{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "(sup_reg_ex)=\n", "# Example: Supervised Regression App\n", "\n", "To predict a number for a feature contained in the data, use a supervised *regression* method (but not [logistic regression](task1:choosing_topic:logistic)). \n", "\n", "For this example, we'll slightly modify the [previous example](sup_class_ex). Instead of predicting the category *type*, we'll predict the number *sepal-length*. " ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "text/html": [ "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
 sepal-lengthsepal-widthpetal-lengthpetal-widthtype
05.13.51.40.2Iris-setosa
14.93.01.40.2Iris-setosa
24.73.21.30.2Iris-setosa
34.63.11.50.2Iris-setosa
45.03.61.40.2Iris-setosa
..................
1456.73.05.22.3Iris-virginica
1466.32.55.01.9Iris-virginica
1476.53.05.22.0Iris-virginica
1486.23.45.42.3Iris-virginica
1495.93.05.11.8Iris-virginica
\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#We'll import libraries as needed, but when submitting, \n", "# it's best having them all at the top.\n", "import pandas as pd\n", "\n", "# Load this familiar dataset:\n", "url = \"https://raw.githubusercontent.com/jbrownlee/Datasets/master/iris.csv\"\n", "df = pd.read_csv(url) #read CSV into Python as a DataFrame\n", "\n", "#Attach column names to the dataframe\n", "column_names = ['sepal-length', 'sepal-width', 'petal-length', 'petal-width', 'type']\n", "df = pd.read_csv(url, names = column_names) #read CSV into Python as a DataFrame\n", "pd.options.display.show_dimensions = False #suppresses dimension output\n", "\n", "##preserves Jupyter preview style (the '...') after applying .style\n", "def display_df(dataframe, column_names, highlighted_col, precision=2):\n", " pd.set_option(\"display.precision\", 2)\n", " columns_dict = {}\n", " for i in column_names:\n", " columns_dict[i] ='...'\n", " df2 = pd.concat([dataframe.iloc[:5,:],\n", " pd.DataFrame(index=['...'], data=columns_dict),\n", " dataframe.iloc[-5:,:]]).style.format(precision = precision).set_properties(subset=[highlighted_col], **{'background-color': 'yellow'})\n", " pd.options.display.show_dimensions = True\n", " display(df2)\n", " \n", "#display df with highlighted column \n", "display_df(df, column_names, 'sepal-length', 1)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "The highlighted numbers, 'sepal-length,' provides something to predict (dependent variables), and the non-highlighted columns are something by which to make that prediction (independent variables). The big differences from the previous example are as follows:\n", "\n", "- **Data processing** (maybe) if we choose to include *type* as an independent variable, it'll need to be converted from categorical data into numbers the model can use. \n", "- **Model Development** As we'll be predicting a number, a *regression* method will be used instead of a classification method. \n", "- **Accuracy Metric** instead of a simple percentage, we'll need a measurement of how close the data fits the model. e.g., mean squared error. \n", "\n", "## Data Exploring and Processing\n", "\n", "As the data is identical, this step will be similar to what was done in the [previous example](sup_class_ex:data); please refer to it. Focusing on the *sepal length*, we can certainly see patterns: " ] }, { "cell_type": "code", "execution_count": null, "metadata": { "tags": [ "hide-input" ] }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "#correlogram\n", "sns.pairplot(df, y_vars=['sepal-length'], hue='type')\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "jupyter-books-WZpnkDri", "language": "python", "name": "jupyter-books-wzpnkdri" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.1" }, "orig_nbformat": 4, "vscode": { "interpreter": { "hash": "b01ad35900d66bc300bdd544ac169381f70c93385687916b7afa683daff896cf" } } }, "nbformat": 4, "nbformat_minor": 2 }