{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Брат брату брат\n",
    "Мы изучаем пацанов"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Гипотезы\n",
    "1. Среди пацанов преобладают мужчины\n",
    "2. Пацаны - замкнутая группа и большая часть связей лежит внутри\n",
    "3. Концентрация пацанов тяготеет к окраинам Москвы"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import pymongo, json, matplotlib\n",
    "client2 = pymongo.MongoClient('goto.reproducible.work')\n",
    "pazans = json.loads(open('/home/oleg/coding/go-to-hack-main/share/pazan_publs.json').read())\n",
    "users = {}\n",
    "st = set()\n",
    "for s in pazans.items():\n",
    "    st.add(s[0])\n",
    "for l in open('/home/oleg/coding/go-to-hack-main/share/source_data/users.json'):\n",
    "    us = json.loads(l)\n",
    "    if str(us['_id']) in st:\n",
    "        users[us['_id']] = us\n",
    "        users[us['_id']]['groups'] = pazans[str(us['_id'])]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import pandas\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "matplotlib.rc('font', family='DejaVu sans', size='50')\n",
    "#print(lst[103])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "36275\n",
      "12077\n"
     ]
    }
   ],
   "source": [
    "data = pandas.DataFrame.from_dict(users,orient='index')\n",
    "lst = list(users.items())\n",
    "good_users = list(filter(lambda a: len(a[1]['groups'])>1, lst))\n",
    "print(len(users))\n",
    "print(len(good_users))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false
   },
   "source": [
    "## Пол\n",
    "Первый бин - девочки, второй бин - мальчики "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f93b4170860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(50.0, 20.0))\n",
    "plt.hist(data.sex, bins=2, range=(1, 2))\n",
    "plt.savefig('gender.png')\n",
    "plt.xlabel(\"Пол\")\n",
    "plt.ylabel(\"Количество пацанов\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Первая гипотеза опровергнута"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Количество цитатников\n",
    "Давайте выясним количество людей, которые вступили как минимум в N групп "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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9rtBeh9uHRRVkHzKYDrRXYfb6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D3guMz8Zcu/XwU8ehi9zeFVmfnVlvrHUs7Xjqsyc/Mx9DMML6n9nsAPM/OefgdpOQZfyczX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\nkEvFJQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f93b207e978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = range(1, 10)\n",
    "y = [len(list(filter(lambda a: len(a[1]['groups'])>=i, lst))) for i in x] \n",
    "y1 = [len(list(filter(lambda a: len(a[1]['groups'])==i and a[1]['sex']==1, lst)))/36275 for i in x] \n",
    "y2 = [len(list(filter(lambda a: len(a[1]['groups'])==i and a[1]['sex']==2, lst)))/36275 for i in x] \n",
    "\n",
    "# plt.plot(x,y, label='общее')\n",
    "# plt.plot(x,y1, label='нетру пацаны (девочки)')\n",
    "# plt.plot(x,y2, label='тру пацаны (мальчики)')\n",
    "\n",
    "import matplotlib.gridspec as gridspec\n",
    "\n",
    "#f = plt.figure()\n",
    "\n",
    "\n",
    "f, ax = plt.subplots()\n",
    "\n",
    "ax.stackplot(x, y2, y1, colors=('#add8e6', 'pink'), )\n",
    "\n",
    "f.set_figheight(20)\n",
    "f.set_figwidth(50)\n",
    "\n",
    "\n",
    "plt.xlabel(\"Чёткость (precision)\")\n",
    "plt.ylabel(\"Количество людей\")\n",
    "plt.legend(['мальчики', 'девочки'])\n",
    "plt.savefig('groups.png')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Отношение к вредным привычкам\n",
    "Отношение к вредным привычкам тем лучше, чем больше цифра по оси x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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NsbGxDts3b95saf9Zs2YVT84FSt6rfv36YejQoR7l9Oc//xmNGzcu/lovyNav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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f93b1f220b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f93b4123668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = range(1, 6)\n",
    "y1 = [len(list(filter(lambda a: ('personal' in a[1]) and \n",
    "                      ('alcohol' in a[1]['personal']) and a[1]['personal']['alcohol']==i, lst))) for i in x]  \n",
    "y2 = [len(list(filter(lambda a: ('personal' in a[1]) and\n",
    "                      ('smoking' in a[1]['personal']) and a[1]['personal']['smoking']==i, lst))) for i in x]  \n",
    "\n",
    "#plt.figure(figsize=(20.0, 20.0))\n",
    "plt.plot(x,y1, label='alcohol')\n",
    "plt.plot(x,y2, label='smoking')\n",
    "\n",
    "plt.legend()\n",
    "plt.figure(figsize=(20.0, 20.0))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 138,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['audio', 'users', 'friends', 'system.users', 'walls']\n",
      "\n",
      "0\n",
      "100\n",
      "200\n",
      "300\n",
      "400\n",
      "500\n",
      "600\n",
      "700\n",
      "{'брат': 72, 'мама': 18, 'учеба': 3, 'пацан': 15, 'nike': 2, 'адик': 1, 'вообще': 13}\n"
     ]
    }
   ],
   "source": [
    "\n",
    "#print(json.dumps(lst[0], encoding='utf-8'))\n",
    "keywords = {\n",
    "    #'падик': 0,\n",
    "    'адик': 0,\n",
    "    #'найк': 0,\n",
    "    #'adidas': 0,\n",
    "    'nike': 0,\n",
    "    'брат': 0,\n",
    "    'пацан': 0,\n",
    "    'пацан': 0,\n",
    "    'мама': 0,\n",
    "    #'двор': 0,\n",
    "    'учеба': 0,\n",
    "    'вообще': 0,\n",
    "    #'искусство': 0,\n",
    "    #'бухл': 0,\n",
    "\n",
    "}\n",
    "puper_list = lst[0:1000]\n",
    "\n",
    "cnt = 0\n",
    "print(client2['vk'].collection_names())\n",
    "walls = client2['vk']['walls']\n",
    "print()\n",
    "for u in puper_list:\n",
    "    string = str(u).lower()\n",
    "    \n",
    "    wall_str = walls.find_one({'_id': u[1]['_id']})\n",
    "    azaza = False\n",
    "    if 'response' in wall_str:\n",
    "        azaza = True\n",
    "        wall_str = wall_str['response']['items']\n",
    "        #print(wall_str)\n",
    "        #wall_str = str(wall_str)\n",
    "        #print(wall_str)\n",
    "        #vk_login, vk_password = sys.argv[1], sys.argv[2]\n",
    "        if(cnt%100==0):\n",
    "            print(cnt)\n",
    "        cnt+=1\n",
    "        for w in keywords:\n",
    "            if (w in string):\n",
    "                keywords[w]+=1\n",
    "            else:\n",
    "                for wall_post in wall_str:\n",
    "                    if (w in wall_post['text'].lower()):\n",
    "                        keywords[w]+=1\n",
    "print(keywords)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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6Q2dYlx4uYJkNdL+oqkjgnkHeqwrqR8Rt9DSYnxC1TEK8ddlpS4fp2kE5vGNZtHNL1mzj8/mwIX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\ngbd3iJMfo6dJq0hUDh40MxukS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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f93b1686f28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(50.0, 20.0))\n",
    "ad = 0\n",
    "\n",
    "items = sorted(keywords.items(), key=lambda a: a[1])\n",
    "keys = [a[0] for a in items]\n",
    "values = [a[1]/cnt  for a in items]\n",
    "plt.bar(range(len(values)), values, align='center')\n",
    "plt.xticks(range(len(keys)), keys)\n",
    "plt.savefig('words.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{0: 1.8, 1: 1.974141677531508, 2: 1.9860041987403778, 3: 2.03770197486535, 4: 2.1344827586206896, 5: 2.1366906474820144, 6: 2.1044776119402986, 7: 2.1914893617021276}\n"
     ]
    },
    {
     "data": {
      "image/png": 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PAAAg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\nXiV4vmTNEpavW17fo6uR69OlD4N7DKaoexGDewxmw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tOyT4BTAahuQr2wfqOk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\nyHZlq/m05tr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dkrLXzz9Dx44weXJqddq2hZdfhgYN0jKW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\nDcBs4ILGDzfma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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f93b286a320>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(50.0, 20.0))\n",
    "groups_alc = {}\n",
    "cnt_alc = {}\n",
    "groups_smo = {}\n",
    "cnt_smo = {}\n",
    "r_gr = range(0, 8)\n",
    "for i in r_gr:\n",
    "    groups_alc[i] = 0\n",
    "    cnt_alc[i] = 0\n",
    "    groups_smo[i] = 0\n",
    "    cnt_smo[i] = 0\n",
    "\n",
    "for u in lst:\n",
    "    if len(u[1]['groups']) in r_gr:\n",
    "        if ('personal' in u[1]) and ('alcohol' in u[1]['personal']):\n",
    "            groups_alc[len(u[1]['groups'])]+=u[1]['personal']['alcohol']\n",
    "            cnt_alc[len(u[1]['groups'])]+=1\n",
    "        if ('personal' in u[1]) and ('smoking' in u[1]['personal']):\n",
    "            groups_smo[len(u[1]['groups'])]+=u[1]['personal']['smoking']\n",
    "            cnt_smo[len(u[1]['groups'])]+=1\n",
    "\n",
    "for i in r_gr:\n",
    "    if cnt_alc[i]!=0:\n",
    "        groups_alc[i] /= cnt_alc[i] \n",
    "    if cnt_smo[i]!=0:\n",
    "        groups_smo[i] /= cnt_smo[i] \n",
    "groups_alc[0] = groups_smo[0] = 1.8\n",
    "\n",
    "print(groups_alc)\n",
    "plt.plot(r_gr,list(groups_alc.values()), linewidth=13,label='Бухлишко')\n",
    "plt.plot(r_gr,list(groups_smo.values()), linewidth=13,label='Сиги')\n",
    "    \n",
    "# plt.scatter(x,y, alpha = 0.01) #изменения только в этой строчке\n",
    "\n",
    "plt.xlabel(\"Группы\")\n",
    "plt.ylabel(\"Матожидание отношения\")\n",
    "plt.legend()\n",
    "plt.savefig('expect.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 334,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "usCol = client2['vk'].users"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 356,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Keys\n",
      "Done: 1000: \n",
      "Done: 2000: \n",
      "Done: 3000: \n",
      "Done: 4000: \n",
      "Done: 5000: \n",
      "Done: 6000: \n",
      "Done: 7000: \n",
      "Done: 8000: \n",
      "Done: 9000: \n",
      "Done: 10000: \n",
      "Done: 11000: \n",
      "Done: 12000: \n",
      "[(32194500, 6546), (40567146, 5622), (31836774, 5387), (26419239, 5310), (12382740, 5015), (23064236, 4957), (26147450, 4711), (30277672, 4480), (10639516, 4425), (34491673, 4135), (25554967, 4100), (30179569, 3994), (45045130, 3975), (65662695, 3844), (56048543, 3726), (33339790, 3712), (22741624, 3595), (68114884, 3434), (30602036, 3317), (38630769, 3313), (45441631, 3291), (23243883, 3276), (42701798, 3272), (78388911, 3259), (46987089, 3223), (39111205, 3167), (29435908, 3162), (45739071, 3153), (45595714, 3135), (22822305, 3107)]\n"
     ]
    }
   ],
   "source": [
    "super_groups = {}\n",
    "cnt = 0\n",
    "\n",
    "keys = set()\n",
    "for a in good_users:\n",
    "    keys.add(a[0]) \n",
    "print(\"Keys\")\n",
    "for l in open('/home/oleg/coding/go-to-hack-main/share/resulting_groups.json'):\n",
    "    gr = json.loads(l)\n",
    "    per_id = gr[0]\n",
    "    if per_id in keys:\n",
    "        for g in gr[1]:\n",
    "            if g not in super_groups:\n",
    "                super_groups[g] = 0\n",
    "            super_groups[g]+=1\n",
    "        cnt+=1\n",
    "        if(cnt%1000==0):\n",
    "            print(\"Done: %s: \" % cnt)\n",
    "super_groups = sorted(list(super_groups.items()), key=lambda a: -a[1])\n",
    "print(super_groups[0:30])\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "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": "3.5.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
