Created
January 10, 2020 15:01
-
-
Save kshirsagarsiddharth/a4f6f17224bf75f9d1024d6ebcf42197 to your computer and use it in GitHub Desktop.
Created on Cognitive Class Labs
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "execution_count": 5, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "import pandas as pd\n", | |
| "import numpy as np\n", | |
| "import matplotlib.pyplot as plt" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 6, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "wine_url = 'https://archive.ics.uci.edu/ml/machine-learning-databases/wine/wine.data'\n", | |
| "wine_column_headers = ['Alcohol','Malic acid','Ash','Alcalinity of ash', 'Magnesium','Total phenols','Flavanoids','Nonflavanoid phenols','Proanthocyanins','Color intensity','Hue','OD280/OD315 of diluted wines','Proline']\n", | |
| "wine_df = pd.read_csv(wine_url,names = wine_column_headers)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 18, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "Text(0.5, 1.0, 'Relationship Between Color Intensity and Alcohol content in wines')" | |
| ] | |
| }, | |
| "execution_count": 18, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": "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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "#plotting a scatter plot between alchol content and color-intensity\n", | |
| "plt.scatter(wine_df['Alcohol'],wine_df['Color intensity'],s=wine_df['Proline'] * 0.2,color='red',alpha='0.5',cmap='RdPu')\n", | |
| "plt.xlabel('Alcohol')\n", | |
| "plt.ylabel('Color Intensity')\n", | |
| "plt.title('Relationship Between Color Intensity and Alcohol content in wines')\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "c represents a color,sequence,or sequence of color" | |
| ] | |
| }, | |
| { | |
| "cell_type": "raw", | |
| "metadata": {}, | |
| "source": [ | |
| "Perceptually Uniform Sequential \n", | |
| "['viridis', 'plasma', 'inferno', 'magma']\n", | |
| "\n", | |
| "Sequential \n", | |
| "['Greys', 'Purples', 'Blues', 'Greens', 'Oranges', 'Reds', 'YlOrBr', 'YlOrRd', 'OrRd', 'PuRd', 'RdPu', 'BuPu', 'GnBu', 'PuBu', 'YlGnBu', 'PuBuGn', 'BuGn', 'YlGn']\n", | |
| "\n", | |
| "Sequential (2)\n", | |
| "['binary', 'gist_yarg', 'gist_gray', 'gray', 'bone', 'pink', 'spring', 'summer', 'autumn', 'winter', 'cool', 'Wistia', 'hot', 'afmhot', 'gist_heat', 'copper']\n", | |
| "\n", | |
| "Diverging\n", | |
| "['PiYG', 'PRGn', 'BrBG', 'PuOr', 'RdGy', 'RdBu', 'RdYlBu', 'RdYlGn', 'Spectral', 'coolwarm', 'bwr', 'seismic']\n", | |
| "\n", | |
| "Qualitative\n", | |
| "['Pastel1', 'Pastel2', 'Paired', 'Accent', 'Dark2', 'Set1', 'Set2', 'Set3', 'tab10', 'tab20', 'tab20b', 'tab20c']\n", | |
| "\n", | |
| "Miscellaneous\n", | |
| "['flag', 'prism', 'ocean', 'gist_earth', 'terrain', 'gist_stern', 'gnuplot', 'gnuplot2', 'CMRmap', 'cubehelix', 'brg', 'hsv', 'gist_rainbow', 'rainbow', 'jet', 'nipy_spectral', 'gist_ncar']" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 26, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "Text(0.5, 1.0, 'Relationship Between Color Intensity and Alcohol content in wines')" | |
| ] | |
| }, | |
| "execution_count": 26, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| }, | |
| { | |
| "data": { | |
| "image/png": "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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 2 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "#plotting a scatter plot between alchol content and color-intensity\n", | |
| "c = wine_df['Color intensity']\n", | |
| "plt.scatter(wine_df['Alcohol'],wine_df['Color intensity'],s=wine_df['Proline'] * 0.2,alpha=0.5,cmap='RdPu',c=c)\n", | |
| "plt.colorbar(label = 'log')\n", | |
| "plt.xlabel('Alcohol')\n", | |
| "plt.ylabel('Color Intensity')\n", | |
| "\n", | |
| "plt.title('Relationship Between Color Intensity and Alcohol content in wines')\n" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 23, | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "image/png": "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\n", | |
| "text/plain": [ | |
| "<Figure size 432x288 with 2 Axes>" | |
| ] | |
| }, | |
| "metadata": { | |
| "needs_background": "light" | |
| }, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "import pandas as pd\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "\n", | |
| "#import data and create dataframe\n", | |
| "wine_url = 'https://archive.ics.uci.edu/ml/machine-learning-databases/wine/wine.data' \n", | |
| "wine_column_headers = ['Alcohol','Malic acid','Ash','Alcalinity of ash', \n", | |
| " 'Magnesium','Total phenols','Flavanoids',\n", | |
| " 'Nonflavanoid phenols','Proanthocyanins','Color intensity', \n", | |
| " 'Hue','OD280/OD315 of diluted wines' ,'Proline']\n", | |
| "wine_df = pd.read_csv(wine_url, names = wine_column_headers)\n", | |
| "\n", | |
| "#figure\n", | |
| "\n", | |
| "\n", | |
| "#labels\n", | |
| "plt.xlabel('Alcohol')\n", | |
| "plt.ylabel('Color Intensity')\n", | |
| "plt.title('Relationship Between Color Intensity and Alcohol Content in Wines')\n", | |
| "\n", | |
| "#c sequence\n", | |
| "c = wine_df['Color intensity']\n", | |
| "\n", | |
| "#plot\n", | |
| "plt.scatter( wine_df['Alcohol'], wine_df['Color intensity'] , c=c, \n", | |
| " cmap = 'RdPu', s = wine_df['Proline']*.5, alpha =0.5)\n", | |
| "cbar = plt.colorbar()\n", | |
| "cbar.set_label('Color Intensity')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [] | |
| } | |
| ], | |
| "metadata": { | |
| "kernelspec": { | |
| "display_name": "Python", | |
| "language": "python", | |
| "name": "conda-env-python-py" | |
| }, | |
| "language_info": { | |
| "codemirror_mode": { | |
| "name": "ipython", | |
| "version": 3 | |
| }, | |
| "file_extension": ".py", | |
| "mimetype": "text/x-python", | |
| "name": "python", | |
| "nbconvert_exporter": "python", | |
| "pygments_lexer": "ipython3", | |
| "version": "3.6.7" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 4 | |
| } |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment