counts() #Shows how many items were assigned to each cluster"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [],
"source": [
"X = df.drop('Accident_Severity', axis=1) # X is all values except accident severity\n",
"y = df['Accident_Severity'] # y is all values in accident severity"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [],
"source": [
"# from sklearn.impute import SimpleImputer\n",
"# #Specify the strategy to be the median class\n",
"# fea_transformer = SimpleImputer(strategy=\"median\")\n",
"# values = fea_transformer.fit_transform(df[[\"Carriageway_Hazards\"]])\n",
"# pd.DataFrame(values)\n",
"# fea_transformer = SimpleImputer(strategy=\"median\")\n",
"# values = fea_transformer.fit_transform(df[[\"1st_Road_Class\"]])\n",
"# pd.DataFrame(values)"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.model_selection import train_test_split\n",
"X_train, X_test, y_train, y_test = train_test_split(X,y, test_size=0.25, random_state=0) #Makes 25% of the data testing then attempts to predict the other 75"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Model accuraccy: 0.04\n"
]
}
],
"source": [
"from sklearn.linear_model import LinearRegression\n",
"model = LinearRegression()\n",
"model.fit(X_train,y_train) #formats data for linear regression model\n",
"accuracy = model.score(X_test,y_test) #gives model accuracy after scoring it against the test data\n",
"print(\"Model accuraccy: {:.2f}\".format(accuracy)) #outputs accuracy in nice format"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#https://scikit-learn.org/stable/auto_examples/model_selection/plot_cv_predict.html#sphx-glr-auto-examples-model-selection-plot-cv-predict-py\n",
"from sklearn import datasets\n",
"from sklearn.model_selection import cross_val_predict\n",
"from sklearn import linear_model\n",
"\n",
"lr = linear_model.LinearRegression()\n",
"\n",
"# cross_val_predict returns an array of the same size as `y` where each entry\n",
"# is a prediction obtained by cross validation:\n",
"predicted = cross_val_predict(lr, X, y, cv=10)\n",
"\n",
"fig, ax = plt.subplots()\n",
"ax.scatter(y, predicted, edgecolors=(0, 0, 0))\n",
"ax.plot([y.min(), y.max()], [y.min(), y.max()], \"k--\", lw=4)\n",
"ax.set_xlabel(\"Measured\")\n",
"ax.set_ylabel(\"Predicted\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<style>#sk-container-id-3 {color: black;background-color: white;}#sk-container-id-3 pre{padding: 0;}#sk-container-id-3 div.sk-toggleable {background-color: white;}#sk-container-id-3 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-3 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-3 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-3 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-3 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-3 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-3 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-3 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-3 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 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-3 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-3 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-3 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-3 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 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-3 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-3 div.sk-item {position: relative;z-index: 1;}#sk-container-id-3 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-3 div.sk-item::before, #sk-container-id-3 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-3 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-3 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-3 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-3 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-3 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-3 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-3 div.sk-label-container {text-align: center;}#sk-container-id-3 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-3 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-3\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>MLPClassifier(random_state=0)</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-3\" type=\"checkbox\" checked><label for=\"sk-estimator-id-3\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">MLPClassifier</label><div class=\"sk-toggleable__content\"><pre>MLPClassifier(random_state=0)</pre></div></div></div></div></div>"
],
"text/plain": [
"MLPClassifier(random_state=0)"
]
},
"execution_count": 51,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.neural_network import MLPClassifier\n",
"model = MLPClassifier(random_state=0)\n",
"\n",
"model.fit(X_train, y_train) #Fits the model for neural networks"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [],
"source": [
"y_train_pred = model.predict(X_train) #makes valuables that hold the predictions values of the training and testing data\n",
"y_test_pred = model.predict(X_test)"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Predicted values: [2 2 2 ... 2 2 2]\n",
"Actual values: [2 2 2 ... 2 2 2]\n"
]
}
],
"source": [
"print(\"Predicted values:\", y_test_pred)\n",
"print(\"Actual values:\", y_train_pred)"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [],
"source": [
"train_score = model.score(X_train, y_train) #stores the scores of both the training and the test\n",
"test_score = model.score(X_test, y_test)"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Training score: 0.854\n",
"Test score: 0.854\n"
]
}
],
"source": [
"print('Training score: {:.3f}'.format(train_score)) #outputs the scores showing the accuracy of the data\n",
"print('Test score: {:.3f}'.format(test_score))"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {},
"outputs": [
{
"ename": "InvalidIndexError",
"evalue": "(slice(None, None, None), 0)",
"output_type": "error",
"traceback": [
"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)",
"File \u001b[1;32mc:\\Users\\monke\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\pandas\\core\\indexes\\base.py:3803\u001b[0m, in \u001b[0;36mIndex.get_loc\u001b[1;34m(self, key, method, tolerance)\u001b[0m\n\u001b[0;32m 3802\u001b[0m \u001b[39mtry\u001b[39;00m:\n\u001b[1;32m-> 3803\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_engine\u001b[39m.\u001b[39;49mget_loc(casted_key)\n\u001b[0;32m 3804\u001b[0m \u001b[39mexcept\u001b[39;00m \u001b[39mKeyError\u001b[39;00m \u001b[39mas\u001b[39;00m err:\n",
"File \u001b[1;32mc:\\Users\\monke\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\pandas\\_libs\\index.pyx:138\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n",
"File \u001b[1;32mc:\\Users\\monke\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\pandas\\_libs\\index.pyx:144\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n",
"\u001b[1;31mTypeError\u001b[0m: '(slice(None, None, None), 0)' is an invalid key",
"\nDuring handling of the above exception, another exception occurred:\n",
"\u001b[1;31mInvalidIndexError\u001b[0m Traceback (most recent call last)",
"Cell \u001b[1;32mIn [63], line 51\u001b[0m\n\u001b[0;32m 45\u001b[0m \u001b[39mfor\u001b[39;00m X, y \u001b[39min\u001b[39;00m datasets:\n\u001b[0;32m 46\u001b[0m \u001b[39m# split into training and test part\u001b[39;00m\n\u001b[0;32m 47\u001b[0m X_train, X_test, y_train, y_test \u001b[39m=\u001b[39m train_test_split(\n\u001b[0;32m 48\u001b[0m X, y, test_size\u001b[39m=\u001b[39m\u001b[39m0.4\u001b[39m, random_state\u001b[39m=\u001b[39m\u001b[39m42\u001b[39m\n\u001b[0;32m 49\u001b[0m )\n\u001b[1;32m---> 51\u001b[0m x_min, x_max \u001b[39m=\u001b[39m X[:, \u001b[39m0\u001b[39;49m]\u001b[39m.\u001b[39mmin() \u001b[39m-\u001b[39m \u001b[39m0.5\u001b[39m, X[:, \u001b[39m0\u001b[39m]\u001b[39m.\u001b[39mmax() \u001b[39m+\u001b[39m \u001b[39m0.5\u001b[39m\n\u001b[0;32m 52\u001b[0m y_min, y_max \u001b[39m=\u001b[39m X[:, \u001b[39m1\u001b[39m]\u001b[39m.\u001b[39mmin() \u001b[39m-\u001b[39m \u001b[39m0.5\u001b[39m, X[:, \u001b[39m1\u001b[39m]\u001b[39m.\u001b[39mmax() \u001b[39m+\u001b[39m \u001b[39m0.5\u001b[39m\n\u001b[0;32m 53\u001b[0m xx, yy \u001b[39m=\u001b[39m np\u001b[39m.\u001b[39mmeshgrid(np\u001b[39m.\u001b[39marange(x_min, x_max, h), np\u001b[39m.\u001b[39marange(y_min, y_max, h))\n",
"File \u001b[1;32mc:\\Users\\monke\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\pandas\\core\\frame.py:3804\u001b[0m, in \u001b[0;36mDataFrame.__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m 3802\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mcolumns\u001b[39m.\u001b[39mnlevels \u001b[39m>\u001b[39m \u001b[39m1\u001b[39m:\n\u001b[0;32m 3803\u001b[0m \u001b[39mreturn\u001b[39;00m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39m_getitem_multilevel(key)\n\u001b[1;32m-> 3804\u001b[0m indexer \u001b[39m=\u001b[39m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49mcolumns\u001b[39m.\u001b[39;49mget_loc(key)\n\u001b[0;32m 3805\u001b[0m \u001b[39mif\u001b[39;00m is_integer(indexer):\n\u001b[0;32m 3806\u001b[0m indexer \u001b[39m=\u001b[39m [indexer]\n",
"File \u001b[1;32mc:\\Users\\monke\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\pandas\\core\\indexes\\base.py:3810\u001b[0m, in \u001b[0;36mIndex.get_loc\u001b[1;34m(self, key, method, tolerance)\u001b[0m\n\u001b[0;32m 3805\u001b[0m \u001b[39mraise\u001b[39;00m \u001b[39mKeyError\u001b[39;00m(key) \u001b[39mfrom\u001b[39;00m \u001b[39merr\u001b[39;00m\n\u001b[0;32m 3806\u001b[0m \u001b[39mexcept\u001b[39;00m \u001b[39mTypeError\u001b[39;00m:\n\u001b[0;32m 3807\u001b[0m \u001b[39m# If we have a listlike key, _check_indexing_error will raise\u001b[39;00m\n\u001b[0;32m 3808\u001b[0m \u001b[39m# InvalidIndexError. Otherwise we fall through and re-raise\u001b[39;00m\n\u001b[0;32m 3809\u001b[0m \u001b[39m# the TypeError.\u001b[39;00m\n\u001b[1;32m-> 3810\u001b[0m \u001b[39mself\u001b[39;49m\u001b[39m.\u001b[39;49m_check_indexing_error(key)\n\u001b[0;32m 3811\u001b[0m \u001b[39mraise\u001b[39;00m\n\u001b[0;32m 3813\u001b[0m \u001b[39m# GH#42269\u001b[39;00m\n",
"File \u001b[1;32mc:\\Users\\monke\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\pandas\\core\\indexes\\base.py:5966\u001b[0m, in \u001b[0;36mIndex._check_indexing_error\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m 5962\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39m_check_indexing_error\u001b[39m(\u001b[39mself\u001b[39m, key):\n\u001b[0;32m 5963\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39mnot\u001b[39;00m is_scalar(key):\n\u001b[0;32m 5964\u001b[0m \u001b[39m# if key is not a scalar, directly raise an error (the code below\u001b[39;00m\n\u001b[0;32m 5965\u001b[0m \u001b[39m# would convert to numpy arrays and raise later any way) - GH29926\u001b[39;00m\n\u001b[1;32m-> 5966\u001b[0m \u001b[39mraise\u001b[39;00m InvalidIndexError(key)\n",
"\u001b[1;31mInvalidIndexError\u001b[0m: (slice(None, None, None), 0)"
]
},
{
"data": {
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",
"text/plain": [
"<Figure size 1700x900 with 12 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#https://scikit-learn.org/stable/auto_examples/neural_networks/plot_mlp_alpha.html#sphx-glr-auto-examples-neural-networks-plot-mlp-alpha-py\n",
"import numpy as np\n",
"from matplotlib import pyplot as plt\n",
"from matplotlib.colors import ListedColormap\n",
"from sklearn.model_selection import train_test_split\n",
"from sklearn.preprocessing import StandardScaler\n",
"from sklearn.datasets import make_moons, make_circles, make_classification\n",
"from sklearn.neural_network import MLPClassifier\n",
"from sklearn.pipeline import make_pipeline\n",
"\n",
"h = 0.02 # step size in the mesh\n",
"\n",
"alphas = np.logspace(-1, 1, 5)\n",
"\n",
"classifiers = []\n",
"names = []\n",
"for alpha in alphas:\n",
" classifiers.append(\n",
" make_pipeline(\n",
" StandardScaler(),\n",
" MLPClassifier(\n",
" solver=\"lbfgs\",\n",
" alpha=alpha,\n",
" random_state=1,\n",
" max_iter=2000,\n",
" early_stopping=True,\n",
" hidden_layer_sizes=[10, 10],\n",
" ),\n",
" )\n",
" )\n",
" names.append(f\"alpha {alpha:.2f}\")\n",
"\n",
"rng = np.random.RandomState(2)\n",
"X += 2 * rng.uniform(size=X.shape)\n",
"linearly_separable = (X, y)\n",
"\n",
"datasets = [\n",
" make_moons(noise=0.3, random_state=0),\n",
" make_circles(noise=0.2, factor=0.5, random_state=1),\n",
" linearly_separable,\n",
"]\n",
"\n",
"figure = plt.figure(figsize=(17, 9))\n",
"i = 1\n",
"# iterate over datasets\n",
"for X, y in datasets:\n",
" # split into training and test part\n",
" X_train, X_test, y_train, y_test = train_test_split(\n",
" X, y, test_size=0.4, random_state=42\n",
" )\n",
"\n",
" x_min, x_max = X[:, 0].min() - 0.5, X[:, 0].max() + 0.5\n",
" y_min, y_max = X[:, 1].min() - 0.5, X[:, 1].max() + 0.5\n",
" xx, yy = np.meshgrid(np.arange(x_min, x_max, h), np.arange(y_min, y_max, h))\n",
"\n",
" # just plot the dataset first\n",
" cm = plt.cm.RdBu\n",
" cm_bright = ListedColormap([\"#FF0000\", \"#0000FF\"])\n",
" ax = plt.subplot(len(datasets), len(classifiers) + 1, i)\n",
" # Plot the training points\n",
" ax.scatter(X_train[:, 0], X_train[:, 1], c=y_train, cmap=cm_bright)\n",
" # and testing points\n",
" ax.scatter(X_test[:, 0], X_test[:, 1], c=y_test, cmap=cm_bright, alpha=0.6)\n",
" ax.set_xlim(xx.min(), xx.max())\n",
" ax.set_ylim(yy.min(), yy.max())\n",
" ax.set_xticks(())\n",
" ax.set_yticks(())\n",
" i += 1\n",
"\n",
" # iterate over classifiers\n",
" for name, clf in zip(names, classifiers):\n",
" ax = plt.subplot(len(datasets), len(classifiers) + 1, i)\n",
" clf.fit(X_train, y_train)\n",
" score = clf.score(X_test, y_test)\n",
"\n",
" # Plot the decision boundary. For that, we will assign a color to each\n",
" # point in the mesh [x_min, x_max] x [y_min, y_max].\n",
" if hasattr(clf, \"decision_function\"):\n",
" Z = clf.decision_function(np.column_stack([xx.ravel(), yy.ravel()]))\n",
" else:\n",
" Z = clf.predict_proba(np.column_stack([xx.ravel(), yy.ravel()]))[:, 1]\n",
"\n",
" # Put the result into a color plot\n",
" Z = Z.reshape(xx.shape)\n",
" ax.contourf(xx, yy, Z, cmap=cm, alpha=0.8)\n",
"\n",
" # Plot also the training points\n",
" ax.scatter(\n",
" X_train[:, 0],\n",
" X_train[:, 1],\n",
" c=y_train,\n",
" cmap=cm_bright,\n",
" edgecolors=\"black\",\n",
" s=25,\n",
" )\n",
" # and testing points\n",
" ax.scatter(\n",
" X_test[:, 0],\n",
" X_test[:, 1],\n",
" c=y_test,\n",
" cmap=cm_bright,\n",
" alpha=0.6,\n",
" edgecolors=\"black\",\n",
" s=25,\n",
" )\n",
"\n",
" ax.set_xlim(xx.min(), xx.max())\n",
" ax.set_ylim(yy.min(), yy.max())\n",
" ax.set_xticks(())\n",
" ax.set_yticks(())\n",
" ax.set_title(name)\n",
" ax.text(\n",
" xx.max() - 0.3,\n",
" yy.min() + 0.3,\n",
" f\"{score:.3f}\".lstrip(\"0\"),\n",
" size=15,\n",
" horizontalalignment=\"right\",\n",
" )\n",
" i += 1\n",
"\n",
"figure.subplots_adjust(left=0.02, right=0.98)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"#sns.scatterplot(x=\"Road_Type\", y=\"Accident_Severity\",hue = 'Clusters', data=clusterpredict)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"#pd.plotting.scatter_matrix(X_train, c=y_train, figsize=(15,15), marker='o', s=60, alpha=0.8, cmap=plt.cm.Set1, edgecolor='k')"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3.11.0 64-bit",
"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": "3.11.0"
},
"orig_nbformat": 4,
"vscode": {
"interpreter": {
"hash": "af8ca70d6e3c2536e16914952b8622858ed994c33a3bfcbdf67962cf531772d3"
}
}
},
"nbformat": 4,
"nbformat_minor": 2
}