{ "cells": [ { "cell_type": "markdown", "id": "2d7c7f3c", "metadata": {}, "source": [ "#

Grow Intern

\n", "#

Author : Tajeddine Bourhim

" ] }, { "cell_type": "code", "execution_count": 69, "id": "dc9993c8", "metadata": { "execution": { "iopub.execute_input": "2024-06-09T15:46:45.072763Z", "iopub.status.busy": "2024-06-09T15:46:45.072335Z", "iopub.status.idle": "2024-06-09T15:46:47.504456Z", "shell.execute_reply": "2024-06-09T15:46:47.503300Z" }, "papermill": { "duration": 2.445503, "end_time": "2024-06-09T15:46:47.507176", "exception": false, "start_time": "2024-06-09T15:46:45.061673", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.linear_model import LinearRegression\n", "from sklearn import metrics\n", "from sklearn.preprocessing import OneHotEncoder\n", "from sklearn.compose import ColumnTransformer\n", "from sklearn.pipeline import Pipeline\n", "from sklearn.preprocessing import StandardScaler\n", "import pickle\n" ] }, { "cell_type": "markdown", "id": "a6e65e23", "metadata": { "papermill": { "duration": 0.007901, "end_time": "2024-06-09T15:46:47.523537", "exception": false, "start_time": "2024-06-09T15:46:47.515636", "status": "completed" }, "tags": [] }, "source": [ "## Read data from CSV file" ] }, { "cell_type": "code", "execution_count": 70, "id": "e7150ea1", "metadata": { "execution": { "iopub.execute_input": "2024-06-09T15:46:47.542478Z", "iopub.status.busy": "2024-06-09T15:46:47.541311Z", "iopub.status.idle": "2024-06-09T15:46:47.760213Z", "shell.execute_reply": "2024-06-09T15:46:47.758974Z" }, "papermill": { "duration": 0.230969, "end_time": "2024-06-09T15:46:47.762820", "exception": false, "start_time": "2024-06-09T15:46:47.531851", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "df = pd.read_csv('CarsData.csv')" ] }, { "cell_type": "markdown", "id": "b00eb3ed", "metadata": { "papermill": { "duration": 0.008112, "end_time": "2024-06-09T15:46:47.779335", "exception": false, "start_time": "2024-06-09T15:46:47.771223", "status": "completed" }, "tags": [] }, "source": [ "## Display the number of cars manufactured each year" ] }, { "cell_type": "code", "execution_count": 71, "id": "04ff92b9", "metadata": { "execution": { "iopub.execute_input": "2024-06-09T15:46:47.798175Z", "iopub.status.busy": "2024-06-09T15:46:47.797787Z", "iopub.status.idle": "2024-06-09T15:46:47.817538Z", "shell.execute_reply": "2024-06-09T15:46:47.816136Z" }, "papermill": { "duration": 0.031958, "end_time": "2024-06-09T15:46:47.820184", "exception": false, "start_time": "2024-06-09T15:46:47.788226", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "year\n", "1970 2\n", "1996 2\n", "1997 4\n", "1998 8\n", "1999 6\n", "2000 9\n", "2001 20\n", "2002 31\n", "2003 34\n", "2004 52\n", "2005 69\n", "2006 86\n", "2007 163\n", "2008 199\n", "2009 277\n", "2010 340\n", "2011 432\n", "2012 633\n", "2013 2590\n", "2014 4053\n", "2015 7586\n", "2016 15724\n", "2017 21616\n", "2018 13570\n", "2019 26165\n", "2020 4040\n", "2024 1\n", "dtype: int64\n" ] } ], "source": [ "num_types = df.groupby(by='year').size();\n", "print(num_types);" ] }, { "cell_type": "markdown", "id": "f3bf385a", "metadata": { "papermill": { "duration": 0.007983, "end_time": "2024-06-09T15:46:47.836685", "exception": false, "start_time": "2024-06-09T15:46:47.828702", "status": "completed" }, "tags": [] }, "source": [ "## Bar graph showing the number of cars by manufacturing year" ] }, { "cell_type": "code", "execution_count": 72, "id": "e0d505e4", "metadata": { "execution": { "iopub.execute_input": "2024-06-09T15:46:47.855894Z", "iopub.status.busy": "2024-06-09T15:46:47.855082Z", "iopub.status.idle": "2024-06-09T15:46:48.362284Z", "shell.execute_reply": "2024-06-09T15:46:48.361203Z" }, "papermill": { "duration": 0.519176, "end_time": "2024-06-09T15:46:48.364772", "exception": false, "start_time": "2024-06-09T15:46:47.845596", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot = num_types.plot.bar(color=['red', 'blue', 'green', 'purple', 'pink', 'orange', 'yellow', 'black', 'brown', 'grey'])\n", "plt.xlabel('Year')\n", "plt.ylabel('Number of Cars')\n", "plt.title('Number of Cars by Year')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "7a482f14", "metadata": { "papermill": { "duration": 0.008503, "end_time": "2024-06-09T15:46:48.382175", "exception": false, "start_time": "2024-06-09T15:46:48.373672", "status": "completed" }, "tags": [] }, "source": [ "## Scatterplot of car prices vs. mileage, color-coded by year" ] }, { "cell_type": "code", "execution_count": 73, "id": "8957010c", "metadata": { "execution": { "iopub.execute_input": "2024-06-09T15:46:48.402206Z", "iopub.status.busy": "2024-06-09T15:46:48.401173Z", "iopub.status.idle": "2024-06-09T15:46:52.859596Z", "shell.execute_reply": "2024-06-09T15:46:52.858423Z" }, "papermill": { "duration": 4.471289, "end_time": "2024-06-09T15:46:52.862413", "exception": false, "start_time": "2024-06-09T15:46:48.391124", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df.plot.scatter(x='mileage', y='price', c='year', cmap='plasma')\n", "plt.xlabel('Mileage')\n", "plt.ylabel('Price')\n", "plt.title('Car Price vs. Mileage')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "0da94a48", "metadata": { "papermill": { "duration": 0.009651, "end_time": "2024-06-09T15:46:52.882217", "exception": false, "start_time": "2024-06-09T15:46:52.872566", "status": "completed" }, "tags": [] }, "source": [ "## Mean, Median, and Mode of car prices" ] }, { "cell_type": "code", "execution_count": 74, "id": "a328ee10", "metadata": { "execution": { "iopub.execute_input": "2024-06-09T15:46:52.904351Z", "iopub.status.busy": "2024-06-09T15:46:52.903772Z", "iopub.status.idle": "2024-06-09T15:46:54.393801Z", "shell.execute_reply": "2024-06-09T15:46:54.392584Z" }, "papermill": { "duration": 1.504238, "end_time": "2024-06-09T15:46:54.396527", "exception": false, "start_time": "2024-06-09T15:46:52.892289", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pd.plotting.bootstrap_plot(df['price'])" ] }, { "cell_type": "markdown", "id": "45a0e78a", "metadata": { "papermill": { "duration": 0.010869, "end_time": "2024-06-09T15:46:54.418792", "exception": false, "start_time": "2024-06-09T15:46:54.407923", "status": "completed" }, "tags": [] }, "source": [ "## Scatter matrix to explore data relationships for variables used in the prediction model" ] }, { "cell_type": "code", "execution_count": 75, "id": "928e26ed", "metadata": { "execution": { "iopub.execute_input": "2024-06-09T15:46:54.442775Z", "iopub.status.busy": "2024-06-09T15:46:54.442387Z", "iopub.status.idle": "2024-06-09T15:47:21.879727Z", "shell.execute_reply": "2024-06-09T15:47:21.878700Z" }, "papermill": { "duration": 27.453073, "end_time": "2024-06-09T15:47:21.883043", "exception": false, "start_time": "2024-06-09T15:46:54.429970", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pd.plotting.scatter_matrix(df[['price', 'year', 'mileage', 'tax', 'mpg', 'engineSize']], alpha=0.2, figsize=(10, 10), diagonal='kde')\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "d89850d5", "metadata": { "papermill": { "duration": 0.012909, "end_time": "2024-06-09T15:47:21.909229", "exception": false, "start_time": "2024-06-09T15:47:21.896320", "status": "completed" }, "tags": [] }, "source": [ "## Display the data types of each column" ] }, { "cell_type": "code", "execution_count": 76, "id": "c6a07fe7", "metadata": { "execution": { "iopub.execute_input": "2024-06-09T15:47:21.936702Z", "iopub.status.busy": "2024-06-09T15:47:21.936322Z", "iopub.status.idle": "2024-06-09T15:47:21.943039Z", "shell.execute_reply": "2024-06-09T15:47:21.941913Z" }, "papermill": { "duration": 0.023167, "end_time": "2024-06-09T15:47:21.945357", "exception": false, "start_time": "2024-06-09T15:47:21.922190", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "model object\n", "year int64\n", "price int64\n", "transmission object\n", "mileage int64\n", "fuelType object\n", "tax int64\n", "mpg float64\n", "engineSize float64\n", "Manufacturer object\n", "dtype: object\n" ] } ], "source": [ "print(df.dtypes)" ] }, { "cell_type": "markdown", "id": "6a55f49a", "metadata": { "papermill": { "duration": 0.012569, "end_time": "2024-06-09T15:47:21.970942", "exception": false, "start_time": "2024-06-09T15:47:21.958373", "status": "completed" }, "tags": [] }, "source": [ "## Data Preperation" ] }, { "cell_type": "markdown", "id": "8c029505", "metadata": { "papermill": { "duration": 0.012474, "end_time": "2024-06-09T15:47:21.996386", "exception": false, "start_time": "2024-06-09T15:47:21.983912", "status": "completed" }, "tags": [] }, "source": [ "Checking if there are any null values in the data." ] }, { "cell_type": "code", "execution_count": 77, "id": "e02f580c", "metadata": { "_kg_hide-input": true, "execution": { "iopub.execute_input": "2024-06-09T15:47:22.024539Z", "iopub.status.busy": "2024-06-09T15:47:22.023985Z", "iopub.status.idle": "2024-06-09T15:47:22.051789Z", "shell.execute_reply": "2024-06-09T15:47:22.050712Z" }, "papermill": { "duration": 0.044492, "end_time": "2024-06-09T15:47:22.054119", "exception": false, "start_time": "2024-06-09T15:47:22.009627", "status": "completed" }, "tags": [] }, "outputs": [ { "data": { "text/plain": [ "model 0\n", "year 0\n", "price 0\n", "transmission 0\n", "mileage 0\n", "fuelType 0\n", "tax 0\n", "mpg 0\n", "engineSize 0\n", "Manufacturer 0\n", "dtype: int64" ] }, "execution_count": 77, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.isna().sum()" ] }, { "cell_type": "markdown", "id": "16e9dc8f", "metadata": { "papermill": { "duration": 0.013193, "end_time": "2024-06-09T15:47:22.080640", "exception": false, "start_time": "2024-06-09T15:47:22.067447", "status": "completed" }, "tags": [] }, "source": [ "## Define dependent and independent variables" ] }, { "cell_type": "markdown", "id": "b68fbfd7", "metadata": { "papermill": { "duration": 0.012716, "end_time": "2024-06-09T15:47:22.106456", "exception": false, "start_time": "2024-06-09T15:47:22.093740", "status": "completed" }, "tags": [] }, "source": [ "#### (X) Independent variables: year, mileage, tax, mpg, engine size, transmission, fuel type, manufacturer \n", "#### (y) Dependent variable: price\n" ] }, { "cell_type": "code", "execution_count": 78, "id": "8e5ea8b1", "metadata": {}, "outputs": [], "source": [ "feature_columns = ['year', 'mileage', 'tax', 'mpg', 'engineSize', 'transmission', 'fuelType', 'Manufacturer']\n", "X = df[feature_columns]\n", "y = df[['price']]\n" ] }, { "cell_type": "markdown", "id": "f47e34f0", "metadata": {}, "source": [ "## Preprocessing and model pipeline" ] }, { "cell_type": "code", "execution_count": 79, "id": "87fb529f", "metadata": {}, "outputs": [], "source": [ "from sklearn.compose import ColumnTransformer\n", "# One-hot encode categorical variables\n", "categorical_features = ['transmission', 'fuelType', 'Manufacturer']\n", "preprocessor = ColumnTransformer(transformers=[\n", " ('num', StandardScaler(), ['year', 'mileage', 'tax', 'mpg', 'engineSize']),\n", " ('cat', OneHotEncoder(), categorical_features)\n", " ])\n", "\n", "# Create a pipeline with preprocessing and model\n", "pipeline = Pipeline(steps=[\n", " ('preprocessor', preprocessor),\n", " ('model', LinearRegression())\n", "])\n" ] }, { "cell_type": "markdown", "id": "50b5a82d", "metadata": { "papermill": { "duration": 0.013258, "end_time": "2024-06-09T15:47:22.182817", "exception": false, "start_time": "2024-06-09T15:47:22.169559", "status": "completed" }, "tags": [] }, "source": [ "## Split data into training and testing sets." ] }, { "cell_type": "code", "execution_count": 80, "id": "e6000701", "metadata": { "execution": { "iopub.execute_input": "2024-06-09T15:47:22.210727Z", "iopub.status.busy": "2024-06-09T15:47:22.210332Z", "iopub.status.idle": "2024-06-09T15:47:22.253267Z", "shell.execute_reply": "2024-06-09T15:47:22.252063Z" }, "papermill": { "duration": 0.059991, "end_time": "2024-06-09T15:47:22.256037", "exception": false, "start_time": "2024-06-09T15:47:22.196046", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.333, random_state=41)" ] }, { "cell_type": "code", "execution_count": 81, "id": "bc479112", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
Pipeline(steps=[('preprocessor',\n",
       "                 ColumnTransformer(transformers=[('num', StandardScaler(),\n",
       "                                                  ['year', 'mileage', 'tax',\n",
       "                                                   'mpg', 'engineSize']),\n",
       "                                                 ('cat', OneHotEncoder(),\n",
       "                                                  ['transmission', 'fuelType',\n",
       "                                                   'Manufacturer'])])),\n",
       "                ('model', LinearRegression())])
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
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" ], "text/plain": [ "Pipeline(steps=[('preprocessor',\n", " ColumnTransformer(transformers=[('num', StandardScaler(),\n", " ['year', 'mileage', 'tax',\n", " 'mpg', 'engineSize']),\n", " ('cat', OneHotEncoder(),\n", " ['transmission', 'fuelType',\n", " 'Manufacturer'])])),\n", " ('model', LinearRegression())])" ] }, "execution_count": 81, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pipeline.fit(X_train, y_train)" ] }, { "cell_type": "markdown", "id": "6e4f543d", "metadata": { "papermill": { "duration": 0.013525, "end_time": "2024-06-09T15:47:22.530029", "exception": false, "start_time": "2024-06-09T15:47:22.516504", "status": "completed" }, "tags": [] }, "source": [ "# Make Your Prediction!!" ] }, { "cell_type": "markdown", "id": "fd507c1d", "metadata": { "papermill": { "duration": 0.013472, "end_time": "2024-06-09T15:47:22.557443", "exception": false, "start_time": "2024-06-09T15:47:22.543971", "status": "completed" }, "tags": [] }, "source": [ "#### Enter the car values in the order of year, mileage, tax, mpg, engine size, transmission, fuel type, and manufacturer in the `car_values_entered` variable. The model will predict the car's price based on these inputs.\n" ] }, { "cell_type": "code", "execution_count": 82, "id": "b8b8c36f", "metadata": { "execution": { "iopub.execute_input": "2024-06-09T15:47:22.586883Z", "iopub.status.busy": "2024-06-09T15:47:22.586479Z", "iopub.status.idle": "2024-06-09T15:47:22.595980Z", "shell.execute_reply": "2024-06-09T15:47:22.594619Z" }, "papermill": { "duration": 0.027075, "end_time": "2024-06-09T15:47:22.598520", "exception": false, "start_time": "2024-06-09T15:47:22.571445", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Predicted price: 5252.0\n" ] } ], "source": [ "car_values_entered = [2010, 50000, 100, 50, 2, 'Automatic', 'Petrol', 'toyota']\n", "\n", "input_df = pd.DataFrame([car_values_entered],columns = feature_columns)\n", "\n", "print(\"Predicted price:\", pipeline.predict(input_df)[0][0])" ] }, { "cell_type": "markdown", "id": "80100b43", "metadata": { "papermill": { "duration": 0.013649, "end_time": "2024-06-09T15:47:22.626107", "exception": false, "start_time": "2024-06-09T15:47:22.612458", "status": "completed" }, "tags": [] }, "source": [ "## Accuracy Analysis." ] }, { "cell_type": "markdown", "id": "72e98967", "metadata": { "papermill": { "duration": 0.014196, "end_time": "2024-06-09T15:47:22.654738", "exception": false, "start_time": "2024-06-09T15:47:22.640542", "status": "completed" }, "tags": [] }, "source": [ "Measure deviation of prediction to actual values." ] }, { "cell_type": "markdown", "id": "59ff13af", "metadata": { "papermill": { "duration": 0.013684, "end_time": "2024-06-09T15:47:22.682435", "exception": false, "start_time": "2024-06-09T15:47:22.668751", "status": "completed" }, "tags": [] }, "source": [ "## Mean Absolute Error" ] }, { "cell_type": "code", "execution_count": 83, "id": "d408e060", "metadata": { "execution": { "iopub.execute_input": "2024-06-09T15:47:22.712294Z", "iopub.status.busy": "2024-06-09T15:47:22.711493Z", "iopub.status.idle": "2024-06-09T15:47:22.721523Z", "shell.execute_reply": "2024-06-09T15:47:22.720302Z" }, "papermill": { "duration": 0.02943, "end_time": "2024-06-09T15:47:22.725635", "exception": false, "start_time": "2024-06-09T15:47:22.696205", "status": "completed" }, "tags": [] }, "outputs": [], "source": [ "y_pred = pipeline.predict(X_test)" ] }, { "cell_type": "code", "execution_count": 84, "id": "a2698266", "metadata": { "execution": { "iopub.execute_input": "2024-06-09T15:47:22.775641Z", "iopub.status.busy": "2024-06-09T15:47:22.774181Z", "iopub.status.idle": "2024-06-09T15:47:22.784408Z", "shell.execute_reply": "2024-06-09T15:47:22.782948Z" }, "papermill": { "duration": 0.038242, "end_time": "2024-06-09T15:47:22.787811", "exception": false, "start_time": "2024-06-09T15:47:22.749569", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean Absolute Error: 2973.818617658809\n" ] } ], "source": [ "print(\"Mean Absolute Error:\", metrics.mean_absolute_error(y_test, y_pred))" ] }, { "cell_type": "code", "execution_count": 85, "id": "a08d320f", "metadata": { "execution": { "iopub.execute_input": "2024-06-09T15:47:22.842756Z", "iopub.status.busy": "2024-06-09T15:47:22.841900Z", "iopub.status.idle": "2024-06-09T15:47:22.851363Z", "shell.execute_reply": "2024-06-09T15:47:22.849814Z" }, "papermill": { "duration": 0.042721, "end_time": "2024-06-09T15:47:22.854548", "exception": false, "start_time": "2024-06-09T15:47:22.811827", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "R^2 Score: 0.7611090005553912\n" ] } ], "source": [ "print(\"R^2 Score:\", metrics.r2_score(y_test, y_pred))" ] }, { "cell_type": "markdown", "id": "8aed226e", "metadata": { "papermill": { "duration": 0.02343, "end_time": "2024-06-09T15:47:22.965887", "exception": false, "start_time": "2024-06-09T15:47:22.942457", "status": "completed" }, "tags": [] }, "source": [ "## Mean Squared Error for Multivariable Regression" ] }, { "cell_type": "code", "execution_count": 86, "id": "4910fd10", "metadata": { "execution": { "iopub.execute_input": "2024-06-09T15:47:22.997182Z", "iopub.status.busy": "2024-06-09T15:47:22.996788Z", "iopub.status.idle": "2024-06-09T15:47:23.006371Z", "shell.execute_reply": "2024-06-09T15:47:23.005218Z" }, "papermill": { "duration": 0.027309, "end_time": "2024-06-09T15:47:23.008851", "exception": false, "start_time": "2024-06-09T15:47:22.981542", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Mean Squared Error: 23962279.73213682\n" ] } ], "source": [ "print(\"Mean Squared Error:\", metrics.mean_squared_error(y_test, y_pred))" ] }, { "cell_type": "markdown", "id": "7b1633e9", "metadata": { "papermill": { "duration": 0.013814, "end_time": "2024-06-09T15:47:23.036994", "exception": false, "start_time": "2024-06-09T15:47:23.023180", "status": "completed" }, "tags": [] }, "source": [ "## Margin of Error " ] }, { "cell_type": "markdown", "id": "4cf9edb3", "metadata": { "papermill": { "duration": 0.013821, "end_time": "2024-06-09T15:47:23.065358", "exception": false, "start_time": "2024-06-09T15:47:23.051537", "status": "completed" }, "tags": [] }, "source": [ "Error based on the measures success within a 5,400 price range at an accuracy of 80%." ] }, { "cell_type": "code", "execution_count": 87, "id": "6bbcea2d", "metadata": { "execution": { "iopub.execute_input": "2024-06-09T15:47:23.155543Z", "iopub.status.busy": "2024-06-09T15:47:23.154872Z", "iopub.status.idle": "2024-06-09T15:47:23.177304Z", "shell.execute_reply": "2024-06-09T15:47:23.176085Z" }, "papermill": { "duration": 0.040541, "end_time": "2024-06-09T15:47:23.179757", "exception": false, "start_time": "2024-06-09T15:47:23.139216", "status": "completed" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Percent within margin of error (5400): 0.8739973570177325\n" ] } ], "source": [ "def percent_within_moe(actual, predict, margin):\n", " actual = np.array(actual).flatten()\n", " predict = np.array(predict).flatten()\n", "\n", " total_correct = np.sum(np.abs(actual - predict) < margin)\n", " return total_correct / len(actual)\n", "\n", "print(\"Percent within margin of error (5400):\", percent_within_moe(y_test['price'], y_pred, 5400))" ] }, { "cell_type": "markdown", "id": "8f2c4cc5", "metadata": {}, "source": [ "## Export the trained model" ] }, { "cell_type": "code", "execution_count": 88, "id": "7109d660", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model has been exported to model.pkl\n" ] } ], "source": [ "import pickle\n", "with open('model.pkl', 'wb') as file:\n", " pickle.dump(pipeline, file)\n", "\n", "print(\"Model has been exported to model.pkl\")" ] } ], "metadata": { "kaggle": { "accelerator": "none", "dataSources": [ { "datasetId": 4516678, "sourceId": 7729828, "sourceType": "datasetVersion" } ], "dockerImageVersionId": 30732, "isGpuEnabled": false, "isInternetEnabled": false, "language": "python", "sourceType": "notebook" }, "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": "3.12.4" }, "papermill": { "default_parameters": {}, "duration": 41.726936, "end_time": "2024-06-09T15:47:23.916861", "environment_variables": {}, "exception": null, "input_path": "__notebook__.ipynb", "output_path": "__notebook__.ipynb", "parameters": {}, "start_time": "2024-06-09T15:46:42.189925", "version": "2.5.0" } }, "nbformat": 4, "nbformat_minor": 5 }