{ "metadata": { "name": "", "signature": "sha256:7b1558ca976a80e7daa060ffea1501628d236c0ccfe2831bdde586e3878d037c" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "code", "collapsed": false, "input": [ "from pathlib import Path\n", "import pandas as pd\n", "import numpy as np\n", "import re" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "import matplotlib as mpl\n", "mpl.use('agg')\n", "%pylab inline\n", "chtfont2 = mpl.font_manager.FontProperties(fname='/Library/Fonts/\u5137\u9ed1 Pro.ttf')\n", "chtfont = mpl.font_manager.FontProperties(fname='/Users/liang/Library/Fonts/DFHeiStd-W5.otf')" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Populating the interactive namespace from numpy and matplotlib\n" ] } ], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "rcParams['figure.figsize'] = (10, 4)\n", "rcParams['savefig.format'] = 'svg'" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "final_dir = Path('../../1_\u653f\u7b56\u5ba3\u50b3\u57f7\u60c5\u5f62/\u7e3d\u6574\u7406')\n", "all_xls = [p for p in final_dir.iterdir() if p.suffix == '.xlsx' and '\u52de\u52d5' not in str(p)]\n", "df_by_disp = {\n", " p.stem[:3]: pd.read_excel(str(p), 0)\n", " for p in all_xls\n", "}\n", "all_disp = set(df_by_disp.keys())" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "all_disp" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 5, "text": [ "{'\u539f\u6c11\u6703', '\u539f\u80fd\u6703', '\u570b\u9632\u90e8', '\u5916\u4ea4\u90e8', '\u6559\u80b2\u90e8', '\u6cd5\u52d9\u90e8', '\u8fb2\u59d4\u6703', '\u9678\u59d4\u6703'}" ] } ], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "RESULT_DIR = final_dir.parent / \"\u8f38\u51fa\u5716\u8868\"\n", "RESULT_DIR" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 7, "text": [ "PosixPath('../../1_\u653f\u7b56\u5ba3\u50b3\u57f7\u60c5\u5f62/\u8f38\u51fa\u5716\u8868')" ] } ], "prompt_number": 7 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "\u5a92\u9ad4\u985e\u578b\u6bd4\u4f8b" ] }, { "cell_type": "code", "collapsed": false, "input": [ "#\u5831\u7d19\u3001\u96dc\u8a8c\u3001\u96fb\u8996\u3001\u5ee3\u64ad\u3001\u884c\u52d5\u3001\u7db2\u8def\u3001\u96fb\u5f71\u9662\u3001\u71c8\u7bb1\u3001\u5176\u4ed6\n", "media_type = '\u5831\u7d19\u3001\u96dc\u8a8c\u3001\u96fb\u8996\u3001\u5ee3\u64ad\u3001\u884c\u52d5\u3001\u7db2\u8def\u3001\u96fb\u5f71\u9662\u3001\u71c8\u7bb1\u3001\u5176\u4ed6'.split('\u3001')" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 8 }, { "cell_type": "code", "collapsed": false, "input": [ "def split_media_share(media_share):\n", " splitted_media_share = media_share.copy()\n", " for media, share in media_share.items():\n", " if media not in media_type:\n", " mix_media = [\n", " (m if m in media_type else '\u5176\u4ed6')\n", " for m in media.replace(' ', '').split('\u3001')\n", " ]\n", " total_share = sum(media_share[m] for m in mix_media)\n", " adj_weight = [share * media_share[m] / total_share for m in mix_media]\n", " for m, s in zip(mix_media, adj_weight):\n", " splitted_media_share[m] += s\n", " del splitted_media_share[media]\n", " return {k: round(v) for k, v in splitted_media_share.items()}" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "dfs_media_share = []\n", "for disp, df in df_by_disp.items():\n", " media_share = df.groupby('\u5a92\u9ad4').sum().loc[:, '\u91d1\u984d'].to_dict()\n", " dfs_media_share.append(pd.DataFrame([split_media_share(media_share)], index=[disp]))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "df_final = pd.concat(dfs_media_share)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 11 }, { "cell_type": "code", "collapsed": false, "input": [ "df_final = df_final.fillna(value=0)[media_type]" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 12 }, { "cell_type": "code", "collapsed": false, "input": [ "df_final['\u7e3d\u548c'] = df_final.sum(axis=1)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 13 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "\u5404\u90e8\u9810\u7b97\u52a0\u7e3d" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\u8003\u616e\u5230\u5404\u90e8\u6703\u6536\u96c6\u7684\u7e3d\u6642\u9593\uff1a\n", "\n", "- \u8fb2\u59d4\u6703\uff1a24\u500b\u6708\uff08100-102\uff09\n", "- \u6559\u80b2\u90e8\uff1a24\u500b\u6708\uff08100-102\uff09\n", "- \u9678\u59d4\u6703\uff1a24\u500b\u6708\uff08100-102\uff09\n", "- \u5916\u4ea4\u90e8\uff1a24\u500b\u6708\n", "- \u570b\u9632\u90e8\uff1a10\u500b\u6708\n", "- \u539f\u6c11\u6703\uff1a13\u500b\u6708\uff08100-102\uff09\n", "- \u52de\u52d5\u90e8\uff1a9\u500b\u6708\n", "- \u6cd5\u52d9\u90e8\uff1a14\u500b\u6708\uff08100-102\uff09\n", "- \u539f\u80fd\u6703\uff1a23\u500b\u6708\uff08100-102\uff09" ] }, { "cell_type": "code", "collapsed": false, "input": [ "timespan_span = '''\\\n", "- \u8fb2\u59d4\u6703\uff1a24\u500b\u6708\uff08100-102\uff09\n", "- \u6559\u80b2\u90e8\uff1a24\u500b\u6708\uff08100-102\uff09\n", "- \u9678\u59d4\u6703\uff1a24\u500b\u6708\uff08100-102\uff09\n", "- \u5916\u4ea4\u90e8\uff1a24\u500b\u6708\n", "- \u570b\u9632\u90e8\uff1a10\u500b\u6708\n", "- \u539f\u6c11\u6703\uff1a13\u500b\u6708\uff08100-102\uff09\n", "- \u6cd5\u52d9\u90e8\uff1a14\u500b\u6708\uff08100-102\uff09\n", "- \u539f\u80fd\u6703\uff1a23\u500b\u6708\uff08100-102\uff09\n", "'''\n", "parse_time = re.compile('-\\s+(.{3})\uff1a(\\d+)\u500b\u6708', re.UNICODE).search\n", "df_time_span = pd.DataFrame(\n", " [parse_time(m).groups() for m in timespan_span.splitlines()],\n", ")\n", "df_time_span.index = df_time_span[0].values\n", "df_time_span = pd.DataFrame(df_time_span[1])\n", "df_time_span.columns = ['\u8cc7\u6599\u6642\u9593']" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 14 }, { "cell_type": "code", "collapsed": true, "input": [ "df_final = pd.concat([df_final, df_time_span], axis=1)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 15 }, { "cell_type": "code", "collapsed": false, "input": [ "df_final['\u6bcf\u5e74\u5e73\u5747\u9810\u7b97\u652f\u51fa'] = df_final['\u7e3d\u548c'] / df_final['\u8cc7\u6599\u6642\u9593'].astype(np.int) * 12" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 16 }, { "cell_type": "code", "collapsed": false, "input": [ "df_final.to_excel(str(RESULT_DIR/'\u6240\u6709\u90e8\u6703\u6309\u5a92\u9ad4\u985e\u578b\u9810\u7b97\u91d1\u984d.xlsx'))\n", "df_final.to_csv(str(RESULT_DIR/'\u6240\u6709\u90e8\u6703\u6309\u5a92\u9ad4\u985e\u578b\u9810\u7b97\u91d1\u984d.csv'))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 17 }, { "cell_type": "code", "collapsed": false, "input": [ "disp_total_ad = df_final.sort(columns=['\u6bcf\u5e74\u5e73\u5747\u9810\u7b97\u652f\u51fa'])\n", "\n", "y_pos = np.arange(len(disp_total_ad))\n", "plt.barh(\n", " y_pos,\n", " disp_total_ad['\u6bcf\u5e74\u5e73\u5747\u9810\u7b97\u652f\u51fa'],\n", " align='center', alpha=0.7\n", ")\n", "plt.yticks(y_pos, disp_total_ad.index, font_properties=chtfont)\n", "plt.title('\u884c\u653f\u90e8\u6703\u5e73\u5747\u6bcf\u5e74\u5ee3\u544a\u7e3d\u652f\u51fa\u6392\u884c', font_properties=chtfont, fontsize=12)\n", "plt.savefig(str(RESULT_DIR/'\u5ee3\u544a\u7e3d\u652f\u51fa\u6392\u884c.svg'))\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAmEAAAEWCAYAAAAuOkCvAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text": [ "" ] } ], "prompt_number": 18 }, { "cell_type": "code", "collapsed": false, "input": [ "import brewer2mpl\n", "color_set = brewer2mpl.get_map('Set3', 'Qualitative', 9)\n", "color_set.hex_colors" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 21, "text": [ "['#8DD3C7',\n", " '#FFFFB3',\n", " '#BEBADA',\n", " '#FB8072',\n", " '#80B1D3',\n", " '#FDB462',\n", " '#B3DE69',\n", " '#FCCDE5',\n", " '#D9D9D9']" ] } ], "prompt_number": 21 }, { "cell_type": "code", "collapsed": false, "input": [ "colors = pd.Series(color_set.hex_colors)\n", "colors.index = media_type\n", "colors" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 22, "text": [ "\u5831\u7d19 #8DD3C7\n", "\u96dc\u8a8c #FFFFB3\n", "\u96fb\u8996 #BEBADA\n", "\u5ee3\u64ad #FB8072\n", "\u884c\u52d5 #80B1D3\n", "\u7db2\u8def #FDB462\n", "\u96fb\u5f71\u9662 #B3DE69\n", "\u71c8\u7bb1 #FCCDE5\n", "\u5176\u4ed6 #D9D9D9\n", "dtype: object" ] } ], "prompt_number": 22 }, { "cell_type": "code", "collapsed": false, "input": [ "arr = df_final.ix[0, :'\u5176\u4ed6']\n", "arr = arr[arr != 0]\n", "arr.sort()\n", "plt.axes(aspect=1)\n", "patches, texts, autotexts = plt.pie(\n", " arr,\n", " labels=arr.index.values,\n", " colors=colors[arr.index],\n", " autopct='%1.1f%%',\n", " labeldistance=1.2,\n", " startangle=90\n", ")\n", "plt.setp(autotexts, color='w')\n", "plt.setp(texts, font_properties=chtfont)\n", "plt.title('\u52de\u52d5\u90e8', font_properties=chtfont, fontsize=16)\n", "legend_font = chtfont.copy()\n", "legend_font.set_size(14)\n", "plt.legend(loc='center right', prop=legend_font, bbox_to_anchor=(-0.2, 0.5))\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAAW4AAAD+CAYAAAAas+94AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nJGR+B6tMlCAn5oonAAAAAElFTkSuQmCC\n", "text": [ "" ] } ], "prompt_number": 23 }, { "cell_type": "code", "collapsed": false, "input": [ "fig, axs = plt.subplots(3,3)\n", "fig.set_size_inches(15, 15)\n", "for (disp, row), ax in zip(df_final.iterrows(), axs.ravel()):\n", " arr = row.loc[:'\u5176\u4ed6']\n", " arr = arr[arr != 0]\n", " arr.sort()\n", " ax.set_aspect('equal')\n", " patches, texts, autotexts = ax.pie(\n", " arr,\n", " labels=arr.index.values,\n", " colors=colors[arr.index],\n", " autopct='%1.1f%%',\n", " labeldistance=1.1,\n", " startangle=90,\n", " radius=1\n", " )\n", " plt.setp(autotexts, color='w')\n", " plt.setp(texts, font_properties=chtfont, size=16)\n", " ax.set_title(disp, font_properties=chtfont, fontsize=20)\n", " \n", "legend_font = chtfont.copy()\n", "legend_font.set_size(16)\n", "axs[0,1].legend(loc='center left', prop=legend_font, bbox_to_anchor=(1.25, -1.8))\n", "axs[-1, -1].axis('off')\n", "fig.subplots_adjust(wspace=0.1, hspace=0.2)\n", "fig.savefig(str(RESULT_DIR/'\u5404\u90e8\u6703\u5a92\u9ad4\u985e\u578b\u5713\u9905\u5716.svg'))" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": "iVBORw0KGgoAAAANSUhEUgAAA18AAAN3CAYAAADNueAyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nFwAAAAAYQHwBAAAAgAHEFwAAAAAY8AOiFRMTv4/jwgAAAABJRU5ErkJggg==\n", "text": [ "" ] } ], "prompt_number": 63 }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [] } ], "metadata": {} } ] }