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@cytms
Created April 1, 2014 08:30
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{
"metadata": {
"name": ""
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"\u300c\u64b0\u5beb\u98df\u8b5c\u300d\u529f\u80fd\u5206\u6790"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%pylab inline --no-import-all\n",
"\n",
"from pylab import *\n",
"import prettyplotlib as ppl\n",
"from prettyplotlib import plt\n",
"import numpy as np\n",
"import MySQLdb\n",
"import math\n",
"\n",
"db = MySQLdb.connect(host=\"localhost\", user=\"root\", db=\"cookpad_production\")\n",
"cur = db.cursor()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"prompt_number": 138
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"\u4f7f\u7528\u98df\u8b5c\u529f\u80fd\u4eba\u6578\u6bd4\u4f8b"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"cur.execute(\"SELECT COUNT(DISTINCT user_id) FROM recipes\")\n",
"partial_user_count = cur.fetchall()\n",
"\n",
"cur.execute(\"SELECT COUNT(*) FROM users\")\n",
"all_user_count = cur.fetchall()\n",
"\n",
"figure(1, figsize=(5,5))\n",
"pie([partial_user_count[0][0], all_user_count[0][0]-partial_user_count[0][0]], labels=[u'using', u'not using'], autopct='%1.1f%%', startangle=90)\n",
"title(u\"recipes count pie chart\")\n",
"show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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vK5BSXW2uZg6Ur+NA+TqMBhNpsTmszpxHamQaM9NHMLxnOha5qqd58h3SMI/PS25dCcuP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\n",
"text": [
"<matplotlib.figure.Figure at 0x1154e8e10>"
]
}
],
"prompt_number": 21
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"\u7531\u4e0a\u5716\u53ef\u77e5\u4f7f\u7528\u98df\u8b5c\u6536\u85cf\u529f\u80fd\u8005\u7ad9\u5168\u7ad9\u516d\u6210\uff0c\u5176\u9918\u56db\u6210\u4e0d\u66fe\u7528\u904e\u8a72\u529f\u80fd\u3002"
]
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"\u98df\u8b5c\u6b21\u6578\u7d71\u8a08"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"cur.execute(\"SELECT COUNT(user_id) FROM recipes GROUP BY user_id\")\n",
"counter = cur.fetchall()\n",
"\n",
"import math\n",
"counts = []\n",
"\n",
"for c in counter:\n",
" counts.append(math.log(c[0], 10))\n",
"\n",
"fig, ax = plt.subplots(1)\n",
"\n",
"ppl.hist(ax, counts, grid='y')\n",
"show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAYYAAAEACAYAAAC3adEgAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nGAAABsIAADAQBgCAgTAAAAyEAQBg+G+RqeOe5BppVwAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x1154e8e50>"
]
}
],
"prompt_number": 93
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"\u4e0a\u5716y\u8ef8\u70ba\u4f7f\u7528\u529f\u80fd\u6b21\u6578\u7684log\u503c(base 10)\n",
"ex. \u4f7f\u7528\u6b21\u6578\u70ba1\u523010^0.5(\uff1d3.16)\u6b21\u7684\u4f7f\u7528\u8005\u6578\u91cf\u7d049000\u4eba\u3002"
]
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"\u4f7f\u7528\u98df\u8b5c\u529f\u80fd\u8005\u5e74\u9f61\u5206\u5e03"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"cur.execute(\"SELECT users.birthday, users.gender, users.id FROM (SELECT DISTINCT user_id FROM recipes) f JOIN users ON f.user_id=users.id\")\n",
"users = cur.fetchall()\n",
"\n",
"ages = []\n",
"ages_category = []\n",
"\n",
"for i in range(8):\n",
" ages_category.append([])\n",
" \n",
"for date in users:\n",
" if date[0] is not None:\n",
" age = 2013 - date[0].year\n",
" if age < 80: # Some people born before 1900...\n",
" ages.append(age)\n",
" ages_category[age/10].append(date[2])\n",
"\n",
"for i in range(8):\n",
" print str(i) + \"1-\" + str(i+1) + \"0: \" + str(len(ages_category[i]))\n",
" \n",
"fig = plt.figure(figsize=(10, 6))\n",
"ax = fig.add_subplot(111, xlabel=r'Range of Age', \n",
" ylabel=r'Number of User',\n",
" title=r'User Age Statistics')\n",
"ppl.hist(ax, ages, grid='y')\n",
"show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"01-10: 13\n",
"11-20: 211\n",
"21-30: 1389\n",
"31-40: 1853\n",
"41-50: 895\n",
"51-60: 321\n",
"61-70: 59\n",
"71-80: 4\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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q1KkaM2aMvLwa71HgOWwAAADu02xh8/X11V133eWOLAAAADiLZgvbL3/5S61d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\n2JMI8DXVAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x112b8b610>"
]
}
],
"prompt_number": 91
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"\u7531\u4e0a\u5716\u53ef\u770b\u51fa\u4f7f\u7528\u64b0\u5beb\u98df\u8b5c\u529f\u80fd\u8005\u4ee531-40\u6b72\u7684\u4eba\u5c45\u591a\uff0c\u518d\u4f86\u662f21-30\u6b72\u6b21\u4e4b\u3002"
]
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"\u4f7f\u7528\u6536\u85cf\u529f\u80fd\u7537\u5973\u6bd4"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"genders_count = {\"male\":0, \"female\":0, None: 0}\n",
"genders_category = {\"male\":[], \"female\":[], None:[]}\n",
"\n",
"for gender in users:\n",
" if gender[1] in (\"male\", \"female\", None):\n",
" genders_count[gender[1]] +=1\n",
" genders_category[gender[1]].append(gender[2])\n",
"\n",
"figure(1, figsize=(6,6))\n",
"pie(genders_count.values(), labels=genders_count.keys(), autopct='%1.1f%%', startangle=90)\n",
"title('Users Writing Recipes Gender Analysis')\n",
"show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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eAhj46Uz2HPiLxLxMueOYDFHCD5CnLWLOwZOsHd8McV44QSgbdhotw0Z9xdK9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\nQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x116875690>"
]
}
],
"prompt_number": 85
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"\u7531\u4e0a\u5716\u53ef\u770b\u51fa\u7ad9\u4e0a\u4f7f\u7528\u6536\u85cf\u529f\u80fd\u8005\u7d04\u516d\u6210\u534a\u70ba\u5973\u6027\u3002"
]
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"\u4f7f\u7528\u8005\u50f9\u503c\u6392\u540d (CLV Rank)"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"cur.execute(\"SELECT user_id, favorites_count, created_at FROM recipes WHERE favorites_count > 0\")\n",
"users = cur.fetchall()\n",
"\n",
"# 2011.8 ~ 2013.8 total 24 months\n",
"result = {}\n",
"\n",
"for user in users:\n",
" if user[0] not in result:\n",
" result[user[0]] = np.zeros(48).reshape(2, 24)\n",
" result[user[0]][0][(user[2].year-2011)*12+user[2].month-9] += 1\n",
" result[user[0]][1][(user[2].year-2011)*12+user[2].month-9] += user[1]\n",
"\n",
"score = []\n",
"user_id = []\n",
"rank = []\n",
"\n",
"for uid in result.keys():\n",
" user_id.append(uid)\n",
" score.append(sum(result[uid][0]))\n",
"\n",
"for r in range(10):\n",
" m = max(score)\n",
" i = score.index(m)\n",
" rank.append(user_id[i])\n",
" score[i] = 0\n",
"\n",
"\n",
"fig = plt.figure(figsize=(15, 6))\n",
"ax = fig.add_subplot(111, xlabel=r'Time (Month)', \n",
" ylabel=r'Published Recipe Count',\n",
" title=r'Hot User Publication in Each Month Since 2011.08')\n",
"\n",
"for i in range(10):\n",
" uid = rank[i]\n",
" y = result[uid][0]\n",
" x = np.arange(24)\n",
" ppl.plot(ax, x, y,label=str(uid)+\"(\"+str(i+1)+\")\", linewidth=0.75)\n",
"\n",
"\n",
"ppl.legend(ax)\n",
"fig.savefig('tmp.png')\n",
" \n",
" "
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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XKq/j4+OZPn0606ZNY9SoUVy5cgWVSsW0adNQqVTs2LGDoKAgdu7cyfz58zEa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\nVRyzIi4g3QAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x11605dd50>"
]
}
],
"prompt_number": 140
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"\u4ee5\u98df\u8b5c\u88ab\u6536\u85cf\u7684\u6578\u76ee\u4f5c\u70ba\u4f7f\u7528\u8005\u7684\u50f9\u503c\uff0c\u6392\u5e8f\u51fa\u524d\u5341\u540d\u5c0d\u672c\u7ad9\u6700\u5177\u50f9\u503c\u7684\u4f7f\u7528\u8005ID (ex. ID\u70ba2636\u7684\u4f7f\u7528\u8005\u70ba\u672c\u7ad9\u6700\u9ad8\u50f9\u503c\u8005)\u3002\n",
"\u6298\u7dda\u5716\u8868\u793a\u8a72\u4f7f\u7528\u8005\u6bcf\u500b\u6708\u4efd\u6240\u767c\u8868\u7684\u98df\u8b5c\u7e3d\u6578\u3002"
]
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"\u4f7f\u7528\u8005\u6d3b\u52d5\u9031\u671f\u5206\u6790"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def shift(l):\n",
" counter = 0\n",
" for i in range(24):\n",
" if l[i] == 0:\n",
" counter+=1\n",
" else:\n",
" break \n",
" return np.roll(l, 0-counter)\n",
"\n",
"fig = plt.figure(figsize=(15, 6))\n",
"ax = fig.add_subplot(111, xlabel=r'User Lifetime Length', \n",
" ylabel=r'Published Recipes Count',\n",
" title=r'User Lifetime Publication')\n",
"\n",
"for uid in result.keys():\n",
" if result[uid][0][-1] == 0:\n",
" y = shift(result[uid][0])\n",
" x = np.arange(24)\n",
" ppl.plot(ax, x, y, linewidth=0.75)\n",
"\n",
"fig.savefig('tmp.png')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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C1PQ2ceJE3XHHHZo7d64k6bnnntPEiRP1wQcfSJLGjBkT2wp7YM0ODmk3552Y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cbdPOX0DWVAR7GVvvIqoJZG8nXiGCUzRR+sJ3BL3n52eZrhUIN8NE7RAPTvWze3MGQRCo1ru8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\nRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x116635ad0>"
]
}
],
"prompt_number": 73
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"\u4ee5\u4e0a\u70ba\u6240\u6709\u4f7f\u7528\u8005\u5728\u5f9e\u958b\u59cb\u4f7f\u7528\u98df\u8b5c\u529f\u80fd\u5f8c\u6bcf\u500b\u6708\u767c\u8868\u7684\u98df\u8b5c\u7e3d\u6578\u3002\n",
"\u56e0\u70ba\u662f\u6240\u6709\u4f7f\u7528\u8005\u7684\u91cd\u758a\u5716\uff0c\u6240\u4ee5\u5f9e\u8a72\u5716\u53ef\u767c\u73fe\u524d\u4e09\u500b\u6708\u5927\u5bb6\u7684\u7522\u91cf\u8f03\u9ad8\uff0c\u8868\u793a\u5927\u90e8\u5206\u4f7f\u7528\u8005\u5728\u525b\u958b\u59cb\u4f7f\u7528\u6b64\u529f\u80fd\u7684\u5e7e\u500b\u6708\u8f03\u70ba\u71b1\u7d61\u3002"
]
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"\u5275\u9020\u98df\u8b5c\u6642\u9593\u5206\u6790"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from datetime import datetime, timedelta\n",
"\n",
"arr = np.zeros(56).reshape((8, 7))\n",
"counter = 0\n",
"for d in users:\n",
" if d[2] is not None:\n",
" dd = d[2] + timedelta(hours=8)\n",
" arr[7-dd.hour/3][dd.weekday()] += 1\n",
" \n",
"fig = plt.figure(figsize=(10, 6))\n",
"ax = fig.add_subplot(111, xlabel=r'Weekday', \n",
" ylabel=r'Time (o\\'lcok)',\n",
" title=r'User Activity Pattern (Recipes)')\n",
"\n",
"ppl.pcolormesh(fig, ax, arr, \n",
" xticklabels=[u'Sun', u'Mon', u'Tue', u'Wed', u'Thur', u'Fri', u'Sat'], \n",
" yticklabels=[u'21-23', u'18-20', u'15-17', u'12-14', u'8-11', u'6-8', u'3-5', u'0-2'])\n",
"fig.savefig('pcolormesh_prettyplotlib_labels.png')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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JiIjIIrCnh4iIiAzC4a0mYkevgaYOwWRsZZbdgdfaysrUIZiUrZm9C6chXbhf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\n",
"text": [
"<matplotlib.figure.Figure at 0x115ed6e10>"
]
}
],
"prompt_number": 139
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"\u4f7f\u7528\u8005\u4f7f\u7528\u8a72\u529f\u80fd\u6700\u70ba\u983b\u7e41\u6642\u6bb5\u70ba\u661f\u671f\u516d\u665a\u4e0a9\u9ede\u5230\u665a\u4e0a11\u9ede\u3002\n",
"\u5e73\u65e5\u4e0a\u5348\u5230\u4e0b\u5348\u4e5f\u662f\u4f7f\u7528\u8005\u4f7f\u7528\u8a72\u529f\u80fd\u983b\u7e41\u7684\u6642\u6bb5\u3002"
]
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"\u4f7f\u7528\u8005\u6d3b\u52d5\u9031\u671f\u7d71\u8a08"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def lifetime(l):\n",
" counter = 0\n",
" for i in reversed(range(24)):\n",
" if l[i] == 0:\n",
" counter+=1\n",
" else:\n",
" break\n",
" return 24-counter\n",
"\n",
"fig = plt.figure(figsize=(10, 6))\n",
"ax = fig.add_subplot(111, xlabel=r'User Lifetime', \n",
" ylabel=r'Number of User',\n",
" title=r'Number of User in Different Lifetime Length')\n",
"stat = np.zeros(24)\n",
"user_still_alive = 0\n",
"for uid in result.keys():\n",
" if result[uid][0][-1] == 0:\n",
" stat[lifetime(shift(result[uid][0]))] += 1\n",
" else:\n",
" user_still_alive += 1\n",
"\n",
"anno = []\n",
"for s in stat:\n",
" anno.append(int(s))\n",
" \n",
"ppl.bar(ax, np.arange(24), stat, annotate=anno)\n",
"fig.savefig('bar_prettyplotlib_default.png')\n",
"\n",
"average_lifetime = 0\n",
"for i in range(24):\n",
" average_lifetime += i*stat[i]\n",
"\n",
"print u'total = ' + str(len(result)) + u' people'\n",
"print u'average lifetime = ' + str(average_lifetime / sum(stat)) + u' months'\n",
"print u'user still alive = ' + str(user_still_alive) + u' people (' + str(float(user_still_alive)/len(result)*100) + u'%)' "
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"total = 2199 people\n",
"average lifetime = 3.36708860759 months\n",
"user still alive = 145 people (6.59390632106%)\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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66SdrbzBgdvymAgBKvC+//FJJSUn6+++/NXv2bPn6+hLWUKzw2woAKPFWrVolb29vdejQ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\n",
"text": [
"<matplotlib.figure.Figure at 0x11606ce10>"
]
}
],
"prompt_number": 80
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"\u5f9e\u8a3b\u518a\u5230\u73fe\u5728\u66fe\u4f7f\u7528\u904e\u300c\u98df\u8b5c\u64b0\u5beb\u529f\u80fd\u300d\u7684\u7e3d\u4eba\u6578\u70ba2199\u4eba\u3002\n",
"\u7576\u4f7f\u7528\u8005\u8d85\u904e\u4e00\u500b\u6708\u6c92\u6709\u4f7f\u7528\u6b64\u529f\u80fd\uff0c\u5247\u8996\u8a72\u4f7f\u7528\u8005\u4e0d\u518d\u4f7f\u7528\u3002\n",
"\u81f3\u4eca\u4ecd\u5728\u4f7f\u7528\u6b64\u529f\u80fd\u7684\u4eba\u6578\u70ba145\u4eba\uff0c\u4f54\u6240\u6709\u66fe\u4f7f\u7528\u4eba\u6578\u768413.26%\u3002\n",
"\u5f9e2011.08\u81f32013.08\u517124\u500b\u6708\uff0c\u7d71\u8a08\u767c\u73fe\u5927\u90e8\u5206\u7684\u4f7f\u7528\u8005\u4f7f\u7528\u4e00\u500b\u6708\u5f8c\u5373\u505c\u6b62\u4f7f\u7528\u6b64\u529f\u80fd\u3002\n",
"\u5e73\u5747\u4f7f\u7528\u9031\u671f\u70ba3.38\u500b\u6708\u3002"
]
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"\u6d3b\u52d5\u9031\u671f\u8207\u98df\u8b5c\u7e3d\u5206\u5206\u6563\u5716"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from numpy import arange,array,ones,linalg\n",
"size = 24"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 105
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import matplotlib.pyplot as mpl_plt\n",
"import brewer2mpl\n",
"\n",
"set2 = brewer2mpl.get_map('Set2', 'qualitative', 8).mpl_colors\n",
"\n",
"fig = plt.figure(figsize=(15, 6))\n",
"ax = fig.add_subplot(111, xlabel=r'User Lifetime', \n",
" ylabel=r'User Production',\n",
" title=r'Different-age Users Lifetime & Production Scatter Diagram')\n",
"\n",
"reg_x = []\n",
"reg_y = []\n",
"for i in range(8):\n",
" lx = []\n",
" ly = []\n",
" for uid in ages_category[i]:\n",
" if uid in result:\n",
" x_val = lifetime(shift(result[uid][0]))\n",
" y_val = sum(result[uid][1])\n",
" lx.append(x_val)\n",
" reg_x.append(x_val)\n",
" ly.append(y_val)\n",
" reg_y.append(y_val)\n",
" color = set2[i]\n",
" ax.scatter(np.asarray(lx), np.asarray(ly), label=str(i)+\"1-\"+str(i+1)+\"0\", color=color, alpha=0.5)\n",
"\n",
"x = np.asarray(reg_x)\n",
"y = np.asarray(reg_y)\n",
"A = array([ x, np.ones(len(x))])\n",
"w = linalg.lstsq(A.T,y)[0]\n",
"\n",
"true_intercept = w[1]\n",
"true_slope = w[0]\n",
"\n",
"x = np.linspace(0, 23, size)\n",
"regression_line = true_slope * x + true_intercept\n",
"\n",
"operand = u'' if w[1] < 0 else u'+'\n",
"\n",
"ax.plot(regression_line, label=\"y=\" + \"{0:.2f}\".format(w[0]) + \"x\" + operand + \"{0:.2f}\".format(w[1]) , linewidth=4., color=set2[0])\n",
"ax.legend(loc=2)\n",
"\n",
"fig.savefig('x_lifetime_y_userProduction.png')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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++Q8hhBBCCCGEEDWLJJJCCCGEEEIIIRwiiaQQQgghhBBCCIdIIimE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\nTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x1154a1250>"
]
}
],
"prompt_number": 135
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"\u7531\u6b64\u53ef\u767c\u73fe\u6d3b\u52d5\u9031\u671f\u8d8a\u9577\u7684\u4f7f\u7528\u8005\uff0c\u5c0d\u672c\u7ad9\u8ca2\u737b\u7a0b\u5ea6\u8d8a\u9ad8\u3002\n",
"\u8ca2\u737b\u7a0b\u5ea6\u8f03\u9ad8\u7684\u4eba\u591a\u70ba\u5e74\u9f6131\u4ee5\u4e0a\u7684\u4f7f\u7528\u8005\u3002"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = plt.figure(figsize=(15, 6))\n",
"ax = fig.add_subplot(111, xlabel=r'User Lifetime', \n",
" ylabel=r'User Production',\n",
" title=r'Different-age Users Lifetime & Production Scatter Diagram')\n",
"\n",
"\n",
"for i in range(8):\n",
" lx = []\n",
" ly = []\n",
" reg_x = []\n",
" reg_y = []\n",
" for uid in ages_category[i]:\n",
" if uid in result:\n",
" x_val = lifetime(shift(result[uid][0]))\n",
" y_val = sum(result[uid][1])\n",
" lx.append(x_val)\n",
" reg_x.append(x_val)\n",
" ly.append(y_val)\n",
" reg_y.append(y_val)\n",
" color = set2[i]\n",
" ax.scatter(np.asarray(lx), np.asarray(ly), label=str(i)+\"1-\"+str(i+1)+\"0\", color=color, alpha=0.5)\n",
"\n",
" x = np.asarray(reg_x)\n",
" y = np.asarray(reg_y)\n",
" A = array([ x, np.ones(len(x))])\n",
" w = linalg.lstsq(A.T,y)[0]\n",
" \n",
" true_intercept = w[1]\n",
" true_slope = w[0]\n",
" \n",
" x = np.linspace(0, 23, size)\n",
" regression_line = true_slope * x + true_intercept\n",
" \n",
" operand = u'' if w[1] < 0 else u'+'\n",
" \n",
" ax.plot(regression_line, label=\"y=\" + \"{0:.2f}\".format(w[0]) + \"x\" + operand + \"{0:.2f}\".format(w[1]) , linewidth=4., color=color)\n",
"\n",
"ax.legend(loc=2)\n",
"\n",
"fig.savefig('x_lifetime_y_userProduction.png')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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58uWsWbOG/Px8NBoNV69e5eLFizW2/cZ1ure61xqNpsZNk2qSm5uLvb19lXStVktCQgKb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\nyMr/Bzxc+1EAbcAtAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x11554f110>"
]
}
],
"prompt_number": 133
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = plt.figure(figsize=(15, 6))\n",
"ax = fig.add_subplot(111, xlabel=r'User Lifetime', \n",
" ylabel=r'User Production',\n",
" title=r'Different-gender Users Lifetime & Production Scatter Diagram')\n",
"picker = 0\n",
"for i in (\"male\", \"female\", None):\n",
" lx = []\n",
" ly = []\n",
" reg_x, reg_y = [], []\n",
" for uid in genders_category[i]:\n",
" if uid in result:\n",
" x_val = lifetime(shift(result[uid][0]))\n",
" y_val = sum(result[uid][1])\n",
" lx.append(x_val)\n",
" reg_x.append(x_val)\n",
" ly.append(y_val)\n",
" reg_y.append(y_val)\n",
" color = set2[picker]\n",
" picker += 1\n",
" ax.scatter(np.asarray(lx), np.asarray(ly), label=str(i), color=color, alpha=0.5)\n",
" x = np.asarray(reg_x)\n",
" y = np.asarray(reg_y)\n",
" A = array([ x, np.ones(len(x))])\n",
" w = linalg.lstsq(A.T,y)[0]\n",
" \n",
" true_intercept = w[1]\n",
" true_slope = w[0]\n",
" \n",
" x = np.linspace(0, 23, size)\n",
" regression_line = true_slope * x + true_intercept\n",
" \n",
" operand = u'' if w[1] < 0 else u'+'\n",
" \n",
" ax.plot(regression_line, label=\"y=\" + \"{0:.2f}\".format(w[0]) + \"x\" + operand + \"{0:.2f}\".format(w[1]) , linewidth=4., color=color)\n",
"\n",
"ax.legend(loc=2)\n",
"\n",
"fig.savefig('x_lifetime_y_userProduction.png')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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AkJycrG0XoGHDhly6dImrV69St25dxowZw9ixY1m9ejUTJ06ke/fuuLm5lfhY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\nSvL/A8Z/e3HGjghuAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x116066d50>"
]
}
],
"prompt_number": 136
},
{
"cell_type": "raw",
"metadata": {},
"source": [
"\u7531\u4e0a\u5716\u53ef\u770b\u51fa\u5927\u90e8\u5206\u751f\u547d\u9031\u671f\u8f03\u9577\u4e14\u8f03\u6709\u7522\u91cf\u7684\u4f7f\u7528\u8005\u70ba\u5973\u6027\u3002"
]
}
],
"metadata": {}
}
]
}
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