{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Plot routines #\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook provides a number of plot functions. For each data quality assessment, a plot routine is provided" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import os\n", "import pandas as pd\n", "import numpy as np" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Data model ###" ] }, { "cell_type": "code", "execution_count": 168, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def dq_data_model_bar_plot(xls_fn):\n", " \"\"\"\n", " Reads in an excel file with data model quality results\n", " A graph for each sheet is prepared \n", " \"\"\"\n", " def fn_template(fn, suffix='_{:s}', extension='.png'):\n", " \"\"\"\n", " Strips a file name from its extension and provides a template for making a set of files\n", " \"\"\"\n", " return str(os.path.splitext(fn) + suffix + extension).format\n", " \n", "# def plot_dm_dq(ax, df, col):\n", "# artists = ax.pie(df[col], autopct='%1.0f%%', pctdistance=1.1, labeldistance=1.2)\n", "# ax.set(ylabel='', title=col, aspect='equal')\n", "# return artists\n", " \n", " def plot_dm_dq(ax, df, title, set_xlabels):\n", " colors = ['g', 'y', 'orange', 'r']\n", " width = 0.35\n", " names = df.keys()[1:]\n", " index = np.arange(len(names))\n", "# plt.figure(figsize=(len(index)/4.,8))\n", "# some_nums = [[5., 10., 19.], [1., 3., 5.], [1., 3., 5.], [10., 2., 6.]]\n", " bottom = np.zeros(len(index))\n", " artists = []\n", " for n, col in zip(df.iterrows(), colors):\n", " count = np.array(n[1:][0][1:], dtype='int') # get the numbers of features in an array\n", " artist = ax.bar(index, count, width, bottom=bottom, color=col, linewidth=0)\n", "# import pdb\n", "# pdb.set_trace()\n", " artists.append(artist[0])\n", " bottom += np.atleast_1d(count)\n", "\n", " ax.set_xticks(np.atleast_1d(index) + width/2.)\n", " if set_xlabels:\n", " ax.set_xticklabels(tuple(names), rotation='vertical')\n", " else:\n", " ax.set_xticklabels('')\n", " # ax.set_ylim([0., ])\n", " ax.set(ylabel='', title=title)\n", " return artists\n", " \n", " xls = pd.ExcelFile(xls_fn)\n", " nplots = len(xls.sheet_names)\n", " nrows = int(np.round(np.sqrt(nplots)))\n", " ncols = int(np.ceil(float(nplots)/nrows))\n", " fig = plt.figure(figsize=(16,8))\n", " \n", " plt.subplots_adjust(bottom=0.2, hspace=0.25)\n", " for n, name in enumerate(xls.sheet_names): # [0:1]\n", " df = xls.parse(name)\n", " ax = plt.subplot(nrows, ncols, n + 1)\n", " if n >= nplots-ncols:\n", " set_xlabels=True\n", " else:\n", " set_xlabels=False\n", "# , axes = plt.subplots(figsize=(16,8), nrows=nrows, ncols=ncols)\n", "# for ax, col in zip(axes.flat, df.columns[1:]):\n", "# for n, col in enumerate(df.columns[1:]):\n", " artists = plot_dm_dq(ax, df, name, set_xlabels)\n", "# import pdb\n", "# pdb.set_trace()\n", " fig.legend(artists, df['validation'], loc='upper center', bbox_to_anchor=(0.4, 0.05),\n", " fancybox=True, shadow=True, ncol=4)\n", " \n", "# return fig \n", " \n", "# # first load the data\n", " \n", "# png_template = fn_template(xls_fn)\n", "# plt.savefig(png_template(name), dpi=150, bbox_inches='tight')\n", "# for ax, col in zip(axes.flat, df.columns[1:]):\n", "# plot_dm_dq(ax, df, col)\n", "# import pdb\n", "# pdb.set_trace()\n", "# return fig\n" ] }, { "cell_type": "code", "execution_count": 169, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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3Di+SUqivB1xOusmc0tnjMbNuI+qbdb+svqQW4OukqQl1GTNmDEOGtA1tXCkG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\nfxc+93g9b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+tP65Cao+XFyh7O2yp5HilujIjnJS0s5DEz63vdPuLM+oNjFpqZmZmZWSuI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\nSZIkwMlCSZIkSZIkSSU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SBAFz5swx+s91bm4udDodmpubUVNTI5UJEyagvr4epaWlUj0n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\nTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xls_fn = r'c:\\test\\report_files\\data_model_channels_report.xlsx'\n", "\n", "dq_data_model_bar_plot(xls_fn)\n" ] }, { "cell_type": "code", "execution_count": 164, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "0 correct\n", "1 invalid value\n", "2 invalid data type\n", "3 missing value\n", "Name: validation, dtype: object" ] }, "execution_count": 164, "metadata": {}, "output_type": "execute_result" } ], "source": [ "xls = pd.ExcelFile(xls_fn)\n", "df = xls.parse('Buguruni')\n", "df['validation']" ] }, { "cell_type": "code", "execution_count": 117, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "blockage 0\n", "covered 431\n", "depth 371\n", "diameter 84\n", "layer 144\n", "osm_id 454\n", "width 388\n", "Name: 0, dtype: object\n", "blockage 0\n", "covered 0\n", "depth 2\n", "diameter 25\n", "layer 0\n", "osm_id 0\n", "width 0\n", "Name: 1, dtype: object\n", "blockage 0\n", "covered 0\n", "depth 8\n", "diameter 3\n", "layer 0\n", "osm_id 0\n", "width 0\n", "Name: 2, dtype: object\n", "blockage 454\n", "covered 23\n", "depth 73\n", "diameter 342\n", "layer 310\n", "osm_id 0\n", "width 66\n", "Name: 3, dtype: object\n" ] } ], "source": [ "for n in df.iterrows():\n", " print n[1:][0][1:]\n" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "3 4\n" ] } ], "source": [ "\n", "nplots = 10\n", "nrows = int(np.round(np.sqrt(nplots)))\n", "ncols = int(np.ceil(float(nplots)/nrows))\n", "print nrows, ncols\n" ] }, { "cell_type": "code", "execution_count": 101, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[, ]" ] }, "execution_count": 101, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "colors = ['g', 'y', 'orange', 'r']\n", "ax = plt.subplot()\n", "index = [0., 1., 2.]\n", "width = 0.35\n", "names = ['one', 'two', 'three']\n", "plt.figure(figsize=(len(index)/4.,8))\n", "some_nums = [[5., 10., 19.], [1., 3., 5.], [1., 3., 5.], [10., 2., 6.]]\n", "bottom = np.zeros(len(index))\n", "for num, col in zip(some_nums, colors):\n", " artists = ax.bar(index, num, width, bottom=bottom, color=col, linewidth=0)\n", " bottom += np.atleast_1d(num)\n", "\n", "ax.set_xticks(np.atleast_1d(index) + width/2.)\n", "ax.set_xticklabels(tuple(names))\n", "# ax.set_ylim([0., ])\n", "\n", "ax.set(ylabel='', title='test')\n", "# ax.set_xticklabels\n", "# artists = ax.pie(some_nums, autopct='%1.0f%%', pctdistance=1.1, labeldistance=1.2)\n", "# ?ax.bar() #some_nums)\n", "# plt.ylabel('Scores')\n", "# plt.title('Scores by group and gender')\n", "# plt.yticks(np.arange(0, 81, 10))\n", "# plt.legend((p1[0], p2[0]), ('Men', 'Women'))\n", "\n", "# ?ax.barbs\n", "# return artists\n" ] }, { "cell_type": "code", "execution_count": 93, "metadata": { "collapsed": true }, "outputs": [], "source": [ "?ax.set_xticklabels" ] }, { "cell_type": "code", "execution_count": 99, "metadata": { "collapsed": true }, "outputs": [], "source": [ "?ax.bar" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python [conda root]", "language": "python", "name": "conda-root-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.12" } }, "nbformat": 4, "nbformat_minor": 1 }