{ "cells": [ { "cell_type": "markdown", "id": "fab75c78e593d034", "metadata": { "collapsed": false }, "source": [ "# Dataset comparison with Hundred Hammers\n", "\n", "In this notebook, the goal is to compare the performance of different datasets across different models. Although at first sight it might seem strange to discuss dataset comparison, it is actually quite common: every time we do feature selection for example, we are effectively searching for better datasets. \n", "\n", "In this notebook, we will show how this can be easily done using Hundred Hammers." ] }, { "cell_type": "code", "execution_count": 1, "id": "initial_id", "metadata": { "ExecuteTime": { "end_time": "2023-09-22T19:38:21.684046400Z", "start_time": "2023-09-22T19:38:20.472182200Z" }, "collapsed": false }, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import logging\n", "from sklearn.datasets import load_iris\n", "\n", "import hundred_hammers as hh\n", "from hundred_hammers import HundredHammersClassifier\n", "from hundred_hammers.plots import plot_multiple_datasets" ] }, { "cell_type": "markdown", "id": "b9135712fa67e2fb", "metadata": { "collapsed": false }, "source": [ "First, we will load a base dataset, and store it as the traditional (X, y) tuple." ] }, { "cell_type": "code", "execution_count": 2, "id": "a893f7bfaedaa8c0", "metadata": { "ExecuteTime": { "end_time": "2023-09-22T19:38:21.689550500Z", "start_time": "2023-09-22T19:38:21.685046400Z" }, "collapsed": false }, "outputs": [], "source": [ "data = load_iris()\n", "X, y = data.data, data.target" ] }, { "cell_type": "markdown", "id": "8e3bc75f0ff9ff01", "metadata": { "collapsed": false }, "source": [ "Then, we will create a simple HH model for classification." ] }, { "cell_type": "code", "execution_count": 3, "id": "318e056dbfa736ab", "metadata": { "ExecuteTime": { "end_time": "2023-09-22T19:38:21.692718300Z", "start_time": "2023-09-22T19:38:21.689550500Z" }, "collapsed": false }, "outputs": [], "source": [ "hh.hh_logger.setLevel(logging.WARNING)\n", "hh = HundredHammersClassifier()" ] }, { "cell_type": "markdown", "id": "d6eeed359cd7f9fd", "metadata": { "collapsed": false }, "source": [ "Now, for every $i$-th feature, we will create a $X_i$ dataset that does not have it. We will also power every value in this dataset to the $j$-th degree, so we can toy with another dimension.\n", "\n", "Every result dataframe produced will be stored in an array `df`, after adding a column named \"Dataset\"." ] }, { "cell_type": "code", "execution_count": 4, "id": "22acb527cbd578d9", "metadata": { "ExecuteTime": { "end_time": "2023-09-22T19:47:31.030326300Z", "start_time": "2023-09-22T19:38:21.694719200Z" }, "collapsed": false }, "outputs": [], "source": [ "df = []\n", "for i, feature_name in enumerate(data.feature_names):\n", " X_i = X[:, [j for j in range(X.shape[1]) if j != i]]\n", "\n", " for j in range(8):\n", " df_i = hh.evaluate(X_i**j, y, optim_hyper=False)\n", " df_i[\"Dataset\"] = f\"$X^{j}$, w/out $x_{i}$\"\n", " df.append(df_i)" ] }, { "cell_type": "markdown", "id": "9fd666d6a5e74f1b", "metadata": { "collapsed": false }, "source": [ "Now we will consolidate all result dataframes in a single object, which we will use for plotting. " ] }, { "cell_type": "code", "execution_count": 5, "id": "1d54bebc33fe3af", "metadata": { "ExecuteTime": { "end_time": "2023-09-22T19:47:31.034905100Z", "start_time": "2023-09-22T19:47:31.031325700Z" }, "collapsed": false }, "outputs": [], "source": [ "df_results = pd.concat(df, ignore_index=True)" ] }, { "cell_type": "markdown", "id": "bb2eef64c7ba43a6", "metadata": { "collapsed": false }, "source": [ "Now we will plot the results comparison using the in-built `plot_multiple_datasets`. This function needs three key components: \n", "\n", "1. `df`: the DataFrame with all results\n", "2. `metric_name`: the column name to be compared\n", "3. `id_col`: the column that contains the ID of every dataset." ] }, { "cell_type": "code", "execution_count": 6, "id": "5e05e0cb306cdd68", "metadata": { "ExecuteTime": { "end_time": "2023-09-22T19:47:31.325321500Z", "start_time": "2023-09-22T19:47:31.034905100Z" }, "collapsed": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_multiple_datasets(\n", " df=df_results,\n", " metric_name=\"Avg ACC (Validation Test)\",\n", " id_col=\"Dataset\",\n", " title=\"Iris Dataset\",\n", " display=True,\n", ")" ] }, { "cell_type": "markdown", "id": "934275df97516983", "metadata": { "collapsed": false }, "source": [ "As we can see, the results are very intuitive: performance is best when the dataset is left unchanged ($X^1$), and it is worse when we power the attributes to the $0$-th degree (effectively reducing every feature to the constant $1$). \n", "\n", "The plot does not make it easy to know which models are the best for each dataset, but it is easy to see which datasets are the best for models overall." ] } ], "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": "3.10.11" } }, "nbformat": 4, "nbformat_minor": 5 }