TwitterAnalysis.ipynb

{
 "cells":[
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "User Name for twitter Developer account  :\n",
      "Rohit Singh\n"
     ]
    }
   ],
   "source": [
    "import tweepy\n",
    "\n",
    "#These keys is generated after https://apps.twitter.com/app and create a new app\n",
    "ckey = 'VQA0mXxtIkEEtxoZ5BkG9C3Os'\n",
    "csecret = 'MXZbLB01ZuQ2K5mEIDsxy8EhsSDEXOskccyclUCEGs7ZpvhEmW'\n",
    "atoken = '796627054569594888-Znwexx3eW5YMVc2qBKRqoiK4DFzHbOG'\n",
    "asecret = 'fuU4DTtsfLnIgor9FQXrLiosOPvH0CNIM2S8lGJ9ccVyM'\n",
    "#authentication safety and secure request\n",
    "auth = tweepy.OAuthHandler(consumer_key=ckey, consumer_secret=csecret)\n",
    "auth.secure = True\n",
    "auth.set_access_token(atoken,asecret)\n",
    "api = tweepy.API(auth)\n",
    "print \"User Name for twitter Developer account  :\"\n",
    "print(api.me().name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\u001b[0;32mc:\\python27\\lib\\site-packages\\tweepy\\streaming.pyc\u001b[0m in \u001b[0;36m_start\u001b[0;34m(self, async)\u001b[0m\n\u001b[1;32m    359\u001b[0m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_thread\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mstart\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m    360\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m--> 361\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_run\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    362\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m    363\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mon_closed\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mresp\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[0;32mc:\\python27\\lib\\site-packages\\tweepy\\streaming.pyc\u001b[0m in \u001b[0;36m_run\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    261\u001b[0m                     \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msnooze_time\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msnooze_time_step\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m    262\u001b[0m                     \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlistener\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mon_connect\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m--> 263\u001b[0;31m                     \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_read_loop\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mresp\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    264\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mTimeout\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mssl\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mSSLError\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mexc\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m    265\u001b[0m                 \u001b[1;31m# This is still necessary, as a SSLError can actually be\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[0;32mc:\\python27\\lib\\site-packages\\tweepy\\streaming.pyc\u001b[0m in \u001b[0;36m_read_loop\u001b[0;34m(self, resp)\u001b[0m\n\u001b[1;32m    311\u001b[0m             \u001b[0mlength\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m    312\u001b[0m             \u001b[1;32mwhile\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mresp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mraw\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mclosed\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m--> 313\u001b[0;31m                 \u001b[0mline\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mbuf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mread_line\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mstrip\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    314\u001b[0m                 \u001b[1;32mif\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mline\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m    315\u001b[0m                     \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlistener\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mkeep_alive\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m  \u001b[1;31m# keep-alive new lines are expected\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[0;32mc:\\python27\\lib\\site-packages\\tweepy\\streaming.pyc\u001b[0m in \u001b[0;36mread_line\u001b[0;34m(self, sep)\u001b[0m\n\u001b[1;32m    177\u001b[0m             \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m    178\u001b[0m                 \u001b[0mstart\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_buffer\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m--> 179\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_buffer\u001b[0m \u001b[1;33m+=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_stream\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mread\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_chunk_size\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    180\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m    181\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_pop\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlength\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[0;32mc:\\python27\\lib\\site-packages\\requests\\packages\\urllib3\\response.pyc\u001b[0m in \u001b[0;36mread\u001b[0;34m(self, amt, decode_content, cache_content)\u001b[0m\n\u001b[1;32m    312\u001b[0m             \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m    313\u001b[0m                 \u001b[0mcache_content\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mFalse\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m--> 314\u001b[0;31m                 \u001b[0mdata\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_fp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mread\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mamt\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    315\u001b[0m                 \u001b[1;32mif\u001b[0m \u001b[0mamt\u001b[0m \u001b[1;33m!=\u001b[0m \u001b[1;36m0\u001b[0m \u001b[1;32mand\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[0mdata\u001b[0m\u001b[1;33m:\u001b[0m  \u001b[1;31m# Platform-specific: Buggy versions of Python.\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m    316\u001b[0m                     \u001b[1;31m# Close the connection when no data is returned\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[0;32mc:\\python27\\lib\\httplib.pyc\u001b[0m in \u001b[0;36mread\u001b[0;34m(self, amt)\u001b[0m\n\u001b[1;32m    586\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m    587\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mchunked\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m--> 588\u001b[0;31m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_read_chunked\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mamt\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    589\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m    590\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mamt\u001b[0m \u001b[1;32mis\u001b[0m \u001b[0mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[0;32mc:\\python27\\lib\\httplib.pyc\u001b[0m in \u001b[0;36m_read_chunked\u001b[0;34m(self, amt)\u001b[0m\n\u001b[1;32m    628\u001b[0m         \u001b[1;32mwhile\u001b[0m \u001b[0mTrue\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m    629\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mchunk_left\u001b[0m \u001b[1;32mis\u001b[0m \u001b[0mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m--> 630\u001b[0;31m                 \u001b[0mline\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreadline\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0m_MAXLINE\u001b[0m \u001b[1;33m+\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    631\u001b[0m                 \u001b[1;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mline\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m>\u001b[0m \u001b[0m_MAXLINE\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m    632\u001b[0m                     \u001b[1;32mraise\u001b[0m \u001b[0mLineTooLong\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"chunk size\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[0;32mc:\\python27\\lib\\socket.pyc\u001b[0m in \u001b[0;36mreadline\u001b[0;34m(self, size)\u001b[0m\n\u001b[1;32m    478\u001b[0m             \u001b[1;32mwhile\u001b[0m \u001b[0mTrue\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m    479\u001b[0m                 \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m--> 480\u001b[0;31m                     \u001b[0mdata\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_sock\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrecv\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_rbufsize\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    481\u001b[0m                 \u001b[1;32mexcept\u001b[0m \u001b[0merror\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m    482\u001b[0m                     \u001b[1;32mif\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m==\u001b[0m \u001b[0mEINTR\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[0;32mc:\\python27\\lib\\ssl.pyc\u001b[0m in \u001b[0;36mrecv\u001b[0;34m(self, buflen, flags)\u001b[0m\n\u001b[1;32m    732\u001b[0m                     \u001b[1;34m\"non-zero flags not allowed in calls to recv() on %s\"\u001b[0m \u001b[1;33m%\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m    733\u001b[0m                     self.__class__)\n\u001b[0;32m--> 734\u001b[0;31m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mread\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mbuflen\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    735\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m    736\u001b[0m             \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_sock\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrecv\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mbuflen\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mflags\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[0;32mc:\\python27\\lib\\ssl.pyc\u001b[0m in \u001b[0;36mread\u001b[0;34m(self, len, buffer)\u001b[0m\n\u001b[1;32m    619\u001b[0m                 \u001b[0mv\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_sslobj\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mread\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mbuffer\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m    620\u001b[0m             \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m--> 621\u001b[0;31m                 \u001b[0mv\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_sslobj\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mread\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlen\u001b[0m \u001b[1;32mor\u001b[0m \u001b[1;36m1024\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    622\u001b[0m             \u001b[1;32mreturn\u001b[0m \u001b[0mv\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m    623\u001b[0m         \u001b[1;32mexcept\u001b[0m \u001b[0mSSLError\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mx\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "from tweepy import Stream\n",
    "from tweepy import OAuthHandler\n",
    "from tweepy.streaming import StreamListener\n",
    "#import Authentication as Au\n",
    "import time\n",
    "\n",
    "#save_data=open('json_data.json', 'a')\n",
    "class listener(StreamListener):\n",
    "\n",
    "    def on_data(self, data):\n",
    "        try:\n",
    "            print data\n",
    "            saveFile = open('twitterDB2.csv','a')\n",
    "            saveFile.write(data)\n",
    "            saveFile.close()\n",
    "            return True\n",
    "        except BaseException, e:\n",
    "            print\"failed on_data,\",str(e)\n",
    "            time.sleep(5)\n",
    "    \n",
    "    def on_error(self, status):\n",
    "        print(status)\n",
    "\n",
    "twitterStream = Stream(auth, listener())\n",
    "twitterStream.filter(track=['java ','python ','ruby'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " 228\n"
     ]
    }
   ],
   "source": [
    "import json\n",
    "\n",
    "\n",
    "Fresh_tweets = 'twitterDB2.csv'\n",
    "tweets_data = []\n",
    "with open(Fresh_tweets,'r') as tweets_file:\n",
    "    for line in tweets_file:\n",
    "        try:\n",
    "            tweet= json.loads(line)\n",
    "            tweets_data.append(tweet)\n",
    "        except:\n",
    "            continue\n",
    "print len(tweets_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Show table!!!!!\n",
      "                                                Text language    Country\n",
      "0  5 Najlepszych Podcastów O Ruby on Rails Według...       pl       None\n",
      "1    Serpent na nga pala, hindi python ano ba yan 😂       tl       None\n",
      "2  Job Opportunity: Java Developer Needed - NJ. A...       en       None\n",
      "3  Z182 Madagascar Ruby Natural 2.4ct Size US6 US...       en       None\n",
      "4  fluent-plugin-cassandra-driver (0.0.17): Fluen...       en       None\n",
      "5  Photos: Nigerian Security Forces Pose with Dan...       en       None\n",
      "6  🕕🕖🕢 (at Gudang Garam West Java Region Offic...       en  Indonesia\n",
      "7  Photos: Nigerian Security Forces Pose with Dan...       en       None\n",
      "8  eshedee (🔀:🛃) - A kind of type, larger than ...       en       None\n",
      "9  Stainless Steel Heart Tea Bag Leaves #Herbalte...       en       None\n"
     ]
    }
   ],
   "source": [
    "#import Data_List as l\n",
    "import pandas as pd\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "data=tweets_data\n",
    "tweets = pd.DataFrame()\n",
    "tweets['text'] = map(lambda tweet : tweet['text'],data)\n",
    "tweets['lang'] = map(lambda tweet: tweet['lang'],data)\n",
    "tweets['country'] = map(lambda tweet: tweet['place']['country'] if tweet['place'] != None else None,data)\n",
    "csv_data = {'Text':tweets['text'],'language':tweets['lang'],'Country':tweets['country']}\n",
    "df=pd.DataFrame(csv_data,columns=['Text','language','Country'])\n",
    "print \"Show table!!!!!\"\n",
    "print df.head(10)\n",
    "tweets_by_lang = tweets['lang'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "table to show deatils with languaes!!!!\n",
      "                                                Text language\n",
      "0  5 Najlepszych Podcastów O Ruby on Rails Według...       pl\n",
      "1    Serpent na nga pala, hindi python ano ba yan 😂       tl\n",
      "2  Job Opportunity: Java Developer Needed - NJ. A...       en\n",
      "3  Z182 Madagascar Ruby Natural 2.4ct Size US6 US...       en\n",
      "4  fluent-plugin-cassandra-driver (0.0.17): Fluen...       en\n",
      "5  Photos: Nigerian Security Forces Pose with Dan...       en\n",
      "6  🕕🕖🕢 (at Gudang Garam West Java Region Offic...       en\n",
      "7  Photos: Nigerian Security Forces Pose with Dan...       en\n",
      "8  eshedee (🔀:🛃) - A kind of type, larger than ...       en\n",
      "9  Stainless Steel Heart Tea Bag Leaves #Herbalte...       en\n",
      "\n",
      "\t tweets by top 5 language\n",
      "\n",
      "en    157\n",
      "ja     17\n",
      "es     12\n",
      "fr     10\n",
      "in      5\n",
      "Name: lang, dtype: int64\n"
     ]
    },
    {
     "data": {
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pEOv0PxKLI5/z8vmcl6/Tz/lgXgnVzMzMBiknIGZmZlY6JyBmZmZWOicgZmZmVjonIGZm\nZlY6JyBmZmZWOicgZmZmVjonIGZmZlY6JyBmZmZWOicgZmZmVjonIGZmZlY6JyBmZmZWOicgZmZm\nVjonIGZmZlY6JyBmZmZWOicgZmZmVjonIGZmZlY6JyBmZmZWOicgZmZmVjonIGZmZlY6JyBmZmZW\nOicgZmZmVjonIGZmZlY6JyBmZmZWOicgZmZmVrrFOgGRtLOkKyRNlTRf0kcb1D0nq/OVqvJVJf1B\n0ixJMyX9WtIKAx+9mZmZ1bNYJyDACsB9wNFA1Ksk6QBgO2Bqjc0XAqOAscC+wC7AOS2P1MzMzJq2\nVLsDaCQirgauBpCkWnUkvQs4C9gbuKpq26ZZ+ZiImJiVHQv8VdI3ImLaAIZvZmZmdSzuPSANZUnJ\n+cBpETGpRpX3AzMryUfmOlJvyvYlhGhmZmY1DOoEBPg2MDcifl5n+5rAC/mCiJgHvJxtMzMzszZY\nrC/BNCJpDPAVYOsizWkwpgRg3LhxDB8+vFdZV1cXXV1dBQ5nZmbWWbq7u+nu7u5VNmvWrKbbD9oE\nBNgJWB14Jjc8ZEngDElfi4j1gWnAiHwjSUsCqwLTG+18/PjxjB49uuVBm5mZdYJaX8onTJjAmDFj\nmmo/mBOQ84Frq8r+npX/Nnt9J7CKpK1z40DGknpA7i4lSjMzM1vIYp2AZOt1bEhKGADWl7Ql8HJE\nPAPMrKr/NjAtIh4HiIhHJF0D/ErSUcAywM+Abs+AMTMza5/FfRDqNsBE4F7SmI3TgQnAyXXq1xrX\n8UngEdLsl78AtwBfbHmkZmZm1rTFugckIm6mD0lSNu6juuwV4LBWxmVmZmb9s7j3gJiZmVkHcgJi\nZmZmpXMCYmZmZqVzAmJmZmalcwJiZmZmpXMCYmZmZqVzAmJmZmalcwJiZmZmpXMCYmZmZqVzAmJm\nZmalcwJiZmZmpXMCYmZmZqVzAmJmZmalcwJiZmZmpXMCYmZmZqVzAmJmZmalcwJiZmZmpXMCYmZm\nZqVzAmJmZmalK5SASNpI0mckrVdVvoOkuyS9LulhSQe1JkwzMzPrJEV7QI4DzgXerhRIWgO4BtgO\nWA7YFPgfSaP7G6SZmZl1lqIJyE7AfRHxbK7sSGAl4AxSAnJQtv+v9ytCMzMz6zhFE5C1gKeryvYB\n3gJOioi5EfFn4G5g+37EZ2ZmZh2oaAKyLDCv8kLSMGBb4O6IeD1XbzKwdvHwzMzMrBMVTUCeBbbI\nvd6TlJTcUFVvOeCNgscwMzOzDlU0AbkB2EjSmZL2A34EBHB5Vb33Ac/0Iz4zMzPrQEUTkB8CrwDH\nAn8GNgMuioj7KxUkbQ5sANze3yDNzMyssxRKQCJiCrAlcArwS+DzwKeqqm1N6hG5qGhwknaWdIWk\nqZLmS/pobttSkn4k6YFs3ZGpkn4naa2qfawq6Q+SZkmaKenXklYoGpOZmZn131JFG2ZTcE9qsP0C\n4IKi+8+sANxHWnPkkqptywNbAScDDwCrAmeRkp7tcvUuBNYAxgLLAOcB5wCH9TM2MzMzK6hQAiLp\nXOC2iDh3EfWOAHaJiCOLHCcirgauzvalqm2vAntXHe8Y4G5J60TEs5JGZXXGRMTErM6xwF8lfSMi\nphWJy8zMzPqn6BiQI0iLkS3KB4DDCx6jiFVIg2FfyV7vAMysJB+Z67I6Xp/EzMysTQb6ZnTLkFsv\nZCBla5GcClyYW4tkTeCFfL2ImAe8nG0zMzOzNhiwBCS7ZDIaeHGgjpE71lLAn0g9G19upklW18zM\nzNqg6TEgkqoXGdunRll+vxuQehl+XzC2ZuOqJB/vBvaoWol1GjCiqv6SpAGr0xvtd9y4cQwfPrxX\nWVdXF11dXa0I28zMbFDr7u6mu7u7V9msWbOabt+XQai75X4OUnLR6DLG28BfgG/04Rh9kks+1gd2\nj4iZVVXuBFaRtHVuHMhYUg/I3Y32PX78eEaP9o18zczMaqn1pXzChAmMGTOmqfZ9SUDWy54FPAlc\nDHyzTt25wIyIeLsP+19Itl7HhtkxAdaXtCVpDMdzpKm5WwEfAZaWtEZW7+WIeDsiHpF0DfArSUeR\nxqT8DOj2DBgzM7P2aToBiYgFd7+VdDIwMV82QLYBbiT1uARwelb+O9L6H/tl5fdVQste7w7ckpV9\nEvg5afbLfFLi9NUBjtvMzMwaKLQOSESc3OpA6hznZhoPlF3kINqIeAUvOmZmZrZY6dcsGEmbSRov\n6XZJj0o6LbdtR0lfkfSO/odpZmZmnaTwUuySvk5ad6OyjwBWq6o2HniLtPS5mZmZGVCwB0TSvsBP\ngGeAg0hTXauXSr+DtAbI/v2M0czMzDpM0R6QrwNvAHtFxJMAVbdqqbgP2KTgMczMzKxDFR0DMga4\nq5J8NDADL3luZmZmVYomIMsArzVRbwTwr4LHMDMzsw5VNAGZDGzZqIKkZYAtgMcKHsPMzMw6VNEE\n5Apg3WwmTD3fAlYHLi14DDMzM+tQRQehngZ8CvixpO2By7LyNSQdCByYbZ9MWoXUzMzMbIGiK6HO\nlLQnaVnzQ4CPZZv2yR4CHgYOiIhmxoqYmZnZEFJ4IbKIeEzSVqT7sXwQWJd0SedZ4FrgkoiY14og\nzczMrLMUTkAAImI+cHn2MDMzM2tKv+4FY2ZmZlZEf29G90FJl0maKuktSefmtu0t6QxJa/c/TDMz\nM+skhRMQST8F/ka618tKwNJVVZ4HvgZ8onB0ZmZm1pGK3ozuM8CxwL3A6IhYubpORDxAulndfv2K\n0MzMzDpO0UGoRwGvAPtGxIsN6j0AvK/gMczMzKxDFb0E817gjkUkHwCzgDUKHsPMzMw6VH8GoUYT\nddYG3uzHMczMzKwDFU1AHgdGS6oeeLqApJWArYCHCh7DzMzMOlTRBORPwFrAqQ3q/BAYDvyx4DHM\nzMysQxUdhHomcCjwNUk70rMS6gaSxpFuRrcTMAH4Vb+jNDMzs45S9GZ0b2Y3ozsP+BCwXbZp5+wB\n6X4wh0XE3P4GaWZmZp2lPzejexHYV9KW1LgZXUTc05IIzczMrOP062Z0ABFxP3B/C2IxMzOzIaLo\nSqhbS1KrgzEzM7OhoWgPyL3ALEm3AjcBNwMTIqKZtUHMzMxsiCuagFxGGmz6kewRwKuSbiMlIzcB\n9zohMTMzs1oKXYKJiIMjYgSwBfAV4M/A28C+wGnA3cBMSX+V9I2iwUnaWdIVkqZKmi/pozXq/EDS\nc5JmS7pW0oZV21eV9AdJsyTNlPRrSSsUjcnMzMz6rz9LsRMR/xcRP6+RkFwGLEOaottosbJFWQG4\nDziaGku/SzoeOAb4Imkq8BvANZKWyVW7EBgFjCUlSLsA5/QjJjMzM+unfs+CqZC0PikJqDyWzTa9\nXXSfEXE1cHW2/1qDXr8KnBIRV2Z1PgNMBw4ALpI0CtgbGBMRE7M6xwJ/lfSNiJhWNDYzMzMrrnAC\nkiUcu+Ue7wIEzCFdgvkNaSzIXf0Lse7x1wPWBK6vlEXEq5LuBt4PXATsAMysJB+Z60i9KdvTs4Kr\nmZmZlahQAiLpaWCd7OVb9E447ixp9dM1SYnE9Kry6dm2Sp0X8hsjYp6kl3N1zMzMrGRFe0DeTfrw\nfwj4EXBNRMxoWVT9I2qMFylQx8zMzAZI0QTkZ8CuwPuA8wEkPQzcSDYNNyJeakmE9U0jJRJr0LsX\nZAQwMVdnRL6RpCWBVVm456SXcePGMXz48F5lXV1ddHV19S9qMzOzDtDd3U13d3evslmzZjXdvujN\n6L4KaYorPWNAdiXNVjkGmJ8lJDeRkpFLixxnETFMljSNNLvlgSyelUljO87Oqt0JrCJp69w4kLGk\nxOXuRvsfP348o0ePbnXYZmZmHaHWl/IJEyYwZsyYptr3axZMRMwkTbm9DBYkJLsC+wCfATYHvlz0\nONl6HRuSEgaA9bOb370cEc8AZwLfk/QE8BRwCulmeJdn8T0i6RrgV5KOIk0N/hnQ7RkwZmZm7dOS\nabjZuhs70NMbsgM903D7YxvSZZ3IHqdn5b8DjoyI0yQtT1rXYxXgVuBDVYNgPwn8nDT7ZT5wMWn6\nrpmZmbVJ0Z6JWgnHMHp6Kp6lZ0n2m4oGFxE3s4jF0iLiJOCkBttfAQ4rGoOZmZm1XtEekJmkHo5K\nwjGFlHBUBqA+2YLYzMzMrEMVTUBepKd34+aImNyqgMzMzKzzFZ0Fs26L4zAzM7MhpNDN6CSdK+nI\nJuodIencIscwMzOzzlX0brhHADs1Ue8DwOEFj2FmZmYdqmgC0qxlgHkDfAwzMzMbZAYsAZEkYDRp\nwKqZmZnZAk0PQpV0Q1XRPjXK8vvdgHTH2d8XjM3MzMw6VF9mweyW+zlIyUWjW9q/DfwF+EbfwzIz\nM7NO1pcEZL3sWcCTpCXNv1mn7lxgRkS83Y/YzMzMrEM1nYBExNOVnyWdDEzMl5mZmZk1q+hCZCe3\nOhAzMzMbOgZ6Gq6ZmZnZQpyAmJmZWemcgJiZmVnpnICYmZlZ6ZyAmJmZWemaSkAk3SDpW7nXu0ja\neODCMjMzs07WbA/IbsCmudc3Ace3OhgzMzMbGppNQOYCK1SVqcWxmJmZ2RDR7EJkTwBjJe0KTM7K\nVpQ0spnGETGlSHBmZmbWmZpNQP4bOBPI3/324OyxKNGH45iZmdkQ0FRiEBFnSXoW2B9YB9gdeAF4\nZABjMzMzsw7Vl5vRXQpcCiBpPvC3iDhyoAIzMzOzzlX00sjJwMRWBmJmZmZDh++Ga2ZmZqXr1+BQ\nSWsARwI7A+8iDTh9DrgF+G1ETO93hGZmZtZxCicgkg4GzgVWpPeaIFsAewPflvS5iLikfyGamZlZ\npyl0LxhJ2wDdpMXJLgMOBLbOHgeQBquuCFyY1R0QkpaQdIqkJyXNlvSEpO/VqPcDSc9lda6VtOFA\nxWRmZmaLVrQH5ARgSeCQbHZM3v3AFZIqici3gY8VD7GhbwNfBD4DPAxsA5wn6ZWI+DmApOOBY4DD\nSYuo/TtwjaRRETF3gOIyMzOzBoomIDsBd9RIPhaIiD9Lup00PmSgvB+4PCKuzl5PkfRJYLtcna8C\np0TElQCSPgNMJ/XUXDSAsZmZmVkdhS7BAMOBZpZXn5LVHSh3kJaI3whA0pbAB4CrstfrAWsC11ca\nRMSrwN2k5MXMzMzaoGgPyDTSeI9F2SqrO1BOBVYGHpE0j5RQfTci/phtX5M0M6d6Ns70bJuZmZm1\nQdEekGuATST9p6Qlqzdmg0P/HdgUuHqh1q3zCeCTwKGkhOhw4JuSPr2IdiIlJmZmZtYGRXtATgEO\nAo4HuiRdBDxF+lBfFzgke36JNOhzoJwG/GdE/Cl7/ZCkdUmDZH9P6n0RsAa9e0FGsIiVXMeNG8fw\n4b2vHnV1ddHV1dWSwM3MzAaz7u5uuru7e5XNmjWr6fZFV0J9VtIewB+A9wLfpKdHobImyIPApyLi\n2SLHaNLyLNyTMZ+sZyciJkuaBowFHgCQtDKwPXB2ox2PHz+e0aNHtzxgMzOzTlDrS/mECRMYM2ZM\nU+0LL0QWEQ8CW0jajTTTZe1s03PArRFxU9F998GVwHclPQM8BIwGxgG/ztU5E/iepCdIvTSnAM8C\nl5cQn5mZmdXQr6XYAbJE46Z+R1LMMaSE4mzSZZXngP/KygCIiNMkLQ+cA6wC3Ap8yGuAmJmZtU+/\nE5B2iog3gK9nj0b1TgJOKiEkMzMza0LRWTBmZmZmhTkBMTMzs9I5ATEzM7PSOQExMzOz0jkBMTMz\ns9IVSkAknSHpxFYHY2ZmZkND0R6QY4AtWhmImZmZDR1FE5Bn+9HWzMzMhriiScRlwK6SVmplMGZm\nZjY0FE1ATgKmAFdJ2rp14ZiZmdlQUHQp9suBt4APAP+Q9DwpIZlTo25ExNiCxzEzM7MOVDQB2S33\ns0h3wl27dlWi4DHMzMysQxVNQNZraRRmZmY2pBRKQCLi6VYHYmZmZkOHp9KamZlZ6fqVgEjaTNJ4\nSbdLelTSabltO0r6iqR39D9MMzMz6yRFx4Ag6evAqbl9BLBaVbXxpNky5xQ9jpmZmXWeoveC2Rf4\nCfAMcBAwgjQbZoGIuAN4Edi/nzGamZlZhynaA/J14A1gr4h4EkBSrXr3AZsUPIaZmZl1qKJjQMYA\nd1WSjwa+TqZXAAAaM0lEQVRmAGsWPIaZmZl1qKIJyDLAa03UGwH8q+AxzMzMrEMVTUAmA1s2qiBp\nGWAL4LGCxzAzM7MOVTQBuQJYN5sJU8+3gNWBSwsew8zMzDpU0UGopwGfAn4saXvgsqx8DUkHAgdm\n2ycDP+93lGZmZtZRii7FPlPSnsDFwCHAx7JN+2QPAQ8DB0REM2NFzMzMbAgpvBBZRDwmaStgP+CD\nwLqkSzrPAtcCl0TEvFYEaWZmZp2lcAICEBHzgcuzh5mZmVlTfDM6MzMzK11/b0a3laT/ljRJ0qzs\nMSkrG92qIBcRw9qSfi9phqTZku6vPrakH0h6Ltt+raQNy4jNzMzMaiucgEj6PvC/wOdJy62vlD02\nycrukXRSC2JsFMMqwO2kG97tDYwCjgNm5uocDxwDfBHYjrSE/DXZOiVmZmbWBoXGgEj6NHAS8Dpw\nNtANPEW6I+66QBdwNHCipH9GxO9bEGst3wamRMTnc2VPV9X5KnBKRFyZxf4ZYDpwAHDRAMVlZmZm\nDRTtAfka8Dawe0ScEBEPRMSrEfFaRDwYEd8B9iAtw/61VgVbw37APyRdJGm6pAmSFiQjktYj3Yvm\n+kpZRLwK3A28fwDjMjMzswaKJiCjgBsj4t56FbJtN2R1B8r6wFHAo6SpwL8EzpJ0WLZ9TVKvzPSq\ndtPxTfLMzMzapug03FfJjbNoYFZWd6AsAdwTESdmr++XtDkpKbmgQTuREpO6xo0bx/Dhw3uVdXV1\n0dXV1Y9wzczMOkN3dzfd3d29ymbNmtV0+6IJyNXAByUtFxFv1qogaTlgF+CagsdoxvPApKqyScBB\n2c/TSMnGGvTuBRkBTGy04/HjxzN6dCkTeczMzAadWl/KJ0yYwJgxY5pqX/QSzLeBucCltaa0StoA\nuIQ0O+X4gsdoxu2kWTd5m5ANRI2IyaQkZGwutpWB7YE7BjAuMzMza6CpHhBJ59Yovp80CPQRSRPp\nmX3yHmArUnLzF+A/gM/1P9SaxgO3SzqBNKNle9IU4C/k6pwJfE/SE6SZOqeQlov36q1mZmZt0uwl\nmCMabFsCGJM9qu1HGmsxIAlIRPwju/vuqcCJpLvvfjUi/pirc5qk5YFzgFWAW4EPRcTcgYjJzMzM\nFq3ZBGT3AY2iHyLiKuCqRdQ5ibRuiZmZmS0GmkpAIuLmgQ7EzMzMhg7fjM7MzMxKV3Qa7gKSlgRW\nA4bVqxMRU/p7HDMzM+schRMQSXsB3yEtab50g6rRn+OYmZlZ5yl6M7qDgf8hXcKZQZqC+3oL4zIz\nM7MOVrRn4qTs+fPAeRExvzXhmJmZ2VBQNAHZELg5ImotUGZmZmbWUNFZMNNIl17MzMzM+qxoAvIn\nYBdJy7YyGDMzMxsaiiYgJwHPAFdmN54zMzMza1qhMSARMVvSnqQ7yj4i6SlgKlBrMGpExNga5WZm\nZjZEFZ2G+y7gOmBjQMAG2aOWKBaamZmZdaqis2DOADYhJSE/A57E64CYmZlZk4omIHsCj5Nuaz+v\nhfGYmZnZEFB0EOoSwAQnH2ZmZlZE0QTkLuqP+TAzMzNrqGgC8l3gfZK+0MpgzMzMbGgoOgbkvcBv\ngV9K+hRwLfWn4RIR5xc8jpmZmXWgognIeaTptQJ2AXauU09ZPScgZmZmtkDRBOQHeH0PMzMzK6jo\nSqgntTgOMzMzG0KKDkI1MzMzK8wJiJmZmZWu6L1gbuhDdd+MzszMzHopOgh1tybqVGbJeLCqmZmZ\n9VI0AVmvTvkSwLuBDwJfBX6RPczMzMwWKDoL5ukGmycDt0i6Hvg7adn2RvXNzMxsiBmwQagRcSPw\nD+DbA3WMapJOkDRf0hm5smGSzpY0Q9Jrki6WNKKsmMzMzGxhAz0L5llg8wE+BgCStgW+ANxftelM\nYF/gYNKqrWsDl5QRk5mZmdU2YAmIpOWAbYE5A3WM3LFWBC4APg+8kitfGTgSGBcRN0fEROCzwAck\nbTfQcZmZmVltRafhjmyweUVgY+A40oDU7iLH6KOzgSsj4gZJJ+bKtyG9x+srBRHxqKQpwPuBe0qI\nzczMzKoUnQXzFIueXivgUeCbBY/RFEmHAlsDY2psXgOYGxGvVpVPB9YcyLjMzMysvqIJyC3UT0Dm\nAs8DNwPdETFgl2AkrUMa47FXRLzdl6Z4fRIzM7O2KToNd7cWx1HUGGB14F5JysqWBHaRdAywDzBM\n0spVvSAjSL0gdY0bN47hw4f3Kuvq6qKrq6tlwZuZmQ1W3d3ddHf3HmUxa9asptsX7QFZXFwHvK+q\n7DxgEnAqMBV4GxgLXAYgaWNgJHBnox2PHz+e0aNHtzhcMzOzzlDrS/mECRMYM6bWiIiFDeoEJCLe\nAB7Ol0l6A3gpIiZlr38DnCFpJvAacBZwe0R4AKqZmVmbNJWASPp+fw4SET/oT/u+Hq7q9ThgHnAx\nMAy4Gji6xHjMzMysSrM9ICfRc3O5ZuUTgdISkIjYo+r1W8Cx2cPMzMwWA80mICf0cb/vAj4HLIdn\nm5iZmVmVphKQiPhRM/UkrQF8h7Qi6bLALOCnhaMzMzOzjtSSQaiSVifddO5LpMTjdeB04PSIeKVR\nWzMzMxt6+pWASHoncDxwFLACKfE4FfhJRMzsf3hmZmbWiYreC2ZV0hLrx5Du/fIGcBrw44h4qXXh\nmZmZWSfqUwIiaRXSTea+Qko83iRdavlRRMxofXhmZmbWiZpdB2Rl4OvAV4HhpMTjTFLi8cLAhWdm\nZmadqNkekKdIiccc0qyWUyOi4b1UzMzMzOppNgFZhbSexzDSKqJH99z7bZEiIoYViM3MzMw6VF/G\ngCh7LDFAsZiZmdkQ0exCZE46zMzMrGWcWJiZmVnpnICYmZlZ6ZyAmJmZWemcgJiZmVnpnICYmZlZ\n6ZyAmJmZWemcgJiZmVnpnICYmZlZ6ZyAmJmZWemcgJiZmVnpnICYmZlZ6ZyAmJmZWemcgJiZmVnp\nnICYmZlZ6ZyAmJmZWemcgJiZmVnpnICYmZlZ6QZ1AiLpBEn3SHpV0nRJl0nauKrOMElnS5oh6TVJ\nF0sa0a6YzczMbJAnIMDOwM+A7YE9gaWBv0taLlfnTGBf4GBgF2Bt4JKS4zQzM7OcpdodQH9ExIfz\nryUdAbwAjAFuk7QycCRwaETcnNX5LDBJ0nYRcU/JIZuZmRmDvwek2ipAAC9nr8eQkqzrKxUi4lFg\nCvD+0qMzMzMzoIMSEEkiXW65LSIezorXBOZGxKtV1adn28zMzKwNBvUlmCq/ADYDdmqirkg9JWZm\nZtYGHZGASPo58GFg54h4LrdpGrCMpJWrekFGkHpB6ho3bhzDhw/vVdbV1UVXV1eLojYzMxu8uru7\n6e7u7lU2a9asptsP+gQkSz72B3aNiClVm+8F/gWMBS7L6m8MjATubLTf8ePHM3r06NYHbGZm1gFq\nfSmfMGECY8aMaar9oE5AJP0C6AI+CrwhaY1s06yImBMRr0r6DXCGpJnAa8BZwO2eAWNmZtY+gzoB\nAb5EGstxU1X5Z4Hzs5/HAfOAi4FhwNXA0SXFZ2ZmZjUM6gQkIhY5iyci3gKOzR5mZma2GBjUCYhZ\nM6ZMmcKMGTPaHUYhq622GiNHjmx3GGZmLecExDralClTGLXJJsyeM6fdoRSy/LLLMunRR52EmFnH\ncQJiHW3GjBnMnjOHC4BR7Q6mjyYBh82Zw4wZM5yAmFnHcQJiQ8IowJOqzcwWHx2zFLuZmZkNHk5A\nzMzMrHROQMzMzKx0TkDMzMysdE5AzMzMrHSeBWNmLefF38xsUZyAmFlLefE3M2uGExAzaykv/mZm\nzXACYmYDwou/mVkjTkDMzDqAx93YYOMExMxskPO4GxuMnICYmQ1yHndjg5ETEDOzDuFxNzaYeCEy\nMzMzK50TEDMzMyudExAzMzMrnRMQMzMzK50TEDMzMyudExAzMzMrnafhmpmZFeDVZ/vHCYiZmVkf\nefXZ/nMCYmZm1kdefbb/nICYmZkV5NVni/MgVDMzMyvdkElAJB0tabKkNyXdJWnbdsc0ELrbHcAQ\n5HNePp/z8vmcl6/Tz/mQSEAkfQI4Hfg3YGvgfuAaSau1NbAB0Om/sIsjn/Py+ZyXz+e8fJ1+zodE\nAgKMA86JiPMj4hHgS8Bs4Mj2hmVmZjY0dXwCImlpYAxwfaUsIgK4Dnh/u+IyMzMbyjo+AQFWA5YE\npleVTwfWLD8cMzMzG8rTcAVEjfJlASZNmtTyA1b2eRVpHvZAeBb4wwDsd3L2PBDnZSD5nJfP57x8\nPufl8zmvLbfPZRdVV+lqROfKLsHMBg6OiCty5ecBwyPiwKr6n2Rg/s3NzMyGik9FxIWNKnR8D0hE\nvC3pXmAscAWAJGWvz6rR5BrgU8BTwOBcY9fMzKw9lgXWJX2WNtTxPSAAkj4O/A74InAPaVbMx4BN\nI+LFdsZmZmY2FHV8DwhARFyUrfnxA2AN4D5gbycfZmZm7TEkekDMzMxs8TIUpuGamZnZYsYJiJmZ\nmZXOCYiZmZmVbkgMQjVrBUk7AfsDGwErkRazqxYRMbbUwMxaRNLLwIMRsWu7Y7HO5wTEbBGydWN+\nAxxOT9IR9E5AKq89qruFJC1Pup3CSxHxRq58VeB44L3AFOD0iPhne6LsKEuRFuA0G3BOQDqApJHA\nWsCwenUi4pbyIuo4XwKOAP4BnAAcBRwIbAKsD3wC+DRwBvCL9oTYsb5HSjS2A+4FkDQMuAvYkJ4k\n8GOStoyI59sSZed4CHhXu4MY6obK33QnIIOYpCOBE4GRTVRfcoDD6WRHAG8AH4qIlyQdBhARjwOP\nA9dIugr4H+AO4Ol2BdqBxgL/jIh7c2WHkS6D3QD8CNgX+AppgcFvlR5hZ/kZcL6knSLitnYHM9QM\ntb/pTkAGKUmfBX6dvXyQ9EH4Wvsi6mijgDsj4qXsdQBIWjIi5gFExMXZkv/fAC5vT5gdaSQwoars\no6R/g89GxDPAtZL2AT6EE5D+uo30d+UaSb8GriRd4qp5W4qImFJibB1tKP5NdwIyeH0d+BfwsfxN\n9mxALAHMyL2enT2vWlX+OOnbuLXOqsArlRfZeJydgAey5KPifmDvkmPrRE/RM57pmOxRT+DPkFYa\ncn/T/cszeG0E3DJUflHbbCqwdu515RLL1sC1ufKNSX9ArHWmAevlXo8hJSW/r6rnwb+tcQs+l+0y\n5P6mOwEZvF6m97dvGzgTgLG5Sy5/J409OE1SFylB+RLpw/H69oXZke4DPiLpANK5PZH0AfmXqnob\nAc+VHNugJ+kG4OqIOC0r+j4wLSIea2NYQ9WQ+5vuhcgGr8uBD0haut2BDAFXkKaC7gsQEfcDfwS2\nJM0aeAU4ldT78d02xdipKh+Ml5DO836kyy03VCpIGkH6t7h3oda2KLsBm+Ze30iadWTlG3J/052A\nDF7fIc3M+G22JoINkIjoBpYD/porPpz0b/C/wBPAVcDYiLin/Ag7V0TcQZryfBvwCHAB8NGImJ+r\n9knSYL2ry49w0JsLrJB7LWovsGcDb8j9TffdcAcpSecCq5BW5nyV9O3vWWB+jeoREZ8rMTwzGwQk\n/R+wJnAwMJk0CPVi0myuRfIsmNYZin/TnYAMUpJq/VLWExEx6OeM29Al6Z2k9T+2I10Ou74ybkHS\nZqRFya6LiNn192LVJH0FOJOegad9Wc03IsLjCFtkKP5N9y/P4LV7uwPoVJKeJP0R3jMiJmevmxWk\nabr/BC6IiIsHIsahRNIhpPURVqTnA3Jqrso6wGWky2IXlB7gIBYRZ0l6lvStex3S35UXSJe7rFxD\n7m+6e0DMquS+iWwaEY/18ZtJXgDHRcSZLQptyJH0ftLU0FeBU0hjQe4BzouII7M6SwIvAjdFxEHt\nirUTZL/rC86t2UByD8ggt4iu6c2BDXDXdJ9ExBKNXi+KpGWBbUmzZ44mdXFbMd8hXQPfKyImAKS1\nyHpExDxJE0g3prP+ORmY2O4gbGhwAjKINdE1/S7cNV26iJgD3CrpOlLXthW3I2kZ/Orl2KtNA7Yv\nIZ6OFhEntzsGGzqcgAxSWdf0haSu6ePo6ZrOux6YBRyEE5B2+E983vtredLllUUZEtMWrXP0d6xZ\nRGwwQKGVxgnI4OWu6cVcREzE3dn9NRXYvFGF7P4w7yVNIzUbLNbNnpeuej1keCGywasvXdNrlRCP\n2UC4GthE0qEN6nweeDe9F4ozW6xFxBLZ47Gq10092h1/K7gHZPBy17QNBaeSVjo9X9LWpDFNACtk\nrw8EvkX6vzC+PSGaWRGehjtISXoCmBsRm+XKek2hy7qmnwJmRcQWbQnUrJ+y8U6XkFbsrP6DJdK6\nFftHxN1lx2ZmxXVEN84Q5a5pGxIi4k5gE+DrpN/7R4DHSDek+zawiZMPs8HHPSCDlKR1gAdIU3DH\nk7qm7wD+ROq2rnRNzwLeFxEvtClUMzOzhTgBGcTcNW1mZoOVE5BBTtJKwOeAvUjTuJYg3UHxWuCc\niJjVvujMzMxqcwJiZmZmpfMgVDMzMyudExAzMzMrnRMQMzMzK50TEDMzMyudExCzDiVpvqR57Y7D\nzKwWJyBmZmZWOicgZmZmVjonIGZmZlY6JyBmhqThko6VdLWkpyTNkTRD0t8k7VmnzU3ZOJORkg6Q\ndKek1yW9JOlCSe+q0+6dkv5L0lRJsyU9KOnobNt8SU9W1T8pK/9Mnf09VWusi6QuSd2SHs3ielXS\n3ZKOyu4UXWtfy0s6VdJkSW9KelzS9yQtVe84WbtNJZ0naUp27qZlx96sTv0PS/q7pGez+lMl3Srp\n+7Xqm3UiJyBmBrAD8FNgI9LdZi/NnvcCrpF0RI02kT2OJt0EcTbpzsuvAYcC10salm8g6Z3AncAX\ngfnA5cBU4HRJ4+vEVjlOPQtty477B2As8DxwBXAXsBlwNvCbGm2WAa4n3cRxReBK4GHgeOCiejFI\nOgCYCHwaeDF7T08ChwD3SNqpqv7RwF+A3YDHgYuBB4GRwL81eJ9mHWWpdgdgZouFR4AdIuKefKGk\nLYEbgfGSLoqI2VXtBHwZ+EClraRlgeuA9wNdwHm5+j8CNgT+DBwaEXOzNltlx2mVfwEHAH+NiAW9\nFlkC9DfgcEnnRsRtuTbfArYnJSp7R8RrWZuRwK3Au6lKQiS9B/g9MBf4cETcmNv2QVISc4GkDSPi\nX7njzAe2j4iJVfvbtd/v3GyQcA+ImRERT1cnH1n5/aQeg5WB3Ws1Bc7It42IOcAZpORkl0q5pBWA\nT5KSg69Vko+szX3Az1vzbiAi5kXEFfnkIyt/CTghi23/qmb/L3s/x1WSj6zNFOAHdQ41Dlge+HY+\n+cja/R34L1Lism9u02rAK9XJR9bm5ibenllHcA+ImQEgaQnSJYsdgTWBZbNNG1U9V7u2Rtlj2fNa\nubIx2T7vzD7Uq/0P8N2+xLwoWQ/OB4H3kBIFAStlmzfK1RsJrAM8HxF31ontVzXK98qeL6sTwm3A\nV4DtSJdmAO4FPiDp18D4iHio6Tdk1kGcgJgZ2YDRvwJbUH+8xUp1yp+tUVbpQciPAakkI8/U2U+t\npKQQSUsDvyONRan1foLe76dhbBHxuqRXgOFVm9bNnp+rM661cqzVcq+PJiUsnwWOlDQduJk07ubi\niJhfb0dmncQJiJlBGpT5PtJg0tOAx3JjIL4AnEPqPail2Q/MSvt6CU6jgaaN1LqUfBwp+bifNOZi\nIjAzIuZJ2gh4lN7vZ1GxLerY5y2i3t2VHyLiwWx2zD7Ah0mDUQ8BPg7cIWn3iHi7j3GYDTpOQMyG\nOEnLA3sC00kDQ6s/hDegeHKQ91z2PLLO9nrllbEiK1ZvyC4brVmjzQGkmLsi4pGqbev3NbZs/Moq\nLHwens32d1xEzKwZfQ3Z+JcrsgeSRgHdpIG7nwN+2ey+zAYrD0I1s+GkvwXPVycfkpYEDmzRce4F\n5gDbSFqnxvZP1Gn3PKmHYuMa2/YAlq5Rvmr2PLWZ42RjUqYCa0raoQ+xVca/9OscRcQk0mBfAe/t\nz77MBgsnIGb2AjALeK+kHSuFWe/Cj6k/+LRPIuIN0tocSwM/zdbdqBxrS+CYOk0rM0MOy6a9Vtqs\nR1q7pJbKINgv5QslfYy0XketHp1fkhKA0yWtnGvzHuDEOsc5nZRU/UTSQkmIpGUkHSxp7ez1ctmC\nb8Or6gn4UBZXvTEyZh1FC/e2mlknkDSf9IG20PTanF9FxLmSTgD+nTSe4wbgZdKaGCOAc0nJwUkR\nsWA6qqQbSdNs16ue1ZJ9aE8GboqIPXLllYXINiBd9riNdGljD1ICcCxp/MmmVfs7j5Q4vArcQprR\nsgNp4Oz2wMiIWDJXf2fSomJLkXpeHiMlUmOAnwDfrBHbMsBN2f5eJq1LMiyL7Tpga2DNiKjMDqq0\n+ygpsVoBeIK0eNls4F3A6CzWrSPigSzxmEm6rDQBeApYBtiWNF33SWDbvlzOMRus3ANi1rkq3y62\na/BYByAifggcThq0uSNpOu5E0of8vdRfjXRRK5T22p6tw/F+0qDWJUhrcbybNGj0x1m1l2rs6/PA\nqaSemsq02v8gLXS2UBwRcSuwEykJWY+0DsdbwEHAL+rENpc0FuY04HVgP9LKqT8mXYJZo1ZsEXEF\nafbQ2aQEbi/S4NLVSWM8DiElJWT7/TJpgbLVsmPsTkp4TgS2cfJhQ4V7QMxssSDpUOBC4BcRUe9y\nTFtk40LuAK6KiI+0Ox6zTuAeEDMrlaTRNcq2IvU0BOlyRltI2qr6RnWS1if12ARwQVsCM+tA7gEx\ns1JJehOYBkwijelYjzQ2Q8DPIuJrbYxtEmlW0IOkyy0js9iWAS6PiIPaFZtZp3ECYmalknQiaYzE\n+qQBqK8D95EGxP6xzbEdRVoQbBPgHaQZLpOA84FzvEqpWes4ATEzM7PSeQyImZmZlc4JiJmZmZXO\nCYiZmZmVzgmImZmZlc4JiJmZmZXOCYiZmZmVzgmImZmZlc4JiJmZmZXOCYiZmZmV7v8D0IrNFrKT\nL60AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x4530990>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "###Graph of Top languages with counts bar graph###\n",
    "df=pd.DataFrame(csv_data,columns=['Text','language'])\n",
    "print\"\\ntable to show deatils with languaes!!!!\"\n",
    "print df.head(10)\n",
    "print \"\\n\\t tweets by top 5 language\\n\"\n",
    "print tweets_by_lang.head(5)\n",
    "fig,ax = plt.subplots()\n",
    "ax.tick_params(axis='x', labelsize=15)\n",
    "ax.tick_params(axis='y', labelsize=10)\n",
    "ax.set_xlabel('Languages', fontsize=15)\n",
    "ax.set_ylabel('Number of tweets' , fontsize=15)\n",
    "ax.set_title('Top 5 languages', fontsize=15, fontweight='bold')\n",
    "tweets_by_lang[:5].plot(ax=ax, kind='bar', color='red')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "table to show deatils with Country!!!!!!!\n",
      "                                                  Text Country\n",
      "208  Je vous partage cette Leffe Ruby. Un goût raff...    None\n",
      "209  Interested in this job? Immediate need for Jav...    None\n",
      "210  Have 6+ yrs of #application #development? #Dev...    None\n",
      "211  #nude russian girls video clips indonesian nud...    None\n",
      "212  We have your dream job right here with this fa...    None\n",
      "213  RT @Bailabuddah: Sat morning special with Ruby...    None\n",
      "214  I'd be shocked if 70% of people were still usi...    None\n",
      "215  NEW BLOG - who should win the #BallonDor #ball...    None\n",
      "216  TODAY: Pokémon Omega Ruby ~ Soft Resetting for...    None\n",
      "217  RT @gboeing: I made a package to easily downlo...    None\n",
      "218  Postgis In Action, 2nd Edition here  https://t...    None\n",
      "219  @bumbleb33tuna \"So you know me and Ruby are a ...    None\n",
      "220  RT @saritacdb: @saritacdb Ruby tuvo un acciden...    None\n",
      "221  RT @saritacdb: @saritacdb Ruby tuvo un acciden...    None\n",
      "222  Pythonのディープラーニング本当にしたいけど、学校の図書館に関連書籍無いからどうしようも...    None\n",
      "223  RT @KirkDBorne: [CheatSheet] #Python Basics Fo...    None\n",
      "224  Vintage Sterling Silver Ruby Three stone Ring ...    None\n",
      "225  RT @weworkcontract: Data Scientist / Hadoop / ...    None\n",
      "226  Arquitectos Java (Front, Backend y Fulls \\nhtt...    None\n",
      "227  colourful resin skull bracelets https://t.co/Z...    None\n",
      "\n",
      "\tLocation of active users  !!!\n",
      "\n",
      "Indonesia         2\n",
      "Belgium           1\n",
      "United States     1\n",
      "Brasil            1\n",
      "Czech Republic    1\n",
      "Canada            1\n",
      "Name: country, dtype: int64\n"
     ]
    },
    {
     "data": {
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ccAdwEBCDVZK0J7Al8FiN3ecCk4ApwO7A9sDpDY/UzMzM6va6VgcwlIiYDkwHkKRadSSt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\nzMysdE5AzMzMrHROQMzMzKx0/x8hKiOEIS4/WwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x8042cd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "###Graph of Top countries over current topic ###\n",
    "df=pd.DataFrame(csv_data,columns=['Text','Country'])\n",
    "print\"\\ntable to show deatils with Country!!!!!!!\"\n",
    "print df.tail(20)\n",
    "print \"\\n\\tLocation of active users  !!!\\n\"\n",
    "tweets_by_country = tweets['country'].value_counts()\n",
    "print tweets_by_country\n",
    "fig,ax = plt.subplots()\n",
    "ax.tick_params(axis='x', labelsize=15)\n",
    "ax.tick_params(axis='y', labelsize=10)\n",
    "ax.set_xlabel('Countries', fontsize=15)\n",
    "ax.set_ylabel('Number of tweets' , fontsize=15)\n",
    "ax.set_title('Top 5 Countries', fontsize=15, fontweight='bold')\n",
    "tweets_by_lang[:5].plot(ax=ax, kind='bar', color='blue')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "job opportunity: java developer needed - nj. are you a fit? in basking ridge, nj https://t.co/b4we92w7pi #job\n",
      "🕕🕖🕢 (at gudang garam west java region office) [pic] — https://t.co/zotmndg2oj\n",
      "@poppylegion @kensingtonroyal my dad proudly served ww2 royal corp signals - corporal - served in india &amp; java #poppyappeal #remembranceday\n",
      "プログラミングの基礎を情報教育ではcから始めるみたいだけどjavaとかvba,c＋から始めたほうがいいと思う\n",
      "rt @funxiah: 오픈소스 네이밍 특징들 https://t.co/yagvy103am 개발자가 가장 힘들어하는 일은 \"이름 짓기\". github의 java 프로젝트 상위 20개에 대한 분석 결과 입니다. 클래스/함수/변수에 따… \n",
      "@erisareimusic and i have me java ☕ thanks for sharing the canning...i needs to learn..\n",
      "rt @jeromegamez: .@firebase has introduced official admin sdks for ios, java &amp; web\n",
      "@kreait has you covered for php: https://t.co/mel6bqktum…\n",
      "turns out that java 7+ uses timsort (taken from python), which has very good performance (near linear) for nearly-sorted lists.\n",
      "#empleo #it analistas orgánicos/funcionales java/j2ee - madrid https://t.co/jqadb0fgqd\n",
      "rt @themes_net: java rest call using angularjs with param value: i am trying to make rest call in java… https://t.co/k7r9iscgpt\n",
      "\"write a java program to calculate how much your gpa is gonna be fucked up after this exam.\"\n",
      "my java, your boss's rails, interns\n",
      "#tiny teen pain sexy vedo java https://t.co/eeuioko3oq\n",
      "jaas была представлена как расширяемая библиотека к java se 1\n",
      "great job opportunity: java developer in detroit, mi https://t.co/r4gucazyvz #job\n",
      "apply to this job: immediate need for java lead or developer in ny,de,oh,tx in new york, ny https://t.co/ewuxapbvwe #job\n",
      "そんなこたあないか・・\n",
      "javaか？\n",
      "co powiesz na #amazonecho w gdańsku?\n",
      "\n",
      "właśnie szukamy 👇\n",
      "java developer https://t.co/launjrvekv\n",
      "dev &amp; test engineer https://t.co/zqfv64eajq\n",
      "also learned about arrays.parallelsort in java 8. huh.\n",
      "agra reeek 😩 (at star safira regency, waru , sidoarjo, east java) — https://t.co/rmstinumgf\n",
      "rt @lagom: final release of @lagom 1.2  https://t.co/hawtp7hnhi #kafka #jdbc #microservices #java\n",
      "@worlderpe 4 eh hahaha. bahasa, eng, mandarin, java heuheuuu\n",
      "apply now - javascript developer - sign-on bonus!!! in greenbelt, md https://t.co/yczltd5wt5 #job #java #javascript\n",
      "#vacature: senior java developer e-commerce projecten bij @_delawarec in #kortrijk https://t.co/idnjfh3cbe #bejobs https://t.co/fm8n3mljx9\n",
      "#throwbackthursdays @cf_camp #lucee @presidecms  #coldfusion #cfml #stormtroopers  love @fusion_reactor java apm https://t.co/4quqgqti6u\n",
      "[poll] java or c#?\n",
      "vopak zoekt outsystems devops https://t.co/yzoer187gw #outsystems #paas #java #net #cloud #software #it https://t.co/hfouceg3tc\n",
      "i'm hiring - sr. java developer in farmington hills, mi https://t.co/pdqwjapagv #job\n",
      "looking for a job as a back-end web developer, with skills in python, php, html, css, javascript, django, flask and laravel..\n",
      "precisamos analista #programador #java en #lastablas (#madrid) https://t.co/nhmwilp8f5 #informática #empleo #trabajo https://t.co/kgvn9efzp7\n",
      "we analyze your business requirements and develop solutions on #java to help you meet your needs. learn more -… https://t.co/mfolwuigry\n",
      "試験おわったらjavaやりこみたい\n",
      "🔍 lidl sucht java-entwickler (w/m) implementierung von microservices 🔎\n",
      "#jobs #stuttgart https://t.co/zgwxwva44v\n",
      "senior web developer (java) ¦ london https://t.co/xfwxtizhmt\n",
      "javaで最初にどんなプログラムを書けばいいんだろう…\r",
      "はろーわーるど？\n",
      "i wonder if #gcp will ever beat #aws   #devoxx java on google cloud platform by @patricknflynn https://t.co/sdu6exdlgp\n",
      "mca / b. tech / b. sc./ pgdca (cse &amp; it) students 6/3/2 months internship programs in php / asp .net/ java/... https://t.co/hzizs8blki\n",
      "refactoring to java 8 , how evil can it be? ,#devoxx\n",
      "double shot java chip pls\n",
      "javaでじゃばじゃばするか\n",
      "junior java developer based in the netherlands\n",
      "https://t.co/r5guke0hwe\n",
      "#job #холандия\n",
      "https://t.co/jpxogesarc deep dive - https://t.co/2ypvcfmyxe #csharp #java #windows #windows10 #bigdata #google #microsoft #uwp #asp\n",
      "error to donwload java, https://t.co/deng4mwgdb\n",
      "rt @baeldung: new post: java web weekly, issue 150 https://t.co/tuoo46q0gh https://t.co/tcdo7kaf6g\n",
      "get up to 91% off all udemy online courses today, inc. #hadoop &amp; #java courses -- use https://t.co/hcyzemvelz for discount\n",
      "can you recommend anyone for this #job? java developer - https://t.co/nj0n3mfpb4 #it #atlanta, ga #hiring\n",
      "vaciar una tabla con java https://t.co/nuyirflhtk https://t.co/3onqh0jfzs\n",
      "sistem java mampu dipelajari dalam 24x pertemuan, mau coba ? https://t.co/d0h9mm3gzm\n",
      "https://t.co/krhvora4rc √ https://t.co/gftfztoe8z #java developer - cl smart sourcing limited #eur #business #forex #job #friday #top\n",
      "python名前だけでいったらjavaの100倍はかっこいい\n",
      "kursus pemrograman java boleh dicoba disini https://t.co/d0h9mm3gzm\n",
      "¡tenemos una excelente opción para desarrolladores java/soa - con excelentes beneficios! escríbenos. ingresa en: https://t.co/hvs7n24f4g\n",
      "mockito for spring here  https://t.co/bskeg3mnm3 #java #spring @javabot_\n",
      "king addiesのjavaセグ\n",
      "looking for a new challenge? be our next java software engineer (h/f)!#job #bigdata #cloud #teamt...\n",
      "https://t.co/sacjnor2u6 #job\n",
      "【paizaラーニング】java入門編「javaでプログラムを書いてみよう」の演習課題に見事正解！現在のジョブは「村人」です！みんなもチャレンジ結果をツイートしてamazonギフト券をもらおう！ https://t.co/5jfr03hdan  #paiza\n",
      "core servlets and javaserver pages here  https://t.co/utbbign4ga #java #server #pages @javabot_\n",
      "this #job might be a great fit for you: senior java developer - mobile pay - https://t.co/hdlyglygyq #it #toronto, on #hiring #careerarc\n",
      "now hiring: java/j2ee developer – spring, cloud, javascript in denver, co https://t.co/8tj5uoe05f #job\n",
      "rt @packtpub: celebrate our industry with these free titles on #python, #javascript, and #rstats this #websummit week!… \n",
      "once upon a time, java the complicated object oriented language set out for adventures. java went home.\n",
      "sun certified web component developer study companion: scwcd java ee 5 (exams 310-083 and 3 here  https://t.co/dfq03urdxp #java @androidbot_\n",
      "@simonw excited about di in java? no. is it required for any non-throw-away project, yes. but it is very standard now for us.\n",
      "learn java online https://t.co/vgitkttbgr #learn #java #online https://t.co/uipuggxxow\n",
      "rt @packtpub: celebrate our industry with these free titles on #python, #javascript, and #rstats this #websummit week!… \n",
      "java devops engineer - groningen, groningen https://t.co/45a1o4bwwl\n",
      "phpの人もc言語の人もjavaの人も必見アカウント！#java\n",
      "interested in this job? immediate need for java lead or developer in ny,de,oh,tx in new york, ny https://t.co/ecsugzeqkg #job\n",
      "have 6+ yrs of #application #development? #developer #job in #charlotte nc - #lamp a must. prefer #java &amp; #angularjs https://t.co/nqmrhghtsi\n",
      "#nude russian girls video clips indonesian nudist in java https://t.co/puzmnsrxjg\n",
      "we have your dream job right here with this fantastic #java #developer opportunity!  https://t.co/q1u4akidnr #ejb #jsp #j2ee #sql #jobs #cle\n",
      "arquitectos java (front, backend y fulls \n",
      "https://t.co/sv5ky4teml\n",
      "serpent na nga pala, hindi python ano ba yan 😂\n",
      "photos: nigerian security forces pose with dangerous python snakes killed in borno https://t.co/iqwirmxg7w https://t.co/zslefoc7sa\n",
      "photos: nigerian security forces pose with dangerous python snakes killed in borno https://t.co/6nhpdlk8fn https://t.co/gcw7vavi2l\n",
      "photos: nigerian security forces pose with dangerous python snakes killed in borno https://t.co/px2zkvunoq https://t.co/bbcjqsefct\n",
      "rt @kennagq: a man without any political experience is the us president . don't be daft and be asking me for 5 years of python experience.\n",
      "photos: nigerian security forces pose with dangerous python snakes killed in borno https://t.co/pxjyju3kqa https://t.co/5kfe7msscu\n",
      "photos: nigerian security forces pose with dangerous python snakes killed in borno https://t.co/nygm28jalv https://t.co/3t7a3tvxzc\n",
      "rt @kennagq: a man without any political experience is the us president . don't be daft and be asking me for 5 years of python experience.\n",
      "photos: nigerian security forces pose with dangerous python snakes killed in borno https://t.co/gudamou1aj https://t.co/dwbcdfvblt\n",
      "turns out that java 7+ uses timsort (taken from python), which has very good performance (near linear) for nearly-sorted lists.\n",
      "rt @kennagq: a man without any political experience is the us president . don't be daft and be asking me for 5 years of python experience.\n",
      "how i'm feeling right about now...#python #coursework https://t.co/p9bcn62swe\n",
      "i have a vision of monty python - a desk in the middle of nowhere... https://t.co/5rvwr05tu9\n",
      "python join, why is it string.join(list) instead of list.join(string)? #python #string #list #join https://t.co/0wxamup2pu\n",
      "rt @sampathweb: slides from my sf python meetup lightning talk today on integrating pandas with scikit-learn.  https://t.co/4kjxi6jro8\n",
      "jean-claude savoie non-coupable: la mère des 2 victimes tuées par un python fait part de ses états d'âme https://t.co/dani9wd8w6\n",
      "rt @kennagq: a man without any political experience is the us president . don't be daft and be asking me for 5 years of python experience.\n",
      "curso desarrollo de aplicaciones web con python y web2py @strusberg 0212-906.31.80 fecha: nov. 23 y 25 de 2016… https://t.co/t81icykzfn\n",
      "die keynote auf dem bett und debugge python code.\n",
      "looking for a job as a back-end web developer, with skills in python, php, html, css, javascript, django, flask and laravel..\n",
      "rt @miriamywright: how i'm feeling right about now...#python #coursework https://t.co/p9bcn62swe\n",
      "rt @gitlab: host your sphinx documentation with gitlab pages https://t.co/u7rtakjjqr. thanks @eothred for the contribution! #python #sphinx…\n",
      "rt @geo_developers: nueva oferta para #geodev: programador python gis -&gt; https://t.co/jdm4vtojx7 #empleo https://t.co/8clocskq7e\n",
      "#how can i make python argparse to have dependency\n",
      "#tech #internet #question #howto\n",
      "https://t.co/o1n5l0tnly\n",
      "rt @backendsecret: python вид сверху https://t.co/oym59i2ieb\n",
      "rt @jemimag: looking for a #python trainer to teach an intensive week to gcse students at a school in berkshire - please rt! (@techmumshq @…\n",
      "rt @katoma586: 【拡散希望】\n",
      "サーバーエンジニアも募集中です！\n",
      "国内でもトップクラスのユーザー数が同時接続するサーバーを構築・運営できます。\n",
      "ワンプラ以外ではなかなかできない経験ですよ！ - クラフィ世界展開を支えるサーバーエ #python https://t.…\n",
      "видео \"kivy python - пишем метод динамического обновления фигур.\" (https://t.co/zayvyit0ob)\n",
      "kivy python - пишем метод динамического обновления https://t.co/zayvyit0ob\n",
      "@pluralsight procedural rigging with python in maya\n",
      "rt @ijebuloadedng: “why i stopped sleeping in caskets and killed my pet python” – charly boy https://t.co/s284pijpyp\n",
      "gostei de um vídeo @youtube https://t.co/a9dw163lno que python?\n",
      "newb programming on terminal https://t.co/ftk2hmbg3s \n",
      "\n",
      "hey guys, is all i need to begin learning python on mac is terminal and a good sour…\n",
      "open systems technologies is hiring in new york, ny #job  #reliabilityengineer #cplusplus #python #perl #scala https://t.co/xvzrf75eo9\n",
      "afgelopen weekend heeft amber haar eerste loopingcoaster overwonnen!!! #efteling #python https://t.co/3vgjfly3g6\n",
      "#installed python module with pip but cannot import\n",
      "#tech #news #howto\n",
      "https://t.co/xos9pzavzn\n",
      "wow. i have not seen of this emoji before python. https://t.co/6ur3afnk52\n",
      "i feel like i need to start quoting the monty python \"she's a witch!\" scene here.  \"what also floats in water?\"\n",
      "rt @testpodcast: thanks @davehunt82 for talking with me about selenium, python, pytest, pytest-html, tox, and testing at mozilla. next ep s…\n",
      "python名前だけでいったらjavaの100倍はかっこいい\n",
      "rt @quanticals: @marketcalls_ ipython has huge limitations i use st for all my framework, managed to configured for r python and many more\n",
      "\"monty python\" stars sing about their hate for selfies ⏩ by @lee_moran https://t.co/vizsmo5sy0 # via @huffpostcomedy\n",
      "then again i haven't seen monty python in aaaages and maybe it lowkey doesn't hold up?\n",
      "rt @arc4dia: join speaker &amp; author of \"black hat python\", justin seitz, for 30min free webinar\n",
      "https://t.co/c1kr3m3upx\n",
      "#infosec… \n",
      "rt @packtpub: celebrate our industry with these free titles on #python, #javascript, and #rstats this #websummit week!… \n",
      "ecommerce focused prestigious media company need a junior #devops in london #python #linux #aws fantastic career progression! dm me for info\n",
      "rt @arc4dia: join speaker &amp; author of \"black hat python\", justin seitz, for 30min free webinar\n",
      "https://t.co/c1kr3m3upx\n",
      "#infosec… \n",
      "rt @packtpub: celebrate our industry with these free titles on #python, #javascript, and #rstats this #websummit week!… \n",
      "rt @pentestit: #wepwnise - python poc to generate #metasploit &amp; #cobaltstrike or custom vba payloads - https://t.co/rj5vrmpk5k\n",
      "rt @retweetcunts: sweeps follow  retweet to win sweepstakes python retweet to win gewinn gewinnen retweet to win folgen\n",
      "rt @ajenstat: yes! finally, #python available directly in @tableau. will be great for advanced analytics. https://t.co/8zjqgmwnov #data16\n",
      "i'd be shocked if 70% of people were still using an 8 year old version of #ruby. https://t.co/7m2nf7rotq #python\n",
      "rt @gboeing: i made a package to easily download, construct, analyze, and visualize @openstreetmap street networks in #python.\n",
      "https://t.co…\n",
      "postgis in action, 2nd edition here  https://t.co/oacf9m9tg6 #python #programming @pythonbot_\n",
      "pythonのディープラーニング本当にしたいけど、学校の図書館に関連書籍無いからどうしようもないんだよなぁ\n",
      "rt @kirkdborne: [cheatsheet] #python basics for #datascience: https://t.co/8zv2usouj6 #bigdata #abdsc by @datacamp https://t.co/jwazuz7ylz\n",
      "rt @weworkcontract: data scientist / hadoop / sql / python £570 #python https://t.co/9pgimj1wxq\n",
      "5 najlepszych podcastów o ruby on rails według programistów z netguru https://t.co/vig59uii4w\n",
      "z182 madagascar ruby natural 2.4ct size us6 us7 us8 us9 solid gold 14kt royal  https://t.co/gioxptewuv https://t.co/zstaly9qi7\n",
      "fluent-plugin-cassandra-driver (0.0.17): fluent output plugin for cassandra via datastax ruby driver for apache… https://t.co/pypmromerb\n",
      "eshedee (🔀:🛃) - a kind of type, larger than pearl and smaller than nonpareil; in england called ruby.\n",
      "genuine ruby 18k yellow gold diamond solitaire ring [r0128]\n",
      "     https://t.co/fchlk5lv7b https://t.co/58bapmkus1\n",
      "@drkotobuki ares made it clear how awful the skill up rate is because his skill up is just one of the ruby dragons. it took months.\n",
      "marquise cut red ruby engagement rings zirconia 10kt black gold filled size 8.5 https://t.co/daq4byfe7p https://t.co/kblmfxsvfg\n",
      "rt @thehodsquad: horny #duo casey and ruby waiting for some cock to join in the fun 02035890126 #west14 #retweet#sex#london https://t.co/jh…\n",
      "次のバイオでみんなローラ出る事に喜んでるけどrubyが出る事になぜみんな無関心なん？ローラよりrubyの方が全然嬉しいんだけど。みんなにrubyの良さ知ってもらいたいわ😑\n",
      "ほんっっっっとこんな男前な女性いないからね❢ https://t.co/elg0mvlc2i\n",
      "#rio2016 #olympic https://t.co/cm8fpfjk7b [store] m9 ruby,flip sapphire,2x kara doppler p… https://t.co/cm8fpfjk7b https://t.co/ifccg8ur7u\n",
      "rt @jcuaresma28: when your teacher is a rwby fan @roosterteeth @arrynzech @bdunkelman @iamlindsayjones @kara4tx #rwby #yang #ruby… \n",
      "i liked a @youtube video from @itsshake4ndbake https://t.co/gsibcphr2s nba 2k17 my team ruby ray allen at the buzzer?!?! clutch or\n",
      "rt @thehodsquad: raunchy ruby will swallow your load in west kensington today call 02035890126 #london #sex #anal #escort #retweet https://…\n",
      "the breadery  lucite  wreaths ruby red crysal tbead ornamnet kit makes 12 1987 https://t.co/9nfii0udug https://t.co/pomarxo3rb\n",
      "rt @madihasobtian: barun: \"i have not fought in a very long time. we beat up a few guys in ruby tuesday in delhi cause he called a friend a…\n",
      "check out estate vintage 14k  yellow gold double ruby ring  size 7 3/4-8 #unbranded #cocktail https://t.co/ktdlbiut7i via @ebay\n",
      "check out vintage castlecliff glass gem encrusted bangle bracelet ruby red 1950's  #castlecliff https://t.co/6ls6zqpi9p via @ebay\n",
      "ruby 🔥🔥🔥\n",
      "do you have a love/hate relationship with ruby?  this weekend, take control!  sign up today for the ruby... https://t.co/qzc7gsmxbm\n",
      "rt @boliywoodx: ruby rose and deepika padukone! https://t.co/qjy00irqom\n",
      "@diilaa of denk je dat ik die ook niet kan hebben net als ruby woo?\n",
      "ruby royal have been awarded a certificate for achievement in recognition of the “ make a difference award “… https://t.co/f5syksyzia\n",
      "#craftsuprint ruby floral swirls paperpack by designer rebecca brindley on craftsuprint https://t.co/0gtm309e3x\n",
      "ruby tuesday https://t.co/vkbt4xx9j7\n",
      "@rubenwestfalrpg *passe la porte et s'affale sur la largeur de ton lit* merci ruby. *se redresse pour t'adresser un sourire*\n",
      "wtf, child care is expensive...$270/week for ruby full time and $300/month for desmond before and after school???... https://t.co/9qhwg5yfjw\n",
      "make it a #seasonforsylvie by entering to win diamond &amp; ruby earrings from the @sylviecollectn! https://t.co/lr1rbbfsvq\n",
      "ruby rose defends taylor swift for tom hiddleston romance … : https://t.co/alsle23zeb ,,, https://t.co/wi3rk5capo\n",
      "slides, links and code for my talk at prague ruby meetup https://t.co/qeaod0bwct @rustlang\n",
      "amazing treated ruby &amp; garnet glass .925 silver overlay new designer earrings 2\" https://t.co/fl0ayhpjck https://t.co/eepjkvqbsa\n",
      "@weissheiress ruby nods\n",
      "ruby tuesday https://t.co/htil8ofz9x\n",
      "rt @csgoroll: https://t.co/qh180yfdnd's x3 m9 bayonet sapphire/ruby/emerald giveaway! rt + follow! more entries:… \n",
      "#amazon usd $9.99 (30% off) #jewelry https://t.co/3xg9llpzdj ca fashion jewelery vintage retro ruby bohemia ... https://t.co/ad5ufmloir\n",
      "@cheeattribute i'm still sad. i'm boo boo the fool. i guess it's fate's way of telling me to wait for ruby's ur\n",
      "rt @sorathesky: my new sounds: kaivaan - ruby - ft. aori (sora remix)[pre-master] https://t.co/5aal8p1rdb on #soundcloud\n",
      "rt @alftumble: tre flaskor färdigblandad sangria  &amp; en glöggsöt ruby cabernet kvalar in på @systembolaget i december tack vare bra… \n",
      "rt @snyksec: launching snyk for ruby! \n",
      "try it out to find &amp; fix vulnerable gems in your github repos, continuously. \n",
      "https://t.co/gbiu0egwh…\n",
      "acho que vou comprar essa maquiagem da ruby rose pra ver se é boa mesmo.\n",
      "24.36ct.precious gem&amp;good quality natural huge top red pink ruby mozambique https://t.co/8szt96tqu8 https://t.co/t6z9kg4vag\n",
      "rt @younghipandkink: ruby's dance on the bed in high heels https://t.co/jndabnc7na #heels #highheels #sexy\n",
      "rt @_japotatoes: side to side part 2 @myjaps \n",
      "(c) miss ruby gatchalian\n",
      "#whenjulieannemeetschristian https://t.co/xdppso3u1w\n",
      "rt @_japotatoes: @xtianbautista ppap x twerk it like miley ft. @myjaps gangnam style \n",
      "(c) ninang ruby gatchalian… \n",
      "自分でサービス作ってみたいけど、ruby on rails チュートリアル終わらせるのにすら数ヶ月掛かってる時点で、プログラマには向いてないのかもしれない。\n",
      "@priyanka_raya ruby nako.. sassoon! free madhe hoil sagla😂😂😂\n",
      "rt @saritacdb: @saritacdb ruby tuvo un accidente y se ha roto las manitas. necesito ayuda para poder operarla, rt o donación aquí… \n",
      "rt @saritacdb: @saritacdb ruby tuvo un accidente y se ha roto las manitas. necesito ayuda para poder operarla, rt o donación aquí… \n",
      "rt @dooleyfunny: to hell with ruby woo and lady danger. https://t.co/gngraibyqp\n",
      "shipcloud gmbh: software developer - ruby on rails (m/w) (hambur... https://t.co/d4uzjg6heb\n",
      "ruby is the laziest thing iv ever come across 😂\n",
      "rt @nateberkopec: yo #rubyconf! if you've got a ruby app that uses too much memory, come to my talk at 4:20! (airhorn noises)\n",
      "i drew ruby rose from #rwby !!\n",
      "i really love this series aahh https://t.co/sfmmt7b4ef\n",
      "rt @csgoroll: https://t.co/qh180yfdnd's x3 m9 bayonet sapphire/ruby/emerald giveaway! rt + follow! more entries:… \n",
      "【生放送】csgo 2人mm:dmg | m9 ruby販売してます を開始しました。 https://t.co/rciv81aihe #lv281694680\n",
      "@lildaube_ thanks ruby, love you 😛❤️\n",
      "rt @jewelryasart: ♥ #ruby #ring ♥ set in sterling silver  \n",
      "http://t.co/iiftqhopgs #jewelry #fashion #style #chic http://t.co/o0dlg7lv6y\n",
      "webデザインとかror(ruby on rails)とかをプロフィール欄に載っけてたらわりかしitベンチャーやってる感じの方々からフォローが来るんだよね\n",
      "でもこのアカウント大学用だしいっそのことエンジニア界隈向けのアカウント作っちゃおうかな…つぶやく内容がなさそうだけど\n",
      "a ruby rose ta namorando a jess do the veronicas alokaaa ..\n",
      "rt @saritacdb: @saritacdb ruby tuvo un accidente y se ha roto las manitas. necesito ayuda para poder operarla, rt o donación aquí… \n",
      "omnigollumが期待した通りに動かんな。ruby苦手だからコード読みたくにゃーんだけど、読むかな、明日にでも。\n",
      "rt @jan202017: .@trehateskale \n",
      "\n",
      "25 democrat senators up for re-election in 2018.\n",
      "\n",
      "5 of those are in ruby red states.\n",
      "\n",
      "#voteblue https://t.c…\n",
      "last time before we leave (@ the ruby slipper café - @rubyslippercafe in new orleans, la) https://t.co/tdrevj52oa\n",
      "rt @_japotatoes: side to side ❤️ @myjaps \n",
      "(c) miss ruby gatchalian\n",
      "#whenjulieannemeetschristian https://t.co/w5kmzvwfrp\n",
      "rt @_japotatoes: side to side part 2 @myjaps \n",
      "(c) miss ruby gatchalian\n",
      "#whenjulieannemeetschristian https://t.co/xdppso3u1w\n",
      "rt @saritacdb: @saritacdb ruby tuvo un accidente y se ha roto las manitas. necesito ayuda para poder operarla, rt o donación aquí… \n",
      "@rubyrose ruby it sucks. im so sad. im trying to stay positive, but its hard.\n",
      "rt @sylphiriia: i drew ruby rose from #rwby !!\n",
      "i really love this series aahh https://t.co/sfmmt7b4ef\n",
      "i searched so hard to find you! went through ruby's twitter all!\n",
      "#knot #lab #ruby #sterling ring #pink https://t.co/twjczlrpmm #etsyelite #jewelryonetsy #fashionweek #love #craftbuzz #fashionjewelry\n",
      "streaming some omega ruby https://t.co/bbiwtpwrcz\n",
      "art nouveau brooch \" peacock \" plique-à-jour enamel,cabochon, sapphire, ruby, rose-cut diamond , 14k https://t.co/q3aazwoldm\n",
      "rt @dessenasam: max and ruby, go adopt now. https://t.co/shna1tm3go\n",
      "441,442: rubyかなんかの多倍長整数で殴るだけ\n",
      "443: gcd(a,b) = gcd(a,b-a)などを使って、求めるべきgcdが各桁の差の9倍の約数であることを使ってほげ(やっぱり多倍長で殴る)\n",
      "444:知らん\n",
      "je vous partage cette leffe ruby. un goût raffiné avec une légère amertume en fin de bouche.… https://t.co/0xyqudixve\n",
      "rt @bailabuddah: sat morning special with ruby ann patterson of @familyranks &amp; isaiah hull live. fresh cuts too. @reformradiomcr https://t.…\n",
      "i'd be shocked if 70% of people were still using an 8 year old version of #ruby. https://t.co/7m2nf7rotq #python\n",
      "today: pokémon omega ruby ~ soft resetting for shiny latios! https://t.co/wkdo9sbrfp\n",
      "@bumbleb33tuna \"so you know me and ruby are a thing and she has a thing and we do things.\" pyrrha grabbed yang's hand and put it on her &gt;\n",
      "rt @saritacdb: @saritacdb ruby tuvo un accidente y se ha roto las manitas. necesito ayuda para poder operarla, rt o donación aquí… \n",
      "rt @saritacdb: @saritacdb ruby tuvo un accidente y se ha roto las manitas. necesito ayuda para poder operarla, rt o donación aquí… \n",
      "vintage sterling silver ruby three stone ring size 6.75 by wandajewelry2013  https://t.co/cuvhuoffys via @etsy\n"
     ]
    }
   ],
   "source": [
    "import re\n",
    "def search_word(word,text):\n",
    "    word=word.lower()\n",
    "    text=text.lower()\n",
    "    match=re.search(word,text)\n",
    "    if match: \n",
    "        print text\n",
    "        return True\n",
    "    else:   \n",
    "        return False\n",
    "\n",
    "#add data\n",
    "tweets['java'] = tweets['text'].apply(lambda tweet: search_word('java', tweet))\n",
    "tweets['python'] = tweets['text'].apply(lambda tweet: search_word('python', tweet))\n",
    "tweets['ruby'] = tweets['text'].apply(lambda tweet: search_word('ruby', tweet))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Java 72\n",
      "Python 57\n",
      "Ruby 81\n",
      "\n",
      "\t  Working graph for Ranking: java vs. python vs ruby !!\n"
     ]
    },
    {
     "data": {
      "image/png": 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hWIdwrllRnGvV4eLCzMzMWsrFhZmZmbWUi4s2NXfu3LJDsA7hXLOiONeqw8VFm9phhx3K\nDsE6hHPNiuJcqw5FRNkxFEbSdGDp0qVLmT59etnhmJmZtY2enh66uroAuiKiZ6S+3nNhZmZmLeXi\nwszMzFrKxUWbWr58edkhWIdwrllRnGvV4eKiTX3yk58sOwTrEM41K4pzrTpcXLSpU045pewQrEM4\n16wozrXqcHHRpnzKlhXFuWZFca5Vx5QtLiRtIOk4SbdJWiXpVknHNOn3OUkrsj6XSXphGfGamZlZ\nslHZAYzgU8BHgUOBm4BXAWdIeiAiTgGQdBRwOPB+oBf4PHCJpF0jYk05YZuZFauvr4/+/v6yw7CC\nbLPNNlN+L89ULi5mABdExMXZ/T5J7wN2r+vzCeC4iLgIQNKhwL3AO4Fziwy2aAsWLOCoo44qOwzr\nAM61qa2vr4+dd9mZ1Y+uLjsUK8imm23KzctvntIFxlQuLq4GPizpRRHxJ0kvB14HzAGQ9HxgGnD5\nwAMi4iFJ15AKk0oXF6tWrSo7BOsQzrWprb+/PxUWBwDblB3NBF1L2kdtw+uH1eevpr+/38VFTl8C\ntgSWS1pLGh/y6Yg4J1s+DQjSnop692bLKu3YY48tOwTrEM61NrENsH3ZQUxQrewArFWmcnExE3gf\n8F7SmItXAF+VtCIivj/C40QqOszMzKwEU/ZsEeB44IsRcV5E/DEizgJOAo7Olt9DKiS2a3jctgzd\nmzHI2972Nmq12qDbjBkzWLRo0aB+l156KbXa0FL6sMMO47TTThvU1tPTQ61WGzKoat68eSxYsGBQ\nW19fH7VabchsdAsXLhxyyeFVq1ZRq9VYvHjxoPbu7m5mzZo1JLaZM2d6O7wd3o4O3A7uBM4e0hV+\nCjReYmpF1ndlQ/sVwOKGtgeyvvc1tF8DXNrQtibre0dD+w1AQ7gAnAcsa2i7FW/HgGbb8Uj60dvb\nO6i51XnV3d395P/GadOmUavVmDNnTpMNam7KXhVVUj/pMMi36tqOBt4fEbtk91cAJ0TESdn9LUmF\nxaERcV6T56zMVVH7+/vZZpt2P8Bq7cC5NrU9eaXKj9D+h0VWAluUHcQUtwL4NpTxf6wqV0W9CPi0\npLdJeq6k/UmDOc+v63MycIykt0t6GfA9Uv1+QfHhFmv27Nllh2Adwrlmhan8J3fnmMpjLg4HjgNO\nJR3qWAF8I2sDICKOl7Q58C1ga+DXwFs7YY6L+fPnlx2CdQjnmhVm77IDsFaZssVFRKwEjsxuI/Wb\nD8wvIKQppd0P61j7cK5ZYdr9sI49aSofFjEzM7M25OLCzMzMWsrFRZtqPEXObLI416wwI55/YO3E\nxUWb6unxX6EVw7lmhbm77ACsVVxctKlTTz217BCsQzjXrDD7lR2AtYqLCzMzM2spFxdmZmbWUi4u\nzMzMrKVcXLSpZhdaMpsMzjUrTLMLfVlbcnHRpg4//PCyQ7AO4VyzwuxedgDWKi4u2tS+++5bdgjW\nIZxrVpgXlh2AtYqLCzMzM2spFxdmZmbWUi4u2tSiRYvKDsE6hHPNCrOs7ACsVVxctKnu7u6yQ7AO\n4VyzwtxYdgDWKi4u2tQPfvCDskOwDuFcs8K8u+wArFVcXJiZmVlLubgwMzOzlnJxYWZmZi3l4qJN\nzZo1q+wQrEM416wwPjGpMlxctCnPmmhFca5ZYXYsOwBrlY3KDqAMy5a1/8nUO++8Mz09PWWHMeVt\ns8027LDDDmWH0dYOOuigskOwTvGysgOwVunI4uKQQw4pOwQryKabbcrNy292gWFmVqCOLC7YB3hR\n2UHYpOuH1eevpr+/38WFmVmBchUXkl4EzAB+HRG9de2vAU4GXgr0AcdExPk519ELPLfJolMj4ghJ\nmwAnAjOBTYBLgH+LiL+O+uRPB7bPE9UUcgfNXx2zFlu8eDF77rln2WFYJ/DnWmXkHdD5H8DpwOMD\nDZK2I/2D3x3YDNgF+IGk6TnX8SpgWt3tTUAA52bLTwb2Aw4EXk8qF36Uc13tZ0nZAVinOP7448sO\nwTqFP9cqI29xsSfw+4i4s65tNvA00t6EzYADsuc/Ms8KIuJvEfHXgRvwduDPEfFrSVtm65sTEVdF\nxHXALOB1knbPuU3t5V1lB2Cd4pxzzik7BOsU/lyrjLzFxbNJO7DqvQV4DJgfEWsiYhFwDbDHBOID\nQNJTgIOB07KmV5EO6Vw+0CcibiYdipkx0fW1hY3LDsA6xeabb152CNYp/LlWGXmLi02BtQN3svEP\nrwauiYhH6vr10prRDfsDWwH/m93fDlgTEQ819LuXdAjFzMzMSpK3uLgT2K3u/htJBccvG/ptBqzM\nuY56s4GfR8Q9o/QTaVzGyH4OnN1w+w7QOP3FrdmyRj8FGqeYWJH1bdzaK4DFDW0PZH3va2i/Bri0\noW1N1rdxP9ENNJ/N7jy8HZC24+KhXefNm8eCBQsGtfX19VGr1Vi+fPmg9oULFzJ37txBbatWraJW\nq7F48eAXo7u7u+lMljNnzmTRosEbeOmll1Kr1Yb0PeywwzjttNMGtfX09FCr1ejv7/d2eDtG3A7u\npDP/zjttO7Kv7729vYOaW51X3d3d1Go1ZsyYwbRp06jVasyZM6fJBjWniNH/Fw95kPQN4CPAQtKh\niS8CuwLTI+L6un5/Ah6KiK5xr2T9c+wA3Aa8MyJ+krXtA/wCeHr93gtJtwMnRcRXh3mu6cBSDmBw\nadSOLgU8ceLIVgDfhqVLlzJ9et5xxTZ37lxOOOGEssOwYfT09NDV1ZU+kdv9LDh/ro2uxM+1J3MN\nuiJixFkc8+65+CKpDjyCVMe9GDi3obB4CWky14mO/51NOtzxs7q2pcATwBvq1rcTsAPwmwmurz1s\nVXYA1ik8R4gVxp9rlZFrnouI6JP0cuBDwLNI/+zPaOj2SuAC1p86Om6SBHwAOCMi1tWt/yFJpwEn\nSrofeBj4GrAkIn6Xd31tZcLDZM3G5ogjjig7BOsU/lyrjNwzdGanoc4fYfmZwJl5nz/zRuAfge82\nWTaHNKj0h6RJtC4GDpvg+szMzGyCch0WkXS6pNlj6PcBSafnWQdARFwWERtGxK1Nlj0WEUdExDYR\n8bSIePeYZuc0MzOzSZV3zMUHSBNpjeZ1wPtzrsNG0jji2WySNJ7tYDZp/LlWGXmLi7HamLr5MKyF\nLis7AOsUn/zkJ8sOwTqFP9cqY9KKi2ww5nRci06Ot5UdgHWKU045pewQrFP4c60yxjygU1LjBFlv\nadJW/7w7kmbL/H7O2GwkW5cdgHUKn4pqhfHnWmWM52yRvet+D9ZfrXQ4jwM/Af5z/GGZmZlZuxpP\ncfH87KdIM2b+EJg7TN81QH9EPD7McjMzM6uoMY+5iIg7stvtwLHAmXVtjbe7XVhMssb55s0mSeM1\nM8wmjT/XKiPvDJ3HtjoQGyeXblaQVatWlR2CdQp/rlXGhM4WkfRiSSdJWiLpZknH1y17raSPS3rG\nxMO0IfYpOwDrFMce6+8SVhB/rlVG7um/JR0JfKnuOQLYpqHbScBjwLfyrsfMzMzaS97pv/cDvgz8\nBTgA2JY00PNJEXE1aY6Ld0wwRjMzM2sjeQ+LHAmsBN4UEYsion+Yfr8Hds65DhvJyrIDsE7R3z/c\nn7dZi/lzrTLyFhddwG8j4rZR+vUz8lwYltcFZQdgnWL27FGvUWjWGv5cq4y8xcXGwMNj6Lct8ETO\nddhI9i47AOsU8+fPLzsE6xR7lx2AtUre4qIXePlIHSRtDOwG3JJzHTaS7csOwDrF9OnTyw7BOoU/\n1yojb3FxIfC87IyR4XwSeBZwfs51mJmZWRvKeyrq8cDBwAmS9gB+nLVvJ2l/YP9seS/gSyqamZl1\nkFx7LiLifuCNwB+BdwNnZYveQrrmyCHAMuAtETGWsRk2Xj1lB2Cd4rTTTis7BOsU/lyrjNwzdEbE\nLcArSHspvgn8HLgUOB14L/DyiLi1FUFaE3eXHYB1ip4ef+JbQfy5Vhm5Z+gEiIh1pJOHfAJR0fYr\nOwDrFKeeemrZIVin8OdaZUzo2iJmZmZmjSZ64bJ9Jf1Y0l2SHpN0et2yN0s6UZJPLjIzM+sguYsL\nSV8ljbN4B/A04CkNXe4G/h2YmTs6MzMzazt5L1x2KHAEsBSYHhFbNvaJiD+QLmz29rzBSdpe0vcl\n9UtaJel6SdMb+nxO0ops+WWSXph3fW3l7LIDsE5Rq9XKDsE6hT/XKiPvnov/BzwA7BcRvx+h3x+A\nF+RZgaStgSWkS7a/GdgV+A/g/ro+RwGHAx8Fdidd9uaSbHbQatu97ACsUxx++OFlh2Cdwp9rlZH3\nbJGXAldFxH2j9HsQ2C7nOj4F9EXEh+ra7mjo8wnguIi4CJ7co3Iv8E7g3JzrbQ+dsX/GpoB99923\n7BCsU/hzrTImMqAzxtBne+DRnM//duBaSedKuldSj6QnCw1JzyddcfXyJwOKeAi4BpiRc51mZmY2\nQXmLiz8B0yU1DuJ8kqSnkSbZ+mPOdbyAdPjlZmBf0kRdX5N0SLZ8GqnAubfhcffiy7ybmZmVJm9x\ncR7wbOBLI/T5IrAVcE7OdWwALI2Iz0TE9RHxbeB/SAXHSMTY9qq0t2VlB2CdYtGiRWWHYJ3Cn2uV\nkbe4OBm4Afh3Sb+R9KmsfUdJcyT9Cvg34DpSQZDH3QxNtWXADtnv95AKicYxHdsydG/GYD8njUqu\nv32nydpupfno5Z8ydA78FVnflQ3tVwCLG9oeyPo2jli5hjSBer01Wd/G0SZLgGaf+efRXttxA5O3\nHRcP7Tpv3jwWLFgwqK2vr49arcby5csHtS9cuJC5c+cOalu1ahW1Wo3Fiwe/GN3d3cyaNWvI+mbO\nnDnkn/Oll17a9AyMww47bMh1PHp6eqjVavT395e2Hd3d3ZXYDqjG+zHcdnAn7f93fiOd+3k11u14\nJP3o7e0d1NzqvOru7qZWqzFjxgymTZtGrVZjzpw5TTaoOUXk+5Iv6VnAGcBbSXsK1NDlMuCQMQz6\nHO75zwL+ISL2qms7CXh1ROyZ3V8BnBARJ2X3tyQVFodGxHlNnnM6sJQDgN3yRGVtZQXwbVi6dCnT\np08ftbtZO+rp6aGrqws+QhrlZtVW4ufak7kGXREx4kWHcl9bJCsa9pP0ctKYiOeR9oTcCVwWEb/L\n+9yZk4Alko4mnfmxB/Ah4MN1fU4GjpF0K3A7cFy2fl/rxMzMrCQTunAZQERcD1zfglgan/daSfuT\nxnV8BugFPhER59T1OV7S5sC3gK2BXwNvjYg1rY7HzMzMxiZXcSHplcDvI+8xlTGKiJ8BPxulz3xg\n/mTGYWZmZmOXd0DnUuDvki6UdKSkLkmNYy5sMnkAvxWk2cAvs0nhz7XKyHtY5MfAPwH/kt0CeEjS\nYuAq4ErSaaTVPyW0LDuWHYB1Cs/QaYXx51pl5CouIuJAAEkvBfYG9iEVG/tltwAelrQEuCIivtyS\naG29l5UdgHWKgw46qOwQrFP4c60yJjL9NxFxY0ScEhEHRsS2pBM8P07as7Ex6TTVkSbaMjMzs4qZ\n8NkiAyS9gHRNu4Hbptmix1u1DrN20tfXN2SyJauubbbZhh122GH0jmYdIHdxkRUTe9fdnkOaSGs1\nac6z00hjL347sRCtqTuA55YdhA2nr6+PnXfZmdWPri47FCvIppttys3Lb3aBMRH+XKuMvKei3gH8\nQ3b3MQYXE7/xPBMFWIL/CKew/v7+VFgcAGxTdjQTdDHwlrKDmOL6YfX5q+nv73dxMRH+XKuMvHsu\n/pE0aPOPwALgkojw/t8ivavsAGxMtqH9p2Q+hDSCymyy+XOtMvIWFwuBvUhje78HIOkm0mVWrgKu\njIi/tSRCa84f9lYU55oVxblWGXlPRf0EgKSns37MxV7AYcDhwLqs2LiSVGic34JYzczMrA1M6GyR\niLifdNrpj+HJYmMv0hHaQ4GXkC693rKzUszMzGxqm9A8FwMkbSzp9cARpHkuDiWdiiqGXordWuHS\nsgOwjuFcs6I41yoj79kiGwOvYf0hkdcAm7C+kLiT9dOAXzmxEK2prcoOwDqGc82K4lyrjLyHK+5n\n/Z4JgD5SMTEwmPO2FsRmI9mj7ACsYzjXrCjOtcrIW1zcx/q9EldFRG+rAjIzM7P2lvdskee1OA4z\nMzOriFzo35oyAAAgAElEQVQDOiWdLmn2GPp9QNLpedZho7iv7ACsYzjXrCjOtcrIe7bIB4A9x9Dv\ndcD7c67DRnJZ2QFYx3CuWVGca5XRklNRR7AxsHaS19GZ3lZ2ANYxnGtWFOdaZUxacSFJwHS8o2ty\nbF12ANYxnGtWFOdaZYx5QKekXzY0vaVJW/3z7ghMA76fMzYzMzNrQ+M5W2Tvut+DVDhMG6H/48BP\ngP8cf1hmZmbWrsZTXDw/+yngNuCHwNxh+q4B+iPi8QnEZiNZzNiG1JpNlHPNiuJcq4wxFxcRccfA\n75KOBa6rb7OCuWyzojjXrCjOtcrINaAzIo6NiAtbHUw9SfMkrWu43VS3fBNJp0rql/SwpB9K2nYy\nY5pS9ik7AOsYzjUrinOtMib7VNSJuhHYjvXjO+p3mJ0M7AccCLwe2B74UdEBmpmZ2WB5ry1SlCci\nYsiprJK2BGYD742Iq7K2WcAySbtHxO8KjtPMzMwyU33PxYsk3SXpz5LOlPSPWXsXqTC6fKBjRNxM\nujrrjBLiLN7KsgOwjuFcs6I41ypjKhcXvyVNM/5m4GOks1V+JWkL0iGSNRHxUMNj7mXk02Or44Ky\nA7CO4VyzojjXKmPKFhcRcUlE/CgiboyIy0gTwz4deM8IDxNpDo6R/Rw4u+H2HWBZQ79bs2WNfgr0\nNLStyPo2Vt5XkE6vqvdA1rfxgM81wKUNbWuyvo3n5fwDsKhJbOfRXttxA5O3HRcP7Tpv3jwWLFgw\nqK2vr49arcby5csHtS9cuJC5cwefbb1q1SpqtRqLFw9+Mbq7u5k1a9bQFf6iBdtR9vuxN86rAcNt\nx7VDHz6ZeTVz5kwWLWrYwDtbsB1lvx9747yq12w7Hkk/ent7BzW3Oq+6u7up1WrMmDGDadOmUavV\nmDNnTpMNak4Ro/8vzmbivDgijs/uvx64JyJuGfOaWkDS70iXtvlFdnt6/d4LSbcDJ0XEV4d5/HRg\nKQcAu01+vFayFcC3YenSpUyfPr3QVff09NDV1QUfIQ01tmpzrllRpkKuQVdENJZIg4x1z8XewC51\n968EjsoTXF6SnkqaUnwFsBR4AnhD3fKdgB2A3xQZl5mZmQ021rNF1gBbNLSpxbEMfnLpBOAi0o6p\n5wDHkgqKcyLiIUmnASdKuh94GPgasMRnipiZmZVrrMXFrcAbJO0FDBzoeaqkHcby4IjoyxHbP5CO\nQj2TdJRsMfCaiPhbtnwO6XLuPwQ2IR1hPyzHetpTD+mas2aTzblmRXGuVcZYi4tvkyatqr8K6oHZ\nbTQxjvWsf1DEQaMsfww4Irt1nrvLDsA6hnPNiuJcq4wx/dOPiK9JuhN4B2mPwj7AX4HlIz7QJs9+\nZQdgHcO5ZkVxrlXGeC5cdj5wPoCkdcDPI2L2ZAVmZmZm7Snv9N/HAte1MhAzMzOrhlzFRUQc2+pA\nzMzMrBomNEOnpO0kHS3pZ5Kul/T77PdPSdquVUFaE81mfjObDM41K4pzrTJyXxVV0oHA6cBTGTzn\nxW6k64F8StIHI8KXQZ8Mu5cdgHUM55oVxblWGbn2XEh6FdBNmljrx8D+wCuz2ztJAz+fCpyd9bVW\ne2HZAVjHcK5ZUZxrlZF3z8XRwIbAu7OzSOpdD1woaaDI+BTwrvwhmpmZWTvJO+ZiT+DqJoXFkyJi\nEbAE+Kec6zAzM7M2lLe42AoYy5TefVlfa7XGy/uaTRbnmhXFuVYZeYuLe0jjK0bziqyvtdqNZQdg\nHcO5ZkVxrlVG3uLiEmBnSf8tacPGhZI2kPR50mXaL55IgDaMd5cdgHUM55oVxblWGXkHdB4HHAAc\nBRwk6VzgdtJFyp5HSpHnAX8DPj/RIM3MzKx95J2h805J/wycBbwUmEsqLGD9nBc3AAdHxJ0TjtLM\nzMzaRu5JtCLiBmA3SXuTzgjZPlu0Avh1RFw54ejMzMys7eQuLgZkRcSVE47ExmcRaboys8nmXLOi\nONcqY0LXFrES7Vh2ANYxnGtWFOdaZbi4aFcvKzsA6xjONSuKc60yXFyYmZlZS7m4MDMzs5ZycdGu\n7ig7AOsYzjUrinOtMlxctKslZQdgHcO5ZkVxrlVGruJC0omSPtPqYGwcfBF7K4pzzYriXKuMvHsu\nDgd2a2Ugo5F0tKR1kk6sa9tE0qmS+iU9LOmHkrYtMq7SbFx2ANYxnGtWFOdaZeQtLu6cwGPHTdKr\ngQ8D1zcsOhnYDzgQeD1pltAfFRWXmZmZDZW3QPgxsJekp7UymGYkPRU4E/gQ8EBd+5bAbGBORFwV\nEdcBs4DXSdp9suMyMzOz5vIWF/OBPuBnkl7ZunCaOhW4KCJ+2dD+KtL05ZcPNETEzVlcMyY5pvJd\nWnYA1jGca1YU51pl5L22yAXAY8DrgGsl3U36p766Sd+IiDfkWYmk9wKvBLqaLN4OWBMRDzW03wtM\ny7O+trJV2QFYx3CuWVGca5WRt7jYu+53kcY6bN+865OXYh8XSf9AGlPxpoh4fDwPzbvOtrJH2QFY\nx3CuWVGca5WR97DI88dxe0HOdXQBzwKWSnpc0uPAXsAnJK0h7aHYJBt7UW/bbNnwfg6c3XD7DrCs\nod+t2bJGPwV6GtpWZH1XNrRfASxuaHsg63tfQ/s1DN0tuCbr2zi5zA2kKwg2Og9vB6TtuHho13nz\n5rFgwYJBbX19fdRqNZYvXz6ofeHChcydO3dQ26pVq6jVaixePPjF6O7uZtasWUNX+IsWbEdV3o8q\nb8e1Qx8+mXk1c+ZMFi1q2MA7W7AdVXk/qrwdj6Qfvb29g5pbnVfd3d3UajVmzJjBtGnTqNVqzJkz\np8kGNaeIqfklX9IWwHMbms8gvYVfAu4ipcl7I+LH2WN2ApYDr4mI3zV5zunAUg6g4BNprRQrgG/D\n0qVLmT59eqGr7unpoaurCz7C8Pv0rDqca1aUqZBr0BURjSXSIHkPi0y6iFgJ3FTfJmkl8LeIWJbd\nPw04UdL9wMPA14AlzQqLyrmPtF/HbLI516wozrXKmNBcFZJeLOkkSUsk3Szp+Lplr5X0cUnPmHiY\nT2rczTIH+AnwQ+BKUk13YAvXN3VdVnYA1jGca1YU51pl5N5zIelI0uGJgecIYJuGbieRzir5Vt71\n1IuIf264/xhwRHbrLG8rOwDrGM41K4pzrTLyXltkP+DLwF+AA0iDKFXfJyKuJu3kescEY7Rmti47\nAOsYzjUrinOtMvLuuTiSNK71TRFxG4CkZv1+D+yccx1mZmbWhvKOuegCfjtQWIygn06Y0MrMzMye\nlLe42Jh0dsZotgWeyLkOG0njuc9mk8W5ZkVxrlVG3uKiF3j5SB0kbUyaTeKWnOuwkYxnzlKziXCu\nWVGca5WRt7i4EHhedsbIcD5JOmP5/JzrsJHsU3YA1jGca1YU51pl5B3QeTxwMHCCpD1Il2AH2E7S\n/sD+2fJe4JQJR2lmZmZtI1dxERH3S3ojafKqdwPvyha9JbuJNLvmOyNiLGMzzMzMrCJyT6IVEbdI\negXwdmBf4Hmkwyx3kuZZ+1FErG1FkNbESmCLsoOwjuBcs6I41ypjQtcWiYh1wAXZzYp0AfC+soOw\njuBcs6I41ypjQtcWsRLtXXYA1jH2LjsA6xh7lx2AtcpEL1z2CknflrRM0oPZbVnWVuy1YDuNL61s\nRXGuWVGca5WRu7iQ9Fng/4APkab4flp22zlr+52k+S2I0czMzNpI3guX/SswH3gUWAC8gnTJma1I\nk2t9iTQ05zNZXzMzM+sQefdc/DtpLrV9IuLoiPhDRDwUEQ9HxA0R8V/AP5Om/v73VgVrdXrKDsA6\nhnPNiuJcq4y8xcWuwBURsXS4DtmyX2Z9rdXuLjsA6xjONSuKc60y8hYXDwH3j6Hfg1lfa7X9yg7A\nOoZzzYriXKuMvMXFxcBekjYbrkO27PXAJTnXYWZmZm0ob3HxKWANcL6kFzYulLQj8CPgMeCo/OGZ\nmZlZuxnTDJ2STm/SfD1p6u/lkq4D7sjan0s6e2QD4CfAF4APTjxUMzMzawdjnf77AyMs2wDoym6N\n3g4ELi5a72w8Ta4Vw7lmRXGuVcZYi4t9JjUKG7/dyw7AOoZzzYriXKuMMRUXEXHVZAdi4zRkpIvZ\nJHGuWVGca5XhC5eZmZlZS024uJC0oaTtJO0w3C3n835M0vV1F0S7WtJb6pZvIulUSf2SHpb0Q0nb\nTnR7zMzMbGImcuGyN0m6gnQNkRVA7zC323Ku4i+k01gHBov+ErhA0sCMnyeTplw5kDSfxvak0187\nw7KyA7CO4VyzojjXKmOsAzoHkXQg8ANScdJPOg31kRbGRUT8tKHpGEn/D3iNpLuA2cB7B8aDSJoF\nLJO0e0T8rpWxTEk34onVrRjONSuKc60ychUXpCuiQrq0+hkRsa414TQnaQPgPcDmwG9IezI2Ai4f\n6BMRN0vqA2YA1S8u3l12ANYxnGtWFOdaZeQtLl4IXBURzSbXahlJLyUVE5sCDwP7R8RySa8E1kRE\n43VL7gWmTWZMZmZmNrK8Yy7uIR0OmWzLgZcDewDfAL4naZcR+os0adfIfk6arKX+9h2GHu+7NVvW\n6KcMvTTwiqzvyob2K4DFDW0PZH3va2i/Bri0oW1N1veOhvYbgEVNYjsPbwek7bh4aNd58+axYMGC\nQW19fX3UajWWL18+qH3hwoXMnTt3UNuqVauo1WosXjz4xeju7mbWrFlDV/iLFmxHVd6PKm/HtUMf\nPpl5NXPmTBYtatjAO1uwHVV5P6q8HdkAhN7e3kHNrc6r7u5uarUaM2bMYNq0adRqNebMmdNkg5pT\nxOj/i4c8SDoe+Ffg+RGxetxPkJOky0hv2bmkj+2n1++9kHQ7cFJEfHWYx08HlnIAsNvkx2slWwF8\nG5YuXcr06dMLXXVPTw9dXV3wEdJQY6s255oVZSrkGnRFRGOJNEjePRfzSWdzXJRdpKwoGwCbAEuB\nJ4A3DCyQtBOwA+kwSvU1q57NJoNzzYriXKuMXGMuImKVpDcCV5MuXHY7cBfQbGBnRMQbmrSPSNIX\nSAcw/gI8DTgY2AvYNyIeknQacKKk+0njMb4GLOmIM0UAiizprLM516wozrXKyHsq6nNIhyV2Io1z\n2JHh02L8x12S7YDvAc8GHgT+QCosfpktnwOsBX5I2ptxMXBYznW1n5eVHYB1DOeaFcW5Vhl5zxY5\nEdiZVGAsJE2U1ep5Lj40yvLHgCOym5mZmU0ReYuLNwJ/At4aEWtbGI+ZmZm1ubwDOjcAelxYlKjx\nFCmzyeJcs6I41yojb3HxWzz0plxLyg7AOoZzzYriXKuMvMXFp4GXSfpwK4OxcXhX2QFYx3CuWVGc\na5WRd8zFS4HvAt+UdDBwGcOfikpEfC/nemw4G5cdgHUM55oVxblWGXmLizNIp5iKdLnzfxqm38B0\n3C4uzMzMOkTe4uJz5J+/wszMzCos7wyd81sch43XpcC+ZQdhHcG5ZkVxrlVG3gGdVratyg7AOoZz\nzYriXKsMFxftao+yA7CO4VyzojjXKiPvtUV+OXqvJ+W6cJmZmZm1p7wDOvceQ5+Bs0k88NPMzKyD\n5C0unj9M+wbAP5KG5HwC+Hp2s1a7D3hW2UFYR3CuWVGca5WR92yRkWaA7wV+Jely0tjf3+IZ41vv\nMuB9ZQdhHcG5ZkVxrlXGpA3ojIgrgGuBT03WOjra28oOwDqGc82K4lyrjMk+W+RO4CWTvI7OtHXZ\nAVjHcK5ZUZxrlTFpxYWkzYBXA6snax1mZmY29eQ9FXWHERY/FdgJ+A/S4M7uPOswMzOz9pT3bJHb\nGf0UUwE3A3NzrsNGshjYs+wgrCM416wozrXKyFtc/Irhi4s1wN3AVUB3RPiwyGR4vOwArGM416wo\nzrXKyHsq6t4tjsPGa5+yA7CO4VyzojjXKsPXFjEzM7OWcnFhZmZmLTWmwyKSPjuRlUTE58b7GElH\nA/sDuwCPAlcDR0XELXV9NgFOBGYCmwCXAP8WEX+dSLxtYSWwRdlBWEdwrllRnGuVMdYxF/NZfyGy\nsaof8Dnu4gL4J2AhaZbPjYAvApdK2jUiHs36nAy8FTgQeAg4FfhR9thquwBPk2vFcK5ZUZxrlTHW\n4uLocT7vc4APApuR86qoETFoIlhJHwD+CnQBiyVtCcwG3hsRV2V9ZgHLJO0eEb/Ls962sXfZAVjH\n2LvsAKxj7F12ANYqYyouImLBWPpJ2g74L+BDwKbAg8BXc0c32NakQuXv2f0uUvyX18V5s6Q+YAZQ\n7eJi+7IDsI7hXLOiONcqI+88F4NIehbpAmUfIxUVjwBfAb4SEQ+04PlFOgSyOCJuypqnAWsi4qGG\n7vdmy8zMzKwEEyouJD0TOAr4f6RhOI8AXwK+HBH3Tzy8J30deDFjm7tN5DwUY2ZmZhOX61RUSU+X\n9N9AL/CfWfPxwPMj4tOtLCwknUK6EO/eEbGibtE9wMbZ2It625L2Xgzv58DZDbfvAMsa+t2aLWv0\nU6CnoW1F1ndlQ/sVpClt6z2Q9b2vof0a4NKGtjVZ3zsa2i8EFjWJ7TzaaztuYPK24+KhXefNm8eC\nBYOP8vX19VGr1Vi+fPmg9oULFzJ37uDZ61etWkWtVmPx4sEvRnd3N7NmzRq6wl+0YDvKfj96cF4N\nGG47rh368MnMq5kzZ7JoUcMG3tmC7Sj7/ejBeVWv2XY8kn709vYOam51XnV3d1Or1ZgxYwbTpk2j\nVqsxZ86cJhvUnCLG/iVf0takC5J9nHSBskeBbwALIqJ/zE809vWdArwD2CsibmtYtiUpTd4bET/O\n2nYClgOvaTagU9J0YCkHALu1OtqC/RTYr+wgprgVwLdh6dKlTJ8+vdBV9/T00NXVBR+h/Y8jO9dG\n51xrDefa6KZCrkFXRDSWSIOMdZ6LLYEjgU8AW5GKipNJRcWkzCkh6evAQUANWJkNFgV4MCJWR8RD\nkk4DTpR0P/Aw8DVgSeXPFAH/AVpxnGtWFOdaZYx1zMXtpKJiNensjy9FxMiHHibuY6SxE1c2tM8C\nvpf9PgdYC/yQNInWxcBhkxyXmZmZjWCsxcXAaaCbkP55H5ZO4BiTiIhNxhtYRIw6HiQiHgOOyG5m\nZmY2BYznbBFlN1+PxMzMzIY1pkIhIjaYyG2yN6IjNRuFbDYZnGtWFOdaZfgff7vavewArGM416wo\nzrXKcHHRrl5YdgDWMZxrVhTnWmW4uDAzM7OWcnFhZmZmLeXiol01TjVrNlmca1YU51pluLhoVzeW\nHYB1DOeaFcW5VhkuLtrVu8sOwDqGc82K4lyrDBcXZmZm1lIuLszMzKylXFyYmZlZS7m4aFeLyg7A\nOoZzzYriXKsMFxftaseyA7CO4VyzojjXKsPFRbt6WdkBWMdwrllRnGuV4eLCzMzMWsrFhZmZmbWU\ni4t2dUfZAVjHcK5ZUZxrleHiol0tKTsA6xjONSuKc60yXFy0q3eVHYB1DOeaFcW5VhkuLtrVxmUH\nYB3DuWZFca5VhosLMzMzaykXF2ZmZtZSLi7a1aVlB2Adw7lmRXGuVcaULi4k/ZOkCyXdJWmdpFqT\nPp+TtELSKkmXSXphGbEWbquyA7CO4VyzojjXKmNKFxfAFsDvgcOAaFwo6SjgcOCjwO7ASuASSdUf\nFrRH2QFYx3CuWVGca5WxUdkBjCQiLgYuBpCkJl0+ARwXERdlfQ4F7gXeCZxbVJxmZma23lTfczEs\nSc8HpgGXD7RFxEPANcCMsuIyMzPrdG1bXJAKiyDtqah3b7as2u4rOwDrGM41K4pzrTLaubgYjmgy\nPmOQnwNnN9y+Ayxr6HdrtqzRT4GehrYVWd+VDe1XAIsb2h7I+jb+IV3D0NHSa7K+jXPu/whY1CS2\n82iv7biByduOi4d2nTdvHgsWLBjU1tfXR61WY/ny5YPaFy5cyNy5cwe1rVq1ilqtxuLFg1+M7u5u\nZs2aNXSFv2jBdpT9flyG82rAcNtx7dCHT2ZezZw5k0WLGjbwzhZsR9nvx2U4r+o1245H0o/e3t5B\nza3Oq+7ubmq1GjNmzGDatGnUajXmzJnTZIOaU8TI/4enCknrgHdGxIXZ/ecDfwZeERF/qOt3JXBd\nRAx5FSRNB5ZyALBbIWFPngeArcsOYopbAXwbli5dyvTp0wtddU9PD11dXfARYPtCV916zrXROdda\nw7k2uqmQa9AVEY0l0iBtu+ciInqBe4A3DLRJ2pI03vjqsuIqjP8ArSjONSuKc60ypvTZIpK2AF5I\nOtQB8AJJLwf+HhF/AU4GjpF0K3A7cBxp5+AFJYRrZmZmTPHiAngV6ahTZLevZO3/C8yOiOMlbQ58\ni1Tz/hp4a0SsKSNYMzMzm+KHRSLiqojYICI2bLjNruszPyK2j4jNI+LNEXFrmTEXpnGQj9lkca5Z\nUZxrlTGliwsbweNlB2Adw7lmRXGuVYaLi3a1T9kBWMdwrllRnGuV4eLCzMzMWsrFhZmZmbWUi4t2\n1TiTm9lkca5ZUZxrleHiol15Jg8rinPNiuJcqwwXF+1q77IDsI6xd9kBWMfYu+wArFVcXLSrdr+G\ngLUP55oVxblWGS4uzMzMrKVcXJiZmVlLubhoVyNe7NashZxrVhTnWmW4uGhXd5cdgHUM55oVxblW\nGS4u2tV+ZQdgHcO5ZkVxrlWGiwszMzNrKRcXZmZm1lIuLszMzKylXFy0q7PLDsA6hnPNiuJcqwwX\nF+1q97IDsI7hXLOiONcqw8VFu3ph2QFYx3CuWVGca5Xh4sLMzMxaysWFmZmZtZSLi3a1rOwArGM4\n16wozrXKcHHRrpaUHYB1DOeaFcW5VhmVKC4kHSapV9Kjkn4r6dVlxzTpNi87AOsYzjUrinOtMtq+\nuJA0E/gKMA94JXA9cImkbUoNzMzMrEO1fXEBzAG+FRHfi4jlwMeAVcDscsMyMzPrTG1dXEh6CtAF\nXD7QFhEB/AKYUVZcZmZmnWyjsgOYoG2ADYF7G9rvBXZu0n9TAPomN6hC/AX4Q9lBTHH3px/LlhU/\nBP3Jdf4J6C989a3lXBudc601nGujmwq5NvC/dARKX/Tbk6RnA3cBMyLimrr244E9I+K1Df3fB5xV\nbJRmZmaVcnBEjHglmHbfc9EPrAW2a2jflqF7MwAuAQ4GbgdWT2pkZmZm1bIp8DzS/9IRtfWeCwBJ\nvwWuiYhPZPdFOvDxtYg4odTgzMzMOlC777kAOBH4X0lLgd+Rzh7ZHDijzKDMzMw6VdsXFxFxbjan\nxedIh0d+D7w5Iu4rNzIzM7PO1PaHRczMzGxqaet5LszMzGzqcXExBUj6rqTzy47DrJ6k50paJ2m3\nsmOxapO0V5ZrW5Ydi7VG24+5qIiPAyo7COtckr4LbBURBzQs8nFTK4pzrUJcXEwBEfFw2TGYDcNF\nr02IpKdExONlx2HF8mGRKaD+sIikN0v6taT7JfVLukjSC+r6Xi3pvxsev42kNZJel90/WNL/SXpI\n0t2SzpL0rGK3yook6QpJC7PbA5Luk/S5bNlnJA2ZVFnSdZLmS5oHvB94R7Zreq2k19d13VHSLyWt\nlPR7Sa9peJ4DJd0oabWkXklHNizvlXS0pNOynLxD0ocn4WWwKaAuF0+SdB/pKtWDDq9J2ipre33D\nw/eUdL2kRyX9RtJLsv6bS3pQ0gEN69pf0iOStpj8LbPxcHEx9WxBuoR8F/DPpBlIf1y3/CzgoIbH\nvBe4KyKWZPefAhwD7Aa8A3gu8N1JjNmmhkOBx4FXkw61HSnpg8DpwK6SugY6Snol8DJSXnwZOBe4\nmHQ697OBq+ue9/PA8cDLgVuAsyVtkD1PF/AD4GzgpcA84DhJhzbEdiTwf8ArgK8D35C0U8u23Kaa\nQ4HHSBeQ/BhjO+QhUp7NAV4F3AdcJGnDiFgFnAPManjM+4FzI2JlqwK3FokI30q+kT7gzx9m2bOA\ndcCLs/vbkP5oX1fXZwnwhRGe/1WkImXzsrfVt0nLoSuAGxvavjjQBvwUOKVu2deAy+vuD8lBUlG6\nDvhAXduuWS7tlN0/E7i44XELgBvq7vcCZzT0uQf4SNmvm2+TlotL6+4P5NFudW1bZW2vz+7vld1/\nV12fpwMrB9pIRfMaYFp2/1nZ/T3L3mbfht6852KKkfQiSWdL+rOkB4HbSFX/DgAR0U+6pPzBWf/n\nk74dnF33HF2SLsx2Pz8EXJkt2qG4LbES/Lbh/m+AF2VT4v8PcJCkjSU9hbT367QxPu8Ndb/fTfqG\nuW12f1dScVtvSd16mz0HpOJiW6yqrs3xmKAuhyPifuBmUo4REf8H3ETaKwLwr8DtEbF4YqHaZHBx\nMfVcRKrYPwTsnt0EbFzX5yzgXZI2BN4HXB8Rf4R0bJK0e/uBbNmrgP2zx9U/h3WWi0h7vPYH3k4a\nzD3W05/rB+MN7N4e+OwQQ3d5NxsE2jigL/DnT5XVH6ZYl/2sz4unjOO56vPrO6w/NPJ+0iE/m4L8\nxz2FSHoGsBPw+Yi4IiJuBp7ZpOsi0tXp3kr6Blp/GfldgGcAR0fEkoi4haFXjbVqek3D/RnAnyJZ\nC3wPmE36cD4nIuqvDLwG2LDJc452rPwmYM+GttcBt0S279o63sClGJ5d1/ZKmhelT+awpKeTPg+X\n1/U5E9hB0hHAi0k5bVOQT0WdWu4H/gZ8RNI9pGOVX6ThjzAiVkm6EDiOVEx01y3uI/2j+Likb5IG\n7R1TQOxWvn+U9GXg26QBwYeTBscN+A6wjJRPr2t47O3Avtkgy78BD2bto52K+hXgd5KOIQ3sfC1w\nGGkQnxkRsTq7evVRkm4nfdk5bpjun5X0d+CvwBdIhcmiuud6QNKPgROASyJixaQGb7l5z8UUkn3T\ney/pH8MNpA/u/xym+1mks0F+FRF31T1HP/AB4F3AH4FPAv8xeVHbFPI9YDPS1YEXAidFxHcGFkbE\nraSzQG7Ojl/X+x/S8e1rSR/srx14WJP1PNkWEdcB7wFmknJ2PnBMRHy/Wf9R2qwamr23s0mHZa8l\nXXYwuAUAAADtSURBVMn608M87lPAV0lnFj0LeHtEPNHQ77TsuXxIZArzhcumAElnA09EROPpe2Zj\nIukK4LqIOHKUfn8inTXy1WIiM2stSf9K+uK1fZPCw6YI77kokaQNJb2YdGz8j2XHY9WVTbR2BGmX\n9Bklh2M2bpI2k7QjcBTwTRcWU5uLi3K9lLT77wbgmyXHYu1ttF2QfyWNvflwRDw4Sl+zqeiTpDFD\nK4AvlRyLjcKHRczMzKylvOfCzMzMWsrFhZmZmbWUiwszMzNrKRcXZmZm1lIuLszMzKylXFyYmZlZ\nS7m4MDMzs5ZycWFmZmYt9f8BS8BU/IUnOyEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x781e730>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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62EupA3LLsceSYNsJwO1+16L2jwZy2zKisoqyb1fS95oLYPieq97FREkhzHwa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\nIYQQIgz8f3ZzdT7nmcsGAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x824b570>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "program_langs=['java','python','ruby']\n",
    "tweets_program_langs=[tweets['java'].value_counts()[True],tweets['python'].value_counts()[True],tweets['ruby'].value_counts()[True]]\n",
    "\n",
    "print \"Java\",tweets['java'].value_counts()[True]\n",
    "print \"Python\",tweets['python'].value_counts()[True]\n",
    "print \"Ruby\",tweets['ruby'].value_counts()[True]\n",
    "\n",
    "#print tweets_program_langs\n",
    "\n",
    "x_pos = list(range(len(program_langs)))\n",
    "width = 0.8\n",
    "fig, ax = plt.subplots()\n",
    "plt.bar(x_pos, tweets_program_langs, width, alpha=1, color='g')\n",
    "\n",
    "# Setting axis labels and ticks\n",
    "ax.set_ylabel('Number of tweets', fontsize=15)\n",
    "ax.set_title('Ranking: java vs. python and ruby', fontsize=10, fontweight='bold')\n",
    "ax.set_xticks([p + 0.4 * width for p in x_pos])\n",
    "ax.set_xticklabels(program_langs)\n",
    "plt.grid()\n",
    "print \"\\n\\t  Working graph for Ranking: java vs. python vs ruby !!\"\n",
    "plt.show()\n",
    "\n",
    "###Graph of Top languages with counts pie chart###\n",
    "# Data to plot\n",
    "labels = program_langs\n",
    "sizes = tweets_program_langs\n",
    "colors = ['gold', 'yellowgreen', 'lightcoral', 'lightskyblue']\n",
    "explode = (0, 0, 0.1)  # explode 1st slice\n",
    " \n",
    "# Plot\n",
    "plt.pie(sizes, explode=explode, labels=labels, colors=colors,\n",
    "        autopct='%1.1f%%', shadow=True, startangle=140)\n",
    " \n",
    "plt.axis('equal')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "newb programming on terminal https://t.co/ftk2hmbg3s \n",
      "\n",
      "hey guys, is all i need to begin learning python on mac is terminal and a good sour…\n",
      "postgis in action, 2nd edition here  https://t.co/oacf9m9tg6 #python #programming @pythonbot_\n",
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      "looking for a job as a back-end web developer, with skills in python, php, html, css, javascript, django, flask and laravel..\n",
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      "#jobs #stuttgart https://t.co/zgwxwva44v\n",
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      "this #job might be a great fit for you: senior java developer - mobile pay - https://t.co/hdlyglygyq #it #toronto, on #hiring #careerarc\n",
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      "job opportunity: java developer needed - nj. are you a fit? in basking ridge, nj https://t.co/b4we92w7pi #job\n",
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      "\n",
      "właśnie szukamy 👇\n",
      "java developer https://t.co/launjrvekv\n",
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      "apply now - javascript developer - sign-on bonus!!! in greenbelt, md https://t.co/yczltd5wt5 #job #java #javascript\n",
      "#vacature: senior java developer e-commerce projecten bij @_delawarec in #kortrijk https://t.co/idnjfh3cbe #bejobs https://t.co/fm8n3mljx9\n",
      "i'm hiring - sr. java developer in farmington hills, mi https://t.co/pdqwjapagv #job\n",
      "looking for a job as a back-end web developer, with skills in python, php, html, css, javascript, django, flask and laravel..\n",
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      "can you recommend anyone for this #job? java developer - https://t.co/nj0n3mfpb4 #it #atlanta, ga #hiring\n",
      "https://t.co/krhvora4rc √ https://t.co/gftfztoe8z #java developer - cl smart sourcing limited #eur #business #forex #job #friday #top\n",
      "shipcloud gmbh: software developer - ruby on rails (m/w) (hambur... https://t.co/d4uzjg6heb\n",
      "this #job might be a great fit for you: senior java developer - mobile pay - https://t.co/hdlyglygyq #it #toronto, on #hiring #careerarc\n",
      "now hiring: java/j2ee developer – spring, cloud, javascript in denver, co https://t.co/8tj5uoe05f #job\n",
      "sun certified web component developer study companion: scwcd java ee 5 (exams 310-083 and 3 here  https://t.co/dfq03urdxp #java @androidbot_\n",
      "interested in this job? immediate need for java lead or developer in ny,de,oh,tx in new york, ny https://t.co/ecsugzeqkg #job\n",
      "have 6+ yrs of #application #development? #developer #job in #charlotte nc - #lamp a must. prefer #java &amp; #angularjs https://t.co/nqmrhghtsi\n",
      "we have your dream job right here with this fantastic #java #developer opportunity!  https://t.co/q1u4akidnr #ejb #jsp #j2ee #sql #jobs #cle\n",
      "newb programming on terminal https://t.co/ftk2hmbg3s \n",
      "\n",
      "hey guys, is all i need to begin learning python on mac is terminal and a good sour…\n"
     ]
    }
   ],
   "source": [
    "tweets['programming'] = tweets['text'].apply(lambda tweet: search_word('programming', tweet))\n",
    "tweets['job'] = tweets['text'].apply(lambda tweet: search_word('job', tweet))\n",
    "tweets['developer']=tweets['text'].apply(lambda tweet: search_word('developer', tweet))\n",
    "tweets['learning']=tweets['text'].apply(lambda tweet: search_word('learning', tweet))\n",
    "\n",
    "#print tweets['developer']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " job opportunity: java developer needed - nj. are you a fit? in basking ridge, nj https://t.co/b4we92w7pi #job\n",
      "great job opportunity: java developer in detroit, mi https://t.co/r4gucazyvz #job\n",
      "apply to this job: immediate need for java lead or developer in ny,de,oh,tx in new york, ny https://t.co/ewuxapbvwe #job\n",
      "co powiesz na #amazonecho w gdańsku?\n",
      "\n",
      "właśnie szukamy 👇\n",
      "java developer https://t.co/launjrvekv\n",
      "dev &amp; test engineer https://t.co/zqfv64eajq\n",
      "apply now - javascript developer - sign-on bonus!!! in greenbelt, md https://t.co/yczltd5wt5 #job #java #javascript\n",
      "emploi moody's analytics (grenoble) : ingenieur developpement h/f - big dat... https://t.co/o6admhe5xq quant ib finance jobs 9\n",
      "#vacature: senior java developer e-commerce projecten bij @_delawarec in #kortrijk https://t.co/idnjfh3cbe #bejobs https://t.co/fm8n3mljx9\n",
      "i'm hiring - sr. java developer in farmington hills, mi https://t.co/pdqwjapagv #job\n",
      "looking for a job as a back-end web developer, with skills in python, php, html, css, javascript, django, flask and laravel..\n",
      "🔍 lidl sucht java-entwickler (w/m) implementierung von microservices 🔎\n",
      "#jobs #stuttgart https://t.co/zgwxwva44v\n",
      "rt @geo_developers: nueva oferta para #geodev: programador python gis -&gt; https://t.co/jdm4vtojx7 #empleo https://t.co/8clocskq7e\n",
      "senior web developer (java) ¦ london https://t.co/xfwxtizhmt\n",
      "newb programming on terminal https://t.co/ftk2hmbg3s \n",
      "\n",
      "hey guys, is all i need to begin learning python on mac is terminal and a good sour…\n",
      "open systems technologies is hiring in new york, ny #job  #reliabilityengineer #cplusplus #python #perl #scala https://t.co/xvzrf75eo9\n",
      "job moody's analytics (france): software engineer.+ master's degree in ... https://t.co/kvixwtdt0z quant ib finance jobs 138\n",
      "junior java developer based in the netherlands\n",
      "https://t.co/r5guke0hwe\n",
      "#job #холандия\n",
      "can you recommend anyone for this #job? java developer - https://t.co/nj0n3mfpb4 #it #atlanta, ga #hiring\n",
      "https://t.co/krhvora4rc √ https://t.co/gftfztoe8z #java developer - cl smart sourcing limited #eur #business #forex #job #friday #top\n",
      "looking for a new challenge? be our next java software engineer (h/f)!#job #bigdata #cloud #teamt...\n",
      "https://t.co/sacjnor2u6 #job\n",
      "shipcloud gmbh: software developer - ruby on rails (m/w) (hambur... https://t.co/d4uzjg6heb\n",
      "this #job might be a great fit for you: senior java developer - mobile pay - https://t.co/hdlyglygyq #it #toronto, on #hiring #careerarc\n",
      "now hiring: java/j2ee developer – spring, cloud, javascript in denver, co https://t.co/8tj5uoe05f #job\n",
      "sun certified web component developer study companion: scwcd java ee 5 (exams 310-083 and 3 here  https://t.co/dfq03urdxp #java @androidbot_\n",
      "interested in this job? immediate need for java lead or developer in ny,de,oh,tx in new york, ny https://t.co/ecsugzeqkg #job\n",
      "have 6+ yrs of #application #development? #developer #job in #charlotte nc - #lamp a must. prefer #java &amp; #angularjs https://t.co/nqmrhghtsi\n",
      "we have your dream job right here with this fantastic #java #developer opportunity!  https://t.co/q1u4akidnr #ejb #jsp #j2ee #sql #jobs #cle\n",
      "postgis in action, 2nd edition here  https://t.co/oacf9m9tg6 #python #programming @pythonbot_\n"
     ]
    }
   ],
   "source": [
    "#Output relevant tweets with the help of search_word function!!\n",
    "\n",
    "tweets['relevant'] = tweets['text'].apply(lambda tweet: search_word('programming', tweet) or search_word('job', tweet) or search_word('developer', tweet) or search_word('learning',tweet) )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "programing : 2\n",
      "Job : 20\n",
      "Developer : 20\n",
      "Learning : 1\n",
      "Relevants tweets : 27\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "\"\\nprint tweets['programming'].value_counts()\\nprint tweets['job'].value_counts()\\nprint tweets['relevant'].value_counts()\\n\""
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print \"programing :\",tweets['programming'].value_counts()[True]\n",
    "print \"Job :\",tweets['job'].value_counts()[True]\n",
    "print \"Developer :\",tweets['developer'].value_counts()[True]\n",
    "print \"Learning :\",tweets['learning'].value_counts()[True]\n",
    "print \"Relevants tweets :\",tweets['relevant'].value_counts()[True]\n",
    "\n",
    "'''\n",
    "print tweets['programming'].value_counts()\n",
    "print tweets['job'].value_counts()\n",
    "print tweets['relevant'].value_counts()\n",
    "'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Relevant tweet  for Java : 20\n",
      "Relevant tweet for Python : 5\n",
      "Relevant tweet for Ruby : 1\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "\"\\nprint tweets[tweets['relevant'] == True]['java'].value_counts()[False]\\nprint tweets[tweets['relevant'] == True]['python'].value_counts()[False]\\nprint tweets[tweets['relevant'] == True]['ruby'].value_counts()[False]\\n\""
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print \"Relevant tweet  for Java :\",tweets[tweets['relevant'] == True]['java'].value_counts()[True]\n",
    "print \"Relevant tweet for Python :\",tweets[tweets['relevant'] == True]['python'].value_counts()[True]\n",
    "print \"Relevant tweet for Ruby :\",tweets[tweets['relevant'] == True]['ruby'].value_counts()[True]\n",
    "'''\n",
    "print tweets[tweets['relevant'] == True]['java'].value_counts()[False]\n",
    "print tweets[tweets['relevant'] == True]['python'].value_counts()[False]\n",
    "print tweets[tweets['relevant'] == True]['ruby'].value_counts()[False]\n",
    "'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Relevant for Java : 20\n",
      "Relevant for Python : 5\n",
      "Relevant for Ruby : 1\n",
      "\n",
      "\t\t\t****Bar Graph****\n"
     ]
    },
    {
     "data": {
      "image/png": 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wYbxImbSaBlVLi4wZMyZ1CFIRyrXyyDXmwt1XmNlBwLWEC5c9ADwE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\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x84df610>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "tweets_by_prg_lang = [tweets[tweets['relevant'] == True]['java'].value_counts()[True], \n",
    "                      tweets[tweets['relevant'] == True]['python'].value_counts()[True], \n",
    "                      tweets[tweets['relevant']==True]['ruby'].value_counts()[True]]\n",
    "'''                \n",
    "tweets_by_prg_lang = [tweets[tweets['relevant']==True]['java'].value_counts()[False], \n",
    "                      tweets[tweets['relevant']==True]['python'].value_counts()[False], \n",
    "                      tweets[tweets['relevant']==True]['ruby'].value_counts()[False]]\n",
    "'''\n",
    "print \"Relevant for Java :\",tweets[tweets['relevant'] == True]['java'].value_counts()[True]\n",
    "print \"Relevant for Python :\",tweets[tweets['relevant'] == True]['python'].value_counts()[True]\n",
    "print \"Relevant for Ruby :\",tweets[tweets['relevant'] == True]['ruby'].value_counts()[True]\n",
    "\n",
    "x_pos = list(range(len(program_langs)))\n",
    "width = 0.8\n",
    "fig, ax = plt.subplots()\n",
    "plt.bar(x_pos, tweets_by_prg_lang, width,alpha=1,color='g')\n",
    "ax.set_ylabel('Number of tweets', fontsize=15)\n",
    "ax.set_title('Ranking: python vs. java vs. ruby (Relevant data)', fontsize=10, fontweight='bold')\n",
    "ax.set_xticks([p + 0.4 * width for p in x_pos])\n",
    "ax.set_xticklabels(program_langs)\n",
    "plt.grid()\n",
    "print \"\\n\\t\\t\\t****Bar Graph****\"\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\t\t\t****Pie Chart****\n"
     ]
    },
    {
     "data": {
      "image/png": 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joXzyLYy/CbvGzSq3xdlKKe8uY9CaDN1CbmHSnc4i4GXgHaA1nvOV9xMZGJg/\nMCEhTSmVOW7OHOauWtXQaeLncDB70mQxlBGWtd51NkBc54AfAoKNzTMe2G4X5R20vLpRq6qwSOgS\nwEV3JXCottrLt28jP6eaG5/rxP1vdaVVG1+eu34L1ZV1d9FvWlXGwNER/COtM3fPSiIixpfnb9xC\nUZ5n29HszRW8PzWHa6Z04K+PdeDdl3exq7Z4W27FG1OyuPSexCZRjAEWPr9TlRe5q5TNtXUV41p9\nK6sYvWk7J58zFHXh2Q2WIgBnDYFv3sAIC6GPw8EPInLQhEpNOxRdkFugdKezCngTz/nKDuAkDigT\nAT4+lYMTE+eG+vmtvPn997n/00+x7P2Lw4yffuK0V14hccoUEqdMYdT06Xy+efNh7/3yihUMePFF\n2j76KD2efZZ7Pv6Yqn12DJu/ejU9nn2Wjk8+yYyff+a5sWOlvMQ6OSejsper1AqvrlRRVRVWxfR7\ntivbajq9Oz1ODeO862PpMzwcDkg7N6uSjLXlXHJ3Iu2SA4lJ9OeSuxOorrL58ZODOjD+cPUj7Rk6\nMZr4zoHEtPPn8vsTsW3Fxp88h3Ps3l5JfJcAkvqF0HVACPGdA8jZ7pkY98mcXLr0C2kym65s/LGU\nb9/NF9vmdqXUjrriUlMkFJj020b6+Tjwn/pv77zf6NcdfpyP2SaSBIeDZSLStuGz0JoaXZBbqHSn\n0053Oj8BXgIK8Ywr7zcRxTQMe0B8/JL4sLCPX1q+nIvfekuVVlX98XhcWBj/HjmSr669lq+uvZYz\nOnTg4nnzqGujkQWrV/PwF19w9/Dh/HjTTbx03nm8s24dj3zxBQAFLhe3vP8+j511Fosvu4z5q1fT\nKiCAyb16UbCz+twdGyvGRcf7ftKmnf/CTavKJH1W4zm96s9wVysQ8PH9X+UQERw+wpZfy4/6OtUV\nNpZbERTq+WeMOymA3MxKCnOryc+pYs+OKuJPCmDPjkpWLMln3A1No0ZUVVjM+vd2yzD5FphWV1xt\nV/W52bsZsqeAjs/ehcTF1BV94nVMgGVzcUSFk+Aw+UpEDjr8RdP2pQtyC5fudK4EnsWzzWY3IGDf\nx0WEHjExPyRFR7/xxdat7lHTp9tZRUUAnNWlCyM7d6ZjZCQdIyO5b8QIgnx9+Sk7+5D3+jE7m8GJ\niUzo0YOE8HCGderE+T16sHLnTgC2FxYS5u/Ped270zs2ltPbt8e5dy/PnHMOEf4BprvabhMZ57cl\nMtZve2iuVG8NAAAgAElEQVSU4+v3X81h629lJ/Cn0zDatPenVRtfFr+0C1epG3eNzcezdlO0p4bi\nvUd/6tWi/9tJRGtfkgd51va07eDP+JviePb6zbxw0xYm3BRHTDt/3piyg/NviWPtdyU8NHk9j16y\ngc2/NN6f47sv51C4p8ZtW/xFKXW4afY9qms4e+M2eg8biPrrpAZLsU4dE+CrOTjCQujkMPlCRCK8\nnZPWeOmCrJHudGYAzwErgM54To3aT/uIiC0nt207LaOwsGzY1Kn2jzv27zW0bZtFa9ZQUVPDwPj4\nQ95nUEICv+7axarfC3BBAZ9t3sxZXboA0LFVK1w1NazZvZtCl4tVu3bRMyYGy7bxczhElPhlrXeN\nAEjsGrjM19/InvqvDLu8xPuHZPwZpkO4/j8dyc2s5Lbhq7l5yG9sWlVGj9NCMY7yf2j6zN38/Fkh\nNzzTEYfP/550xoQoHlncnYcXdef0CVEsfz8f/yCTjj2DmPtoFjc+24lJt8Uz7e4M3DWNbwhg25py\nvnhzD8rmXqVUndvJpaZIEDBptZMBCgJfe7TxDI0ndYAvZ2MGBdLNYfKZiIR6OyetcdJr5TQA0p3O\n/DFJSS8Be4HReFrKOfvGRAcF5Q2Ij5/6y65dF50zc2bcf8eNkx4xMYx67TUq3W6CfX15/YIL6BJ9\n6J65iT17ku9yMXrGDJRSWEpxVf/+3DpkCODZ0/qV8eO5bvFiqtxuLu7dm2GdOnHTe+9xy2mnsTk/\nn2k//njKuuXFyVFxfp8mdAlYmLHWdcOcRzJ9//ZUx8bzCnwcErsGcv+byVSWW7hrFMHhDqZcsXG/\nGdN1+XROLp/MyeX2VzoT2ymgzrjSQjdLpudw52tdyFhbTkw7P6LjPX8st2JPVuVhn9/QaqptZjyw\n3TJMfrUtnj9C+JjdezkjJ4/Oz/3L0zJtTHp2gaUzMYdeTu+KKj4WkTOVUkc/HqG1CLqFrP0h3ems\nAOYAcwF/oBMHTPYK8vV1DU5ImBXs57f62sWLWbh2LV9fdx2f//WvXD1gAH975x021TGG/E1GBs9+\n8w3Pjh3L13/7G3MvuICPN23iP8uW/RFzTteuLL/hBlb+/e/cOXQo32RksGHPHi7r25clGzbQLy5O\niRL/PVlV55k+UhMV5/vuL0uL+Xrx3hP2c2lI/kEmweEOcrMqydzgovewwy/v+mROLh/N2M2tL51E\nYtfDT9Ca/2w2oy6NITzaF9vyzLT+nWUpGtv50x9N303ejiplW1yplKpz+7jUFElyuzl3/Rb6DOyJ\nuvnShszy6PXtDp+9hunrw0DT4AMRqXtNm9Yi6YKs7Sfd6bSAD/EsjSoFkgFz3xiHaVoD4+PfjQ0J\n+fzZb77hoc8/p0tUFPePGEGPNm14tY49sR//8ksuPPlkLu3Th+TWrTmna1ceGDGC57/99pDx1W43\n//zoI54/91y2FRRg2TZvX3yxhPsH+gJSvLcmPqad/4agcPPnt/+TrXZu8c7uYkejqsJixyYXO5wu\nAPburGbHJhcFuz3Lt1Z+XohzZSl7d1bx61dFPH/jFvoMDyd54P96N2c+sJ13Xtr5x+cfz97Ne6/s\n4ooH2tGqjS8l+TWU5NdQVXFw7Vr/fQl5O6oYNtnTe9GhRyC7t1exdrnnzYxpCjHtGk992LHJRfrM\n3UopHlVKra0rLjVF/IEL1m5mYHUNITMfR0yzrmjvG9wbPk7DdDgYahgsFhFfb+ekNR66y1o7SLrT\nqYAfxiQl5QN/xbPd5ibgj82kRYRebdt+F+Trm/+h03n+6BkzzLcvvlhspfZbxrSvipoajAO6lQ0R\nFJ7Tew7scn5q2TLO7NyZnm3asDonB7dtExUUxGvnn2+cN2eOb8led7fWCWxqlxz4yZZfytu/eue2\nVve9kWz4BTS+95nb17t49rrNnv4GgQXPeSa+nTI2kisfbEfx3hrmP5tNaaGbsCgfThnbinOu3n8W\ndEFuNWL+72e0bOFeLLfi1bu27Rd37jVtGXvt/55bU2Uz7z87uPaJjn98LTzalwvvjGfWQ5n4+Bn8\n5eF2+Pg2jp+b5VbMfDDTQnACU44QfmZeAWdk55L08M1It5MaIsM/54wB8MHLGOf8jbOAt0Rk8uF6\nALSWQ+/UpR3WmKSkaOBqYCCwHSj5/bFVu3altA4K2lJtWb4ZhYXjfQwjoNLtlncuu4yhHTty3eLF\nxIWG8sDIkQA88dVXvLxiBc+fey794uLYVlDAHR9+SN/YWKZPnLjffTfs2cNlb7/NN3/7GwE+PlTW\n1NDjued4cORIWgcHc8m8ebhtWyUkBcyIiPHNLimoic7a4LrutNRI87L72jXYz0erfx/P2s3iF3cp\nYJBS6qe64lJTpINlce/XPzO+XSzhvyzG8PGpK7rxeX8pjLsJpRTPKKX+6e18NO/TLWTtsNKdzrwx\nSUkvApcAZ+KZ9JULUGNZwc68vPFu2w42RKorbbvaFPEtrqwUgF0lJTj2mSZ85xlnYIjw2NKl5JSW\nEhkYyJikJO5LSTnovrd98AFTRo8moPYV1t/Hh5fHjeOODz+kxrJ45pxzmLNqFWu25UwOCnO8HNrK\nJy8ixjf9m3fyxyYPCqX/mXp1SVO0e3sl772SYwPPHqEY+wIXrN/KYFclrWY/AU2pGAOkpsDzdyO3\nPM4/RGSTUqrONdZay6BbyBoiYgKmUqrO/SjHJCU5gLHA+YANZBwYU2NZjp937hxfXFnZ7f6UFG4/\n/fQTOvM5s7CQ0155Rdm+1sZOfYLmA2z9tXySZankB99OlqhYvxN2b63+2bbiP1dvsjPWlWfZFt2V\nUq66YlNTZHRBMbeu+JUz/3kVxhN3NGSm9UcpuOkReGUellKcpZT6wts5ad7TOAaNNK8RkS6mQaHD\nZJ2I1DkCl+50uoH3gFeBCjyTvfb7/fExTffghIQFbYKDlz2ydCnXvfNOnePJ9aFdRAT/Pe88cZVZ\nybu2VvYTERKTAz+w3aps2t0ZqjGuq9XqtmzhXrauLjdqZ1UfrhjH2zbj1myib4c4ePDGhsyyfonA\nC/fAyFMQ0+BdEenq7Zw079EFuQUTkTCHyUft4whMbEt70+RnERlaV3zt2crfAc8DO/BM9tqvGSoi\n9I6N/apTq1aLFq5ZY58za5bKKztxu0Cd1707V/TtS+HumjElBTXRvv5GZZsO/vO3r3PxQZo+qrGp\nyM+pYuHz2TbwqlJqWV1xqSniACY5MxhcUkb0rCkYAY1ncvhxcThgwfMYJ7XD3+HgIxE5aGMerWXQ\nBbmFEhHTNJjn70f7j6Zi/rQAx+n9CBbhcxG56nDPTXc6NwJPA78ASUDIgTGdo6LW9oiJmbE6J6di\nWFqavT4398R8I8CU0aPp1CpScjZXTXbX2I6IGN/ssCifL9Nn5rLxx9ITdl+tfiilmPNIlm25VS5w\n1xHCzyguZcT2nfS48WIY0q8hMjzxwkJgySs4AvxINA3m1Q4jaS2MLsgt12O24qyFL2B26QCtwuHT\n6ZjXTMIBvCYi/znci0K607kbeAH4DEgEDtqeKzY0dGffuLi0woqKvSOnT1efbtp0Qr6RQF9fZk+a\nZCg3kVnrXWcBxCcFfOsfaGyfdm+GXVp49PtBaw1vxZICNvxQatgWVyulSuqKS02RNkoxfrWTfjFR\nyJTbGzLLE++kdrDgeUxbMQp4xNv5aA1PF+QWJjVFopI6yDzgrqfvRM4a8r/HfHzg1YfguX+BCHcY\nnjGtg1q/v0t3OkuB6cB8IAI4aL1RuL9/8aCEhNcchrH5grfe4r8rVnAiJhJ2i4nhyTFjpKzY6p+b\nWZlsGKISkgIXVZRaVTMeyFSNbRcqzaN4bw3z/rPDEuF1pVR6XXGpKWIAEzdncmpRKW1mPIYRcuRd\nRZucs4bAk3cgwN0iMtnb+WgNSxfkFiQ1RQIKirht+04mThoNt11xcIwI3HoFLHkF8fdjjMNkhYjU\nubA33emsARYCaYAbTxf2fr9Xfg5H9eDExHlRgYHL7/3kE2794AOqT8Bkryv79ePc5GTys2vGuUrc\nYQHBZll0gt/idctL5Iu39tT7/bQ/740nslR1pV2kFLceIfTUMhcjt+2g5xXjYNRpDZKeV/zjKrjw\nbJRhMFtEung7H63h6GVPLURqihiWzRXLV/F0UCDha9/HCD/CmTNrN8HZ1+HOyaPYbXGuUmrF4eLH\nJCX1AK7C01J2Agcto9qYl9c7q6jo3MGJifLGBRdIRODh918+VkUVFZzy8st2kdu1q1O/oJmGIXbG\nmvJR5SXuU+6e3ZV2yfV7P+34rfy8kKl3ZQBMVkotqCsuNUWilOLe5b8w0TCIdX6E0aqZT3sqK4de\n43DvyGG122KwUkqPu7QAuoXccpy5bjO3lZTRat4zRy7GAD26wM8LcQzoSbghLBORSw4Xn+50rgWe\nAVbjWRZ1UKdi1+joX5Nbt57zU3Z21bC0NHvz3vo9FCI8IIBZkyYZVZV2fNZG11CAxG6BX/j4Grun\n3rnNrizXOxQ2BuXFbl5/PMsS4V08PSyHlJoiAkzIyObUgmLipz7U/IsxQHAQvP0sDqXoAzzo7Xy0\nhqELcguQmiI9c/K4OSuHHvddf2wzU1tHes5yvfhcHMDrIvKIiNT5e5PudO7EsyxqKdABiDwwJiEs\nLLNP27Zpe8rLC1PS0tRXW7ce8/d0OIMSE7ln+HBK9rrPyN9V1d40xYrrHLCgILfafuOJrHq9l3Z8\n3n4mW1WUWi6luEEdvptuQEUlo7ZkcfL5o2DCqAZL0esG9IR/34wI3CMiQ478DK2p0wW5mUtNkVYV\nVVy1fgvDB/aE+68/9mv4+cKcJ5DHbwPgPhHmi0idfb/pTmcxMBVYBEQB8QfGtAoMLBwUHz8NkYwJ\nr7/OjJ/q3CXxuNw2ZAintWun8jKrJ1ZVWIHB4Y6CyFi/D374qJAVH+bX6720Y7Pmu2K+/7BAbJtb\nlFI5dcWlpkg4MPG3jfT388X3v/c3YJKNxL+ugVP6YDsczBORw5/FqTV5uiA3Y6kpYgKTV2/kfMMg\n4K1nEMdx7l4uAndfC4teAD8fxjtMvhWR2Lri053OamAe8BqeM466cMDZyv4+PlWDExLeiAgI+PH2\nDz/krvR03Fb9dCmbhsH088+XQIdv4I71FeOUUrTt4L86KNT87fXHslRuVuWRL6LVu4oyizkPZ1mG\nwefArLriaruqx2XlcHpeIe1evBeJiWqwNBsN04Q3/oPp50MbEf7r7Xy0E0sX5OZt6JYsrthTQMLU\nfyMdDmqnHrsJo+C7NzGiIujpMPlFRPrWFVu7s9fnwItAHp6dvfY7AsA0DHtAfHx6YljYh2k//KAm\nv/mmKq6sn2LZNjSUqeMniKvc6rxzc8UggMRugR8BxVPvylA11Xa93Ec7eotf3ElJQU21bXPNEbqq\nT66qZrQzg16jTkNddl6DpdjotI+DVx/CVIpLROQib+ejnTi6IDdTqSnSvrCEq7dk0v/Sc+HisfV3\n7b7dYeUiHD27EGkYLBeRCYeLT3c6fwWeBdbjmex1UHd3t5iYn7tGR7/+TUZGzchp0+ztBQX1kutZ\nXbpw/eDBFOW6RxXvrWnj42tUt+0YMH/n5gr1zkt6a82GtGlVKcsW7kXZ3KmU2l5XXGqKBFPbVW0I\nAdMePqFnlDQJl5zrWQplmqQdbhmi1rTpgtwMpaZIgG1z6ZpNjI5tjfHfB+r/HrGt4ds3MM8fhS+w\nSETukcO8bKY7nZnAc8A3QCc8G4nsp11ExLaT27adtqO4uGRYWppanplZL7k+NHIkya1by+4tVZNr\nqm3f8GifnIgYn88+f2MPa74trpd7aIdXXWkz66FMyzD5Hnj5COFjd+3hjNx8Oj19J5JY58BIyyEC\nrzyIxETib5q8rrfWbJ50QW5masfeUrdkMb64lFZzn8QIDT4x9woMgHnPIA/cAMBjIswRkTrPPEx3\nOguBV/CcGhUDHPRSGxUUtHdgfHya27azUmfP5s1ff/3Tefo5HMyeNEnElvCs9a6zAeI6B3wfEGxs\nfu3+7aoor85TJ7V68v7UXeTvqrZrT3Kqc6wgNUW61bg5Z/1W+gzpi7rugobMsnELD4W3nsZh2wwB\nbvZ2Plr90wW5+enjqmBCRjY9rhgHp/c/sTczDPj3zfDm0+AwudhhskxEWtcVn+50VgKv45nQ44un\ntbxfyzrQ17dicGLi3FA/v1U3vPsuD332Gbb958Z7T4qK4rmxY6W8xDo5J6Oyp4iQ2DXw3epKu2L6\nvduVbekNck6U7evL+WzuHqUUDyilnHXFpaZIADB5jZOBlkXQjMcQQ79C7eeMAXD9hWAaPCYibb2d\nj1a/9K97M5KaIlHAxWs209/fD5///LPh7n3ROfD1XIzwEPo5TFaKSI+6YtOdTjvd6fwYeAkoxjOu\nvN/8b4dhWAPi4z+ICw399PnvvuPSt99WZVVVfy7H3r2Z3LMnBTurU8uK3K38Ak1XTKLfgk0ry+Tj\n2SfuNKqWzF1jM/PBTEsMVuM5IexwxuTmc8auPLo8egvSuX0DJNgEPXoLhAbjJ3LEn6fWxOiC3EzU\nbr5/we699N+TT8en/oFEt2rYHAb39kz2SupAG9PgBxE5+3Dx6U7nz3gme20BugEB+z4uIvRs02ZF\nUlTUW59u3myd+dprdnbxnxvzfWbsWOJDw4xdmyonWZYyI2P9todGOr5575VdbP3txJ3b3FJ9PDOX\n3RmV1HZV17mBeWqKdHZbnLtuM317J6MOtc+65hERBk/fiakUF4vIGd7OR6s/uiA3HwNsmyHrt9Cz\nX3fUXyd6J4nEWFgxD8foM/AXWCIitx1hstc2PEV5BdAZOGjzgw6tWm3q1abN9IyCgvJhU6faK7Oz\njzu/ED8/Zk+ebLirVZusDa4RAInJgV/5+hs70/6VYZeX1P+hFy3Vzi0VLJmeo5TiCaVUnZMBUlPE\nD5i8bjMDK6sJm/X48a+XbymuHA8DemI5TF4VEZ8jP0NrCnRBbgZSUyQEGL9hG10qKmk19d+I6cU5\nmCFB8N5LGP+4CsFTbKeKiG9d8elO51483ddLgDigzYExrYODc/vHxU2tdLtzxsycqRatWXPc+fWO\njeWhkSMpLXCfkpdddZJhiJ3QJWBBSYHbPeeRzBNyPGRLY1uKWQ9lWnh6P450tu/I/CKGZe8m+d7r\noFdSAyTYxBkGvPogpmWTDNzo7Xy0+qELcvNwVpmLXlm76HX9RdCvu7fT8eww9NQ/4bVHwWHyV9Pk\nMxGpsxM93emsAGYDc/GsU+7IAZO9gv38ygclJMwK9PFZe/WiRUz58svjLp43DB7MiE6d1N6s6gkV\nZVZwYKijOCrO991flhbz9eL6PfCiJfrirT1kbnAZtsUVSqk6B/9TU6SdbTNuzSb6dOmAuve6hsyy\naevbXU/wam50QW7iUlOkIzB6tZMu4aEYj97i7Yz2d9X58PkMJCSQ02one9XZ/kl3Oi08reSXgXI8\nk732a+v7mKZ7UELC4rYhIUufXLaMqxYuVBU1x34ynWEYvDp+vIT5+ftlb6yYoJSSmHb+G4LCzZVv\n/ydb7dxScczX1Dz27KjknZd22cD/He7IztQU8QEmr9/KoHIXkbOnYPjW2Y+iHYqe4NW86ILchKWm\niAMYn72bLvlFdHr+7qM7VrGhDR0IPy/E7JhAvGnyk4iMrCu2drvN7/FsIrINz3ab+61tFhFObtv2\nm5MiIxe8v369PWbGDLW7tPSY84oODua18ycalS6rww5nxWkA7ZIDPzZMyZ961za7qkJvrXmslFLM\nfjjLtm21E7j3COHDCksYnpVD91uvgIG9GiLD5kVP8GpedEFu2k5RioGbttNtSF9UfW6PWd86JcKP\n83EMH0iQCJ+IyN8OF5/udG7CM/78E5AEHPRW46TIyPU927R5bcOePa6hU6faq3PqPDioTkM7duS2\nIUMo3lOTUphbHe/wMdyxJ/nP37OjSi14dscxX6+l++adfDavKjNsi78opcrriktNkVhbMX6Nk34J\nbeCRvzdkls3LleNhQI8/Jnjp6XBNmC7ITVTt0XTjMrJpU15B5BN3NP79fsNCID0N48aLMYBXROSF\nw72ApDude4D/Az4BEoCDNhxpExKS0y8ubmpZVdWeUa+9pj7cuPGY87p7+HD6xMWSu616UnWl7R/a\nyicvIsY3/evF+az8ovCYr9dSFeZWM/+ZbBthulLqi7riak8hm7Qpg1OKy2g983GMwIC6orUjMQx4\n+UFMt0UycLG389GOny7ITdc5tk2HjJ10P/NU1Gl1nrnUuDgc8OJ98N/7wTC42TT48HDnvKY7neV4\njnB8C08ruf2BMaH+/qWDEhNn+DkcGy+dN48Xvv32mCZ7+ZgmMydOEl8xQ7I2uM5VShHbyX9lYIi5\nfva/M1V+zp/bkKQlUEox97Es5a6x96I40pY0Q0rKGJmxkx7XToZhAxskxWatfw9IHY7tcPBv3Upu\nunRBboJSUyQJGLk1i2BXBZGP3kIjbxsf7IaL4eM0JMCfEQ6TH0SkY12x6U6nG3gHmApU45nstd/v\nrq9p1gxKSFjQOjj4mwc//5wb332XKvfRryluFxHBS+edJ65Sq9uurZV9RYTE5MAPrBpVlvavDGW5\n9VKow/nx40LWflcitsU1SqmiuuJSU6S1UkxY7aRvVDjGU/9oyCybt4duwnC7aQ9c4u1ctOOjC3IT\nU7sjV6ptE5KZQ/+zh6Ka6mSYM0+DnxZgxrehk8PkZxE5va7Y2sle3+CZ7LUDz2Sv/ebkGiKqT2zs\n0g4REe/MW73aTp09W+WX1zmMeZBx3btzRd++FO2uObu0oCba19+obNPBf/72dS4+SDv28emWoqSg\nhjef3GGJ8LZS6v264mp/dyds3cFphSXETn8EIyykARNt5vp0g/NSdCu5KdMFuenpBfTZtJ2gikoi\nHv1702sd76trR/h5AY5TehMqwlIROeymielO5wbgGeAXoCtw0FlWSdHRq7vHxMz8ZdeuyqFpafbG\nPXuOOp8po0fTIaKV7NpcNdldYzsiYnyzw6J8vvxoxm42/njsM7lbgnlP7VBVLqtUqSOeQDSovIJR\nW7PoefFYOGdYQ2TXstS2ktsBl3o7F+3Y6YLchNROhhlt2Tiyd3PKeSNQfbp5O6s/LzICPp+B+ZcJ\nmMAsEXlCROr83Ux3OnOAF4Av8IwpRx0YExcamt03NnZqgctVMGL6dPX55s1HlUugry+zJ082lJvI\nrA2uswDikwK+9Q80tk+7N8MuLTz2Nc/N2a9fFfHzZ0ViW9yolMqrKy41RVoBE3/bSL/gQBwv3NOA\nSbYgvZNh3AiUw8FDupXc9OiC3LScDJzs3EZoRRVhjzTx1vG+fH1h+iPI03eCCHcZBotFpM6TnNOd\nzlIgDVgAtAISD4wJDwgoHpSQMM0U2TLpzTd59fvvj2qyV/eYGJ4YPVrKiqz+uZmVyYYhKiEpcLGr\n1Kqe+WCm0ltrerhK3cx9NMsSg4/wTLo7pNozusdv38lp+UUkvvwARlREw+XZ0jx0E1LbSr7M27lo\nx0YX5CaidhOQMZaFY+ceTp10FqpnF29nVb9E4I6/wPv/BT9fxjpMlotIQl3x6U5nDTAfmAbYeNYr\n7/c77edwVA9OTHwrMjBwxb8+/pjblyyhxrKOmMtf+vfn3ORk8rNrxrlK3GEBwWZp6wS/xWu/K5Ev\n3qqzIdiiLHhupyovdlcqm+uO8C6lb0UVZ23azsnnDkdNHtNgKbZIJ3eF8SP/aCXrgyeaEF2Qm44+\nQI8N2witqibk3zc3n9bxgcYOh+/nYcZEkuwwWSUidS6MqZ3s9SWeLuzdeI5x3O9FyBBR/ePiPm0X\nHv7BrFWr1IS5c1VRxeG3xhQRXkxNJTowyJHtrJxo28qIjvfbHBLh+H7h89lkbnDVw3fadK3/oYTv\n3ssX2+Z2pVSdx2+lpkgoMGn1Rvr7OvB79aHGv16+OahtJSeiW8lNii7ITUBt63i0bSO78xg0eTQk\nd/J2VidWryTP2cp9uxNhGHwjIhceLj7d6VyDZ2evtXiKctCBMcmtW69Kjo6e831WVvXwtDR7a37+\nYXMIDwhg5qRJRnWlHb9jo2soQGJy4Oc+vkbu1Lu22ZXlR25pN0eVLovZ/860DJNleHonDqm2qzo1\nezdD9hTQ4bm7kdiDtnbRToReSTDhTJTD1GPJTYkuyE1Df6B7RjY+FVWE3X6lt9NpGDFRsGwO5oVn\n4wO8JSIPHeFs5R3A88BXeE6LOuh0qcTw8O29Y2PTdpeWFg9PS1NfZ2QcNofBiYncPWwYxXvdZ+Tn\nVLc3HWLFdQ6YX7C72n7ziZa5teZ7L++iKK/GbVtcfYSu6h5V1YzZuI3eKYNQV53fYClqwP3XI26L\nBGCct3PRjo4uyI1c7Yk4owGVvZu+A3piN9V1x8fD3w9efwqpPcXqQUOYJyJ1brSY7nQWAa/i2Ugk\nGog/MCYyMLBgYEJCmoLt4+fMYfbKlYfN4fbTT+fUdu1U3vaqiVUVVmBwuKMgsq3fB99/VMD3Hx2+\nld3cbP2tjC/eykPZ3K2U+n/27jw8qup84Pj33JnJnhBIAoR9D6uAiAvuwb0aV9C6tC612ta2Vqtt\nra27VqvV/mq1ooK4oYIiQUVEo8iiKIthHwKEJCQBsu/LzNzz++NOIAkJASFzJ8n7eZ55IPeembyT\nQN6c7T07WmuXkqwigekbtjFZQ8Qrj8pQdaBNGAVTJuJzOAiyM+BEayQhB7/JwKi9RVSXVzHorp93\nve+ZUvDX22Huc+BycZXTwbJDnf+6yO2uA94GZmL9Gx9Os7OVw12u2pP7938zNixs9e8XLuS+Tz/F\nZ7Z8upPDMHjlyitVuCMkImdzzaVaaxKHhK2PiHGsf/OxHL03u/bYvdkg5qkzmfVAls9wsBqrxvih\nXJRfwBn5BQx/8m7U4IN+LRKBcOfPcPh8nKaU6kK/xndcXe6He0fi33d8DuDbkc2EXnGYV55nd1T2\nuSgg1YgAACAASURBVOp8WP4WRo9YxvsXe01ore0it9tc5HYvAf4DFGLNKzeZS3MYhjm5f/+P+3fr\ntujFb7/lmrff1uW1LSfXPjExvHT55aq6yjciN6PmJICBoyM+1lqXzfhzpun1dP6jGj96JZ+C3XXa\n9HGj1rrVCfSUZDXS4+XizduZeNJx6N/IcQe2uWwq9IrHC20WbRFBQBJycBsNjKyppbC0gvF3XIfh\n6uKbGE4YC2vfxzlmOAkOg5VKqUsP1X6R270Oq9ymG+vredBw95hevb5LSkh488udO73nvvKKmVXS\n8glPFyQlcftJJ1G613teWaGntyvEqE8cEv7e7m01zP9P3jF4d8Erx13Np6/t1VrzsNZ6U2vtUpJV\nGDB9YwYnerxEzXoc5XAEMFDRhMsFd1yL0zC4QSl10JoKEVwkIQe30wFXRhbDAMctsigGgL69YMVb\nOFKSCQPmK6XubWOx1y6sFdgrgGFAbPM2g7p33zE+MfHlrNLSirNmzNCrsrNbfK2Hzj2XUT17qj3b\n66Z76s2Q2ARXfmwv15Ilb+1jw4qyY/L+go3Xo5n1QJZPKTYDT7bR/LyCYs7M3UvSg3egOvtugI7g\nl9PBUIQAP7M7FnFokpCDVEqy6gdM0po9hSWceGkyJMqWkf0iI2Dev1H33YYCnlSKmUqp0NbaL3K7\ni4H/AguBRP+jiYTIyILJ/frN8Ph8u3/y2mu8m55+0OuEOp3MnjZNKVPFZm+uvhCg3/Dwb8OjjO0z\n799llhZ0vtKaS97Yy+6MGsM/VF3fWruUZDXE5+PSjRlMHDscfc/NgYxStKZnHFx2Djid/OpQv7gK\n+0lCDl6nAN1z9hBZVUPc7VfbHU7wMQx47E5440lwOPiZ00GaUuqgutYNFrndtcDrwGwgFKu33OQH\nVGRISPXJ/fvPjg4N/eG2+fN55IsvMJst9hoWH8+/Lr5YVZX7JuzJrB2nlGLAyIj5dbVm7St/zdSm\nr/OU1szPrCX1pXwT+KfWenVr7VKSVQhw9eYdnFRdS/fZT8j0SjD55TSU18sIYIrdsYjWSUIOQinJ\nKgpruLo4O49Jg/piTj3F7qiC1/Up8PXrGN2iOdG/2KvVIzf8i70+AV4ASrHOVm4yy+l0OHwn9uu3\noE9MzJJnli3jZ++9R1V9047hT8ePZ9q4cRTn1l9SWebtHhrhqO41IHTetjWV6tPZe9vhXQaeaWpm\nP5Rlaq2zgAfbaJ5cXMaZ2fmM+tMvrKMARfCYegr0T8QL3Gp3LKJ1kpCD00QgsbaO4vJKxtx+NYYh\n36lDOmUirJmHc/hAEh0G3ymlLjhU+0Vu93dYi722Yy32Cmt8XynFcb17rxwRHz/3023bzPNffdXM\nKy9vcv9fF19Mn5gYR567drrPpx1xfUIzY+Kcyxa8mMeO9Mp2eJeB9dV7BezcUGWYPn6utW611mhK\nsupvmly23s2kof3h778OZJTicBgG3H41TsPgGqXUQWsoRHCQH/NBxn+I++mAd1cuQ3wmjmsusjuq\njmFgX1j1Hs7zTyNcwSdKqd+1sdhrB1ZSXgWMALo1bzOkR4/N43v3fmd7UVHdGS+95FuXm7v/XnRo\nKLOnTTe89bp39pbqZIABoyK+Cgkzcmf8OdOsrvAe8/cYKIV5dbz/f7km8ILWellr7fxlXadv3ckp\nldXEz3ocI6zVmXxhp5suB60JAa6yOxbRMknIwWcoMBLI31fMmEljMAf2tTukjiM6ElJfwPjDjSis\nAydeONSJN4vc7gLgeeAToC/Qq3mbhKiojMn9+i2s9XiKz58501yw6cCun4l9+/LAOedQUeydUrC7\nbphhKLP/iPC55cVe7+sPZx/WcY/BRmvN649kmz6v3gP8uY3mZ5RVkLwrjzF3XAenHh+ICMWPkdgT\nTjse0zAkIQcrScjB5wQgsq6e2soqhl9zkXyPjpTDAc/8CV5+GBwGtzkMFiulWj2Bd5HbXQ3MAt7C\nOpRicPM2kSEhW08eMGBFuMu16edz5/LPpUv3J9vfnHwyyUOH6sLs+itqq3xRETHOsvi+IR+uTStl\n2fyOV1pz5cJitn5XYZg+btZaV7TWLiVZ9daay9e7Ob5PAurxOwMZpfgxpl2AQ2umyrB1cJIf9kHE\nX/93ClCUuZsRPhNHV67MdbR+MQ2WzERFRnCG08H3SqnhrbVd5Hb7gFSsOtjVHLzYSzsNw31y//4Z\nPcLD5z725Zfc+v77utbjwTAMXrr8ctUtNCw0Z0vNFVpr1Wtg2JbIWMead57K0Xk7Dn3UYzApLfDw\n7j9zfMBsrfXi1tr5q8hdlZHFqaUV9H71UYyog87XEsHminNBa5zAJXbHIg4mCTm4jAJ6AgUFxYyZ\nOApTagAfnbNPgtVzcQzsw0CHg9VKqbNba+s/W3kl1olRWViLvRrPiNYqpfac2L9/bXxExH0fbNrk\nuWjWLN++ykoSoqJ45Yorjdpq3+Acd80UgIGjIj41HKrof/fuNOtrg7+0ptaat57I1vV1ZilwVxvN\nT6mo4tydOYy96Qo499RARCiOVt9eMHkcPkPJsHUwkoQcXI4DjLp6VIUMVx8zwwfB93NxnjmZKKVY\nopQ65NaPRW63G3gGWIu12Cu60e0CwHFCv34J3cLCUtbv2VNy5ksv+Tbu2cNZQ4dy52mnUVbgmVqy\nr76v02V4+wwLe29fdp1+71+72+39HStrPi8lfWmZMn3cprUubq1dSrKK15or17uZFBuD45l7Axml\nOFrTL8CB4gKlVJTdsYim5Ad+kPAPVx8PFGfmMtxn4ph2yI074kh07wafzsC4/WocwAyl1L+UUq1W\nWV7kdu/FWhS2BBiAdZRjgx3AwJP69x/tcjhOLKiq2nzuq6+Yi9xu7jv7bCb26cPeHfXT6+vM0Jge\nroLuvUMWff1+IWu+aLlGdjCoLPXy1hPZPqX4QGv9fmvtUpKVAq7I3M2pxWX0nfEQRveD1qaLYHbl\neWCahACyfyPISEIOHqOwfugXFhQxZsJIGa4+1lwu+O/f4T/3g1LcaRgsVErFtNZ+kdtdCbwCvItV\n/3qg/5YJ7ASmnDl48BivaZ5S5/UtvHbOHP63ahUzr5qmXMqIzt5cnaK1ps/QsDXh0Y4tsx/K0kX5\nde3+Pn+Md5/O0TWVviqt+U0bTU+sruX8jCyOm3Y++rJzAhKeOIYG94PjkvAqGbYOOpKQg8c4rOFq\nKqoZIcPV7UMpuOM6WDQDFR7KeU4H3yqlBrXWfpHb7QXeB14CvFhb0gygCigBLr9gxIiBptZXKIN/\n/e2zz3j666959uJLVHWFb3T+ztrjlVIMHBWR6vPoypf/kql93uDaCrVheRmrFpUo08fvtNZ7WmuX\nkqxigSvTtzIpPIyQ5/+G1EXuoKZfgNNQXKKUOuj0M2Ef+aEfBPzD1ZOAkl25DPf5ZLi6vZ1/Gnz3\nHo6+vRjudLBGKdVqjV//Yq+vsRZ75QJjgBAgD4gCrr9gxIgYn0/fHR5l/OntH37Qs1av1peMGkVJ\nvueiimJPQkiYUdt7cNjczI3VfDQjPyDv8XDUVPp4/ZEsn2HwGVad7xb5h6ovy87jtMISBj5/P6pn\nXODiFMfWleeBzyQMkH0cQUQScnAYiTVcXVBYwtARgzCH9Lc7pM5v9DBYPQ/nScfRzVAsVUpdf6j2\ni9zuTViLvdKxvmdRQAbWdMPVFyYlGdUVvqfi+oX8cXXebu+32dnaQDnyM+qmeT2ms3uvkJxu8a4v\nP565h63ft7q9N6De/79cyou99abJrfrQVUwm1NZxgTuTCRecjr5ONs10aCOHQNIgvMAVdsciDpCE\nHByOw/peeGrrGHLuFPm+BEp8d/jiNRw3XIoDeEMp9ZhSqtWv/yK3Ow+rp5wGDMIqt5kJnA2cBZA4\nOOzf/UaFPVrhq63ymCa1db6E7C3V5wH0SwpfHhZhZL1yX6ZZUWJvaU336gq+fr8QbfJHrXXLB0AD\nKckqGpi23s0JDgdhMx5CDvHrBFKScbqcXCBHMgYP+cFvs5RkFYG1urqktIKY6lpizzrR7qi6ltAQ\nmPU46qk/glLcZyjmKaVaLXOxyO0uB2YA84A4rKRcA0y7MClpcPrSUl90d9fzg8dHvBIZ7dwDUFnq\nm7w3u3akYSjdPyni/aoKX/1rD+5qo1PafupqTF57MMtnOFiJVQylRf6h6otz93L63iKGPvMnVP+D\nTpIWHdEZJ4DHS09aqEwn7CEJ2X4j8RcDyd9nreI94wR7A+qKlIJ7boH5/4HQEFKcDlYopVqtIr7I\n7a7HWn39qv9SGNb38YYLk5Ii05eWFrtCjVmDx0csjolzbgAoyvFcVl3u7RYe5ajo2S/0gw3Ly1Xa\nnIJ2f28tWfhSHsV7632mj5u01oeqWjK63sNPtuxkwumT0LdOC1iIop2derz17x440+ZQhJ8kZPsN\nxyrR6CkuY1DSYExZLGOfS6fCyjk4evZgjP9s5VZ/PfIv9voCa7/yXqyFXpOByy9MSlLpS0vXG4Za\nMGhM5Lb4viGLfT4zZO+uutMBEvqHZkR3d34779+7dfbW6oC8twa7NlWx5M19Wpv8TWu9rbV2/tGb\n6Ru2Mdk0iZz5GEqOAe08uneD0cPwAmfYHYuwyH8vG/mHA8dhbaGhto4h55wi3xO7TRgFa97HOX4k\ncYbBcqXUIfdrLnK713OgspcLuBA4yX/7Y2BVn6HhVf2Swl/rlxS+pOF5A0ZFfO5wGfv+d+9Os7ba\n107vpimvx2TmA1k+ZZAO/KuN5hfuLeTMvH2MeOxO1LCBbbQWHc7Uk3G6nEy1Ow5hkR/+9koAEoFS\nmT8OLr0TYNmbOKadTwgwVyl1fxtnK+dgna28GGv19U8vTEpKTF9aWg+8CeR07xUS4go19lcGcTiV\nr9+w8LnFe+rNOU/mtPM78sc5ay97dtVi+rhRa93qqrKUZDXc6+PiTduZMGkM+s6fBSQ8EWD+eeT+\nSikpQxQEJCHbaxAQA5TJ/HHwCQ+DOc+gHroDgEeU4i2lVFhr7Re53aXAC8BcrMVe11+YlBSavrQ0\nH3jH36zJhERUd2dRXGLowm8+KmbVJ62Wjz4mcrfX8PEr+RrN41rr9NbapSSrUODqjRmcVFdPt9ce\nRzlaLTIqOrLTJx34q41hCD9JyPYaDCjAlPnj4KQU/P038O6/wOXkaqeDr5VSvVprv8jtrgPeBt4A\n+gAN5yCtAj4F+mLNNe+XOCRsfUSMY/0bj2XrfTm17fI+fF7NrAd2+bD2TT/WRvNzC0s4M3cPI+//\nFYwd0S4hiSDQMw6GDcCDzCMHBUnINpH5445l+oWw7E2M7jFM9C/2Oq61tovcbnOR270YeBlYAZC+\ntFQD84EfsBbyNRn+Hjg64mOtddlLf8o0vZ5jf1TjF2/vI3trjWH6+LnWutWC2inJapBpcunGDI4f\nOQT9l0OeiyU6g6mn4ApxyTxyMJAEYJ/988fllURV1xJ75mS7QxKHcuJxsPYDnKOG0tNh8K1S6pD1\nqha53Zv9PWYA0peWVmH1nAuxTpDazxVi1CcOCX9v97Ya5j+fd0zj3pdTy/wX8kzgOa31t621S0lW\nLmD65h2cXFVNj9eewAgJaa216CzOOAHqPQxXSiW03Vq0J0nI9hmEf/64sITeACeMtTUecRj69YZv\n5uC8+CxCgQVKqbuPpNJR+tLSTKw55nCs7/9+sQmu/NheriVL3tzHhhVlxyRe09S89lCWqU29G7i/\njeZnl5RzdnYeo++6CSaPOyYhiCDXaN3KaTaGIZCEbKf988dllfQMD0UP7GN3SOJwREbAB//B+POt\nKOBppXhZKXUkfcmvsEpvDgacjW/0Gx7+bXiUsX3m/bvM0gLPUce67INCtq+rMvyrqlvd8JySrPqa\nmss2uDl+QB/wL2QTXUC/3hAbgxeQLoHNJCHboPn8cVUNPUcPQ0vRhY7DMOCJu+C1J8BhcLPDwedK\nqcNakpe+tNQE3gO2YM0n76eUYsDIiPl1tWbtq/dnatP88aU1i/fUM/fZXB/wstb6y9bapSQrBzB9\nWyZTyirp+drjGBFyKF+XMnYYChhtdxxdnaQAe8Tjnz8G8HjoPT5Jvhcd0c8vgy9no2IimeI/xnHk\n4TwvfWlpKdZ8ciXWauz9QiMc1b0GhM5zr65Ui1/b+6Pi0lrzxqNZptdjFgL3tNH89PJKkjN3M+b2\na+AMWcvQ5YwdjiPExXi74+jqJAnYozdW8YgK00TV1BE/dnhbTxHB6rRJsHoejqED6Otw8L1S6rDO\nmE1fWroFa+V1d6DJYRZxfUIzY+Kcyz58MY8d6yuPOKZVi4rZ9E2FYfr4hda61QnplGTVU2suT3cz\nqWccxpN3H/GnEp3A6GHg9TJMKeVsu7VoL5KQ7dET62vvLSkn1ufDIQm5YxvSH1a9i3PqyUQoxSKl\n1G8O86mLgZXAEJr9fxwwMuKrkDAjd8afMs3qisM/qrG8yMOcJ3N8KOZorT9qrV1KsjKAq7Znc2pp\nOYmvPIIRE3XYn0Z0IqOHgqlxISc/2UoSsj164d+HWlxGTwBJyB1ft2j4+H8Yv78BA3heKfV8Wz2O\n9KWlHuAtYBcwtPE9w6HMfiPC55UXe72vP5J92Ec1vv1kjq6rMcvR/L6NpidX1XDujmzGXX8JXCil\nIbqs0Qf+5ck8so0kIdtjENb5uVRU0rNbNGZv2QHYKTid8Oxf4H8PgsPg1w6DRUqp2EM9J31p6T6s\n6l4+rP3p+0XGOEvj+4YsWPtFqVo+v6jNz78urZS1X5Qq08evtdatnu2Ykqx6AFelb2VSTBTO5/5y\nOO9OdFa9EyA6Eh+SkG0lCTnAUpJVCFb5xP0rrMcO4wh2soqO4Lar4bNXURHhnO205pWHtvGUtcBH\nWOsLmtTL7jUwbHNkN8eaOf/M0Xk7a1p9gapyL288lu1TBguxzmpukX+V/+WZu5lSVEr/Fx/AiOt+\n2G9NdEJKweihaCQh20oScuAlYC3gqQLw+kg8LglJx51Q8smwei6OAYkMcjpYrZRqdVDYX1ozFVgN\nDOPg0pqLDUMVv3Rvpllf23Jpzbn/2q2ry7012uT2Nsa3J9XUckFGFuMvmwpXnX/k7010PuNG4Axx\n0WpJWNH+JCEHXk8gAqjymRjVNXQfM8zukER7GTEYvp+L87RJRCvFF0qpm1prm760tBbrqMY9WNMa\n+zldhqfP0LD39mbV6rnP7j7ouZu+KWflwmJlmvxBa91q7c2UZNUNuGq9m0khLkJf+LvVOxJizDDw\n+khSSklesIl84QOvYYW1WVlFpKkxBvW1OyTRnnrEwmev4Lh1Gk5gplLqn0qpFg80TF9amoM13OwC\nmsw9x8S59nXvHfLp0nmFrE0r2X+9ttrH7IezfIbBl8CrrcXhH6pOydnDGfuKGfzv+1CJPY/BGxSd\nwqihYJqE0qzOuggcSciB1xswASqqrVrG/XrbGo8IAJfLWuj17J9BKe42DOYrpVrbZLQC+Bzoj5WY\n9+szNGx1eLRjy2sPZumi/HoAPnw+j7JCj8c0uaWNoepxdfVctHUnx51zCvrGy4/BGxOdxoDE/X/t\nZ2MYXZok5MAbjH+FdXWNlZD7tnq6ruhMlII7fw4fvYgKC+Uip4NvlVIH9Ub8pTXnAptoobTmwFER\nqT6Prnz5L5navaaCtHcL0CZ/1lpntva5U5JVJDB9vZsTFES8/IgsJBRN9TkwWiJV9W0iCTmAUpJV\nGNYe5IYzkKNDXOi4Q26KEZ3NRWfCqndwJCaQ5D9b+eTmbdKXllZgldYso1mPJSTMqE0cEvZZ5sYq\n9e87tmM4+A54vo1P+5P8Ak7fU8iwp+5ByTSJaC4mCkJDMLHK+gobSEIOrFisLS21ALV1xPSKQ0tP\npesZOwJWz8M5eRyxhuJrpdRPm7dJX1qaAczDOqYxutEtZ2zPEEdUd+c7aDJMHzdprX2tfa6UZDXS\n4+XizTuYeMoE9K8P+kxCWCM4veLwIT1k20hCDqxoIBSoA6j3EC3D1V1Xzzj4cjaO6y7BCbytlHq4\nhRWuXwBfY011NCwEGwy4B4+NvN1Tb47QWm9u7XOkJKtw4OoN25js8RI163GUnComWtO3FwaSkG0j\n/zUDKwZrkU49gNdHZO94+R50ZaEhMPsfqCfuAuBvSvGuUiqi4X760lIvMAfYjrU/uWGCY1760tJW\nD41o5Lx9RZyZt4+RD/8WlSSVisUh9O2FwzBkyNoukgwCK8b/Z8NK2KiEHnaFIoKFUvDnW+GD/4NQ\nF1c4HSxXSu3vpaQvLS3Cqnddh1XvOg1Y09brpiSroT4fl27azoTjktB/bHUHtBCWuFhwOpBxO5tI\nQg6sxvOAeH1ESkIWDS4/F1bOwYjvzjj/Yq/jG+6lLy1NBz7EquQ131/Zq1X+Eq3TN23nxJpaur/2\nOMopB+uJNvgXmMbZHEaXJf9FAyum8Qf1HsITpIawaGTiaFjzPs6Lbyc+3c0KpdR1WusPANKXln6I\nlZQPx9SiUs7K2cPov9wKE0a1X8yi84iLBZ8P+alkE+khB1Z3wAtQ78Hl8+GIl3/6opk+PWH5Wziu\nPI9Q4H2l1F/UEewaTklWA0yTyzZs4/hhA9B/+3U7Bis6lbhY8JmEKaVC7Y6lK5KEHFjd8C/o8nit\n0YmIsEO2F11URDi88wzq71YyfVwpZh/OD8mUZOUEpm3dycmV1cS/9jhGaEh7Rys6i7huB/5qYxhd\nliTkwIoFPACmaX3tZV5PtMYw4KHfwttPg9PBdU4HXyml2jo5+8zSCqbuymPM766HUyYGJFTRSTT6\n5U1+jbOBJOQASUlWLiAcf0L2mdaeUpckZNGGn/4Evn4DIzaaE/yLvca21C4lWSWamsvXuzm+b0/U\nY3cGOlLR0TkOHHnS4uEnon1JQg6cCKzfOpv0kCUhi8Nx8gRrsVfSYHo7DFYppS5qfD8lWTmAqzJ2\nMaWsgl4zH8OIjGjlxYRoheNARpCEbANJyIHjwvp6+0ASsjhyA/rAt+/gvPAMwhR8pJS6s9FirykV\nVZyTuZtxt1wFU0+xNVTRQUkP2V6SkAPHASj8RUHMhiFr16GeIkRTUZHw4fMYf7wZBTwL/O+MySpR\na65MdzOpRzeMp++xO0rRUUkP2V7SPwscw/9oSMjWoi75Zy+OkMMBT91jHSj/y79z67rNnJ2YQHVJ\nGX0X/BdiY9p+DSFaIj1ke0kPOXAMGveQtQxZi6Nz0xXwxSyU08mwjCzGX30hOiXZ7qhERyYJ2V6S\nDgKnYcjahEZD1vIdEEfhjMmwei7qgyVw0xXIQZ7iqMiQtb0kHQRO0x5yw6IumUMWR2noALjnFruj\nEJ2B9JDtJUPWgdPikLXMIQshgoX0kO0lCTlwmqyydjismta1dXaGJIQQB0gP2V6SkAOnySrrEBd1\nAOWVdoYkhBAHVNcc+KuNYXRZkpADp2HI2gQIDbEScpkkZCFEkCitOPBXG8PosiQhB06TIeuwhoRc\ncainCCFE4JSUHfirjWF0WZKQA8eH1Ts2AEJc1jGM0kMWQgSLRj3kskM0E+1EEnLg1GIlZSeAYaBd\nTjwyhyyECBalFeAwqNFae+2OpSuShBw4dYCXRqsXnU7qZMhaCBEsSsrA4ZDesV0kIQdOQ0LeX4zF\nYVAnQ9ZCiGDhH7KWBV02kYQcOE2GrAGUolaGrIUQwaK0HExNkd1xdFWSkAPnoCFroEaGrIUQwaKk\nHLxeSch2kYQcIKlp2ouVlPf3kA2DupJyaxuUEELYragULzJkbRtJyIFVTaOEHOKiIidfErIQIjgU\nlaGRhGwbSciBVUWjIeuIMEpy9mD4fDZGJIQQgNaQuxcDyLU7lq5KEnJgVdGohxwZTonHC3n7bIxI\nCCGAgmKorsEBbLc7lq5KEnJgVdIoIcdEWeXpdubYFo8QQgCwI3v/XyUh20QScmCVY9WzBiA2xpqr\n2bnbtniEEAKA7QcS8g4bw+jSJCEHVpOC7S4n3vBQqqSHLISw2/ZscDkp1FpX2R1LVyUJObAaEvL+\nr7vTSfEOSchCCJttzwat2WZ3HF2ZJOTAKsaq2BXacMHppCgjyzojWQgh7OLOxOv14bY7jq5MEnJg\nlWAl5PCGC+GhlMiQtRDCbhlZgMwf20oScmBVYK203p+QI8IoKS7DqJBZGyGETYpLobwSJ7LC2laS\nkAMoNU2bwF4grOFaVKRsfRJC2KvROhZJyDaShBx4eTRKyHGxFAJskKUUQgibyJan4CAJOfCKaLQX\nOSKM2ogwytdssjEiIUSX9sMWcDnZq7WWOtY2koQceCXNL7hc7F69UQ6ZEELY47sNmF4f39gdR1cn\nCTnwSrDORXY1XIiOIG/dFjBl85MQIsBME77fgNaa7+2OpauThBx4hViHTEQ2XIiNIb+qBuXfdiCE\nEAGzPQuqrEMlVtsdS1cnCTnwirAKhEQ3XOgZRz7A9xvsCkkI0VWtPrB+RRKyzSQhB5h/61MGENVw\nLTKcmohwSr/5wb64hBBd06r14HKSo7UutjuWrk4Ssj1yAEfjC6Eh7Fq+RkpoCiEC6+vv8Xq8fGV3\nHEISsl3yAZNGSTk2it0bMzAqpWKXECJAKqtg/TYcwAq7YxGSkO2Sh1VGc/88cnwPckwN32+0Lygh\nRNeyaj2YJgpYbncsQhKyXQr9j5iGCz17UOBy4lmx1r6ghBBdy4q14HBQAWyxOxYhCdkW/oVdm2nU\nQzYMdEQYmZ98LQVChBCB8fUaTK1ZrrWW9StBQBKyfbJpVEIToEc3tq1KR5WU2RSREKLLqKyCpd+D\nafKZ3bEIiyRk++TQ7GzkfolkmBoWy2yOEKKdff4NeL0YwEK7YxEWScj22Q2UAd0aLsRGUx4ZTsHH\nS+0LSgjRNSz8ElxOtmut5YSnICEJ2SapaboWayFFbOPr0ZG4P16K6fPZE5cQovMzTViQhtfjZb7d\nsYgDJCHbaxPgpNFccu94tpWUY0gZTSFEe1m9EYpKcSLD1UFFErK9MrD2I+/f/tSnF7khLupkvQJ/\nJwAAH4RJREFU2FoI0V4++gqcDspBjlwMJpKQ7ZUH5AI9Gi44DMyIcDIWfillNIUQ7ePDz/F6fSzU\nWnvtjkUcIAnZRv79yGtodNAEQHwsGelujPx99sQlhOi8du+BDRk4gY/sjkU0JQnZfhlAPRDacKF/\nItsBFi2zKyQhRGf10VegFCbwqd2xiKYkIdtvB9YZyfuHraMiqI6OJPf9JVK1SwhxbC38EtNhsEJr\nXWp3LKIpScg2S03TNcB6oHvj6z26kf7pMtTeQnviEkJ0PiVlsGQleH2y3SkYSUIODpuxvhf7vx9D\nB7ARMN+SWR4hxDEy52PwWjUO3rY5FNECScjBIYNmVbsiw6mJiWTrK3MxtQxcCyGOgZfn4lWKj7TW\ne+2ORRxMEnJw2AfsBOIbX+zTi3VbdmKs22xPUEKIziN9K/ywFadp8qrdsYiWSUIOAqlpWgOrgDAa\nfU8G9WVnaAjVr31oW2hCiE5i1gfgdFAELLI7FtEyScjBIx1rtXVcwwWHgRkbzbrXF2DW1dsXmBCi\nY6urh9kf4vX6mKm19tgdj2iZJOQgkZqmC4B1QELj64P6kl5WgfHRV7aEJYToBFLToLQCJzDL7lhE\n6yQhB5fvAQ2ENFzoGUdBVAT5Mz+QPclCiB/nlXmYTgffaa232B2LaJ0k5OCyCau+da/GF+O7s/bT\nZag9BfYEJYTouHLyYclKDK+Pl+2ORRyaJOQg4i8SspJmZyQP7W/tSX4j1ZawhBAd2OsLwFDUAu/Z\nHYs4NEnIwWcdUAVEN1yICKc2NpoNz87GrJfFXUKIw+TzwYz38PpM3tVal9sdjzg0ScjBZyewHejd\n+OKwgazIL8CY84k9QQkhOp55iyE7HyfwvN2xiLZJQg4y/iMZV9JsT3KvOAq6RZHxxAxMU05KFkK0\nQWt49H/4HA6+0Fqvtjse0TZJyMHpB6w9yU0qdw3qx3J3JsbHS+0JSgjRcXy6DDZm4PD5eMzuWMTh\nkYQchFLTdCHwHc1WWw9IJDs6ktzHZ8gWKCHEoT32P3xOB2uAr+yORRweScjBaylQSbMV1/16sezb\nH1Ar1toTlBAi+K1YCyvW4fD6eFRrOZ6mo5CEHLy2A2uBvo0vDunPtogwiv7xsvSShRAte/wlTKeT\nbYBsluxAJCEHKf+BE18CHiCq4bphoHsnsPyjr1Cbt9sWnhAiSK13wydfY3i9PKa1liWgHYgk5OC2\nyf9o0ktOGsyGsBCqnpJD1IQQzfzjZbTTSS4wx+5YxJGRhBzEUtO0D/gc6/sU1nDd6cCX0IMVby2E\n7DzbwhNCBJmdOfDOJ+D18g851anjkYQc/NYBGUC/xhdHDmGNYVDz9//YE5QQIvg8MQMcBqXATLtj\nEUdOEnKQS03T9cAXQCjgargeFkp9YgJfvb4ANmyzLTwhRJDYsgNmfoD2r6yutjseceQkIXcMq4Bs\nms0ljx7GmrAQSu99WlZcC9HV3fNPTMNgN/Bfu2MRP44k5A4gNU1XY/WSowFHw3WnA1//RD7/dBnq\nq+9sC08IYbOvvoOPl2J4vdyrta6zOx7x40hC7jhWAjk0m0seMYhNURHk3/UPqXEtRFdkmvCHJ/ZX\n5XrX7njEjycJuYNITdOlwCKsXvL+uWSlYGh/Pl23BUPOSxai63n7I/hhKw6vjz9IVa6OTRJyx7IM\n2AYManxxQB+yY2PYfO8/MSuqbIlLCGGDiiq4+0m8hsEHWutldscjjo4k5A7EP5f8CeAEwhvfGzuM\nz4pK0U/MsCU0IYQNHn8JCksxTZO77I5FHD1JyB3PKmADMLDxxe7dKOsZx4qnZ6F35tgTmBAicLZn\nwdOzME2TJ7TWWXbHI46eJOQOJjVNe4CFgBfo1vjeuBEsdyiqf/sYMpMkRCd35xOYaPYAT9kdizg2\nJCF3TOuBFcAAQDVcDA3BM6gfCz9ZinproW2xCSHa2fwl/m1OPn4vRUA6DyVdqY4pJVn1B/4GaCC/\n8b3la7jSZzJm68eoxJ62hCeEaCcFxTDyInylFXxkmlwuK6s7D+khd1CpaToHWAwkYC3y2m/CKBbV\n1VF724MydC1EZ/Obh9HllVSYJrdJMu5cJCF3bEuAnTTbBhUVQfWgfixc+CXqnU9siUsI0Q7eWwRz\nF6O8Pm7XWu+1Ox5xbMmQdQeXkqymAHcAe4GyxveWr+EqUzPa/QmqV7wt4QkhjpG9hdZQdXkV830+\nPc3ueMSxJz3kju9b4GusbVBNvp8TRvFJTS21tz8I8ntXxzf4HDBGH/z47aMH2nyzDqbeBFGToNtk\nOOtnUFff+mtWVsGdj8OgqRAxEU67DlZvbNrm6ZnQ+3Tr8a/Xmt5blQ6Tp8m/r/amNdz2ILqymjLT\n5Nd2xyPahyTkDi41TZvA+0AWMLjxvagIqgf15aMPv7CGukTHtnou7Fl24LHkVat06vQLrPvfrIML\nb4MLTrParp4Ld1wHhmr9NW+5H774Ft76J2xMhXOnwDk3Q/4+6/6GbfDA8/DuMzDnabj/37Apw7rn\n9cKvHoKXHrTiEO3n7Y9gwRcor49btdYFdscj2ocMWXcSKcnqVKyh63ygvPG9ZWuYriBp6ycYPeNs\nCU+0gzsfh0++hm2fWh+fcg2cfxo8eMfhPb+2DqJPgIUvwAWnH7h+wlVw0Rnw8O9g7qfw7GxYOce6\nd/LVcM8tcOV5VpWogmJ49i/H9n2JpvL2waif4Kus4j2fqa+1Ox7RfqSH3Hl8gzV0PYjmQ9cj+biq\nhvpf/l2GFjsLjwfe+ghuudL6uKAYVq2H+O5w6rXW8PJZP4MVa1t/Da8XfD4IDWl6PTwMlvufN24E\nbNsFu/dAVi5kZMG44VaVqNcXwKO/b5e3J/y0hlv/jq6uocTU/NbueET7koTcSfiHrucB2TRbdR0d\nSdXgfixYkHbwHKDomOZ/DmWV8PPLrI8byqU+9F+4bTosfhmOH23NJ+/Ibvk1oiLhlAnwyIvWELVp\nwpup8M0PkO8fFB05BB7/gzWMfcEv4R93wYjB1lD1U3+ERctgXApMuhKWrW7/993VzHgPPlmK8vq4\nWWtdZHc8on3JkHUnk5KsTsMaus4FKhrf+2495xaUMOXL1+CMyXZEJ46VC261erYL/mt9/M06OPU6\n+Ott8EijXuv4y+Dis+CxO1t+nczdcPNfYen34HTC8aNgxCBYuxk2tlLt7bX5sPBLePEBSLoI1syD\n7Hy47h7Y9Tm4XC0/TxyZb3+A069He328qLX+jd3xiPYnPeTOZyXWMY2Dafb9nTSWLyLDybry95h5\n+2yJTRwD2Xnw+Tdw61UHrjVUZBs1tGnbUUOs9q0Z3A++nA1VayEnDb59F+o91vWWFJZYPer/3G8N\nkScNgiH94awTweO1hrfF0dtbCJf/FhP4DviD3fGIwJCE3Mn4h67nAjk0G7p2GJiTxjC3ooqaq36P\n9njsiFAcrZkfQK84uOjMA9cG9YU+PcGd2bTttl0wsE/brxkeBr3ioaQMFq+Ay6a23O4PT8DdN1qf\ny+ezknADrw985pG+G9GcxwPT7kQXllDs9XGF1voQG9dEZyIJuRNKTdP7gPcAB9BkXXV0JFWjhvDu\nqnS492lbwhNHQWtryPjGy8Fo9r/3npvh/96E9z+z5o3/9m9w74JbGvWkp94EL7x94OPPVsDi5bAr\nF5asgOSbrF71jZcf/LmXrIDt2fBr/zrfE4+DrZnw6TJrrtPpgKTBBz9PHJk/PQPL16K9Pi7XWh9i\nfEN0Ns62m4gOaiXQH5gGVAM1DTf6J5JTUs6nz73OhScdB9f8xK4QxZH6fCXk7IGbWkiYv/cXAbnr\nH1BcBuNHwuevNh1+ztxtDTs3KKuAvzwLuXuhRze46nxr5bTD0fS1a+vgd4/De88euNanJ/znr3DT\nfRAWCq//4+AV2+LIzPnY2mYG3Km1Xm5zOCLAZFFXJ5aSrMKA3wKnABuB/QOKWsOKtVxRW8fY1fNQ\no4fZFaUQAmC9G06cjq738LbW3CAHR3Q9MmTdiaWm6VpgNtYBFMMb31MKJo9joWFQdOlvMMsrbQlR\nCIE1d3/pbzBNky1a80tJxl2TJOROzj+fPBtryLrJ8p7QEDzHJfFOVh6+a+5Ge70tvoQQoh2ZJlx7\nD3r3Hqo9Xi7RWlfbHZOwhyTkLiA1TW/AKhoSC8Q0vhffnaIRg3h38TK4VSp5CRFQWsPvHrMWxnl9\nTNNa77Q7JmEfSchdx2LgC6z9yU1KNwzpz44h/Zn/2ny479kWnyuEaAcPvwD/tVa93661/tTmcITN\nJCF3Ealp2gfMAdYDI4Am5/OMGsqG/oks/sfL8NxsOyIUomt54W148HlQir9prWfYHY+wn6yy7mJS\nktVg4B4gGtjR/P536zlnbxGnvv00/FS2QwnRLt75GK69BwyDF30+fiOLuARIQu6SUpLVicCvsLZB\n5TS+pzWsXMdl5ZWM//glOO9UW0IUotNavBx+cjs4DBbUe7hCay31zQQgCbnLSklWycDNQCWwp/E9\nnw9jxVp+Wu9h6NI3UJPH2RKiEJ3Otz/A2TeigZW1dZyttZYCtmI/mUPuur7EKq8ZS7Pymg4H5knj\nec/hIP/8X6C3Zbb4fCHEEdiUARf8Eg1sqq3jPEnGojlJyF1UaprWwEfAAqA3zbZDhYbgOfE43qyr\np3jqzZi7cu2IUojOISsXzrkZXVdHjtfL6bLXWLREEnIX5j8Zah7wGTAQiGh8PzKcmkljeL2ohIrT\nrsNs7aB7IUTrsnLhzJ+hS8opqvdysserS+2OSQQnSchdXGqa9gBvAF9jldcMbXw/NobyE8Yxs7iM\nslOvxWx+vJ8QonUZu2DKteg9hRR7fZzo8+l8u2MSwUsSsmioeT0T6zD0JJqdAhYbTfmJ45hZUUXJ\naddhbtxmR5RCdCybMuDU69AlZRQ4HEzyerX8OisOSRKyACA1TVcAL2OdCjUK6yzl/WKiqDxpPDNr\naik84wbM1RvtiFKIjmHdZjj9enRVNXsiwjmhqlpn2R2TCH6SkMV+qWm6EHgJcAOjadZTjoqg+qTx\nvObxsufMG9BfrrIjSiGC29Lv4Iwb0PUe8uJiOamwROe0/SwhJCGLZlLTdC7wPLAFKyk3qXsdGU7N\nlInMdjrZdf4v0B9+bkeUQgSn+UvgvF+AUuwc0IeTs/MlGYvDJwlZHCQ1TedhJeWG4esmSTk0hPop\nE3krMoItV/4OZn1gR5RCBJdX5sJVv4eIMNKHD+Tkzdv1brtjEh2LJGTRotQ0vQcrKadjJeUmq69d\nTnynTmRe926sufmvcP9z1rmuQnQ1WsOjL1rHl8Z2Y9nEUZy2ZpMutDsu0fFI6UxxSCnJKg64HZgE\nZAA1je9rDT9s4dTdeznnJ2ei334aFRNlR6RCBF5VNdx0H3ruYlSvOD46Lonpn63QNW0/U4iDSUIW\nbUpJVt2AXwCnAjux6l83sSOb4RlZXDW4H86PXsQYPijAQQoRYDtz4JJfobdlYQ5I5H9jhnF3apqu\nszsu0XFJQhaHJSVZRQA3AlOBbKCseZuCYuLS3VzndBA79znU+acFOEghAmTJCrjqTrTXR83wgTww\nIJHnUtO01+64RMcmc8jisKSm6WrgVaz6132BXs3bJPSgaMpEZhgGOy76JTwzyxrSFqKz0BqengkX\n3AoOgz0njOHmAYn8S5KxOBakhyyOSEqycgI/Aa4EFNYQdpN/RKaJWr2RqXuLOPW6i+HlRyA8zIZg\nhTiGqmvglvvR73yC6tuT9ONGcpfTwZf+g1qEOGqSkMURS0lWCjgRuAGrp+wGDuohbN3J2J05XDZ+\nJMaC/6L69Q5woEIcI7tyIeXX6C070MMG8vHwgdyXmqalXp04piQhix8tJVkNAW7GKiCyHTjoSLm8\nfSRuyuDasDAiX30EdcV5gY5SiKPz6TL46R/R9fXUjh7Gy4kJPOHfFijEMSUJWRyVlGTVHWux16lA\nPlDUvE1lNRHrNpNSWkHSzy+D//sryNYoEewqq+CP/4SX3oUe3dgzbgSPxUQx07+eQohjThKyOGop\nySoUuBy4BKgHDiqkrzVs3sGE7Hwu6h2P462nMM6YHOhIhTg8K9bC9fdi7t4Dg/rybdIQHjIUn/vP\nEBeiXUhCFseEf175TOBaoBuwDfA1b1dcRux6N1dUVtP/npvh4d9BaEiAgxWiFXX18MB/4J+vQnQk\nJWOGMz8uludS0/QGu2MTnZ8kZHFMpSSrUcBNwFAgkxaKiJgmKn0rU/IKSB41BOY8gzFuRKAjFaKp\nH7bAdfdgbs1EDezD5tFDedswmCnzxSJQJCGLYy4lWSUAVwNnYCXkHJptjQLIL6D35h1c6fEQ98Rd\nqD/8HAzZGS8CzOuFp161esZhoZSNG8HK+O7MBd6V+WIRSJKQRbtISVYO4Cys/cq9sFZhH1Tj1+PF\nuXYTyfuKOWXKRPSLD6COSwpsrKLrcmfCz/6E/n4jql8v3GOH85nTydvAKtlfLAJNErJoVynJagDW\nvPIJWCuw81tqtyuXQTuySamto/uvr4WH7oAesYGMVHQlZRXw6P/gudkQEkLlmGF82zueD4H3UtN0\ngd3xia5JErJod/5V2OcDlwJRwA6s1dhNeH04NmzjpD0FnB0ViePJu1G3XAkOR4ADFp2WaVrnd//p\nGcyyCnS/3rhHDmGpy8m7wPLUNH3QQkQhAkUSsgiYlGSVhNVbHgfk0sKeZYDySqI2bOOc4jLGTxiF\n+cLfME6ZGMhIRWe0Yi3c8SjmD1sw4ruzc+xwNkdHkoY1V5xnd3xCSEIWAZWSrCKxesoXAC6sldgH\n9ZYBcvLpn5HFT6pq6HVDCjx5NyT2DGCwolPYvQfufRrmfAxREewbNYTNvRNwA/OBtNQ07bE7RiFA\nErKwgX/P8gSsBV+jgBKsHvNB/xhNE7V5BxNz93Kuy0nog3egfnc9hMjeZdGGmlrrZKbHZ6C1Se3A\nvqwdMYh8pVgLzElN07vsjlGIxiQhC9v4z1g+G+v0qN5Y26NKWmpbXUPYejdnF5ZyYp+emA/8GuPG\ny8HlCmDAokPweuHNhfC3/8PM2we94lg/bgQ5oSHsBBYCy1LTdIujMkLYSRKysF1KsuqNVXbzDCAE\naxi7tqW2+4qJ35bJWSXljBmQiPngHRg3pIDTGcCARVDyeKxE/PALmLtyMbrHsGPscLbHxpALLAEW\np6bpFn/hEyIYSEIWQcE/jD0Wqyb2OKAKyAZarB28p5CeGbs4q7SCUYP6Yv7tVxjXXyJD2V1RQyJ+\n6L+YWXkYsTFsGzmYHQk9KAW+BxakpumddscpRFskIYugkpKsQrB6ypcA/YE8oLC19nsK6JWRxVml\nFYxMTMD80y8wfnEVREYEKGBhm6pqeGUePPUqZt4+jNhoto4cwtaEHpjAFiAVWC0HQoiOQhKyCEop\nySoOuAhIBqKxFn21Oty4t4iEjCxOKy1nXGw0+q4bMW6/BuK7ByhgETCFJfD8W/Dc6+jySoiNYUPS\nIDYn9CAU6xe4T4CvpOyl6GgkIYuglpKshgHnAScBkcBuoLS19sVlxLozmVJSxiTDQF11Puq26XDG\nZFAqQEGLY05rWJUOM+bCnI/RHi9mjxhWjxqKu1s0UVi/rC0HPklN0/tsDleIH0USsgh6/vnl4ViJ\neTKHkZgrq4nIyGJCUSmTa2qJHTYA81c/xfj5pRAnveYOo6jEmh9+6V3MLTsxwkOp6N6NNaOGsDMi\nnFisRLwMaz9xjs3hCnFUJCGLDsOfmEcA52Il5iisIcoWK36B1bPKymNQzh5OKK9klMPfa779ajj9\nBOk1ByPThK++g5fnwvtL0D4fOiYSd7/erB3Yh2rDIB4oRhKx6GQkIYsOx5+Yh2LtYT4ZiAX2+R+t\n/oNu3msePhDzV9dgXJ8CCT0CEro4hPx9MHuB1RvelYsREUZJj1hWDx/AhqhIYoHuwF5gKVbd6d32\nRizEsSUJWXRo/tOkzgROB+Kwzl/Op5V9zHBwrxmNcerx6CvPQ102FQb2DUzsAvL2QWoafPg5esk3\nKAW+mGg2DejNmv6JFClFIhCONUWRBqxITdOtrroXoiOThCw6hZRk1ROYhLVlajDgwOoxF9JGr3lX\nLiOLShlVWc0Q08QYn4R55XkYl58DY4bLsPaxpDVsyoAFafDBEsy1mzGUQkdFkNOjGxuHDWRzRBjR\nQDxQh3Uy2DKs84nLbQ1eiHYmCVl0KinJygWMwVqVfQLQg8PoNQPU1hG6K5fhBSWMrKpmhMeLa1Bf\nzKvOt5LzyePBMNr7HXQ+Xi8sXwsLvoAPPsfMzsNwOvBGRbAtvjvuAX3IiAzHCSRiVWrbB6zCKurh\nliMRRVchCVl0WinJqhdWr/l0YBDgxJqDLOIQvWYAjxdHdj6D9xYyqrKaUXX1hMd3xzznFIzTjofT\nJsHY4XJWc0tME9yZsHKdtThr4VeYZRUYYSFURUawpVc87gGJZLqcKKAX1i9N1cA2rK1L61LTdKsr\n6IXorCQhi06vlV6zB2s4uwQ4ZA/MNFG5e+mXX0BSdS2DqmpINE2MqAj0lAlw+gmo0ybBieMgIry9\n303wqaqG7zZYCXjFWvSKdejySmsoOjKcgqgI3H16sjUxgXzDwIH19Y8DDGAPsAJYA+yQqlqiK5OE\nLLoUf695NNbxj6OwVu5qrG00RViJ+pDqPTjzC+hbVMqAiioG1NQywOMlxOGAiaMwz5yMMWUCjBsB\nQ/p3rl60aUJWnlWkY+UP8PX3mBsyMEwTXE484WHkREWQ3aMbOYkJ5IaFUgeEYs0Jx3Lga70JWAf8\nkJqmK+17R0IED0nIostKSVY9gJFYh1kch5U0DKyCI4VYi4raZJqofcX03FfEgLJKBtTVMaimjiiA\nEBc6aTB6fBLGmOEwcjAMGwBDB0B4WPu8r2OhphYyd8O2XbBlJ2zeDhszMN2ZqJo6FEBEGGWhoeyK\njSInoQc5CT0oMIz9UwFRWF/PKKxfcvYCPwCbseaFy2x4W0IENUnIQgApySoKSMIa2j4ea27TBdQA\nZf5Hm73nBmWVRBeXklBeSc/KahI8XnrX1JHg9eICa+V273jMEYNQwweiesZBfKxVezuhh/VnfHfr\nWmTEsVnprTVUVEFxGRSVQnGp/88yqz50Zi5sz0JnZKH3FrF/+ZrLSX1YKIUuJ3sjwimMiaSgZxx5\n0ZFUNXr5ECAGa8QhDOu0rlxgNeAGtqem6UMuqhOiq5OELEQzKckqDBiGlaBHYZ061Q1rUZiHAwm6\n5khe158Qo0or6FFRRY/qGnrU1BFnmvTw+Yis9xDu9XHQyc4hLnT3GLQ/SSuHAwxlJWmlUA3J2v/x\n/ntaQ1EpZpE/8ZZVYvhamC1XCh3qotblotRhUBQWSklEOMVREZR0j6EoOpLKZr8QKKzypTH+r4vD\n/3UpB3Zh9YTdQJaskBbi8ElCFqINKcmqGzDA/xiOlaxjsXqCJlYiKsfqFR5VAqr34KyuJaKmloja\nOiLq6omo91gPj4dIj49wQDVaI678f22cMvffdziodTmpcTqpCXFR7XJRE+qiJjSEmrBQaiLCqA4N\nob6NHrgTK/nGYCVi5X+vJVgro3cAOcBu2SssxI8nCVmII+TvQffHStBDOLA4rCFZgdV7rvY/ajiC\n4W4bhWBVxYoEIrAWYymsXzIqsFZEbway/Y/81DTdEd6XEB2CJGQhjlJKsnICPf2PBKz550FYhS4i\nsJJcw1prE6tAST1Wkm7+aI9tPw6sXq7L/3BiJd8w/wOsxOvB+uWhAuvQjmysIh0FWPPBxalp8gND\niPYiCVmIdpKSrEKx9tw2fvTCStQxWIna1exhcKBoicJK0I3/k7b0H7Zx++abrBp6uF6shNvwZx3W\nyueG07KKsYagi7ASr/dHvGUhxFGQhCyEDfwnVrmwetCNH5EtfGzQfI646aPhmsbq3TYeKm/8aHyt\nTnq7QgQXSchCCCFEEJBS+UKIw6aUmqWU+sDuOITojKSHLIQ4bEqpaKyfG7K9SYhjTBKyEEIIEQRk\nyFoIcdgaD1krpc5XSi1TSpUopQqVUguVUkMatV2plHq82fPjlVL1SqlT/R9fp5T6XilVrpTKV0q9\npZRKCOy7EiI4SEIWQvxYkcAzWGdOJ2Ntr5rf6P5bwE+bPecaIFdrvcL/sQu4H+twj0uBgcCsdoxZ\niKAlQ9ZCiMOmlJoFdNNaX9HCvQSsvc1jtdablVLxWAVFkhsSsFJqBfCV1vqvrbz+CcAqIFprXd1e\n70OIYCQ9ZCHEj6KUGq6UelsptUMpVQbsxNoLPQBAa10IfA5c528/GDgFeLvRa0xSSqUqpbKUUuXA\nV//f3h2rxBVEcRj/DnaWsbcUkdiJ72ApWMgWwUJS2iiCtYKvsC+w2opp0gUCqaxEtkjKgJAidSrh\nWJwVFjW4K+gOu98PbjVzL3OrP3Pv4cxgaPH93kRqg4Es6bW+UD28d4H1wRVUW84HPWArIuaADnCd\nmX2AiJgHvlLnT3eANWBzcN/wM6SZYCBLGltEfACWgJPM/JaZP4GFZ6ZeUP2yN6j/yb2hsWWqnehR\nZv7IzF9Ua1FpJj05e1WSRvDQ9/pzRPyhirFOedRrOzP/RcQlcEwF8PnQ8G/qkI29iOgCq1SBlzST\n3CFLGltWNeg2VWF9Q1VbH/xneo+qov6embdDz/gL7ABbQB84BPbfbtVS26yyljSyiDgD7jLz06TX\nIk0bd8iSXhQRcxGxQlVJ9ye9HmkaGciSRvERuKI+T3cnvBZpKvnJWpKkBrhDliSpAQayJEkNMJAl\nSWqAgSxJUgMMZEmSGmAgS5LUAANZkqQGGMiSJDXAQJYkqQH3Ke18N2rveKgAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x4a0fc10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "###Graph of Top languages with counts pie chart###\n",
    "# Data to plot\n",
    "labels = program_langs\n",
    "sizes = tweets_by_prg_lang\n",
    "colors = ['gold', 'yellowgreen', 'lightcoral']\n",
    "explode = (0.1, 0, 0.2)  # explode 1st slice\n",
    " \n",
    "# Plot\n",
    "plt.pie(sizes, explode=explode, labels=labels, colors=colors,\n",
    "        autopct='%1.1f%%', shadow=True, startangle=140)\n",
    "#patches, texts = plt.pie(sizes, colors=colors, shadow=True, startangle=140)\n",
    "#plt.legend(patches, labels, loc=\"best\") \n",
    "plt.axis('equal')\n",
    "print \"\\n\\t\\t\\t****Pie Chart****\"\n",
    "plt.show()\n",
    "\n",
    "if __name__=='__main__':\n",
    "\tmain()\n"
   ]
  }
 ],
 "metadata": {
  "celltoolbar": "Raw Cell Format",
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}