visual.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 数据可视化"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 导入数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "from matplotlib import pyplot as plt\n",
    "from matplotlib.font_manager import FontProperties\n",
    "zhfont = FontProperties(fname='/notebooks/xkcd/Muyao-Softbrush.ttf', size=16)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/kaboom/.pyenv/versions/3.6.5/Python.framework/Versions/3.6/lib/python3.6/site-packages/IPython/core/interactiveshell.py:3049: DtypeWarning: Columns (4) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  interactivity=interactivity, compiler=compiler, result=result)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 280059 entries, 0 to 280062\n",
      "Data columns (total 10 columns):\n",
      "day         280059 non-null object\n",
      "time        280059 non-null object\n",
      "domain      280059 non-null object\n",
      "ip          280059 non-null object\n",
      "port        280059 non-null object\n",
      "city_id     280059 non-null float64\n",
      "country     280059 non-null object\n",
      "province    280059 non-null object\n",
      "city        280059 non-null object\n",
      "operator    280059 non-null object\n",
      "dtypes: float64(1), object(9)\n",
      "memory usage: 23.5+ MB\n"
     ]
    }
   ],
   "source": [
    "df = pd.read_csv('./data/logs.csv')\n",
    "df = df.dropna(axis = 0, how ='any') \n",
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 生成数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "out_dir = './data'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 国际分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "country\n",
       "中国     188080\n",
       "美国      86471\n",
       "0        4041\n",
       "爱尔兰       366\n",
       "瑞典        262\n",
       "智利        253\n",
       "比利时       243\n",
       "新加坡       101\n",
       "加拿大        72\n",
       "德国         68\n",
       "印度         54\n",
       "日本         44\n",
       "新西兰         2\n",
       "波兰          2\n",
       "Name: domain, dtype: int64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_global = df.groupby(['country']).count().sort_values(['domain'], ascending=False)['domain']\n",
    "df_global"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('中国', 188080),\n",
       " ('美国', 86471),\n",
       " ('0', 4041),\n",
       " ('爱尔兰', 366),\n",
       " ('瑞典', 262),\n",
       " ('智利', 253),\n",
       " ('比利时', 243),\n",
       " ('新加坡', 101),\n",
       " ('加拿大', 72),\n",
       " ('德国', 68),\n",
       " ('印度', 54),\n",
       " ('日本', 44),\n",
       " ('新西兰', 2),\n",
       " ('波兰', 2)]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[items for items in df_global.iteritems()]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 国内分布\n",
    "中国各省分布情况"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "china_province = ['北京', '天津', '上海', '重庆', '河南省', '安徽省', '福建省', '甘肃省', '贵州省', '海南省', '河北省', '黑龙江省', '湖北省', '湖南省', '吉林省', '江苏省','江西省', '辽宁省', '青海省', '山东省', '山西省', '陕西省', '四川省', '云南省', '浙江省', '台湾省', '台湾', '广东省', '广西壮族自治区', '内蒙古自治区', '宁夏回族自治区', '西藏藏族自治区', '新疆维吾尔自治区', '香港', '澳门']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('广东省', 54558),\n",
       " ('台湾省', 49564),\n",
       " ('上海', 37677),\n",
       " ('北京', 14690),\n",
       " ('浙江省', 9062),\n",
       " ('江苏省', 4226),\n",
       " ('河北省', 4216),\n",
       " ('天津', 4017),\n",
       " ('福建省', 2358),\n",
       " ('香港', 1667),\n",
       " ('山东省', 1427),\n",
       " ('江西省', 1119),\n",
       " ('湖南省', 863),\n",
       " ('河南省', 847),\n",
       " ('湖北省', 377),\n",
       " ('黑龙江省', 341),\n",
       " ('海南省', 226),\n",
       " ('四川省', 101),\n",
       " ('山西省', 38),\n",
       " ('安徽省', 36),\n",
       " ('辽宁省', 34),\n",
       " ('陕西省', 32),\n",
       " ('贵州省', 28),\n",
       " ('吉林省', 27),\n",
       " ('重庆', 1)]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_cn = df[df['province'].isin(china_province)]\n",
    "data_province = df_cn.groupby(['province']).count().sort_values(['domain'], ascending=False)['domain']\n",
    "\n",
    "[items for items in data_province.iteritems()]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 域名排行"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/kaboom/.pyenv/versions/3.6.5/Python.framework/Versions/3.6/lib/python3.6/site-packages/ipykernel_launcher.py:22: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n"
     ]
    }
   ],
   "source": [
    "from IPy import IP\n",
    "def is_domain(domain):\n",
    "    try:\n",
    "        IP(domain)\n",
    "        return False\n",
    "    except Exception as _:\n",
    "        return True\n",
    "\n",
    "\n",
    "def domain_root_name(domain):\n",
    "    try:\n",
    "        arr = domain.split('.')\n",
    "        if len(arr) >= 2:\n",
    "            return '.'.join(arr[-2:])\n",
    "        else:\n",
    "            return domain\n",
    "    except Exception as err:\n",
    "        print('error, not a valid domain: {}'.format(str(err)))\n",
    "        return domain\n",
    "\n",
    "df_company = df[df['domain'].apply(lambda x: is_domain(x))]\n",
    "df_company['company'] = df_company['domain'].map(lambda x: domain_root_name(x))\n",
    "head_count = 15\n",
    "df_company_all = df_company.groupby(['company']).count().sort_values(['time'], ascending=False)['time']\n",
    "df_company_head = df_company_all.head(head_count)\n",
    "new_row = pd.Series([df_company_all[head_count:].sum()], index=['other'])\n",
    "df_company_rank = pd.concat([df_company_head, new_row])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 294,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x14fcb31d0>"
      ]
     },
     "execution_count": 294,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_company_rank.plot(kind='pie', figsize = (9,9))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 297,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('googleapis.com', 79979),\n",
       " ('qq.com', 25716),\n",
       " ('bilibili.com', 11771),\n",
       " ('qpic.cn', 5735),\n",
       " ('google.com', 5207),\n",
       " ('amap.com', 3749),\n",
       " ('hdslb.com', 3693),\n",
       " ('zhihu.com', 2994),\n",
       " ('163.com', 2042),\n",
       " ('sogou.com', 1952),\n",
       " ('alipay.com', 1364),\n",
       " ('snssdk.com', 1317),\n",
       " ('meituan.com', 1298),\n",
       " ('p2cdn.com', 1287),\n",
       " ('baidu.com', 1274),\n",
       " ('other', 25598)]"
      ]
     },
     "execution_count": 297,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[items for items in df_company_rank.iteritems()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('googleapis', 79979),\n",
       " ('qq', 25716),\n",
       " ('bilibili', 11771),\n",
       " ('qpic', 5735),\n",
       " ('google', 5207),\n",
       " ('amap', 3749),\n",
       " ('hdslb', 3693),\n",
       " ('zhihu', 2994),\n",
       " ('163', 2042),\n",
       " ('sogou', 1952),\n",
       " ('alipay', 1364),\n",
       " ('snssdk', 1317),\n",
       " ('meituan', 1298),\n",
       " ('p2cdn', 1287),\n",
       " ('baidu', 1274),\n",
       " ('iqiyi', 1131),\n",
       " ('mobike', 1059),\n",
       " ('qlogo', 1016),\n",
       " ('biliapi', 955),\n",
       " ('acgvideo', 838),\n",
       " ('gstatic', 811),\n",
       " ('biliapi.net', 808),\n",
       " ('alicdn', 678),\n",
       " ('qy.net', 666),\n",
       " ('juejin.im', 650),\n",
       " ('com', 640),\n",
       " ('taobao', 610),\n",
       " ('huodongxing', 605),\n",
       " ('xycdn', 588),\n",
       " ('qunar', 583),\n",
       " ('jpush', 574),\n",
       " ('byteimg', 549),\n",
       " ('126.net', 515),\n",
       " ('bdurl.net', 482),\n",
       " ('xiaojukeji', 466),\n",
       " ('meituan.net', 462),\n",
       " ('dianping', 448),\n",
       " ('netease', 447),\n",
       " ('oppomobile', 389),\n",
       " ('10010', 379),\n",
       " ('alipayobjects', 358),\n",
       " ('amemv', 331),\n",
       " ('umeng', 318),\n",
       " ('dida365', 280),\n",
       " ('xdrig', 248),\n",
       " ('zhimg', 243),\n",
       " ('csg', 238),\n",
       " ('oneplus', 235),\n",
       " ('bytecdn', 233),\n",
       " ('xitu.io', 221),\n",
       " ('pstatp', 178),\n",
       " ('thinkhard.tech', 174),\n",
       " ('bdstatic', 166),\n",
       " ('weathercn', 164),\n",
       " ('aliyuncs', 160),\n",
       " ('teddymobile', 157),\n",
       " ('iqiyipic', 144),\n",
       " ('didistatic', 133),\n",
       " ('gvt2', 131),\n",
       " ('coolapk', 128),\n",
       " ('qchannel03', 124),\n",
       " ('nocode', 119),\n",
       " ('biligame', 117),\n",
       " ('crashlytics', 115),\n",
       " ('doubleclick.net', 113),\n",
       " ('google-analytics', 110),\n",
       " ('imgur', 110),\n",
       " ('ele.me', 105),\n",
       " ('aocde', 92),\n",
       " ('jd', 89),\n",
       " ('v2ex', 89),\n",
       " ('app-measurement', 88),\n",
       " ('sogoucdn', 87),\n",
       " ('tencent', 82),\n",
       " ('uc', 76),\n",
       " ('qinengkeji', 73),\n",
       " ('com.hk', 69),\n",
       " ('dpfile', 68),\n",
       " ('getui', 67),\n",
       " ('udache', 67),\n",
       " ('just4fun.site', 65),\n",
       " ('qunarzz', 64),\n",
       " ('leancloud', 58),\n",
       " ('lehuipay', 58),\n",
       " ('sinaimg', 57),\n",
       " ('bcebos', 54),\n",
       " ('githubusercontent', 53),\n",
       " ('irs01', 52),\n",
       " ('gtimg', 52),\n",
       " ('vzuu', 52),\n",
       " ('cnzz', 50),\n",
       " ('aliapp.org', 50),\n",
       " ('meijuniao.net', 49),\n",
       " ('shuzilm', 46),\n",
       " ('shouqianba', 45),\n",
       " ('unpkg', 45),\n",
       " ('growingio', 44),\n",
       " ('cmpassport', 42),\n",
       " ('h2os', 42),\n",
       " ('qiyi', 41),\n",
       " ('gtimg', 41),\n",
       " ('bdimg', 40),\n",
       " ('tmall', 40),\n",
       " ('autonavi', 39),\n",
       " ('mob', 39),\n",
       " ('avoscloud', 36),\n",
       " ('sf-express', 35),\n",
       " ('mmstat', 35),\n",
       " ('googlesyndication', 34),\n",
       " ('qqmail', 33),\n",
       " ('douban', 33),\n",
       " ('huoxing24', 33),\n",
       " ('ez4q2', 32),\n",
       " ('bsgslb', 32),\n",
       " ('51y5.net', 32),\n",
       " ('12306', 31),\n",
       " ('appsflyer', 31),\n",
       " ('ifengimg', 31),\n",
       " ('no4book', 31),\n",
       " ('googletagmanager', 29),\n",
       " ('jianshu', 28),\n",
       " ('shumafen', 28),\n",
       " ('facebook', 27),\n",
       " ('mydrivers', 27),\n",
       " ('xiaomi.net', 26),\n",
       " ('geekbang.org', 26),\n",
       " ('umengcloud', 25),\n",
       " ('myqcloud', 25),\n",
       " ('smzdm', 25),\n",
       " ('wjx.top', 24),\n",
       " ('github', 24),\n",
       " ('wm-motor', 24),\n",
       " ('didialift', 23),\n",
       " ('36kr', 23),\n",
       " ('codelab.club', 22),\n",
       " ('wezhuiyi', 22),\n",
       " ('ucweb', 22),\n",
       " ('toutiao', 22),\n",
       " ('cmfspay', 20),\n",
       " ('bootcss', 20),\n",
       " ('meizu', 19),\n",
       " ('toutiaocdn', 18),\n",
       " ('lmgtfy', 18),\n",
       " ('edu', 18),\n",
       " ('neixin', 17),\n",
       " ('xuebuyuan', 17),\n",
       " ('umsns', 17),\n",
       " ('elemecdn', 17),\n",
       " ('360buyimg', 17),\n",
       " ('feedblitz', 16),\n",
       " ('beijing-time.org', 15),\n",
       " ('servicewechat', 14),\n",
       " ('163yun', 14),\n",
       " ('cnblogs', 14),\n",
       " ('optimix.asia', 14),\n",
       " ('flyhand', 13),\n",
       " ('meiguanjia.net', 13),\n",
       " ('71edge', 13),\n",
       " ('luckincoffee', 13),\n",
       " ('xiumi.us', 12),\n",
       " ('githubassets', 12),\n",
       " ('qbox.me', 11),\n",
       " ('lejuhub', 11),\n",
       " ('csdnimg', 11),\n",
       " ('jomodns', 11),\n",
       " ('aliyun', 11),\n",
       " ('izatcloud.net', 11),\n",
       " ('qmlog', 11),\n",
       " ('myapp', 11),\n",
       " ('appinn.net', 11),\n",
       " ('weixinbridge', 10),\n",
       " ('1plus.io', 10),\n",
       " ('csdn.net', 10),\n",
       " ('qchannel01', 9),\n",
       " ('miaozhen', 9),\n",
       " ('weibo', 9),\n",
       " ('wangbase', 9),\n",
       " ('clmbtech', 9),\n",
       " ('youzan', 9),\n",
       " ('myoppo', 9),\n",
       " ('wojiazongguan', 9),\n",
       " ('360', 9),\n",
       " ('ifeng', 9),\n",
       " ('eqxiu', 8),\n",
       " ('openspeech', 8),\n",
       " ('127.net', 7),\n",
       " ('shimo.im', 7),\n",
       " ('typekit.net', 7),\n",
       " ('tanx', 7),\n",
       " ('url', 7),\n",
       " ('wm-imotor', 7),\n",
       " ('sharesmile', 7),\n",
       " ('leanplum', 7),\n",
       " ('idqqimg', 7),\n",
       " ('baidustatic', 7),\n",
       " ('iteye', 7),\n",
       " ('alibaba', 7),\n",
       " ('lkme.cc', 7),\n",
       " ('loli.net', 7),\n",
       " ('appjiagu', 7),\n",
       " ('chaihuo.org', 6),\n",
       " ('iprchn', 6),\n",
       " ('36krcnd', 6),\n",
       " ('ctrip', 6),\n",
       " ('qunarcdn', 6),\n",
       " ('disqus', 5),\n",
       " ('cytcm', 5),\n",
       " ('kuyun88', 5),\n",
       " ('mozilla', 5),\n",
       " ('3', 5),\n",
       " ('googletagservices', 5),\n",
       " ('googleadsserving', 5),\n",
       " ('ruanyifeng', 5),\n",
       " ('smartont.net', 4),\n",
       " ('gosmarthome', 4),\n",
       " ('bshare', 4),\n",
       " ('qiniucdn', 4),\n",
       " ('1688', 4),\n",
       " ('mediav', 4),\n",
       " ('mxplay', 4),\n",
       " ('ixiguavideo', 4),\n",
       " ('t', 4),\n",
       " ('189', 4),\n",
       " ('openinstall.io', 4),\n",
       " ('lyhanda', 4),\n",
       " ('optimix', 4),\n",
       " ('j2inter', 3),\n",
       " ('tv1box', 3),\n",
       " ('utteranc.es', 3),\n",
       " ('sankuai', 3),\n",
       " ('hdxu', 3),\n",
       " ('tddmp', 3),\n",
       " ('miaomiaoz', 3),\n",
       " ('appinn', 3),\n",
       " ('zdmimg', 3),\n",
       " ('inmobi', 3),\n",
       " ('youtube', 3),\n",
       " ('qcloud', 3),\n",
       " ('wm-motor', 3),\n",
       " ('mathjax.org', 3),\n",
       " ('taboola', 3),\n",
       " ('smcdn', 3),\n",
       " ('xiaomi', 3),\n",
       " ('youzanyun', 3),\n",
       " ('igexin', 3),\n",
       " ('qcloudimg', 3),\n",
       " ('gvt1', 2),\n",
       " ('weiyun', 2),\n",
       " ('tuyacn', 2),\n",
       " ('gemius.pl', 2),\n",
       " ('geektutu', 2),\n",
       " ('fugetech', 2),\n",
       " ('fastapi.net', 2),\n",
       " ('v2ex.co', 2),\n",
       " ('david-smith.org', 2),\n",
       " ('wjx', 2),\n",
       " ('chengzijianzhan', 2),\n",
       " ('wosaimg', 2),\n",
       " ('wzrkt', 2),\n",
       " ('xf-yun', 2),\n",
       " ('youku', 2),\n",
       " ('yunfengdie', 2),\n",
       " ('baifubao', 2),\n",
       " ('sohu', 2),\n",
       " ('adnxs', 2),\n",
       " ('52ecy', 2),\n",
       " ('rokid', 2),\n",
       " ('miaomiaozhe', 2),\n",
       " ('mzstatic', 2),\n",
       " ('adsrvr.org', 2),\n",
       " ('oneplusmobile', 2),\n",
       " ('adget', 2),\n",
       " ('lncld.net', 2),\n",
       " ('qipus', 2),\n",
       " ('jinshuju.net', 2),\n",
       " ('reachmax', 2),\n",
       " ('ming.today', 2),\n",
       " ('sensorsdata', 1),\n",
       " ('boip.net', 1),\n",
       " ('pinduoduo', 1),\n",
       " ('wosai', 1),\n",
       " ('inmobi', 1),\n",
       " ('mathtag', 1),\n",
       " ('highcharts', 1),\n",
       " ('advertising', 1),\n",
       " ('impact-ad.jp', 1),\n",
       " ('netease.im', 1),\n",
       " ('callget', 1),\n",
       " ('bttrack', 1),\n",
       " ('adjust', 1),\n",
       " ('mfadsrvr', 1),\n",
       " ('lnk0', 1),\n",
       " ('yahoo', 1),\n",
       " ('ydstatic', 1),\n",
       " ('snowballtech', 1),\n",
       " ('mh163k', 1),\n",
       " ('bidswitch.net', 1),\n",
       " ('svend.cc', 1),\n",
       " ('yqwyx.xyz', 1),\n",
       " ('mlinks.cc', 1),\n",
       " ('mozilla.org', 1),\n",
       " ('zenmxapps', 1),\n",
       " ('mozilla.net', 1),\n",
       " ('placeholder', 1),\n",
       " ('cloudflare', 1),\n",
       " ('scorecardresearch', 1),\n",
       " ('extraimage.net', 1),\n",
       " ('sc.gg', 1),\n",
       " ('ros.org', 1),\n",
       " ('guazi', 1),\n",
       " ('gio.ren', 1),\n",
       " ('testin', 1),\n",
       " ('geetest', 1),\n",
       " ('jiguang', 1),\n",
       " ('ugdtimg', 1),\n",
       " ('futunn', 1),\n",
       " ('jaeapp', 1),\n",
       " ('36krcdn', 1),\n",
       " ('duxiaoman', 1),\n",
       " ('shimodev', 1),\n",
       " ('akamaized.net', 1),\n",
       " ('jsdelivr.net', 1),\n",
       " ('dripemail2', 1),\n",
       " ('qnssl', 1),\n",
       " ('dingtalk', 1),\n",
       " ('aflink', 1),\n",
       " ('storygize.net', 1),\n",
       " ('kuaidadi', 1),\n",
       " ('shadowsocks.org', 1),\n",
       " ('qhres', 1),\n",
       " ('qhimg', 1),\n",
       " ('ictr', 1)]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_company_cloud = []\n",
    "for item in df_company_all.iteritems():\n",
    "    name = item[0]\n",
    "    name = name.replace('.com', '')\n",
    "    name = name.replace('.cn', '')\n",
    "    num = item[1]\n",
    "    data_company_cloud.append((name, num))\n",
    "    \n",
    "data_company_cloud"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 使用端口排行"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 298,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x148d08278>"
      ]
     },
     "execution_count": 298,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "head_count = 15\n",
    "df_port_all = df.groupby(['port']).count().sort_values(['time'], ascending=False)['time']\n",
    "df_port_head = df_port_all.head(head_count)\n",
    "\n",
    "new_row = pd.Series([df_port_all[head_count:].sum()], index=['other'])\n",
    "\n",
    "vis_data_ports = pd.concat([df_port_head, new_row])\n",
    "vis_data_ports.plot(kind='pie', figsize = (8,8))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 299,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(443, 110535),\n",
       " (53, 37725),\n",
       " (80, 37469),\n",
       " ('443', 35307),\n",
       " ('53', 12649),\n",
       " ('80', 10404),\n",
       " (8080, 8854),\n",
       " (5228, 4363),\n",
       " ('8080', 2401),\n",
       " (8081, 1881),\n",
       " (9900, 1576),\n",
       " (39620, 1321),\n",
       " ('5228', 1218),\n",
       " (9800, 1068),\n",
       " (7006, 959),\n",
       " ('other', 12329)]"
      ]
     },
     "execution_count": 299,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[items for items in vis_data_ports.iteritems()]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 在晚上谁最活跃"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x123662748>"
      ]
     },
     "execution_count": 10,
     "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": [
    "def is_night(time_stamp):\n",
    "    night = (0, 6)\n",
    "    arr = time_stamp.split(':')\n",
    "    hour = int(arr[0])\n",
    "    return night[0] < hour < night[1]\n",
    "\n",
    "df_night = df_company[df_company['time'].apply(lambda x: is_night(x))]\n",
    "df_night.groupby(['company']).count().sort_values(['time'], ascending=False)['time'][1:].plot(kind='bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('qq.com', 588),\n",
       " ('zhihu.com', 191),\n",
       " ('qpic.cn', 131),\n",
       " ('google.com', 120),\n",
       " ('sogou.com', 96),\n",
       " ('xiaojukeji.com', 75),\n",
       " ('amap.com', 59),\n",
       " ('qunar.com', 52),\n",
       " ('baidu.com', 47),\n",
       " ('com.cn', 36),\n",
       " ('qlogo.cn', 36),\n",
       " ('zhimg.com', 31),\n",
       " ('163.com', 30),\n",
       " ('didistatic.com', 16),\n",
       " ('vzuu.com', 16),\n",
       " ('jpush.cn', 15),\n",
       " ('crashlytics.com', 15),\n",
       " ('xdrig.com', 13),\n",
       " ('v2ex.com', 12),\n",
       " ('oneplus.cn', 11),\n",
       " ('bdstatic.com', 11),\n",
       " ('aliyuncs.com', 11),\n",
       " ('gstatic.com', 10),\n",
       " ('sinaimg.cn', 10),\n",
       " ('shuzilm.cn', 10),\n",
       " ('dida365.com', 9),\n",
       " ('biliapi.com', 8),\n",
       " ('imgur.com', 8),\n",
       " ('udache.com', 7),\n",
       " ('bilibili.com', 7)]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_night_head = df_night.groupby(['company']).count().sort_values(['time'], ascending=False)['time'][1:].head(30)\n",
    "\n",
    "[items for items in df_night_head.iteritems()]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 每日请求数量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12adf4cc0>"
      ]
     },
     "execution_count": 17,
     "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": [
    "## 柱状图，每日请求数量\n",
    "df.groupby(['day']).count()['domain'].plot(kind='bar', color='b', title='daily request sum', rot=-30)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 运营商分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 300,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('谷歌', 84301),\n",
       " ('电信', 76497),\n",
       " ('阿里巴巴', 6031),\n",
       " ('联通', 4318),\n",
       " ('0', 1408),\n",
       " ('阿里云', 1003),\n",
       " ('移动', 606),\n",
       " ('脸书', 323),\n",
       " ('亚马逊', 222),\n",
       " ('内网IP', 210),\n",
       " ('阿卡迈', 22),\n",
       " ('教育网', 18),\n",
       " ('层峰网络', 7),\n",
       " ('香港宽频', 7),\n",
       " ('沃达丰', 2),\n",
       " ('Hurricane-Electric', 1)]"
      ]
     },
     "execution_count": 300,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_vis_operator = df_company.groupby(['operator']).count().sort_values(['time'], ascending=False)['time']\n",
    "[items for items in data_vis_operator.iteritems()]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 一加是不是 oppo 的亲儿子？"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x12ad9a2e8>"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_oppo = df_company[df_company['domain'].apply(lambda x: 'oppo' in x)]\n",
    "df_oppo.groupby(['domain']).count().sort_values(['time'], ascending=False)['time'].plot(kind='pie')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('epoch.cdo.oppomobile.com', 208),\n",
       " ('gslb.cdo.oppomobile.com', 38),\n",
       " ('istore.oppomobile.com', 38),\n",
       " ('opsapi.store.oppomobile.com', 34),\n",
       " ('api.cdo.oppomobile.com', 22),\n",
       " ('message.pull.oppomobile.com', 21),\n",
       " ('st.pull.oppomobile.com', 13),\n",
       " ('cdopic0.oppomobile.com', 9),\n",
       " ('newds01.myoppo.com', 9),\n",
       " ('httpdns.push.oppomobile.com', 4),\n",
       " ('conn1.oppomobile.com', 1),\n",
       " ('iopen.cdo.oppomobile.com', 1)]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_oppo = df_oppo.groupby(['domain']).count().sort_values(['time'], ascending=False)['time']\n",
    "[items for items in data_oppo.iteritems()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
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   "title_cell": "Table of Contents",
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