diff --git a/avocado_price_prediction_with_linear_regression/avocado_price_prediction_with_lr_cpp.ipynb b/avocado_price_prediction_with_linear_regression/avocado_price_prediction_with_lr_cpp.ipynb new file mode 100644 index 00000000..ddc5ea8b --- /dev/null +++ b/avocado_price_prediction_with_linear_regression/avocado_price_prediction_with_lr_cpp.ipynb @@ -0,0 +1,705 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "78d0ce16-4ec6-4998-ab5e-94326b6e4f6e", + "metadata": {}, + "source": [ + "### Predicting Avocado's Average Price using Linear Regression\n", + "\n", + "### Objective\n", + "* Our target is to predict the future price of avocado's depending on various features (Type, Region, Total Bags, ...).\n", + "\n", + "### Dataset\n", + "Avocado Prices dataset has the following features:\n", + "* PLU - Product Lookup Code in Hass avocado board.\n", + "* Date - The date of the observation.\n", + "* AveragePrice - Observed average price of single avocado.\n", + "* Total Volume - Total number of avocado's sold.\n", + "* 4046 - Total number of avocado's with PLU 4046 sold.\n", + "* 4225 - Total number of avocado's with PLU 4225 sold.\n", + "* 4770 - Total number of avocado's with PLU 4770 sold.\n", + "* Total Bags = Small Bags + Large Bags + XLarge Bags.\n", + "* Type - Conventional or organic.\n", + "* Year - Year of observation.\n", + "* Region - City or region of observation.\n", + "\n", + "### Approach\n", + "* In this example, first we will do EDA on the dataset to find correlation between various features.\n", + "* Then we'll be using onehot encoding to encode categorical features.\n", + "* Finally we will use LinearRegression API from mlpack to learn the correlation between various features and the target i.e AveragePrice.\n", + "* After training the model, we will use it to do some predictions, followed by various evaluation metrics to quantify how well our model behaves." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ac3caf12-b4f2-4dc3-bf7a-0e855d6f245e", + "metadata": {}, + "outputs": [], + "source": [ + "!wget -q https://mlpack.org/datasets/avocado.csv.gz" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1bbdb43e-e14e-4c36-aa1e-3312739b9858", + "metadata": {}, + "outputs": [], + "source": [ + "!gzip -d avocado.csv.gz" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "3d374b30-e54a-4990-b191-aade8144d0a6", + "metadata": {}, + "outputs": [], + "source": [ + "// Import necessary library headers.\n", + "#include \n", + "#include \n", + "#include \n", + "#include \n", + "#include " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "aaa7fa57-80c6-48aa-9d9d-5816c947b74b", + "metadata": {}, + "outputs": [], + "source": [ + "#define WITHOUT_NUMPY 1\n", + "#include \"matplotlibcpp.h\"\n", + "#include \"xwidgets/ximage.hpp\"\n", + "#include \"../utils/plot.hpp\"\n", + "\n", + "namespace plt = matplotlibcpp;" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "324c030a-d1ec-41c6-b6ad-92d62c9fbf57", + "metadata": {}, + "outputs": [], + "source": [ + "using namespace mlpack;\n", + "using namespace mlpack::data;" + ] + }, + { + "cell_type": "markdown", + "id": "c89fe0a6-1f1e-4914-95fe-9ee2d95345d7", + "metadata": {}, + "source": [ + "Drop the dataset header using sed, sed is a Unix utility that parses and transforms text." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "ce45d9ac-b131-462c-8f2e-e019a0f5f303", + "metadata": {}, + "outputs": [], + "source": [ + "!cat avocado.csv | sed 1d > avocado_trim.csv" + ] + }, + { + "cell_type": "markdown", + "id": "feb7c8c7-db3f-4dad-b6b0-23e9a478886f", + "metadata": {}, + "source": [ + "Drop columns 1 and 2 (\"Unamed: 0\", \"Date\") as these are not required and their presence cause issues while loading the data." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "6d45544e-9f6d-4fab-93b2-ded5b51aa9dd", + "metadata": {}, + "outputs": [], + "source": [ + "!cut -d, -f1-2 --complement avocado_trim.csv > avocado_trim2.csv" + ] + }, + { + "cell_type": "markdown", + "id": "0c08b417-9364-4f23-8532-1b0a05180f70", + "metadata": {}, + "source": [ + "Rename the newly created csv file." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "9d79dabe-286d-4278-9d41-d06a4048b7b0", + "metadata": {}, + "outputs": [], + "source": [ + "!rm avocado_trim.csv" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "4211bf8b-0b98-4edf-9ae2-6159a7ed5bd3", + "metadata": {}, + "outputs": [], + "source": [ + "!mv avocado_trim2.csv avocado_trim.csv" + ] + }, + { + "cell_type": "markdown", + "id": "5ae0df00-f85e-4ddc-9d5d-7716c84a937c", + "metadata": {}, + "source": [ + "### Loading the Data\n", + "Since features 9 (Avocado type) and 11 (region of observation) are strings (categorical), armadillo matrices can contain only numeric information so we have to explicitly define them as categorical in datasetInfo\n", + "this allows mlpack to map numeric values to each of those values, which can then be unmaped to strings." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "ae1a3152-76bc-43ce-894b-6554a2f0ad8a", + "metadata": {}, + "outputs": [], + "source": [ + "// Load the dataset into armadillo matrix.\n", + "\n", + "arma::mat matrix;\n", + "mlpack::data::DatasetInfo info;\n", + "info.Type(9) = mlpack::data::Datatype::categorical;\n", + "info.Type(11) = mlpack::data::Datatype::categorical;\n", + "data::Load(\"avocado_trim.csv\", matrix, info);" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "7619f5f1-7e33-4257-9868-999593810d96", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "AveragePrice Total Volume 4046 4225 4770 Total Bags Small Bags Large Bags XLarge Bags Type Year Region\n", + " 1.3300e+00 6.4237e+04 1.0367e+03 5.4455e+04 4.8160e+01 8.6969e+03 8.6036e+03 9.3250e+01 0 0 2.0150e+03 0\n", + " 1.3500e+00 5.4877e+04 6.7428e+02 4.4639e+04 5.8330e+01 9.5056e+03 9.4081e+03 9.7490e+01 0 0 2.0150e+03 0\n", + " 9.3000e-01 1.1822e+05 7.9470e+02 1.0915e+05 1.3050e+02 8.1454e+03 8.0422e+03 1.0314e+02 0 0 2.0150e+03 0\n", + " 1.0800e+00 7.8992e+04 1.1320e+03 7.1976e+04 7.2580e+01 5.8112e+03 5.6774e+03 1.3376e+02 0 0 2.0150e+03 0\n", + " 1.2800e+00 5.1040e+04 9.4148e+02 4.3838e+04 7.5780e+01 6.1839e+03 5.9863e+03 1.9769e+02 0 0 2.0150e+03 0\n", + " 1.2600e+00 5.5980e+04 1.1843e+03 4.8068e+04 4.3610e+01 6.6839e+03 6.5565e+03 1.2744e+02 0 0 2.0150e+03 0\n", + "\n" + ] + } + ], + "source": [ + "// Printing header for dataset.\n", + "std::cout << std::setw(10) << \"AveragePrice\" << std::setw(14) \n", + " << \"Total Volume\" << std::setw(9) << \"4046\" << std::setw(13) \n", + " << \"4225\" << std::setw(13) << \"4770\" << std::setw(17) << \"Total Bags\" \n", + " << std::setw(13) << \"Small Bags\" << std::setw(13) << \"Large Bags\" \n", + " << std::setw(17) << \"XLarge Bags\" << std::setw(10) << \"Type\" \n", + " << std::setw(10) << \"Year\" << std::setw(15) << \"Region\" << std::endl;\n", + "\n", + "std::cout << matrix.submat(0, 0, matrix.n_rows-1, 5).t() << std::endl;" + ] + }, + { + "cell_type": "markdown", + "id": "dd8d4634-39dd-45ac-bf9f-2b5b43691167", + "metadata": {}, + "source": [ + "### Exploratory Data Analysis" + ] + }, + { + "cell_type": "markdown", + "id": "ec24e405-4a4c-41ad-a560-2572d36c26f4", + "metadata": {}, + "source": [ + "* In the below visualization we are interested to see if there are any trends that occur with the prices of conventional avocados over a period of time." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "9c2b6725-f2ea-4e1b-ae0e-2fbc2cf71833", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "3b2897b830fe4e92882b429ab9e230e3", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "A Jupyter widget with unique id: 3b2897b830fe4e92882b429ab9e230e3" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "scatter(\"avocado.csv\", \"Date\", \"AveragePrice\", \"Date\", \"type\", \"conventional\", \"AveragePrice\", \"Date\", \"Average Price (USD)\", \"Average Price of Conventional Avocados Over Time\");\n", + "auto img = xw::image_from_file(\"Average Price of Conventional Avocados Over Time.png\").finalize();\n", + "img" + ] + }, + { + "cell_type": "markdown", + "id": "48f79a7b-9a06-48c3-a131-b935eff4972d", + "metadata": {}, + "source": [ + "* In the below visualization we are interested to see if there are any trends that occur with the prices of organic avocados over a period of time." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "aadbc14a-8ff4-4269-a6f5-f25f1a5f1b68", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "8e823a1e3c2a40b9a87d35cc12fe3b1a", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "A Jupyter widget with unique id: 8e823a1e3c2a40b9a87d35cc12fe3b1a" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "scatter(\"avocado.csv\", \"Date\", \"AveragePrice\", \"Date\", \"type\", \"organic\", \"AveragePrice\", \"Date\", \"Average Price (USD)\", \"Average Price of Organic Avocados Over Time\");\n", + "auto img = xw::image_from_file(\"Average Price of Organic Avocados Over Time.png\").finalize();\n", + "img" + ] + }, + { + "cell_type": "markdown", + "id": "0e48959e-07f6-4e8c-8211-7c075ab4456f", + "metadata": {}, + "source": [ + "### Observations\n", + "* Looks like every year avocado's are most expensive between August - November.\n", + "* There is a steep rise in the price in 2017.\n", + "* December - February seems to be the best months to purchase avocado's." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "baebdee8-e33c-4e98-80ff-5cbc83c71284", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "75ed134b64f048c69511c075036a283f", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "A Jupyter widget with unique id: 75ed134b64f048c69511c075036a283f" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "barplot(\"avocado.csv\", \"AveragePrice\", \"region\", \"Date\", \"Avg.Price of Avocado by Region\", 8, 10);\n", + "auto img = xw::image_from_file(\"Avg.Price of Avocado by Region.png\").finalize();\n", + "img" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "181dd76f-f9a1-4e87-9c67-069f4386041f", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "fe46f70d2e5a4535be688c20e681df2b", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "A Jupyter widget with unique id: fe46f70d2e5a4535be688c20e681df2b" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "barplot(\"avocado.csv\", \"type\", \"AveragePrice\", \"Date\", \"Avg.Price of Avocado by Type\");\n", + "auto img = xw::image_from_file(\"Avg.Price of Avocado by Type.png\").finalize();\n", + "img" + ] + }, + { + "cell_type": "markdown", + "id": "cd5c4860-07eb-499e-bc8b-8653b69b7784", + "metadata": {}, + "source": [ + "### Correlation\n", + "There is high correlation between:\n", + "* 4046 & total volume. \n", + "* 4225 & total volume.\n", + "* 4770 & total volume.\n", + "* Total bags & total volume.\n", + "* Small bags & total bags.\n", + "* We can observe that 4046 avocados are the most sold type in US.\n", + "* Since there is high correlation between Total Bags, Total Volume & Small bags, \n", + " we assume most sales comes from small bags." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "8926f7d1-faa5-47c6-aed4-fe7c37035b09", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "211350146429449f9ddc1b8d90c99520", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "A Jupyter widget with unique id: 211350146429449f9ddc1b8d90c99520" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "heatmap(\"avocado.csv\",\"coolwarm\", \"Correlation Heatmap\", true);\n", + "auto img = xw::image_from_file(\"Correlation Heatmap.png\").finalize();\n", + "img" + ] + }, + { + "cell_type": "markdown", + "id": "d1ee7b3f-6b80-45db-8df5-87d1a1a953ed", + "metadata": {}, + "source": [ + "As we can from the heatmap above, all the Features are not correlated with the Average Price column, instead most of them are correlated with each other. " + ] + }, + { + "cell_type": "markdown", + "id": "4f2fb154-f189-4837-8210-fc6949ba840b", + "metadata": {}, + "source": [ + "### Handling Categorical Features\n", + "\n", + "* One hot encoding is used to to perform “binarization” of the category and include it as a feature to train the model.\n", + "* As we can see we have 54 regions and 2 unique types, so it's going to be easy to to transform the type & regions" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "e26a5936-d0ee-474a-a733-7b8063b3a672", + "metadata": {}, + "outputs": [], + "source": [ + "arma::mat output;\n", + "data::OneHotEncoding(matrix, output, info);" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "536d598e-9894-4047-96fa-82ac14ded328", + "metadata": {}, + "outputs": [], + "source": [ + "// Split the data into features (X) and target (y) variables\n", + "// targets are the last row.\n", + "\n", + "arma::Row targets = arma::conv_to>::from(output.row(0));" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "30bba7d3-0c09-4472-bf6f-1150b13535a1", + "metadata": {}, + "outputs": [], + "source": [ + "// Labels are dropped from the originally loaded data to be used as features.\n", + "\n", + "output.shed_row(0)" + ] + }, + { + "cell_type": "markdown", + "id": "91e8a860-5c1e-426a-8e21-a84cb5a6432c", + "metadata": {}, + "source": [ + "### Train Test Split\n", + "\n", + "The dataset has to be split into a training set and a test set. Here the dataset has 18249 observations and the testRatio is taken as 20% of the total observations. This indicates the test set should have 20% * 18249 = 3649 observations and training test should have 14600 observations respectively." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "c39b65dd-aa03-4281-a057-86d4f8b293b6", + "metadata": {}, + "outputs": [], + "source": [ + "// Split the dataset into train and test sets using mlpack.\n", + "\n", + "arma::mat Xtrain;\n", + "arma::mat Xtest;\n", + "arma::Row Ytrain;\n", + "arma::Row Ytest;\n", + "data::Split(output, targets, Xtrain, Xtest, Ytrain, Ytest, 0.2);" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "3f936744-df4a-44d0-ac13-b2614fb06960", + "metadata": {}, + "outputs": [], + "source": [ + "// Convert armadillo Rows into rowvec. (Required by mlpacks' LinearRegression API in this format).\n", + "\n", + "arma::rowvec yTrain = arma::conv_to::from(Ytrain);\n", + "arma::rowvec yTest = arma::conv_to::from(Ytest);" + ] + }, + { + "cell_type": "markdown", + "id": "63eb907c-4388-4f43-adf9-44808f384307", + "metadata": {}, + "source": [ + "### Training the linear model\n", + "\n", + "Regression analysis is the most widely used method of prediction. Linear regression is used when the dataset has a linear correlation and as the name suggests, multiple linear regression has one independent variable (predictor) and one or more dependent variable(response).\n", + "\n", + "The simple linear regression equation is represented as y = $a + b_{1}x_{1} + b_{2}x_{2} + b_{3}x_{3} + ... + b_{n}x_{n}$ where $x_{i}$ is the ith explanatory variable, y is the dependent variable, $b_{i}$ is ith coefficient and a is the intercept.\n", + "\n", + "To perform linear regression we'll be using `LinearRegression()` api from mlpack." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "97fdc354-57d0-4e28-91e8-1d707fc24226", + "metadata": {}, + "outputs": [], + "source": [ + "// Create and Train Linear Regression model.\n", + "\n", + "regression::LinearRegression lr(Xtrain, yTrain, 0.5);" + ] + }, + { + "cell_type": "markdown", + "id": "c06508e0-e76e-4187-98c2-35ee226df3be", + "metadata": {}, + "source": [ + "### Making Predictions on Test set" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "5d4cd76e-3a6b-4f4b-9bde-002acf0d126e", + "metadata": {}, + "outputs": [], + "source": [ + "// Make predictions on test data points.\n", + "\n", + "arma::rowvec yPreds;\n", + "lr.Predict(Xtest, yPreds);" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "e25fa64a-e728-43ad-abfb-d8e385a62d73", + "metadata": {}, + "outputs": [], + "source": [ + "// Save the yTest and yPreds into csv for generating plots.\n", + "arma::mat preds;\n", + "preds.insert_rows(0, yTest);\n", + "preds.insert_rows(1, yPreds);" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "020e0c3e-81bc-4bcb-be8d-4febdf8b97ee", + "metadata": {}, + "outputs": [], + "source": [ + "mlpack::data::Save(\"predictions.csv\", preds);" + ] + }, + { + "cell_type": "markdown", + "id": "747a76d6-bf9c-4546-8527-289b1ad04463", + "metadata": {}, + "source": [ + "### Model Evaluation\n", + "Test data is visualized with `yTest` and `yPreds`, the blue points indicates the data points and the blue line indicates the regression line or best fit line." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "71a54770-db87-4b69-abdd-9efba5accccf", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "d3ead2cbe58c407bb136fa3fdf7942a3", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "A Jupyter widget with unique id: d3ead2cbe58c407bb136fa3fdf7942a3" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "lmplot(\"predictions.csv\", \"predsScatter\");\n", + "auto img = xw::image_from_file(\"predsScatter.png\").finalize(); \n", + "img" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "e8d8626e-81b3-498e-851d-59d49c937c01", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "792d2da160b54d9c8374fd2c45dbe2a4", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "A Jupyter widget with unique id: 792d2da160b54d9c8374fd2c45dbe2a4" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "histplot(\"predictions.csv\", \"Distribution of residuals\");\n", + "auto img = xw::image_from_file(\"Distribution of residuals.png\").finalize(); \n", + "img" + ] + }, + { + "cell_type": "markdown", + "id": "ea1c1047-9570-4c47-8a5b-89f984e98f28", + "metadata": {}, + "source": [ + "## Evaluation Metrics for Regression model\n", + "\n", + "In the Previous cell we have visualized our model performance by plotting the best fit line. Now we will use various evaluation metrics to understand how well our model has performed.\n", + "\n", + "* Mean Absolute Error (MAE) is the sum of absolute differences between actual and predicted values, without considering the direction.\n", + "$$ MAE = \\frac{\\sum_{i=1}^n\\lvert y_{i} - \\hat{y_{i}}\\rvert} {n} $$\n", + "* Mean Squared Error (MSE) is calculated as the mean or average of the squared differences between predicted and expected target values in a dataset, a lower value is better\n", + "$$ MSE = \\frac {1}{n} \\sum_{i=1}^n (y_{i} - \\hat{y_{i}})^2 $$\n", + "* Root Mean Squared Error (RMSE), Square root of MSE yields root mean square error (RMSE) it indicates the spread of the residual errors. It is always positive, and a lower value indicates better performance.\n", + "$$ RMSE = \\sqrt{\\frac {1}{n} \\sum_{i=1}^n (y_{i} - \\hat{y_{i}})^2} $$" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "8b323dc0-61f8-43c1-ae8a-38027c04ff88", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mean Absolute Error: 0.201418\n", + "Mean Squared Error: 0.0721066\n", + "Root Mean Squared Error: 0.268527\n" + ] + } + ], + "source": [ + "// Model evaluation metrics.\n", + "\n", + "std::cout << \"Mean Absolute Error: \" << arma::mean(arma::abs(yPreds - yTest)) << std::endl;\n", + "std::cout << \"Mean Squared Error: \" << arma::mean(arma::pow(yPreds - yTest,2)) << std::endl;\n", + "std::cout << \"Root Mean Squared Error: \" << sqrt(arma::mean(arma::pow(yPreds - yTest,2))) << std::endl;" + ] + }, + { + "cell_type": "markdown", + "id": "96c00e1d-41cf-4b95-99da-20a9718a43a4", + "metadata": {}, + "source": [ + "From the above metrics, we can notice that our model MAE is ~0.2, which is relatively small compared to our average price of $1.405, from this and the above plot we can conclude our model is a reasonably good fit." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "C++14", + "language": "C++14", + "name": "xcpp14" + }, + "language_info": { + "codemirror_mode": "text/x-c++src", + "file_extension": ".cpp", + "mimetype": "text/x-c++src", + "name": "c++", + "version": "14" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/avocado_price_prediction_with_linear_regression/avocado_price_prediction_with_lr_py.ipynb b/avocado_price_prediction_with_linear_regression/avocado_price_prediction_with_lr_py.ipynb new file mode 100644 index 00000000..d76565d5 --- /dev/null +++ b/avocado_price_prediction_with_linear_regression/avocado_price_prediction_with_lr_py.ipynb @@ -0,0 +1,979 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "1d9db683-caad-494c-89c3-8081092849c4", + "metadata": {}, + "source": [ + "### Predicting Avocado's Average Price using Linear Regression\n", + "\n", + "### Objective\n", + "* Our target is to predict the future price of avocado's depending on various features (Type, Region, Total Bags, ...).\n", + "\n", + "### Dataset\n", + "Avocado Prices dataset has the following features:\n", + "* PLU - Product Lookup Code in Hass avocado board.\n", + "* Date - The date of the observation.\n", + "* AveragePrice - Observed average price of single avocado.\n", + "* Total Volume - Total number of avocado's sold.\n", + "* 4046 - Total number of avocado's with PLU 4046 sold.\n", + "* 4225 - Total number of avocado's with PLU 4225 sold.\n", + "* 4770 - Total number of avocado's with PLU 4770 sold.\n", + "* Total Bags = Small Bags + Large Bags + XLarge Bags.\n", + "* Type - Conventional or organic.\n", + "* Year - Year of observation.\n", + "* Region - City or region of observation.\n", + "\n", + "### Approach\n", + "* In this example, first we will do EDA on the dataset to find correlation between various features.\n", + "* Then we'll be using onehot encoding to encode categorical features.\n", + "* Finally we will use LinearRegression API from mlpack to learn the correlation between various features and the target i.e AveragePrice.\n", + "* After training the model, we will use it to do some predictions, followed by various evaluation metrics to quantify how well our model behaves." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "270647b8-70a7-443d-b53c-2d533b88def0", + "metadata": {}, + "outputs": [], + "source": [ + "!wget -q https://mlpack.org/datasets/avocado.csv.gz" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "da970605-0e8f-4767-9177-cf7264a32e48", + "metadata": {}, + "outputs": [], + "source": [ + "!gzip -d avocado.csv.gz" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "916a3d8e-547c-461a-a90f-7bcbd60c7504", + "metadata": {}, + "outputs": [], + "source": [ + "# Import necessary libraries.\n", + "\n", + "import mlpack\n", + "import numpy as np\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "0f700cb9-6292-457e-883c-7f849d89240d", + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "sns.set(color_codes=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "8d54f581-e4fd-4e41-aee0-0085441d46c0", + "metadata": {}, + "outputs": [], + "source": [ + "# Load avocado dataset.\n", + "avocadoData = pd.read_csv(\"avocado.csv\", index_col=0)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "1b4c813d-d1b6-4e9d-8664-3a48c73724fb", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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DateAveragePriceTotal Volume404642254770Total BagsSmall BagsLarge BagsXLarge Bagstypeyearregion
02015-12-271.3364236.621036.7454454.8548.168696.878603.6293.250.0conventional2015Albany
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32015-12-061.0878992.151132.0071976.4172.585811.165677.40133.760.0conventional2015Albany
42015-11-291.2851039.60941.4843838.3975.786183.955986.26197.690.0conventional2015Albany
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" + ], + "text/plain": [ + " Date AveragePrice Total Volume 4046 4225 4770 \\\n", + "0 2015-12-27 1.33 64236.62 1036.74 54454.85 48.16 \n", + "1 2015-12-20 1.35 54876.98 674.28 44638.81 58.33 \n", + "2 2015-12-13 0.93 118220.22 794.70 109149.67 130.50 \n", + "3 2015-12-06 1.08 78992.15 1132.00 71976.41 72.58 \n", + "4 2015-11-29 1.28 51039.60 941.48 43838.39 75.78 \n", + "\n", + " Total Bags Small Bags Large Bags XLarge Bags type year region \n", + "0 8696.87 8603.62 93.25 0.0 conventional 2015 Albany \n", + "1 9505.56 9408.07 97.49 0.0 conventional 2015 Albany \n", + "2 8145.35 8042.21 103.14 0.0 conventional 2015 Albany \n", + "3 5811.16 5677.40 133.76 0.0 conventional 2015 Albany \n", + "4 6183.95 5986.26 197.69 0.0 conventional 2015 Albany " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Examine first 5 sample from the dataframe.\n", + "avocadoData.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "f22211f2-7881-45ee-b061-8a3fb1773695", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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AveragePriceTotal Volume404642254770Total BagsSmall BagsLarge BagsXLarge Bagsyear
count18249.0000001.824900e+041.824900e+041.824900e+041.824900e+041.824900e+041.824900e+041.824900e+0418249.00000018249.000000
mean1.4059788.506440e+052.930084e+052.951546e+052.283974e+042.396392e+051.821947e+055.433809e+043106.4265072016.147899
std0.4026773.453545e+061.264989e+061.204120e+061.074641e+059.862424e+057.461785e+052.439660e+0517692.8946520.939938
min0.4400008.456000e+010.000000e+000.000000e+000.000000e+000.000000e+000.000000e+000.000000e+000.0000002015.000000
25%1.1000001.083858e+048.540700e+023.008780e+030.000000e+005.088640e+032.849420e+031.274700e+020.0000002015.000000
50%1.3700001.073768e+058.645300e+032.906102e+041.849900e+023.974383e+042.636282e+042.647710e+030.0000002016.000000
75%1.6600004.329623e+051.110202e+051.502069e+056.243420e+031.107834e+058.333767e+042.202925e+04132.5000002017.000000
max3.2500006.250565e+072.274362e+072.047057e+072.546439e+061.937313e+071.338459e+075.719097e+06551693.6500002018.000000
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" + ], + "text/plain": [ + " AveragePrice Total Volume 4046 4225 4770 \\\n", + "count 18249.000000 1.824900e+04 1.824900e+04 1.824900e+04 1.824900e+04 \n", + "mean 1.405978 8.506440e+05 2.930084e+05 2.951546e+05 2.283974e+04 \n", + "std 0.402677 3.453545e+06 1.264989e+06 1.204120e+06 1.074641e+05 \n", + "min 0.440000 8.456000e+01 0.000000e+00 0.000000e+00 0.000000e+00 \n", + "25% 1.100000 1.083858e+04 8.540700e+02 3.008780e+03 0.000000e+00 \n", + "50% 1.370000 1.073768e+05 8.645300e+03 2.906102e+04 1.849900e+02 \n", + "75% 1.660000 4.329623e+05 1.110202e+05 1.502069e+05 6.243420e+03 \n", + "max 3.250000 6.250565e+07 2.274362e+07 2.047057e+07 2.546439e+06 \n", + "\n", + " Total Bags Small Bags Large Bags XLarge Bags year \n", + "count 1.824900e+04 1.824900e+04 1.824900e+04 18249.000000 18249.000000 \n", + "mean 2.396392e+05 1.821947e+05 5.433809e+04 3106.426507 2016.147899 \n", + "std 9.862424e+05 7.461785e+05 2.439660e+05 17692.894652 0.939938 \n", + "min 0.000000e+00 0.000000e+00 0.000000e+00 0.000000 2015.000000 \n", + "25% 5.088640e+03 2.849420e+03 1.274700e+02 0.000000 2015.000000 \n", + "50% 3.974383e+04 2.636282e+04 2.647710e+03 0.000000 2016.000000 \n", + "75% 1.107834e+05 8.333767e+04 2.202925e+04 132.500000 2017.000000 \n", + "max 1.937313e+07 1.338459e+07 5.719097e+06 551693.650000 2018.000000 " + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Basic statistical summary of the numeric features in our dataframe.\n", + "avocadoData.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "525649f0-825a-4554-bde5-0e38ee1b50e1", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Int64Index: 18249 entries, 0 to 11\n", + "Data columns (total 13 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 Date 18249 non-null object \n", + " 1 AveragePrice 18249 non-null float64\n", + " 2 Total Volume 18249 non-null float64\n", + " 3 4046 18249 non-null float64\n", + " 4 4225 18249 non-null float64\n", + " 5 4770 18249 non-null float64\n", + " 6 Total Bags 18249 non-null float64\n", + " 7 Small Bags 18249 non-null float64\n", + " 8 Large Bags 18249 non-null float64\n", + " 9 XLarge Bags 18249 non-null float64\n", + " 10 type 18249 non-null object \n", + " 11 year 18249 non-null int64 \n", + " 12 region 18249 non-null object \n", + "dtypes: float64(9), int64(1), object(3)\n", + "memory usage: 1.9+ MB\n" + ] + } + ], + "source": [ + "# Concise summary of various features in the dataframe.\n", + "avocadoData.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "8330ca8c-3f69-43b2-a588-5bc254f6f46a", + "metadata": {}, + "outputs": [], + "source": [ + "avocadoData['Date'] = pd.to_datetime(avocadoData.Date)\n", + "avocadoData.sort_values(by = ['Date'], inplace = True, ascending = True)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "ea2ea034-0e54-4834-b254-641523960e38", + "metadata": {}, + "outputs": [], + "source": [ + "meanDates = avocadoData.groupby(\"Date\").mean()" + ] + }, + { + "cell_type": "markdown", + "id": "f00da70d-2312-4c8b-a4f3-0e556949a984", + "metadata": {}, + "source": [ + "### Exploratory Data Analysis" + ] + }, + { + "cell_type": "markdown", + "id": "518c81eb-3bc0-46a0-9650-b71d3b89a15c", + "metadata": {}, + "source": [ + "* In the below visualization we are interested to see if there are any trends that occur with the prices of conventional avocados over a period of time." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "8cb1ab09-9c42-47f5-a240-7112e52514c9", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "conv = avocadoData[\"type\"] == \"conventional\"\n", + "fig = plt.figure(figsize = (26, 7))\n", + "plt.scatter(x=avocadoData[conv].Date, y=avocadoData[conv].AveragePrice, c=avocadoData[conv].AveragePrice, cmap=\"plasma\")\n", + "plt.xlabel(\"Date\")\n", + "plt.ylabel(\"Average Price (USD)\")\n", + "plt.title(\"Average Price of Conventional Avocados Over Time\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "c362b5b4-5cbf-44cf-b656-4fb4489bf630", + "metadata": {}, + "source": [ + "* In the below visualization we are interested to see if there are any trends that occur with the prices of organic avocados over a period of time." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "a7ab8224-24f2-4649-add1-6c10b99eb1b0", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "org = avocadoData[\"type\"] == \"organic\"\n", + "fig = plt.figure(figsize = (26, 7))\n", + "plt.scatter(x=avocadoData[org].Date, y=avocadoData[org].AveragePrice, c=avocadoData[org].AveragePrice, cmap=\"plasma\")\n", + "plt.xlabel(\"Date\")\n", + "plt.ylabel(\"Average Price (USD)\")\n", + "plt.title(\"Average Price of Organic Avocados Over Time\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "6f4bb7de-397d-4ffc-9867-47bc858de1b7", + "metadata": {}, + "source": [ + "### Observations\n", + "* Looks like every year avocado's are most expensive between August - November.\n", + "* There is a steep rise in the price in 2017.\n", + "* December - February seems to be the best months to purchase avocado's." + ] + }, + { + "cell_type": "markdown", + "id": "7e133dea-b909-444b-b186-83e243b02a9f", + "metadata": {}, + "source": [ + "### Average Prices by regions" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "d690cbc5-7e21-48da-ba00-603c28073b1f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 11))\n", + "ax = sns.barplot(x=\"AveragePrice\", y=\"region\", data= avocadoData)\n", + "plt.title(\"Avg.Price of Avocado by Region\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "8ac2024a-7bd5-4234-856f-2dd28fbe1935", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(5, 7))\n", + "ax = sns.barplot(x=\"type\", y=\"AveragePrice\", data= avocadoData)\n", + "plt.title(\"Avg.Price of Avocados by Type\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "0ade032a-91ce-45fd-ba62-a4d3b755f995", + "metadata": {}, + "source": [ + "### Correlation\n", + "There is high correlation between:\n", + "* 4046 & total volume. \n", + "* 4225 & total volume.\n", + "* 4770 & total volume.\n", + "* Total bags & total volume.\n", + "* Small bags & total bags.\n", + "* We can observe that 4046 avocados are the most sold type in US.\n", + "* Since there is high correlation between Total Bags, Total Volume & Small bags, \n", + " we assume most sales comes from small bags." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "03fc6ada-cfa9-4e2e-856d-8eb4104437c4", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12, 6))\n", + "sns.heatmap(avocadoData.corr(), cmap='coolwarm', annot=True)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "a3b0f6df-b3fa-4102-958b-079ddf4a3354", + "metadata": {}, + "source": [ + "As we can from the heatmap above, all the Features are not correlated with the Average Price column, instead most of them are correlated with each other. " + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "8a8680eb-d9bd-4844-a114-71795bca5aec", + "metadata": {}, + "outputs": [], + "source": [ + "# Features of interest.\n", + "\n", + "features = [\"4046\", \"4225\", \"4770\", \"Small Bags\", \"Large Bags\", \"XLarge Bags\", \"type\", \"year\", \"region\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "8b53c26c-e365-4534-b6c7-350b1abd1487", + "metadata": {}, + "outputs": [], + "source": [ + "# Split data into features (X) and targets (y).\n", + "\n", + "X = avocadoData[features]\n", + "y = avocadoData[\"AveragePrice\"]\n", + "y = np.log1p(y)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "14d8c3c0-7e64-49c2-9d87-f2f03728707d", + "metadata": {}, + "outputs": [], + "source": [ + "# Utility functions for onehot encoding.\n", + "\n", + "def one_hot_encode(data, dimensions, drop=False):\n", + " data = data.copy()\n", + " for dim in dimensions:\n", + " if(type(data.iloc[:,dim].values[0]) == str):\n", + " uniq = data.iloc[:, dim].unique()\n", + " for val in uniq:\n", + " data[f\"{data.columns[dim]}_{val}\"] = data.iloc[:,dim].apply(lambda x: 1 if x == val else 0)\n", + " if drop:\n", + " data.drop(data.columns[dimensions], axis=1, inplace=True)\n", + " return data" + ] + }, + { + "cell_type": "markdown", + "id": "4c5c4124-a522-4d82-8367-497b6e52335e", + "metadata": {}, + "source": [ + "### Handling Categorical Features\n", + "\n", + "* One hot encoding is used to to perform “binarization” of the category and include it as a feature to train the model.\n", + "* As we can see we have 54 regions and 2 unique types, so it's going to be easy to to transform the type & regions" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "cc9ff7b9-6f0e-4abf-a758-444c78e21881", + "metadata": {}, + "outputs": [], + "source": [ + "X = one_hot_encode(X, [6,8], True)" + ] + }, + { + "cell_type": "markdown", + "id": "d4f17b20-e452-4e54-8a0c-ccdd3423f1fa", + "metadata": {}, + "source": [ + "### Train Test Split\n", + "\n", + "The dataset has to be split into a training set and a test set. Here the dataset has 18249 observations and the testRatio is taken as 20% of the total observations. This indicates the test set should have 20% * 18249 = 3649 observations and training test should have 14600 observations respectively." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "92c6d1d5-1f16-4f47-a292-c87b66e67323", + "metadata": {}, + "outputs": [], + "source": [ + "train_len = len(X)\n", + "train_idxs = list(range(train_len))\n", + "np.random.shuffle(train_idxs)\n", + "split = int(np.floor(0.2 * train_len))\n", + "Xtest = X.iloc[:split, :].values\n", + "Xtrain = X.iloc[split:, :].values\n", + "ytest = y.iloc[:split].values\n", + "ytrain = y.iloc[split:].values" + ] + }, + { + "cell_type": "markdown", + "id": "f5998acd-8e91-4f98-85e5-743ae86253bb", + "metadata": {}, + "source": [ + "### Training the linear model\n", + "\n", + "Regression analysis is the most widely used method of prediction. Linear regression is used when the dataset has a linear correlation and as the name suggests, multiple linear regression has one independent variable (predictor) and one or more dependent variable(response).\n", + "\n", + "The simple linear regression equation is represented as y = $a + b_{1}x_{1} + b_{2}x_{2} + b_{3}x_{3} + ... + b_{n}x_{n}$ where $x_{i}$ is the ith explanatory variable, y is the dependent variable, $b_{i}$ is ith coefficient and a is the intercept.\n", + "\n", + "To perform linear regression we'll be using `LinearRegression()` api from mlpack." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "841c5115-73ff-4dc2-8ba0-a72eca7e3115", + "metadata": {}, + "outputs": [], + "source": [ + "# Create and train Linear Regression model.\n", + "output = mlpack.linear_regression(training=Xtrain, training_responses=ytrain, lambda_=0.5, verbose=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "00be0879-6ad3-4877-bb42-7cb9c7e07fd9", + "metadata": {}, + "outputs": [], + "source": [ + "model = output[\"output_model\"]" + ] + }, + { + "cell_type": "markdown", + "id": "61487b8e-852d-44ed-a867-48bd3ee9e171", + "metadata": {}, + "source": [ + "### Making Predictions on Test set" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "18bd0698-09e9-4afb-9ab8-006ff6c1c2a8", + "metadata": {}, + "outputs": [], + "source": [ + "# Predict the values of the test data.\n", + "predictions = mlpack.linear_regression(input_model=model, test=Xtest)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "8bce9ee6-3047-4cab-b08f-8a3866374be1", + "metadata": {}, + "outputs": [], + "source": [ + "yPreds = predictions[\"output_predictions\"].reshape(-1, 1).squeeze()" + ] + }, + { + "cell_type": "markdown", + "id": "50f3cfde-fc8d-4be7-882f-12dd99163dff", + "metadata": {}, + "source": [ + "### Model Evaluation\n", + "Test data is visualized with `yTest` and `yPreds`, the blue points indicates the data points and the blue line indicates the regression line or best fit line." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "aeea1f4b-80c1-4ae7-9733-e0e2089eab6b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "data = pd.DataFrame({'Y Test':ytest , 'Pred':yPreds},columns=['Y Test','Pred'])\n", + "sns.lmplot(x='Y Test', y='Pred', data=data, palette='rainbow')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "60c8d01e-d5ff-48fc-8cd3-6ac3c88649b1", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(6, 4))\n", + "sns.histplot(ytest - yPreds)\n", + "plt.title(\"Distribution of residuals\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "a724a32e-61bb-49a3-971c-2639d2311430", + "metadata": {}, + "source": [ + "## Evaluation Metrics for Regression model\n", + "\n", + "In the Previous cell we have visualized our model performance by plotting the best fit line. Now we will use various evaluation metrics to understand how well our model has performed.\n", + "\n", + "* Mean Absolute Error (MAE) is the sum of absolute differences between actual and predicted values, without considering the direction.\n", + "$$ MAE = \\frac{\\sum_{i=1}^n\\lvert y_{i} - \\hat{y_{i}}\\rvert} {n} $$\n", + "* Mean Squared Error (MSE) is calculated as the mean or average of the squared differences between predicted and expected target values in a dataset, a lower value is better\n", + "$$ MSE = \\frac {1}{n} \\sum_{i=1}^n (y_{i} - \\hat{y_{i}})^2 $$\n", + "* Root Mean Squared Error (RMSE), Square root of MSE yields root mean square error (RMSE) it indicates the spread of the residual errors. It is always positive, and a lower value indicates better performance.\n", + "$$ RMSE = \\sqrt{\\frac {1}{n} \\sum_{i=1}^n (y_{i} - \\hat{y_{i}})^2} $$" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "ebd976fd-078f-4ef4-817d-e27b258a32b7", + "metadata": {}, + "outputs": [], + "source": [ + "# Utility functions for evaulation metrics.\n", + "\n", + "def mae(y_true, y_preds):\n", + " return np.mean(np.abs(y_preds - y_true))\n", + "\n", + "def mse(y_true, y_preds):\n", + " return np.mean(np.power(y_preds - y_true, 2))" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "ce01c5c7-bca1-4a0b-b08e-64f348b96ced", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "---- Evaluation Metrics ----\n", + "Mean Absoulte Error: 0.06\n", + "Mean Squared Error: 0.01\n", + "Root Mean Squared Error: 0.08\n" + ] + } + ], + "source": [ + "print(\"---- Evaluation Metrics ----\")\n", + "print(f\"Mean Absoulte Error: {mae(ytest, yPreds):.2f}\")\n", + "print(f\"Mean Squared Error: {mse(ytest, yPreds):.2f}\")\n", + "print(f\"Root Mean Squared Error: {np.sqrt(mse(ytest, yPreds)):.2f}\")" + ] + }, + { + "cell_type": "markdown", + "id": "2b9903d3-fe7d-4710-8be7-e2ebff50e47d", + "metadata": {}, + "source": [ + "From the above metrics, we can notice that our model MAE is ~0.06, which is relatively small compared to our average price of $1.405, from this and the above plot we can conclude our model is a reasonably good fit." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.8" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/mnist_vae_cnn/generate_images.py b/mnist_vae_cnn/generate_images.py new file mode 100644 index 00000000..a36f69ca --- /dev/null +++ b/mnist_vae_cnn/generate_images.py @@ -0,0 +1,77 @@ +""" +@file generate_images.py +@author Atharva Khandait + +Generates jpg files from csv. + +mlpack is free software; you may redistribute it and/or modify it under the +terms of the 3-clause BSD license. You should have received a copy of the +3-clause BSD license along with mlpack. If not, see +http://www.opensource.org/licenses/BSD-3-Clause for more information. +""" + +from PIL import Image +import numpy as np + +def ImagesFromCSV(filename, + imgShape = (28, 28), + destination = 'samples', + saveIndividual = False): + + # Import the data into a numpy matrix. + samples = np.genfromtxt(filename, delimiter = ',', dtype = np.uint8) + + # Reshape and save it as an image in the destination. + tempImage = Image.fromarray(np.reshape(samples[:, 0], imgShape), 'L') + if saveIndividual: + tempImage.save(destination + '/sample0.jpg') + + # All the images will be concatenated to this for a combined image. + allSamples = tempImage + + for i in range(1, samples.shape[1]): + tempImage = np.reshape(samples[:, i], imgShape) + + allSamples = np.concatenate((allSamples, tempImage), axis = 1) + + tempImage = Image.fromarray(tempImage, 'L') + if saveIndividual: + tempImage.save(destination + '/sample' + str(i) + '.jpg') + + tempImage = allSamples + allSamples = Image.fromarray(allSamples, 'L') + allSamples.save(destination + '/allSamples' + '.jpg') + + print ('Samples saved in ' + destination + '/.') + + return tempImage + +# Save posterior samples. +ImagesFromCSV('./samples_csv_files/samples_posterior.csv', destination = + 'samples_posterior') + +# Save prior samples with individual latent varying. +latentSize = 10 +allLatent = ImagesFromCSV('./samples_csv_files/samples_prior_latent0.csv', + destination = 'samples_prior') + +for i in range(1, latentSize): + allLatent = np.concatenate((allLatent, + (ImagesFromCSV('./samples_csv_files/samples_prior_latent' + str(i) + '.csv', + destination = 'samples_prior'))), axis = 0) + +saved = Image.fromarray(allLatent, 'L') +saved.save('./samples_prior/allLatent.jpg') + +# Save prior samples with 2d latent varying. +nofSamples = 20 +allLatent = ImagesFromCSV('./samples_csv_files/samples_prior_latent_2d0.csv', + destination = 'latent') + +for i in range(1, nofSamples): + allLatent = np.concatenate((allLatent, + (ImagesFromCSV('./samples_csv_files/samples_prior_latent_2d' + str(i) + + '.csv', destination = 'samples_prior'))), axis = 0) + +saved = Image.fromarray(allLatent, 'L') +saved.save('./samples_prior/2dLatent.jpg') diff --git a/mnist_vae_cnn/latent/allSamples.jpg b/mnist_vae_cnn/latent/allSamples.jpg new file mode 100644 index 00000000..1527e60b Binary files /dev/null and b/mnist_vae_cnn/latent/allSamples.jpg differ diff --git a/mnist_vae_cnn/mnist_vae_cnn.cpp b/mnist_vae_cnn/mnist_vae_cnn.cpp index e6247f23..206451d6 100644 --- a/mnist_vae_cnn/mnist_vae_cnn.cpp +++ b/mnist_vae_cnn/mnist_vae_cnn.cpp @@ -46,8 +46,10 @@ int main() constexpr int batchSize = 64; // The step size of the optimizer. constexpr double stepSize = 0.001; - // The maximum number of possible iteration - constexpr int maxIteration = 0; + // Number of epochs/ cycle + constexpr int epochs = 1; + // Number of cycles + constexpr int cycles = 10; // Whether to load a model to train. constexpr bool loadModel = false; // Whether to save the trained model. @@ -60,9 +62,18 @@ int main() // Entire dataset(without labels) is loaded from a CSV file. // Each column represents a data point. arma::mat fullData; - data::Load("../data/mnist_train.csv", fullData, true, false); + data::Load("../data/mnist_train.csv", fullData, true, true); + + // Originally on Kaggle dataset CSV file has header, so it's necessary to + // get rid of this row, in Armadillo representation it's the first column. + fullData = + fullData.submat(0, 1, fullData.n_rows -1, fullData.n_cols -1); fullData /= 255.0; + // Get rid of the labels + fullData = + fullData.submat(1, 0, fullData.n_rows - 1, fullData.n_cols -1); + if (isBinary) { fullData = arma::conv_to::from( @@ -75,10 +86,13 @@ int main() arma::mat train, validation; data::Split(fullData, validation, train, trainRatio); - + // Loss is calculated on train_test data after each cycle. - arma::mat train_test, dump; - data::Split(train, dump, train_test, 0.045); + arma::mat trainTest, dump; + data::Split(train, dump, trainTest, 0.045); + + // No of iterations of the optimizer. + int iterPerCycle = (epochs * train.n_cols); /** * Model architecture: @@ -102,7 +116,7 @@ int main() * size 5x5, stride = 1, padding = 0) ---> 14x14x16 * 14x14x16 ------------- Leaky ReLU ------------> 14x14x16 * 14x14x16 ---- transposed conv (1 filter of - * size 15x15, stride = 1, padding = 1) -> 28x28x1 + * size 15x15, stride = 0, padding = 1) -> 28x28x1 */ // Creating the VAE model. @@ -171,10 +185,13 @@ int main() 0, // Padding width. 0, // Padding height. 10, // Input width. - 10); // Input height. + 10, // Input height. + 14, // Output width. + 14); // Output height. decoder->Add>(); - decoder->Add>(16, 1, 15, 15, 1, 1, 1, 1, 14, 14); + decoder->Add> + (16, 1, 15, 15, 1, 1, 0, 0, 14, 14, 28, 28); vaeModel.Add(decoder); } @@ -189,27 +206,37 @@ int main() 0.9, // Exponential decay rate for the first moment estimates. 0.999, // Exponential decay rate for the weighted infinity norm estimates. 1e-8, // Value used to initialise the mean squared gradient parameter. - maxIteration, // Max number of iterations. + iterPerCycle, // Max number of iterations. 1e-8, // Tolerance. true); + + const clock_t beginTime = clock(); + // Cycles for monitoring the progress. + for (int i = 0; i < cycles; i++) + { + // Train neural network. If this is the first iteration, weights are + // random, using current values as starting point otherwise. + vaeModel.Train(train, + train, + optimizer, + ens::PrintLoss(), + ens::ProgressBar(), + ens::Report()); + + // Don't reset optimizer's parameters between cycles. + optimizer.ResetPolicy() = false; + + std::cout << "Loss after cycle " << i << " -> " << + MeanTestLoss(vaeModel, trainTest, batchSize) << std::endl; + } - std::cout << "Initial loss -> " - << MeanTestLoss(vaeModel, train_test, 50) << std::endl; - - // Train neural network. If this is the first iteration, weights are - // random, using current values as starting point otherwise. - vaeModel.Train(train, - train, - optimizer, - ens::PrintLoss(), - ens::ProgressBar(), - // Stop the training using Early Stop at min loss. - ens::EarlyStopAtMinLoss()); + std::cout << "Time taken to train -> " << float(clock() - beginTime) / + CLOCKS_PER_SEC << " seconds" << std::endl; // Save the model if specified. if (saveModel) { - data::Save("vae/saved_models/vaeCNN.bin", "vaeCNN", vaeModel); + data::Save("./saved_models/vaeCNN.bin", "vaeCNN", vaeModel); std::cout << "Model saved in vae/saved_models." << std::endl; } } diff --git a/mnist_vae_cnn/samples_posterior/allSamples.jpg b/mnist_vae_cnn/samples_posterior/allSamples.jpg new file mode 100644 index 00000000..092300d9 Binary files /dev/null and b/mnist_vae_cnn/samples_posterior/allSamples.jpg differ diff --git a/mnist_vae_cnn/samples_prior/2dLatent.jpg b/mnist_vae_cnn/samples_prior/2dLatent.jpg new file mode 100644 index 00000000..a8883d45 Binary files /dev/null and b/mnist_vae_cnn/samples_prior/2dLatent.jpg differ diff --git a/mnist_vae_cnn/samples_prior/allLatent.jpg b/mnist_vae_cnn/samples_prior/allLatent.jpg new file mode 100644 index 00000000..d80d1549 Binary files /dev/null and b/mnist_vae_cnn/samples_prior/allLatent.jpg differ diff --git a/mnist_vae_cnn/samples_prior/allSamples.jpg b/mnist_vae_cnn/samples_prior/allSamples.jpg new file mode 100644 index 00000000..77d7f1e6 Binary files /dev/null and b/mnist_vae_cnn/samples_prior/allSamples.jpg differ diff --git a/mnist_vae_cnn/vae_generate.cpp b/mnist_vae_cnn/vae_generate.cpp new file mode 100644 index 00000000..14d6d461 --- /dev/null +++ b/mnist_vae_cnn/vae_generate.cpp @@ -0,0 +1,185 @@ +/** + * @file vae_generate.cpp + * @author Atharva Khandait + * + * Generate MNIST using trained VAE model. + * + * mlpack is free software; you may redistribute it and/or modify it under the + * terms of the 3-clause BSD license. You should have received a copy of the + * 3-clause BSD license along with mlpack. If not, see + * http://www.opensource.org/licenses/BSD-3-Clause for more information. + */ +#include +#include +#include + +#include +#include +#include +#include +#include +#include + +#include "vae_utils.hpp" + +using namespace mlpack; +using namespace mlpack::ann; + +// Convenience typedef +typedef FFN >, + HeInitialization> ReconModel; + +int main() +{ + // Whether to load training data. + constexpr bool loadData = true; + // The number of samples to generate. + constexpr size_t nofSamples = 20; + // Whether modelled on binary data. + constexpr bool isBinary = false; + // the latent size of the VAE model. + constexpr size_t latentSize = 20; + + arma::mat fullData, train, validation; + + if (loadData) + { + data::Load("../data/mnist_train.csv", fullData, true, false); + // Get rid of the header. + fullData = + fullData.submat(0, 1, fullData.n_rows - 1, fullData.n_cols -1); + fullData /= 255.0; + // Get rid of the labels. + fullData = + fullData.submat(1, 0, fullData.n_rows - 1, fullData.n_cols - 1); + + if (isBinary) + { + fullData = arma::conv_to::from(arma::randu + (fullData.n_rows, fullData.n_cols) <= fullData); + } + else + fullData = (fullData - 0.5) * 2; + + data::Split(fullData, validation, train, 0.8); + } + + arma::arma_rng::set_seed_random(); + + // It doesn't matter what type of network we initialize, as we only need to + // forward pass throught it and not initialize weights or take loss. + FFN<> vaeModel; + + // Load the trained model. + if (isBinary) + { + data::Load("./saved_models/vaeBinaryMS.xml", "vaeBinaryMS", vaeModel); + vaeModel.Add >(); + } + else + { + data::Load("./saved_models/vaeCNN.bin", "vaeMS", vaeModel); + } + + arma::mat gaussianSamples, outputDists, samples; + + /* + * Sampling from the prior. + */ + gaussianSamples = arma::randn(latentSize, nofSamples); + + // Forward pass only through the decoder(and Sigmod layer in case of binary). + vaeModel.Forward(gaussianSamples, + outputDists, + 3 /* Index of the decoder */, + 3 + (size_t)isBinary /* Index of the last layer */); + + GetSample(outputDists, samples, isBinary); + // Save the prior samples as csv. + data::Save("./samples_csv_files/samples_prior.csv", samples, false, false); + + /* + * Sampling from the prior by varying all latent variables. + */ + arma::mat gaussianVaried; + + for (size_t i = 0; i < latentSize; i++) + { + gaussianSamples = arma::randn(latentSize, 1); + gaussianVaried = arma::zeros(latentSize, nofSamples); + gaussianVaried.each_col() = gaussianSamples; + + for (size_t j = 0; j < nofSamples; j++) + { + gaussianVaried.col(j)(i) = -1.5 + j * (3.0 / nofSamples); + } + + // Forward pass only through the decoder + // (and Sigmod layer in case of binary). + vaeModel.Forward(gaussianVaried, + outputDists, + 3 /* Index of the decoder */, + 3 + (size_t)isBinary /* Index of the last layer */); + + GetSample(outputDists, samples, isBinary); + // Save the prior samples as csv. + data::Save( + "./samples_csv_files/samples_prior_latent" + std::to_string(i) + ".csv", + samples, + false, + false); + } + + /* + * Sampling from the prior by varying two latent variables in 2d. + */ + size_t latent1 = 3; // Latent variable to be varied vertically. + size_t latent2 = 4; // Latent variable to be varied horizontally. + + for (size_t i = 0; i < nofSamples; i++) + { + gaussianVaried = arma::zeros(latentSize, nofSamples); + + for (size_t j = 0; j < nofSamples; j++) + { + // Set the vertical variable to a constant value for the outer loop. + gaussianVaried.col(j)(latent1) = 1.5 - i * (3.0 / nofSamples); + // Vary the horizontal variable from -1.5 to 1.5. + gaussianVaried.col(j)(latent2) = -1.5 + j * (3.0 / nofSamples); + } + + // Forward pass only through the decoder + // (and Sigmod layer in case of binary). + vaeModel.Forward(gaussianVaried, + outputDists, + 3 /* Index of the decoder */, + 3 + (size_t)isBinary /* Index of the last layer */); + + GetSample(outputDists, samples, isBinary); + // Save the prior samples as csv. + data::Save("./samples_csv_files/samples_prior_latent_2d" + std::to_string(i) + + ".csv", samples, false, false); + } + + /* + * Sampling from the posterior. + */ + if (loadData) + { + // Forward pass through the entire network given an input datapoint. + vaeModel.Forward(validation.cols(0, 19), + outputDists, + 1 /* Index of the encoder */, + 3 + (size_t)isBinary /* Index of the last layer */); + + GetSample(outputDists, samples, isBinary); + // Save the posterior samples as csv. + data::Save( + "./samples_csv_files/samples_posterior.csv", + samples, + false, + false); + } +} diff --git a/mnist_vae_cnn/vae_utils.hpp b/mnist_vae_cnn/vae_utils.hpp index 644ea3f5..6438402a 100644 --- a/mnist_vae_cnn/vae_utils.hpp +++ b/mnist_vae_cnn/vae_utils.hpp @@ -21,7 +21,7 @@ using namespace mlpack::ann; // Calculates mean loss over batches. template, HeInitialization>, typename DataType = arma::mat> -double MeanTestLoss(NetworkType model, DataType testSet, size_t batchSize) +double MeanTestLoss(NetworkType& model, DataType& testSet, size_t batchSize) { double loss = 0; size_t nofPoints = testSet.n_cols; @@ -49,7 +49,7 @@ double MeanTestLoss(NetworkType model, DataType testSet, size_t batchSize) // Sample from the output distribution and post-process the outputs(because // we pre-processed it before passing it to the model). template -void GetSample(DataType input, DataType& samples, bool isBinary) +void GetSample(DataType &input, DataType& samples, bool isBinary) { if (isBinary) { diff --git a/salary_prediction_with_linear_regression/salary-prediction-linear-regression-cpp.ipynb b/salary_prediction_with_linear_regression/salary-prediction-linear-regression-cpp.ipynb new file mode 100644 index 00000000..fd8f62f4 --- /dev/null +++ b/salary_prediction_with_linear_regression/salary-prediction-linear-regression-cpp.ipynb @@ -0,0 +1,396 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "94323844", + "metadata": {}, + "source": [ + "## Predicting Salary using Linear Regression\n", + "\n", + "### Objective\n", + "* We have to predict the salary of an employee given how many years of experience they have.\n", + "\n", + "### Dataset\n", + "* Salary_Data.csv has 2 columns — “Years of Experience” (feature) and “Salary” (target) for 30 employees in a company\n", + "\n", + "### Approach\n", + "* So in this example, we will train a Linear Regression model to learn the correlation between the number of years of experience of each employee and their respective salary. \n", + "* Once the model is trained, we will be able to do some sample predictions." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "189dc5ff-22c4-4502-89a8-75e5ce51f3e1", + "metadata": {}, + "outputs": [], + "source": [ + "!wget -q https://mlpack.org/datasets/Salary_Data.csv" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "behavioral-cycling", + "metadata": {}, + "outputs": [], + "source": [ + "// Import necessary library header.\n", + "#include \n", + "\n", + "#include \n", + "#include \n", + "#include \n", + "#include " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "db43325d", + "metadata": {}, + "outputs": [], + "source": [ + "#define WITHOUT_NUMPY 1\n", + "#include \"matplotlibcpp.h\"\n", + "#include \"xwidgets/ximage.hpp\"\n", + "\n", + "namespace plt = matplotlibcpp;" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "9065ebb1", + "metadata": {}, + "outputs": [], + "source": [ + "using namespace mlpack;\n", + "using namespace mlpack::regression;" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "victorian-donna", + "metadata": {}, + "outputs": [], + "source": [ + "// Load the dataset into armadillo matrix.\n", + "\n", + "arma::mat inputs;\n", + "data::Load(\"Salary_Data.csv\", inputs);" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "deluxe-present", + "metadata": {}, + "outputs": [], + "source": [ + "// Drop the first row as they represent header.\n", + "\n", + "inputs.shed_col(0);" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "desirable-experience", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Years Of Experience Salary\n", + " 1.1000e+00 3.9343e+04\n", + " 1.3000e+00 4.6205e+04\n", + " 1.5000e+00 3.7731e+04\n", + " 2.0000e+00 4.3525e+04\n", + " 2.2000e+00 3.9891e+04\n", + " 2.9000e+00 5.6642e+04\n", + "\n" + ] + } + ], + "source": [ + "// Display the first 5 rows of the input data.\n", + "\n", + "std::cout << std::setw(18) << \"Years Of Experience\" << std::setw(10) << \"Salary\" << std::endl;\n", + "std::cout << inputs.submat(0, 0, inputs.n_rows-1, 5).t() << std::endl;" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "associate-fifteen", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "912d932e54c14571a0ac726764dac35f", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "A Jupyter widget with unique id: 912d932e54c14571a0ac726764dac35f" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "// Plot the input data.\n", + "\n", + "std::vector x = arma::conv_to>::from(inputs.row(0));\n", + "std::vector y = arma::conv_to>::from(inputs.row(1));\n", + "\n", + "plt::figure_size(800, 800);\n", + "\n", + "plt::scatter(x, y, 12, {{\"color\",\"coral\"}});\n", + "plt::xlabel(\"Years of Experience\");\n", + "plt::ylabel(\"Salary in $\");\n", + "plt::title(\"Experience vs. Salary\");\n", + "\n", + "plt::save(\"./scatter.png\");\n", + "auto img = xw::image_from_file(\"scatter.png\").finalize();\n", + "img" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "coordinate-canvas", + "metadata": {}, + "outputs": [], + "source": [ + "// Split the data into features (X) and target (y) variables\n", + "// targets are the last row.\n", + "\n", + "arma::Row targets = arma::conv_to>::from(inputs.row(inputs.n_rows - 1));" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "blank-mexican", + "metadata": {}, + "outputs": [], + "source": [ + "// Labels are dropped from the originally loaded data to be used as features.\n", + "\n", + "inputs.shed_row(inputs.n_rows - 1);" + ] + }, + { + "cell_type": "markdown", + "id": "8da116b5-83f2-4acd-8ac3-0d68adbd83ca", + "metadata": {}, + "source": [ + "### Train Test Split\n", + "The dataset has to be split into a training set and a test set.\n", + "This can be done using the `data::Split()` api from mlpack.\n", + "Here the dataset has 30 observations and the `testRatio` is taken as 40% of the total observations.\n", + "This indicates the test set should have 40% * 30 = 12 observations and training test should have 18 observations respectively." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "mechanical-laundry", + "metadata": {}, + "outputs": [], + "source": [ + "// Split the dataset into train and test sets using mlpack.\n", + "\n", + "arma::mat Xtrain;\n", + "arma::mat Xtest;\n", + "arma::Row Ytrain;\n", + "arma::Row Ytest;\n", + "data::Split(inputs, targets, Xtrain, Xtest, Ytrain, Ytest, 0.4);" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "friendly-petersburg", + "metadata": {}, + "outputs": [], + "source": [ + "// Convert armadillo Rows into rowvec. (Required by mlpacks' LinearRegression API in this format).\n", + "\n", + "arma::rowvec yTrain = arma::conv_to::from(Ytrain);\n", + "arma::rowvec yTest = arma::conv_to::from(Ytest);" + ] + }, + { + "cell_type": "markdown", + "id": "99955e22", + "metadata": {}, + "source": [ + "## Linear Model\n", + "\n", + "Regression analysis is the most widely used method of prediction. Linear regression is used when the dataset has a linear correlation and as the name suggests, \n", + "simple linear regression has one independent variable (predictor) and one dependent variable(response).\n", + "\n", + "The simple linear regression equation is represented as $y = a+bx$ where $x$ is the explanatory variable, $y$ is the dependent variable, $b$ is coefficient and $a$ is the intercept\n", + "\n", + "To perform linear regression we'll be using `LinearRegression()` api from mlpack." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "published-illustration", + "metadata": {}, + "outputs": [], + "source": [ + "// Create and Train Linear Regression model.\n", + "\n", + "regression::LinearRegression lr(Xtrain, yTrain, 0.5);" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "detailed-mystery", + "metadata": {}, + "outputs": [], + "source": [ + "// Make predictions for test data points.\n", + "\n", + "arma::rowvec yPreds;\n", + "lr.Predict(Xtest, yPreds);" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "indian-ambassador", + "metadata": {}, + "outputs": [], + "source": [ + "// Convert armadillo vectors and matrices to vector for plotting purpose.\n", + "\n", + "std::vector XtestPlot = arma::conv_to>::from(Xtest);\n", + "std::vector yTestPlot = arma::conv_to>::from(yTest);\n", + "std::vector yPredsPlot = arma::conv_to>::from(yPreds);" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "related-approach", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "88f7de7663bd431382ce760f7f8a08a0", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + "A Jupyter widget with unique id: 88f7de7663bd431382ce760f7f8a08a0" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "// Visualize Predicted datapoints.\n", + "plt::figure_size(800, 800);\n", + "\n", + "plt::scatter(XtestPlot, yTestPlot, 12, {{\"color\", \"coral\"}});\n", + "plt::plot(XtestPlot,yPredsPlot);\n", + "plt::xlabel(\"Years of Experience\");\n", + "plt::ylabel(\"Salary in $\");\n", + "plt::title(\"Predicted Experience vs. Salary\");\n", + "\n", + "plt::save(\"./scatter1.png\");\n", + "auto img = xw::image_from_file(\"scatter1.png\").finalize();\n", + "img" + ] + }, + { + "cell_type": "markdown", + "id": "0a10abbb-6b3a-423f-a573-1c650ac60b85", + "metadata": {}, + "source": [ + "Test data is visualized with `XtestPlot` and `yPredsPlot`, the coral points indicates the data points and the blue line indicates the regression line or best fit line." + ] + }, + { + "cell_type": "markdown", + "id": "c24be191-959f-4244-8921-c1ee0ea98b3b", + "metadata": {}, + "source": [ + "## Evaluation Metrics for Regression model\n", + "\n", + "In the Previous cell we have visualized our model performance by plotting the best fit line. Now we will use various evaluation metrics to understand how well our model has performed.\n", + "\n", + "* Mean Absolute Error (MAE) is the sum of absolute differences between actual and predicted values, without considering the direction.\n", + "$$ MAE = \\frac{\\sum_{i=1}^n\\lvert y_{i} - \\hat{y_{i}}\\rvert} {n} $$\n", + "* Mean Squared Error (MSE) is calculated as the mean or average of the squared differences between predicted and expected target values in a dataset, a lower value is better\n", + "$$ MSE = \\frac {1}{n} \\sum_{i=1}^n (y_{i} - \\hat{y_{i}})^2 $$\n", + "* Root Mean Squared Error (RMSE), Square root of MSE yields root mean square error (RMSE) it indicates the spread of the residual errors. It is always positive, and a lower value indicates better performance.\n", + "$$ RMSE = \\sqrt{\\frac {1}{n} \\sum_{i=1}^n (y_{i} - \\hat{y_{i}})^2} $$" + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "id": "british-moment", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mean Absolute Error: 5753.06\n", + "Mean Squared Error: 3.9482e+07\n", + "Root Mean Squared Error: 6283.47\n" + ] + } + ], + "source": [ + "// Model evaluation metrics.\n", + "\n", + "std::cout << \"Mean Absolute Error: \" << arma::mean(arma::abs(yPreds - yTest)) << std::endl;\n", + "std::cout << \"Mean Squared Error: \" << arma::mean(arma::pow(yPreds - yTest,2)) << std::endl;\n", + "std::cout << \"Root Mean Squared Error: \" << sqrt(arma::mean(arma::pow(yPreds - yTest,2))) << std::endl;" + ] + }, + { + "cell_type": "markdown", + "id": "17cd38d7-214a-4f5a-8c4d-0517f834e804", + "metadata": {}, + "source": [ + "From the above metrics we can notice that our model MAE is ~5K, which is relatively small compared to our average salary of $76003, from this we can conclude our model is resonably good fit." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "C++14", + "language": "C++14", + "name": "xcpp14" + }, + "language_info": { + "codemirror_mode": "text/x-c++src", + "file_extension": ".cpp", + "mimetype": "text/x-c++src", + "name": "c++", + "version": "14" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/salary_prediction_with_linear_regression/salary-prediction-linear-regression-py.ipynb b/salary_prediction_with_linear_regression/salary-prediction-linear-regression-py.ipynb new file mode 100644 index 00000000..20a66613 --- /dev/null +++ b/salary_prediction_with_linear_regression/salary-prediction-linear-regression-py.ipynb @@ -0,0 +1,528 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "technical-identification", + "metadata": {}, + "source": [ + "## Predicting Salary using Linear Regression\n", + "\n", + "### Objective\n", + "* We have to predict the salary of an employee given how many years of experience they have.\n", + "\n", + "### Dataset\n", + "* Salary_Data.csv has 2 columns — “Years of Experience” and “Salary” for 30 employees in a company\n", + "\n", + "### Approach\n", + "* So in this example, we will train a Linear Regression model to learn the correlation between the number of years of experience of each employee and their respective salary. \n", + "* Once the model is trained, we will be able to do some sample predictions." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "449a2f52", + "metadata": {}, + "outputs": [], + "source": [ + "# Import Libraries.\n", + "\n", + "import mlpack\n", + "import numpy as np\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "786e154b", + "metadata": {}, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "# Uncomment below line to enable dark background style sheet.\n", + "# plt.style.use('dark_background')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "9c7de4da", + "metadata": {}, + "outputs": [], + "source": [ + "# Load the salary dataset.\n", + "data = pd.read_csv(\"https://mlpack.org/datasets/Salary_Data.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "1d59786b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " YearsExperience Salary\n", + "count 30.000000 30.000000\n", + "mean 5.313333 76003.000000\n", + "std 2.837888 27414.429785\n", + "min 1.100000 37731.000000\n", + "25% 3.200000 56720.750000\n", + "50% 4.700000 65237.000000\n", + "75% 7.700000 100544.750000\n", + "max 10.500000 122391.000000" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Generates basic statistical summary of the dataframe.\n", + "data.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "8d8410cd", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 30 entries, 0 to 29\n", + "Data columns (total 2 columns):\n", + " # Column Non-Null Count Dtype \n", + "--- ------ -------------- ----- \n", + " 0 YearsExperience 30 non-null float64\n", + " 1 Salary 30 non-null float64\n", + "dtypes: float64(2)\n", + "memory usage: 608.0 bytes\n" + ] + } + ], + "source": [ + "# Generates a concise summary of the dataframe.\n", + "data.info()" + ] + }, + { + "cell_type": "markdown", + "id": "78f2eea6", + "metadata": {}, + "source": [ + "### Exploratory Data Analysis" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "ef71b4dc", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Scatter plot of Experience vs Salary.\n", + "data.plot(x=\"YearsExperience\", y=\"Salary\",\n", + " kind=\"scatter\", title=\"Experience vs Salary\")\n", + "plt.xlabel(\"Years of Experience\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "739be4d1-2a46-49f1-9bc5-b07d598cbe28", + "metadata": {}, + "source": [ + "### Train Test Split\n", + "The dataset has to be split into a training set and a test set.\n", + "This can be done using the `preprocess_split()` api from mlpack.\n", + "Here the dataset has 30 observations and the `testRatio` is taken as 40% of the total observations.\n", + "This indicates the test set should have 40% * 30 = 12 observations and training test should have 18 observations respectively." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "2cd31a2a", + "metadata": {}, + "outputs": [], + "source": [ + "# Split data into features (X) and targets (y).\n", + "\n", + "targets = data.Salary\n", + "features = data.drop(\"Salary\", axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "9e82b675", + "metadata": {}, + "outputs": [], + "source": [ + "# Split the dataset using mlpack's preprocess_split method.\n", + "splitData = mlpack.preprocess_split(input=features, input_labels=targets, test_ratio=0.4, seed=101)" + ] + }, + { + "cell_type": "markdown", + "id": "91e0b6b8", + "metadata": {}, + "source": [ + "### Training the linear model\n", + "\n", + "Regression analysis is the most widely used method of prediction. Linear regression is used when the dataset has a linear correlation and as the name suggests, simple linear regression has one independent variable (predictor) and one dependent variable(response).\n", + "\n", + "The simple linear regression equation is represented as y = a+bx where x is the explanatory variable, y is the dependent variable, b is coefficient and a is the intercept\n", + "\n", + "To perform linear regression we'll be using `LinearRegression()` api from mlpack." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "5a642645", + "metadata": {}, + "outputs": [], + "source": [ + "# Create and train Linear Regression model.\n", + "output = mlpack.linear_regression(training=splitData[\"training\"],\n", + " training_responses=splitData[\"training_labels\"], \n", + " lambda_=0.5, verbose=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "8b2e2bb4", + "metadata": {}, + "outputs": [], + "source": [ + "model = output[\"output_model\"]" + ] + }, + { + "cell_type": "markdown", + "id": "bf6ce883", + "metadata": {}, + "source": [ + "### Making Predictions on Test set" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "e41657ad", + "metadata": {}, + "outputs": [], + "source": [ + "# Predict the values of the test data.\n", + "predictions = mlpack.linear_regression(input_model=model, test=splitData[\"test\"])" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "d3734f1a", + "metadata": {}, + "outputs": [], + "source": [ + "yPreds = predictions[\"output_predictions\"].reshape(-1, 1)" + ] + }, + { + "cell_type": "markdown", + "id": "53843549", + "metadata": {}, + "source": [ + "### Model Evaluation\n", + "Test data is visualized with `splitData[\"test\"]` and `yPreds`, the coral points indicates the data points and the blue line indicates the regression line or best fit line." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "531b842d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the linear model.\n", + "plt.scatter(splitData[\"test\"], splitData[\"test_labels\"])\n", + "plt.xlabel(\"Years of Experience\")\n", + "plt.ylabel(\"Salary in $\")\n", + "plt.title(\"Experience vs Salary (Predictions)\")\n", + "plt.plot(splitData[\"test\"], yPreds)\n", + "plt.legend([\"Linear Model\"])\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "twenty-qualification", + "metadata": {}, + "source": [ + "## Evaluation Metrics for Regression model\n", + "\n", + "In the Previous cell we have visualized our model performance by plotting the best fit line. Now we will use various evaluation metrics to understand how well our model has performed.\n", + "\n", + "* Mean Absolute Error (MAE) is the sum of absolute differences between actual and predicted values, without considering the direction.\n", + "$$ MAE = \\frac{\\sum_{i=1}^n\\lvert y_{i} - \\hat{y_{i}}\\rvert} {n} $$\n", + "* Mean Squared Error (MSE) is calculated as the mean or average of the squared differences between predicted and expected target values in a dataset, a lower value is better\n", + "$$ MSE = \\frac {1}{n} \\sum_{i=1}^n (y_{i} - \\hat{y_{i}})^2 $$\n", + "* Root Mean Squared Error (RMSE), Square root of MSE yields root mean square error (RMSE) it indicates the spread of the residual errors. It is always positive, and a lower value indicates better performance.\n", + "$$ RMSE = \\sqrt{\\frac {1}{n} \\sum_{i=1}^n (y_{i} - \\hat{y_{i}})^2} $$" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "c26ee546", + "metadata": {}, + "outputs": [], + "source": [ + "# Utility functions for evaulation metrics.\n", + "\n", + "def mae(y_true, y_preds):\n", + " return np.mean(np.abs(y_preds - y_true))\n", + "\n", + "def mse(y_true, y_preds):\n", + " return np.mean(np.power(y_preds - y_true, 2))" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "8ad80db1", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "---- Evaluation Metrics ----\n", + "Mean Absoulte Error: 4136.06\n", + "Mean Squared Error: 24922668.74\n", + "Root Mean Squared Error: 4992.26\n" + ] + } + ], + "source": [ + "print(\"---- Evaluation Metrics ----\")\n", + "print(f\"Mean Absoulte Error: {mae(splitData['test_labels'], yPreds):.2f}\")\n", + "print(f\"Mean Squared Error: {mse(splitData['test_labels'], yPreds):.2f}\")\n", + "print(f\"Root Mean Squared Error: {np.sqrt(mse(splitData['test_labels'], yPreds)):.2f}\")" + ] + }, + { + "cell_type": "markdown", + "id": "9f0899be-5069-432a-a3d3-b5c7f33c8417", + "metadata": {}, + "source": [ + "From the above metrics, we can notice that our model MAE is ~4K, which is relatively small compared to our average salary of $76003, from this we can conclude our model is a reasonably good fit." + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.7.8" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/tools/download_data_set.py b/tools/download_data_set.py index 51a22ec7..01fcb57b 100755 --- a/tools/download_data_set.py +++ b/tools/download_data_set.py @@ -133,13 +133,20 @@ def iris_dataset(): tar.extractall() tar.close() clean() + +def salary_dataset(): + print("Downloading salary dataset...") + salary = requests.get("http://mlpack.org/datasets/Salary_Data.csv") + progress_bar("Salary_Data.csv", salary) def all_datasets(): mnist_dataset() electricity_consumption_dataset() stock_exchange_dataset() iris_dataset() + salary_dataset() body_fat_dataset() + if __name__ == '__main__': @@ -161,6 +168,7 @@ def all_datasets(): stock : will download stock_exchange dataset iris : will downlaod the iris dataset bodyFat : will download the bodyFat dataset + salary: will download the salary dataset all : will download all datasets for all examples ''')) @@ -187,6 +195,9 @@ def all_datasets(): elif args.dataset_name == "bodyFat": create_dataset_dir() body_fat_dataset() + elif args.dataset_name == "salary": + create_dataset_dir() + salary_dataset() elif args.dataset_name == "all": create_dataset_dir() all_datasets() diff --git a/utils/plot.hpp b/utils/plot.hpp new file mode 100644 index 00000000..6e4f6ef0 --- /dev/null +++ b/utils/plot.hpp @@ -0,0 +1,319 @@ +#ifndef PLOT_HPP +#define PLOT_HPP + +#define PY_SSIZE_T_CLEAN +#include +#include + +int scatter(const std::string& fname, + const std::string& xCol, + const std::string& yCol, + const std::string& dateCol = "", + const std::string& maskCol = "", + const std::string& type = "", + const std::string& color = "", + const std::string& xLabel = "", + const std::string& yLabel = "", + const std::string& figTitle = "", + const int figWidth = 26, + const int figHeight = 7) +{ + + // Calls Python function cscatter and generates a scatter plot of Xcol and yCol and saves it, + // so the plot can later be imported in C++ notebook using xwidget. + + // PyObject contains info Python needs to treat a pointer to an object as an object. + // It contains object's reference count and pointer to corresponding object type. + PyObject *pName, *pModule, *pFunc, *pArgs, *pValue; + + // Initialize Python Interpreter. + Py_Initialize(); + // Import sys module in Interpreter and add current path to python search path. + PyRun_SimpleString("import sys"); + PyRun_SimpleString("sys.path.append(\"../utils/\")"); + + // Import the Python module. + pName = PyUnicode_DecodeFSDefault("plot"); + pModule = PyImport_Import(pName); + + // Get the reference to Python Function to call. + pFunc = PyObject_GetAttrString(pModule, "cscatter"); + + // Create a tuple object to hold the arguments for function call. + pArgs = PyTuple_New(12); + + // String object representing the name of the dataset to be loaded. + PyObject* pFname = PyString_FromString(fname.c_str()); + PyTuple_SetItem(pArgs, 0, pFname); + + // String object representing the name of the feature to be plotted along X axis. + PyObject* pXcol = PyString_FromString(xCol.c_str()); + PyTuple_SetItem(pArgs, 1, pXcol); + + // String object representing the name of the feature to be plotted along Y axis. + PyObject* pYcol = PyString_FromString(yCol.c_str()); + PyTuple_SetItem(pArgs, 2, pYcol); + + // String object representing the name of the feature to be parsed as TimeStamp. + PyObject* pDateCol = PyString_FromString(dateCol.c_str()); + PyTuple_SetItem(pArgs, 3, pDateCol); + + // String object representing the name of the feature to be used to mask the plot data points. + PyObject* pMaskCol = PyString_FromString(maskCol.c_str()); + PyTuple_SetItem(pArgs, 4, pMaskCol); + + // String object representing the value for masking. + PyObject* pType = PyString_FromString(type.c_str()); + PyTuple_SetItem(pArgs, 5, pType); + + // String object representing the feature name to be used as color value in plot. + PyObject* pColor = PyString_FromString(color.c_str()); + PyTuple_SetItem(pArgs, 6, pColor); + + // String object representing the X axis label. + PyObject* pXlabel = PyString_FromString(xLabel.c_str()); + PyTuple_SetItem(pArgs, 7, pXlabel); + + // String object representing the Y axis label. + PyObject* pYlabel = PyString_FromString(yLabel.c_str()); + PyTuple_SetItem(pArgs, 8, pYlabel); + + // String object representing the title of the figure. + PyObject* pFigTitle = PyString_FromString(figTitle.c_str()); + PyTuple_SetItem(pArgs, 9, pFigTitle); + + // Integer object representing the width of the figure. + PyObject* pFigWidth = PyLong_FromLong(figWidth); + PyTuple_SetItem(pArgs, 10, pFigWidth); + + // Integer object representing the height of the figure. + PyObject* pFigHeight = PyLong_FromLong(figHeight); + PyTuple_SetItem(pArgs, 11, pFigHeight); + + // Call the function by passing the reference to function & tuple holding arguments. + pValue = PyObject_CallObject(pFunc, pArgs); + + return 0; +} + +int barplot(const std::string& fname, + const std::string& x, + const std::string& y, + const std::string& dateCol = "", + const std::string& figTitle = "", + const int figWidth = 5, + const int figHeight = 7) +{ + + // Calls Python function cbarplot and generates a barplot plot of x and y and saves it, + // so the plot can later be imported in C++ notebook using xwidget. + + // PyObject contains info Python needs to treat a pointer to an object as an object. + // It contains object's reference count and pointer to corresponding object type. + PyObject *pName, *pModule, *pFunc, *pArgs, *pValue; + + // Initialize Python Interpreter. + Py_Initialize(); + // Import sys module in Interpreter and add current path to python search path. + PyRun_SimpleString("import sys"); + PyRun_SimpleString("sys.path.append(\"../utils/\")"); + + // Import the Python module. + pName = PyUnicode_DecodeFSDefault("plot"); + pModule = PyImport_Import(pName); + + // Get the reference to Python Function to call. + pFunc = PyObject_GetAttrString(pModule, "cbarplot"); + + // Create a tuple object to hold the arguments for function call. + pArgs = PyTuple_New(7); + + // String object representing the name of the dataset to be loaded. + PyObject* pFname = PyString_FromString(fname.c_str()); + PyTuple_SetItem(pArgs, 0, pFname); + + // String object representing the name of the feature to be plotted along X axis. + PyObject* pX = PyString_FromString(x.c_str()); + PyTuple_SetItem(pArgs, 1, pX); + + // String object representing the name of the feature to be plotted along Y axis. + PyObject* pY = PyString_FromString(y.c_str()); + PyTuple_SetItem(pArgs, 2, pY); + + // String object representing the name of the feature to be parsed as TimeStamp. + PyObject* pDateCol = PyString_FromString(dateCol.c_str()); + PyTuple_SetItem(pArgs, 3, pDateCol); + + // String object representing the title of the figure. + PyObject* pFigTitle = PyString_FromString(figTitle.c_str()); + PyTuple_SetItem(pArgs, 4, pFigTitle); + + // Integer object representing the width of the figure. + PyObject* pFigWidth = PyLong_FromLong(figWidth); + PyTuple_SetItem(pArgs, 5, pFigWidth); + + // Integer object representing the height of the figure. + PyObject* pFigHeight = PyLong_FromLong(figHeight); + PyTuple_SetItem(pArgs, 6, pFigHeight); + + // Call the function by passing the reference to function & tuple holding arguments. + pValue = PyObject_CallObject(pFunc, pArgs); + + return 0; +} + +int heatmap(const std::string& fname, + const std::string& colorMap, + const std::string& figTitle = "", + const int annotation = false, + const int figWidth = 12, + const int figHeight = 6) +{ + + // PyObject contains info Python needs to treat a pointer to an object as an object. + // It contains object's reference count and pointer to corresponding object type. + PyObject *pName, *pModule, *pFunc, *pArgs, *pValue; + + // Initialize Python Interpreter. + Py_Initialize(); + // Import sys module in Interpreter and add current path to python search path. + PyRun_SimpleString("import sys"); + PyRun_SimpleString("sys.path.append(\"../utils/\")"); + + // Import the Python module. + pName = PyUnicode_DecodeFSDefault("plot"); + pModule = PyImport_Import(pName); + + // Get the reference to Python Function to call. + pFunc = PyObject_GetAttrString(pModule, "cheatmap"); + + // Create a tuple object to hold the arguments for function call. + pArgs = PyTuple_New(6); + + // String object representing the name of the dataset to be loaded. + PyObject* pFname = PyString_FromString(fname.c_str()); + PyTuple_SetItem(pArgs, 0, pFname); + + // String object representing the name of color map to be used for plotting. + PyObject* pColorMap = PyString_FromString(colorMap.c_str()); + PyTuple_SetItem(pArgs, 1, pColorMap); + + // Boolean object indicating if correlation values must be annotated in figure. + PyObject* pAnnotation = PyBool_FromLong(annotation); + PyTuple_SetItem(pArgs, 2, pAnnotation); + + // String object representing the title of the figure. + PyObject* pFigTitle = PyString_FromString(figTitle.c_str()); + PyTuple_SetItem(pArgs, 3, pFigTitle); + + // Integer object representing the width of the figure. + PyObject* pFigWidth = PyLong_FromLong(figWidth); + PyTuple_SetItem(pArgs, 4, pFigWidth); + + // Integer object representing the height of the figure. + PyObject* pFigHeight = PyLong_FromLong(figHeight); + PyTuple_SetItem(pArgs, 5, pFigHeight); + + // Call the function by passing the reference to function & tuple holding arguments. + pValue = PyObject_CallObject(pFunc, pArgs); + + return 0; +} + +int lmplot(const std::string& fname, + const std::string& figTitle, + const int figWidth = 6, + const int figHeight = 7) +{ + + // PyObject contains info Python needs to treat a pointer to an object as an object. + // It contains object's reference count and pointer to corresponding object type. + PyObject *pName, *pModule, *pFunc, *pArgs, *pValue; + + // Initialize Python Interpreter. + Py_Initialize(); + // Import sys module in Interpreter and add current path to python search path. + PyRun_SimpleString("import sys"); + PyRun_SimpleString("sys.path.append(\"../utils/\")"); + + // Import the Python module. + pName = PyUnicode_DecodeFSDefault("plot"); + pModule = PyImport_Import(pName); + + // Get the reference to Python Function to call. + pFunc = PyObject_GetAttrString(pModule, "clmplot"); + + // Create a tuple object to hold the arguments for function call. + pArgs = PyTuple_New(4); + + // String object representing the name of the dataset to be loaded. + PyObject* pFname = PyString_FromString(fname.c_str()); + PyTuple_SetItem(pArgs, 0, pFname); + + // String object representing the title of the figure. + PyObject* pFigTitle = PyString_FromString(figTitle.c_str()); + PyTuple_SetItem(pArgs, 1, pFigTitle); + + // Integer object representing the width of the figure. + PyObject* pFigWidth = PyLong_FromLong(figWidth); + PyTuple_SetItem(pArgs, 2, pFigWidth); + + // Integer object representing the height of the figure. + PyObject* pFigHeight = PyLong_FromLong(figHeight); + PyTuple_SetItem(pArgs, 3, pFigHeight); + + // Call the function by passing the reference to function & tuple holding arguments. + pValue = PyObject_CallObject(pFunc, pArgs); + + return 0; +} + +int histplot(const std::string& fname, + const std::string& figTitle, + const int figWidth = 6, + const int figHeight = 4) +{ + + // PyObject contains info Python needs to treat a pointer to an object as an object. + // It contains object's reference count and pointer to corresponding object type. + PyObject *pName, *pModule, *pFunc, *pArgs, *pValue; + + // Initialize Python Interpreter. + Py_Initialize(); + // Import sys module in Interpreter and add current path to python search path. + PyRun_SimpleString("import sys"); + PyRun_SimpleString("sys.path.append(\"../utils/\")"); + + // Import the Python module. + pName = PyUnicode_DecodeFSDefault("plot"); + pModule = PyImport_Import(pName); + + // Get the reference to Python Function to call. + pFunc = PyObject_GetAttrString(pModule, "chistplot"); + + // Create a tuple object to hold the arguments for function call. + pArgs = PyTuple_New(4); + + // String object representing the name of the dataset to be loaded. + PyObject* pFname = PyString_FromString(fname.c_str()); + PyTuple_SetItem(pArgs, 0, pFname); + + // String object representing the title of the figure. + PyObject* pFigTitle = PyString_FromString(figTitle.c_str()); + PyTuple_SetItem(pArgs, 1, pFigTitle); + + // Integer object representing the width of the figure. + PyObject* pFigWidth = PyLong_FromLong(figWidth); + PyTuple_SetItem(pArgs, 2, pFigWidth); + + // Integer object representing the height of the figure. + PyObject* pFigHeight = PyLong_FromLong(figHeight); + PyTuple_SetItem(pArgs, 3, pFigHeight); + + // Call the function by passing the reference to function & tuple holding arguments. + pValue = PyObject_CallObject(pFunc, pArgs); + + return 0; +} + +#endif \ No newline at end of file diff --git a/utils/plot.py b/utils/plot.py new file mode 100644 index 00000000..adebb5c0 --- /dev/null +++ b/utils/plot.py @@ -0,0 +1,172 @@ +import pandas as pd +import matplotlib.pyplot as plt +import seaborn as sns + +def cscatter(filename: str, + xCol: str, + yCol: str, + dateCol:str = None, + maskCol: str = None, + type_: str = None, + color: str = None, + xLabel: str = None, + yLabel: str = None, + figTitle: str = None, + figWidth: int = 26, + figHeight: int = 7) -> None: + """ + Creates a scatter plot of size figWidth & figHeight, named figTitle and saves it. + + Parameters: + filename (str): Name of the dataset to load. + xCol (str): Name of the feature in dataset to plot against X axis. + yCol (str): Name of the feature in dataset to plot against Y axis. + dateCol (str): Name of the feature containing dates to parse; default to None. + maskCol (str): Name of the feature in dataset to mask; defaults to None. + type_ (str): Name of the feature in dataset to use for masking; defaults to None. + color (str): Name of the feature in dataset to be used for color value in plotting; + defaults to None. + xlabel (str): Label for X axis; defaults to None. + ylabel (str): Label for Y axis; defaults to None. + figTitle (str): Title for the figure to be save; defaults to None. + figWidth (int): Width of the figure; defaults to 26. + figHeight (int): Height of the figure; defaults to 7. + + Returns: + (None): Function does not return anything. + """ + sns.set(color_codes=True) + if dateCol: + df = pd.read_csv(filename, parse_dates=[dateCol]) + else: + df = pd.read_csv(filename) + fig = plt.figure(figsize=(figWidth, figHeight)) + if maskCol: + mask = df[maskCol] == type_ + if color: + plt.scatter(df[mask][xCol], df[mask][yCol], cmap="plasma", c=df[mask][color]) + else: + plt.scatter(df[mask][xCol], df[mask][yCol], cmap="plasma") + else: + if color: + plt.scatter(df[xCol], df[yCol], cmap="plasma", c=df[color]) + else: + plt.scatter(df[xCol], df[yCol], cmap="plasma") + plt.xlabel(f"{xLabel}") + plt.ylabel(f"{yLabel}") + plt.title(f"{figTitle}") + plt.savefig(f"{figTitle}.png") + plt.close() + +def cbarplot(filename: str, + x: str, + y: str, + dateCol: str = None, + figTitle: str = None, + figWidth: int = 5, + figHeight: int = 7) -> None: + """ + Creates a bar plot of size figWidth & figHeight, named figTitle between x & y. + + Parameters: + filename (str): Name of the dataset to load. + x (str): Name of the feature in dataset to plot against X axis. + y (str): Name of the feature in dataset to plot against Y axis. + dateCol (str): name of the feature containing dates to parse; default to None. + maskCol (str): name of the feature in dataset to mask; defaults to None. + figTitle (str): Title for the figure to be save; defaults to None. + figWidth (int): Width of the figure; defaults to 5. + figHeight (int): Height of the figure; defaults to 7. + + Returns: + (None): Function does not return anything. + """ + sns.set(color_codes=True) + if dateCol: + df = pd.read_csv(filename, parse_dates=[dateCol]) + else: + df = pd.read_csv(filename) + fig = plt.figure(figsize=(figWidth, figHeight)) + ax = sns.barplot(x=x, y=y, data=df) + plt.title(figTitle) + plt.savefig(f"{figTitle}.png") + plt.close() + +def cheatmap(filename: str, + cmap: str, + annotate: bool, + figTitle: str, + figWidth: int = 12, + figHeight: int = 6) -> None: + """ + Creates a heatmap (correlation map) of the dataset and saves it. + + Parameters: + filename (str): Name of the dataset to load. + cmap (str): Name of the color map to be used for plotting. + annotate (bool): Indicates whether plot should be annotated with correlation values. + figTitle (str): Title for the figure to be save; defaults to None. + figWidth (int): Width of the figure; defaults to 12. + figHeight (int): Height of the figure; defaults to 6. + + Returns: + (None): Function does not return anything. + """ + sns.set(color_codes=True) + df = pd.read_csv(filename) + df = df.drop("Unnamed: 0", axis=1) + fig = plt.figure(figsize=(figWidth, figHeight)) + ax = sns.heatmap(df.corr(), cmap=cmap, annot=annotate) + plt.title(figTitle) + plt.savefig(f"{figTitle}.png") + plt.close() + +def clmplot(filename: str, + figTitle: str = None, + figWidth: int = 6, + figHeight: int = 7) -> None: + """ + Generates a regression plot on the given dataset and saves it. + + Parameters: + filename (str): Name of the dataset to load. + figTitle (str): Title for the figure to be save; defaults to None. + figWidth (int): Width of the figure; defaults to 6. + figHeight (int): Height of the figure; defaults to 7. + + Returns: + (None): Function does not return anything. + """ + sns.set(color_codes=True) + df = pd.read_csv(filename) + df.columns = ["Y_Test", "Y_Preds"] + fig = plt.figure(figsize=(figWidth, figHeight)) + ax = sns.lmplot(x="Y_Test", y="Y_Preds", data=df) + plt.savefig(f"{figTitle}.png") + plt.close() + +def chistplot(filename: str, + figTitle: str = None, + figWidth: int = 6, + figHeight: int = 4) -> None: + """ + Generated a histogram on the given dataset and saves it. + + Parameters: + filename (str): Name of the dataset to load. + figTitle (str): Title for the figure to be save; defaults to None. + figWidth (int): Width of the figure; defaults to 6. + figHeight (int): Height of the figure; defaults to 4. + + Returns: + (None): Function does not return anything. + """ + sns.set(color_codes=True) + df = pd.read_csv(filename) + df.columns = ["Y_Test", "Y_Preds"] + fig = plt.figure(figsize=(figWidth, figHeight)) + ax = sns.histplot(df.Y_Test - df.Y_Preds) + plt.title(f"{figTitle}") + plt.savefig(f"{figTitle}.png") + plt.close() +