Active Use per Day of the FCC Gitter Help room (Jan-Jul 2015).ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Active Use per Day of the FCC Gitter Help room (Jan-Jul 2015)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We analysed (quick and dirty) the counts of all messages in the room per day time (GMT)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "%pylab inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This file include:\n",
    "* Data preparation to extract the time variable\n",
    "* Plotting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import os, sys\n",
    "from datetime import datetime\n",
    "import pickle\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data Preparation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "directory = \"/your/path/to/data\"\n",
    "raw = pickle.load(open(directory+\"help.pkl\", \"rb\"))\n",
    "d = {}\n",
    "for elem in raw:\n",
    "    #print(elem)\n",
    "    if elem['sent'][:10] not in list(d.keys()):\n",
    "        d[elem['sent'][:10]] = {}\n",
    "    if elem['sent'][11:13] not in list(d[elem['sent'][:10]].keys()):\n",
    "        d[elem['sent'][:10]][elem['sent'][11:13]] = 0\n",
    "    d[elem['sent'][:10]][elem['sent'][11:13]] += 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plotting "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": [
       "iVBORw0KGgoAAAANSUhEUgAAAYoAAAEYCAYAAABC0LFYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\n",
       "AAALEgAACxIB0t1+/AAAIABJREFUeJzt3XmYHFW9//H3h0BIgISwBkiQRYKCggIKKlvcYlQEr7K5\n",
       "IEseN+4VfldFAUWBq4j7dYOrXHYBjQgYBYGABEHECKKAiIAQkEDCIiRBBBL4/v44p+9Ueqqra5Lp\n",
       "mZ6Zz+t55pnqqjp1TlWfrm/VqVNVigjMzMxaWWWwC2BmZt3NgcLMzCo5UJiZWSUHCjMzq+RAYWZm\n",
       "lRwozMyskgPFAJO0uaQXJHnbryBvw+7Sye9D0vskXdHfy63I7wJJ+wxUfnVJOkTSdR1a9u8kbVs1\n",
       "z7D4oUmaJ+lpSUvy32JJG+VpoyUdL+kuSU9Juk/S6ZI2K6R/i6Rf53SPSJoj6R0t8jpe0rkl41+Q\n",
       "tGXn1hIkTc35NNbxLkkf6mSeK6KvlbqTPwIbOsoCTkScFxFvGaD8twe2j4if5c9TJf29g/mV7ktW\n",
       "cFk/kHSnpOclHdw07ZA8fknhb4/CLF8DTqxa/rAIFEAAe0XEuPw3PiIW5GkXAnsB7wHGA68AbgLe\n",
       "CCBpX2AmcBYwKSI2BD4HlAaKnNdgmt9YR+BI4BRJLxvkMtkwJWnVwch2EPIE+DDwwwHMrz/3JX8E\n",
       "Dgf+0GK5vynsH8dFxK8L034OvF7SxFYLHy6BopSkNwFvAvaJiJsj4oWIWBwRp0bEGZIEfAM4MSLO\n",
       "iIglABHx64hodaTethIrOVrSPZIek/RjSeu0mHeOpC/l079Fki5pNW+ziPgl8DiwTV7W6pL+W9L8\n",
       "/PdNSaMLeX1Q0t2SHpf0M0kbF6a9IOmjefpiSSdKerGk30p6UtKPJK1WY923AU4FXpuPXP6Rx68t\n",
       "6Zx8xjZP0mfydmo1/9sl3ZK3yQOSPl9nm+S08yR9UtKteZmnS5oo6Zd5ebMlTSjM/xpJN0h6QtIf\n",
       "Je1ZmHaIpL/lbXKvpPfm8VtJujZvm0cl/aiQ5lu5zIsk3SRpt8K0sZLOlvQPSXdI+lTxqFXSJpJ+\n",
       "mrfTvZI+Vpi2c17eIkkLJH29xfpPlfSgpGNy2e5rlDtPX13S1yTdn5dzqqQxTWk/Jelh4PSS5a+S\n",
       "0z8q6W/A25umH5rXbXHedh8qTLtd0l6Fz6vl38grgcbO68mc9jVqOtvsaz2VtFf+Tp+Q9BtJ25Vt\n",
       "s2w6cG2riW3Wq7HdPi5poaSHJB1SkRcU9iUqOZtS2jfMaLMMACLilIj4FfBMu7xK0j4D3Ay0PnOL\n",
       "iCH/B9wHvLFk/MnANRXpXgq8AGzWh7yOB85tGqe8nC3z5yOBG4BNgNWA/wHOz9M2z/Oukj/PAR4E\n",
       "tgXWIJ0Bndsi76nA3/PwKsDeuWK8OI87Mee7fv77DSkIArwBeBR4JTAa+DZwbWHZLwAXA2vlsjwL\n",
       "/CqXdzzwZ+ADhfmfAF7XopwHA9c1jTsnL39NYDPgr8BhFfPvCbwsD28HLCAF/F7bsEV9uAHYIH8H\n",
       "C0lHWq8AVgeuBj6X550EPAZMz5/flD+vl8u6CJiSp00Ets3DFwDH5OHRxW0BvA9YJ39HHwceBkYX\n",
       "6ySwds77VuCBwnd6M/BZYFVgC+BvwLQ8/bfA+/LwGsAuFfVkKalJYTVgD+ApYOs8/ZvAJcCE/H3P\n",
       "Ak5qSvulnHZMyfI/Avwll3+dvD7P01On3wZskYf3AP4J7JA/HwX8qLCsfYA/5eHNmr9X4JBi3aAP\n",
       "9RTYIX/3ryb9Rj+Q68boknVaMy97vbLfW431amy344FRwFvz9LXr7EsoqdN5ux5Wth0qlnkdhd9p\n",
       "4ff1FOn3/1dS/RrVNM+3gK+3XG7dHWQ3/wHzgCWkndcTwEV5/GnABRXpds1fTq+K0+bLfbaQV+Ov\n",
       "GCjuAN5QSLMx8BxpR7BchciV4aTCvNvk5ask76mkH+QTpADxPLBfYfo95B1e/jwNuC8Pnw6c3PTD\n",
       "eA54UeEH+NrC9JuAowqfvwZ8s+Y2Wq5S5x/Os8BLC+M+RA7idX4EwH8D38jDvX5UTfPeB7yn8PlC\n",
       "4HuFz/8BXJyHPw2c05T+ctJOZY28rd8FjG2a52zg+6Tmynbb4x/Adnn4b8CbC9Nm0BP8dwHub0p7\n",
       "DHBGHr4217/12+Q3lbTTGlsY92PSDkKkncaWhWmvBe4tpH2Wit8Eacf8ocLnN7f5Pi4GjsjDm5B+\n",
       "q2sVvptPtvpeS+pS7XpKOlM9saksdwJ7lJRxEk37ApoCRZv1mgo83VT2hcDOFemPZ2ACxRbkg2Hg\n",
       "5aRgenTTPF8ATm+13OHS9BSko8118t+78vjHSDvpVh7P/6vmKfPjQl7rRERzU9HmwMX5dPcJUuBY\n",
       "RjoiLVO8YPYA6Uhu/RbzPpTzG086CjhWUuO0chPg/qZlbZKHNy5Oi4h/ktZ/UmH+hYXhf5V8XqtF\n",
       "mdpZn7ROzWWbVD47SNpF0jW5CeZJUvvxen3Is2pdnqFnXTYD9mt8V/n72hXYKCKeBg4gHUE/JOkX\n",
       "kl6S032KtNOdm5tTDi2U/ZO5ieLJvLy16fk+N2H57/vBwvBmwCZNZTkG2DBPnwFsDfxF0lxJyzX5\n",
       "NHkiIv5V+Hw/qQ6sTwqANxfy+CXL17dHI+K5imVvTO86+38kvVXSjUpNnE+QjsTXA4iIh0hnuvsq\n",
       "Nf9NB86ryKtMu+92zTy8GfCJpu05mfLf+5P5/7hWmVatV/Z4RLxQ+Pw0sJakF6nQ0abWGvajiLgv\n",
       "Iu7Pw7eTWh72bZptPOmgqNRwCRStXAXsLKnVDumvpArfvNGqBO2vUzxAOrIvBpM1IuLhFvO/qGl4\n",
       "KSnItS5E+iF/mrQT+kAe/RApSBWXNb9smqQ1SZV8Pv0vmj4/Rlqn5rI92GJ+gPNJzSOTI2ICqflu\n",
       "Zeprq+/sAdJRXfG7GhcRXwGIiCsjYhqwEelo9LQ8fmFEfCgiJpGC2CmStpS0O6l5Zb+ImJCD+qJC\n",
       "/g8DmxbyLw7/nXQGWCzL+IjYK+d5T0S8NyI2AL4MXChpbIv1WkfSGoXPm5HqwGOkneu2hTwmROoc\n",
       "0VD2fRQ9TO86C6TrH8BPga8AG+b1v4zlt//ZwPuB/YAbCr+LdvnWUVzGA8AXm7bnWhHx416J0oHT\n",
       "34CXNE+D2utVXqCIB6LQ0abFbP/M/4vf2Ubtlr0Smsu9DfCnVjMP60AREVcDs0lH9ztKWlXSOEkf\n",
       "kXRopHOujwPH5Ytm4/OFut0kfb/FYuv0yPgf4CRJLwKQtIGkvSuW935J2+Qf9onAT3LZ2q3fUuDr\n",
       "pKNbSO3mn5W0vqT1Sb23fliYdqikV+RKfxJwY0Q80LzcprKVDbezAJjcuKgYEc+TepZ9UdJaSl2T\n",
       "/7NQtoXF+bO1SEfFz0naGXgvnelx9kPgHZKmSRolaUy+MDlJ0oaS9slBdSnpx/w8gKT9JE3Oy3gy\n",
       "l+0F0hHpMuAxpa7ZnyMdrTXMBI6RNCEfwPxHYb3mAkuULiSPzeV5uaRX5TzfL2mDPO+iQp6tnKB0\n",
       "sXh30gXnRr06DfjvxrLyuk7rwzabCRyR060DHF2YNjr/PQa8IOmtpCbQoouBHYEjSNeuGh7N6/Pi\n",
       "PpQFetfTxufTgI8odQKQpDWVOkm0OjO+jHRtrEyd9VphEfEo6aDtoPy9H0YftkP+nseQ9umjcz1W\n",
       "nvZW5R5Nkl5KaoK8pJB2DOn7mN1q+cM6UGT7kirAj0k/6NsobJSI+CmpeeEw0he1gLSzvqRsYaQf\n",
       "Z9kOqzjuW6QLhFfmU83fAju3mDeAc0ndcx8mVcYjKtanOe8zgA1zIPoCqc321vx3Ux7XCJrHkY6K\n",
       "HiK1Wx5Ysdyycv7f53wavWuLMv6K1A66QNIjedzHSDvae0ntqOcBZ+ZpV5fMfzhwYt5+x5G+v1Zl\n",
       "q6N0XSLiQdIF1WOBR0hHoZ8g7WxWIQW0+aRmut2Bj+ZlvAq4UdIS4Gektup5pOsblwN3ka6d/Yvl\n",
       "m2ZOJJ1J3QdcCfyEdK2oEVD3InU4uJe04/wBPYHmLcDtOc9vAgdGxLMt1ncBqSnhIVL9+nBE3JWn\n",
       "fZp0PetGSYtIv4WtW2yrMqcBV5COQG8i1anG9lxCqr8zSddm3pO3T8/CUy+bi0hnmBcVxj8NfBH4\n",
       "jVKvsF3o/XurXU8j4mbgg8B3c1nupufsu8wPSB0Rei27znq1KFuV5nX7IOls9DHShfrfVMzbbDap\n",
       "qes1pPV4mlRfIXVk+ZOkp4BLSd/XSYW07yBdL1xAC6px4LpSJM0DFpOOxJZGxM6S1iX98Dcj/Zj2\n",
       "j4gn8/zHkHbaz5N+fFfm8TuRdqZjgMsi4siOFnyASLqG1PRxxmCXxQaepI+S6v/r+3GZU0l1atN2\n",
       "8w4WSceRepNV7bgHnKTzSNcgZ+WDrxMiYocO5fUNgIj4eCeW34dy3Ei6aH5Hq3kG4owigKkRsUNE\n",
       "NI6qjwZmR8TWpKPJowGUbiM/gBRNp5PafRunkacCMyJiCjBF0vQBKPtAGawbjGyASdpI0q65ifMl\n",
       "pKbPiwe7XAMpHygeRjry7SoR8b4cJFYF3g38vhP5KF3In0Y6IxtUEfGaqiABA9f01Lwj3Jt0QYv8\n",
       "/515eB9Sd9al+TT+HmAXpRvDxkXE3DzfOYU0w0FnT+usm4wmXcNaTDpIugQ4pQP5dGWdkvRBUlPc\n",
       "LyPi+sEuTxlJa5OaGicDJ3Rg+XuRm/5ITVldbyBuzw/gKknPA9+PiNOAiRHR6NK2kJ5uo5uQNl7D\n",
       "g6QulEtZvhvhfCq6Vg4l/dnkYN0vdx6ouju4P/KYw/K9krpG/v2fNtjlqBIRi0i9CTu1/F/Quvt7\n",
       "VxqIQLFrRDyce1jMlnRncWJEhKSuPPoxM7MBCBSNPtIR8aiki0m9fxZK2igiFuRmpUZPl/ks3698\n",
       "MulMYn4eLo7v1f/fAcfMrO8iovI6aUcDRb4vYFRELMl90aeR2vxmkZ4/8uX8v9EVdRZwfu4NMAmY\n",
       "AszNZx2Lc3e5ucBBpGcV9dJuhc3MrEedA+xOn1FMJN3s1sjrvIi4UtJNwEylJyPOA/YHiIg7JM2k\n",
       "55EXhxduPDuc1D12LKl77OUdLruZmTEA91EMJEnhMwozs/rq7DcH46UkZmZdp1UTjA8+HSjMzAqa\n",
       "Y8WIjxHAyHjWk5mZrQQHCjMzq+RAYWZmlRwozMyskgOFmZlVcqAwM7NKDhRmZlbJ91GYma2gkXKT\n",
       "ngOFmdlKGf436TlQmJkNsKF2JuJAYWY2KIbOmYgvZpuZWSUHCjMzq+SmJzMbdsquAXRr+/9Q4EBh\n",
       "ZsNUMVY4RqwMNz2ZmVklBwozM6vkQGFmZpUcKMzMrJIDhZmZVXKgMDOzSg4UZmZWyYHCzMwq+YY7\n",
       "M+taQ+0pq8OVA4WZdbmh85TV4cqBwswGhM8Ohi4HCjMbQD47GIocKMysT3xmMPI4UJjZCvCZwUji\n",
       "7rFmZlbJgcLMzCo5UJiZWSUHCjMzq+RAYWZmlToeKCSNknSLpJ/nz+tKmi3pLklXSppQmPcYSXdL\n",
       "ulPStML4nSTdlqd9q9NlNjOzHgNxRnEkcAc9/emOBmZHxNbA1fkzkrYFDgC2BaYDp0hq9Lk7FZgR\n",
       "EVOAKZKmD0C5zcyMDgcKSZOBtwH/S09H672Bs/Pw2cA78/A+wAURsTQi5gH3ALtI2hgYFxFz83zn\n",
       "FNKYmVmHdfqM4pvAUcALhXETI2JhHl4ITMzDmwAPFuZ7EJhUMn5+Hm9mZgOgY3dmS9oLeCQibpE0\n",
       "tWyeiIhWjwNYiXyPL3ycExFz+nP5ZmZDWd4fT+1Lmk4+wuN1wN6S3gaMAcZLOhdYKGmjiFiQm5Ue\n",
       "yfPPBzYtpJ9MOpOYn4eL4+e3yjQiju+/VTAzG17ywfOcxmdJn2+XpmNNTxFxbERsGhFbAAcCv4qI\n",
       "g4BZwMF5toOBS/LwLOBASaMlbQFMAeZGxAJgsaRd8sXtgwppzMxGBElR9jcQeQ/kQwEbK3QyMFPS\n",
       "DGAesD9ARNwhaSaph9Qy4PCIaKQ5HDgLGAtcFhGXD2C5zcy6xOA8jFE9++KhT1L4UcdmnZWOYnvv\n",
       "sNr99lYkXf/l1e3l61xe7dTZb/rObDMzq+RAYWZmlfziIrMRzG+rszocKMxGPL+tzqq56cnMzCo5\n",
       "UJiZWSUHCjMzqzSsr1H4Qp2Z2cob1oEi8YU6M7OV4aYnMzOr5EBhZmaV2jY95XdavxbYnNSOMw/4\n",
       "bUQs6mjJzMysK7Q8o5C0u6RZwK9Jjwl/ESlYvAe4TtIsSbsNSCnNzGzQVJ1R/BvwiYi4u2yipK2B\n",
       "jwDXd6Jgg6mst5R7SpnZSDWsHzM+kI8oNhuKhuujtf2Y8frqPGa85RmFpE9UpIuI+MYKl8zMzIaM\n",
       "qqancfQOX5BuRBg+pyFmZlbJTU8tluOmJxsJhmtzi5ue6luppqfCQsYCM4BtSe+sDoCIOGxlCmdm\n",
       "ZkNDnRvuzgUmAtOBOcCmwFMdLJOZmXWROoFiq4g4DngqIs4G3gbs0tlijQySouxvsMtlZlZUJ1A8\n",
       "l/8vkrQdMAHYoHNFGmmi6c/MrLvUeXrsaZLWBT4LzALWAo7raKnMzKxr1AkUV0fEP4BrgS0AJG3Z\n",
       "0VINQX73hZkNV3Wani4sGfeT/i7I8OBmJDMbfqruzN6G1CV2gqR30XOj3XhgzMAUz8r4WVRmNpCq\n",
       "mp62Bt4BrJ3/NywBPtjJQlkdy99MZGbWKW3vzJb0uoi4YYDKs1IG887sbr/r1KzMcL0beej9hjuX\n",
       "Vzt17syuc43i75IulvRo/vuppMkrUzAzMxs66gSKM0ndYjfJfz/P48zMbASoEyg2iIgzI2Jp/jsL\n",
       "2LDD5TIzsy5RJ1A8LukgSaMkrSrp/cBjnS6YmZl1hzqB4jBgf2AB8DCwH3BoJwtlZmbdo86d2ZMi\n",
       "otg9Fkm7Ag90pkhmZtZN6pxRfLfmODMbRH4SsXVK1Z3ZrwVeB2wg6eP03NU1jhoBRtIY0vOhVgdG\n",
       "Az+LiGPyAwZ/DGwGzAP2j4gnc5pjSE1dzwNHRMSVefxOwFmkO8Ivi4gj+7ymZiOCb8S0/le1wx9N\n",
       "Cgqj8v+18t9iYN92C46IZ4DXR8Qrge2B10vaDTgamB0RWwNX589I2hY4gPTYkOnAKZIaNf1UYEZE\n",
       "TAGmSJre1xU1M7MV0/KMIiKuBa6VdFZEzAOQtHFEPFx34RHxdB4cTQo4TwB7A3vm8WeT3pp3NLAP\n",
       "cEFELAXmSboH2EXS/cC4iJib05wDvBO4vG45zMxsxbVtQmoEiezSvixc0iqS/ggsBK6JiD8DEyNi\n",
       "YZ5lIek1q5Bu5nuwkPxBYFLJ+Pl5vJmZDYA6vZ6K+tToGREvAK+UtDZwhaTXN033BTczsy7X10Bx\n",
       "2opkEhGLJF0K7AQslLRRRCyQtDHwSJ5tPrBpIdlk0pnE/DxcHD+/VV6Sjl+RMpqZjQSSpgJT+5Sm\n",
       "3dNj84J3AnYjdam4PiL+UCPN+sCyiHhS0ljgCuAE4C3A4xHxZUlHAxMi4uh8Mft8YGdS09JVwFb5\n",
       "rON3wBHAXFLz17cjotc1Cj891kayoVdvBzKvbi9f5/Jqp87TY9ueUUj6HOlu7ItITU9nSrowIv6r\n",
       "TdKNgbMlrUK6FnJuRFwt6RZgpqQZ5O6xABFxh6SZwB3AMuDw6Ilih5O6x44ldY/1hWwzswFS530U\n",
       "dwHb5+6u5LODP+XurV3FZxQ2kg29ejuQeXV7+TqXVzv99T6K+aQj+YYxLN8LyczMhrGqO7O/kwcX\n",
       "AX+WdGX+/GbStQIzMxsBqq5R3Ew6z7kZuKQwfg69z3/MzGyYqroz+6wBLIeZmXWpOr2e7isZHRGx\n",
       "ZQfKY2ZmXabODXevLgyPIT0QcL3OFMfMzLpNrRvueiWS/hARO3agPCvF3WNtJBt69XYg8+r28nUu\n",
       "r3b664a7negp3SrAq0hPgjUzsxGgTtPT1+kJFMso3E1tZmbDX9tAERFTB6AcZmbWpeq80vRISeOV\n",
       "nC7pD5LeMhCFMzOzwVfnER4zImIxMA1YF/gAcHJHS2VmZl2jTqBoXA1/O+kJsLd3sDxmZtZl6gSK\n",
       "m/Nznt4GXC5pPPBCZ4tlZmbdok6vpxnAK4G/RcTTktYDDu1ssczMrFu0PKOQ9GKAiHg+Im6OiCfz\n",
       "58cj4tbiPGZmNnxVnVGcJGlNYBZwE/Aw6XrFxqSb7vYGlgAHdrqQZmY2eCof4SFpK1Ig2BXYLI++\n",
       "H7geuCAi7u14CfvAj/CwkWzo1duBzKvby9e5vNpZ6Ud4RMQ9wBdWphBmZja01en1ZGZmI5gDhZmZ\n",
       "VarTPdaGgdS+2ZuvbXQff1fWbeo862k3SWvl4YMkfUPSZu3SWTeKpj/rXv6urHvUaXo6FfinpFcA\n",
       "Hwf+BpzT0VKZmVnXqBMolkXqQ/tO4HsR8T1gXGeLZWZm3aLONYolko4F3g/sLmkUsFpni2VmZt2i\n",
       "zhnFAcAzwGERsQCYBHy1o6UyM7Ou0TZQRMTDwEXA6nnUY8AlnSyUmZl1jzq9nj4E/AT4fh41Gbi4\n",
       "k4UyM7PuUafp6d+B3YDFABFxF7BhJwtlZmbdo06geDYinm18kLQq7thtZjZi1AkU10r6DLCGpDeT\n",
       "mqF+3tlimZlZt6gTKI4GHgVuAz4MXAZ8tpOFMjOz7lH5Poqhxu+j6N/y2eDo9noxFN7B4G1R30q/\n",
       "jyIv5DZS6YoLWgT8HvhCRDy+MoW07lb2gDoHF7ORpc6d2ZcDy4DzScHiQGANYCFwFvCOThXOusXy\n",
       "R2ZmNrLUuUbxpog4JiJui4hbI+JYYM+IOBnYvCqhpE0lXSPpz5Jul3REHr+upNmS7pJ0paQJhTTH\n",
       "SLpb0p2SphXG7yTptjztWyu2umZm1ld1AsUoSbs0PkjauZBuWZu0S4H/jIiXAa8B/l3SNqQL5LMj\n",
       "Ymvg6vwZSduSHhmyLTAdOEVS4xD2VGBGREwBpkiaXmcFzcxs5dRpepoBnNl4JwWwBJghaU3gS1UJ\n",
       "87OhFuThpyT9hfSsqL2BPfNsZwNzSMFiH+CCiFgKzJN0D7CLpPuBcRExN6c5h/Q028trraWZma2w\n",
       "toEiIn4PvDw3D0VELCpMnlk3I0mbAzsAvwMmRsTCPGkhMDEPbwLcWEj2ICmwLM3DDfPzeLOu5rfV\n",
       "2XBQ61WokvYiNQeNabQERcSJdTPJZyM/BY6MiCU9rUkp8rT6MZkND727NJoNJXW6x34fGAu8ATgN\n",
       "2I90VlCLpNVIQeLciGg8dXahpI0iYoGkjYFH8vj5wKaF5JNJZxLz83Bx/PwW+R1ft2xmZiONpKnA\n",
       "1D6laXfDnaTbImI7SbdGxPb57ODyiNitRoFEugbxeET8Z2H8V/K4L0s6GpgQEUfni9nnAzuTmpau\n",
       "ArbKZx2/A44A5gKXAt+OiMub8vMNd12Ql/UYjvViKNxk5m1RX7/ccAf8K/9/WtIk4HFgo5pl2JX0\n",
       "ZrxbJd2Sxx0DnAzMlDQDmAfsDxARd0iaCdxB6lF1ePREssNJ922MBS5rDhJmZtYZdQLFLyStQ3qr\n",
       "3c153Gl1Fh4R19O6C+6bWqQ5CTipZPzNwHZ18jUzs/7Tp2c9SVodGNPU86lruOmpf8u3onlZj+FY\n",
       "L4ZCc4u3RX11mp7qvOFuP0nj88dPke6p2HFlCmZmZkNHnTuzPxcRiyXtBrwROAP4n84Wy8zMukWd\n",
       "QPF8/r8XcFpE/AJYrXNFMjOzblInUMyX9APSM5gulTSmZjozMxsG6uzw9weuAKZFxJPAOsBRHS2V\n",
       "mZl1jTrdYzcCLo2IZyS9HtiedBOdmZmNAHXOKC4ClknaCvg+6fEZ53e0VGZm1jXqBIoXImIZ8C7g\n",
       "OxFxFLBxZ4tlZmbdok6geE7Se4EPAL/I49zrycxshKgTKA4jvZ3uixFxn6QtgHM7WywbyiRF2d9g\n",
       "l8vMVkytR3hIWgN4UUTc2fkirTg/wqN/yzfQeQ1Hw7FeDIXHVnhb1Ndfj/DYG7iF/NpRSTtImrUy\n",
       "BTMzs6GjTtPT8cAuwBMAEXELsGUHy2RmZl2kTqBYmm+0K3qhE4UxM7PuU+eGuz9Leh+wqqQppLfM\n",
       "3dDZYpmZWbeoc0bxMeBlwLPABcBi4P91slBmZtY9+vTiom7nXk/9W76Bzms4Go71Yij09PG2qK9f\n",
       "3pkt6dXAscDmhfkjIrZfmcKZmdnQUOcaxXnAJ4Hb8UVsG8HKbhociWdJNvLUCRSPRoTvmzADmpsz\n",
       "zEaCOoHiBEmnA1cBz+VxEREXda5YZmbWLeoEioOBl+R5i01PDhRmZiNAnUDxKuClMZy6R5mZWW11\n",
       "7qO4Adi20wUxM7PuVOeM4rXAHyXdR7rpDtw91oawVo88dw8ms3J1AsX0jpfCbMD1vnHJzMq1DRQR\n",
       "MW8AymG2Qnxvg1nn1TmjMOtyvrfBrJPqXMw2M7MRzIHCzMwqOVCYmVklBwozM6vkQGFmZpUcKMzM\n",
       "rJK7x1pX8N3SZt2ro2cUks6QtFDSbYVx60qaLekuSVdKmlCYdoykuyXdKWlaYfxOkm7L077VyTLb\n",
       "YIqmPzPrBp1uejqT3o8AORqYHRFbA1fnz0jaFjiA9ADC6cApkhpHk6cCMyJiCjBFkh8rYmY2QDoa\n",
       "KCLiOuCJptF7A2fn4bOBd+bhfYALImJpfmzIPcAukjYGxkXE3DzfOYU0ZmbWYYNxMXtiRCzMwwuB\n",
       "iXl4E+DBwnwPApNKxs/P483MbAAM6sXsiIhWFzFXlKTj+3N5ZmbDiaSpwNS+pBmMQLFQ0kYRsSA3\n",
       "Kz2Sx88HNi3MN5l0JjE/DxfHz2+18Ig4vjEs6fP9VWgzs+EgIuYAcxqf6+wnB6PpaRbpPdzk/5cU\n",
       "xh8oabSkLYApwNyIWAAslrRLvrh9UCGNmZl1WEfPKCRdAOwJrC/p78DngJOBmZJmAPOA/QEi4g5J\n",
       "M4E7gGXA4YX3dB8OnAWMBS6LiMs7WW4zM+uhnn3x0Ccpijdopesfvd9k1u4mrt7pViRN+3TdXr6B\n",
       "zKvbyzeQeY2c8g1kXt1evs7l1U7zfrOMH+FhZmaVHCjMzKySA4WZmVVyoDAzs0oOFGZmVsmBwszM\n",
       "KjlQmJlZJQcKMzOr5EBhZmaVHCjMzKySA4WZmVVyoDAzs0oOFGZmVsmBwszMKjlQmJlZJQcKMzOr\n",
       "5EBhZmZ9qx+QAAAKhElEQVSVHCjMzKySA4WZmVVyoDAzs0oOFGZmVsmBwszMKjlQmJlZJQcKMzOr\n",
       "5EBhZmaVHCjMzKySA4WZmVVyoDAzs0oOFGZmVsmBwszMKjlQmJlZJQcKMzOr5EBhZmaVHCjMzKyS\n",
       "A4WZmVUaUoFC0nRJd0q6W9KnB7s8ZmYjwZAJFJJGAd8FpgPbAu+RtM3glsrMbPgbMoEC2Bm4JyLm\n",
       "RcRS4EfAPoNcJjOzYW8oBYpJwN8Lnx/M48zMrIOGUqCIwS6AmdlItOpgF6AP5gObFj5vSjqrWI6k\n",
       "poCiXgvqPU+Z5dOtSJp66bq9fAOZV7eXbyDzGhnlG8i8ur18nc1r5ShiaByoS1oV+CvwRuAhYC7w\n",
       "noj4y6AWzMxsmBsyZxQRsUzSfwBXAKOA0x0kzMw6b8icUZiZ2SCJiGH5BxwC/Aa4Htghj/sO8Gvg\n",
       "58A67dIAWwI3A0uAXevmBXwA+B1wLXABMLpGmj3y8DXAlcDEOuuUxx8KPNeH8k0FHs55XQPsWHP7\n",
       "fQC4CvgVqdmvTl7vKeRzB3BhjTTjgUtzmuuB7WqkWQO4MKe5CFi7JM0VwCPAZ/Jn1agTzWleXLNO\n",
       "NKerUyea0+xZo04sl6YPdaI5rzp1oldeNetEc17vrVEnmtPUqRPNadrWiTzfDnmZ1wJXA1u021+U\n",
       "paHG/qJFusq60SJN2/1Ff/51dGc9WH/AOvkLWxXYHLgOeAvwv3n6QcCXaqQZk8efWfHFl6XbnJ6z\n",
       "tS8Dh9VIs2ph+qHASe3S5PFjgF8Ad/ehfHsCp/Vx+20LnN3X7d40/XvA/jXy+gjwuTx9T+BHbdJc\n",
       "DxwJfCpP3x/4Qkn5JgEH07Mjmd7YDmV1okWase3qRIt0W1TViRZpVquqE2Vp6tSJFnlNraoTLdK8\n",
       "rF2daFXGqjrRIq+PAse1qhMt0vy/dnUiT5sIrJmH3wqcQ/v9RVmaOvuLsnSbV9WNFmkq9xf9/TeU\n",
       "usf2xc6kndSyiJgHjCNVrp/n6T/Pn9uleT4inliBvOZH/gaB54ClNdIUv4u1gcfbpZE0GjgCOLWP\n",
       "5VsdeIukX0v6tqQxNdLsCzwt6UpJF0kqu4elVRmRtBqpkv+sRl7/ACbk6esCC9ukWQt4CSl4APwe\n",
       "eH1z4SJiftOoPUg7VCivE73SRMS/atSJsnT3takTZWmK85TVibJ1gvZ1olW6qjpRlqZOnWiVV1Wd\n",
       "KEvzGGknDOV1oizNFNrUiZxuYUT8M398DlhGm/1FSZqlEfFMu7rRIt28qrrRIs2ywiyldaM/DddA\n",
       "sS5Q/MKeBNbP/wEW0VPpqtKsu4J5rQsg6aWkI5Mf10kj6e2Sfg/8O3BGzXx2j4hL+1i+PwNbRcQe\n",
       "wGLgkzXSbAKsGxHTgNOBr9XMq7Gd3wpcGxHP1khzI/AaSbcB3wa+USPNA6QzBIC3Ue+7W4/qOtHv\n",
       "KupEq/nfVlEnyuZfB9itTZ0ocxPVdaJMnTpRpVWdKPMzqutEmdvoQ52QtCbwX8BXqVk3mtLUVpau\n",
       "Xd1oTtNmf9GvhmugKB6RQoq4Swrj1mb5HU2rNP8ofA7KlaaTNBk4CzggIp6rkebxiLg0Il4NHEvv\n",
       "ileW5lPAV1qUqyrdI4UynQe8qs46kdpCyf+3q5lXYxu+H/hhzTSHADMjYjtgP1LzRLs0XwfGSPoV\n",
       "aQdWehRbsZyyOtFOqzpRqk2dKM8g4rKKOlHmmJrzNefzVJs6UeZx2teJKq3qRJmjqK4TZU6nZp3I\n",
       "Zzc/Ak6O1Juybd1oSnNn0+SWdaMsXbu6UZamzf6iXw3XQPE7YDdJq0p6EfAUMJt0VEH+P6ddmsKp\n",
       "vyi706U83RJSxfop8OGIuK9m+YrfxSJSe2e7NJsDx0r6JbCxpAtq5jW2MP2NQHMlL0szh56dx07A\n",
       "PXXyioilksaTLo5eXbN8a9JzKv0ovY8ES/OJiI9FxBuAeaSLmGWK3+O1VNeJsjTFca3qRK90ktan\n",
       "uk6UpVm9ML6sTpSVbwrt60RZXuML48vqRFlec2hfJ8rS0aZOlKUpNq+U1YleaerWCUmrkALWJREx\n",
       "K4+urBst0hTLUFo3ytK1qxst0tStG/2jkxdABvOPdIGn0StmR9IX912qe7g0pxlH6tExn3SD3+fb\n",
       "5HVdTvcdUlNIo2dH2YXL5jQzSJXxV6Sjsy3bla9p2l01tkUjr4+S2myvJf14xtfJi3S6f00u59Z1\n",
       "tnth3Ff78F1NztvhGlIz1B410myT57+KdHaxSkmaHwC3A3eTesHUqRPNaerWiWK6i3Od+HubOtGc\n",
       "pk6dWK58fagTzXnVqRO98qpZJ8rStasTzdu9Tp1oTtO2TuR0+5IO8Brfzbfa1Y0WadrWjZJ036bN\n",
       "/qJFmrZ1oz//fB+FmZlVGq5NT2Zm1k8cKMzMrJIDhZmZVXKgMDOzSg4UZmZWyYHCzMwqOVDYsCXp\n",
       "eEmf6Ifl7CNpm8LnEyS9cWWX2yKvqySNk7R5flxFJ/KYKOmyTizbhicHChvO+usmoX8jPT03LTTi\n",
       "81F9R/EKkfQG4K8RsaS/l13IY1RELASekLRjp/Kx4cWBwoYVSZ+R9FdJ15GeKNsY/0FJcyX9UdKF\n",
       "ksbmI/d782t2kTQ+fx5VSPc64B3AVyX9QdKWks6S9O48fZ6kkyTdIukmSTvmp6neI+nDheUclfP/\n",
       "k6TjWxT/vSz/JNVRkn4g6XZJVzSe6CrplZJuzMu6SNKEPH6OpJ3y8PqS7svDh0iaJelq0p3DALNI\n",
       "7woxa8uBwoaNvJM8AHgF6fk8r6bnrOKnEbFzRLwS+AswIx+5zwHenuc5MM/3fGOZEXEDaaf6yYjY\n",
       "MSLuzctsLDeA+yNiB9LjHs4inYG8Bjghl2sa6cmsO5NeQrOTpN1LVmFX0lNcG6YA342Il5OeZPru\n",
       "PP4c4KiIeAXpCamfL5Sl1VnUDsC7I6LxqO25pMesm7XlQGHDye6kZwk9k4PALHoezradpOsk3Qq8\n",
       "j56mpP8lPXcI0lNrz2yx7KoHADYeCncb8NuI+GdEPAY8K2ltYBowTdItpPcjvATYqmQ5m0RE8YnF\n",
       "90XErXn4ZmDz/DC9tSPiujz+bOrt8K+MiCcLnx8mPVTSrK1VB7sAZv0oWH6HLnqOsM8C9o6I2yQd\n",
       "THqjGxFxQ75wPBUYFRF3VCy7lcb7FF4gvViGwufGb+xLEfGDmuvRvFyA5yl/QmhxfZfRc/DXPO/T\n",
       "Jen8oDerxWcUNpz8GninpDGSxgF7FaatBSzIz/V/f1O6c0jvYGj18pclpHc2t1N21hGkdzkfll88\n",
       "g6RJkjYomfchSetVLT8iFpMuRO+Wxx1EzyOw59Hz2O9925R1Y+D+NvOYAQ4UNoxExC2kt4P9CbiM\n",
       "1A7fcBzpPRbXk65RFI+mzye9wazVuxt+BBwl6WZJW1YVoWm5kcs1O+fx29z0NZMUuJpdz/IvDGo+\n",
       "4m98Pph0cf1PwPbAiXn814CPSvoD6Q1txesozcvamRRYzdryY8ZtxJO0L/COiDh4kMsxlfSGs48O\n",
       "QF7nAV/LwdWsks8obEST9B3gJNK7iAdVRMwBpuRms46RtCEwwUHC6vIZhZmZVfIZhZmZVXKgMDOz\n",
       "Sg4UZmZWyYHCzMwqOVCYmVklBwozM6v0/wEW6jIh6suFBQAAAABJRU5ErkJggg==\n"
      ],
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f913d77bb38>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "y_t = [0]*24\n",
    "x_t = ['00', '01', '02', '03', '04', '05', '06', '07', '08', '09', '10', '11', '12', '13', '14', '15', '16', '17', '18', '19', '20', '21', '22', '23']\n",
    "\n",
    "for datum in d:\n",
    "    #print(datum)\n",
    "    for ind, tijd in enumerate(x_t):\n",
    "        if tijd in list(d[datum].keys()):\n",
    "            y_t[ind] += d[datum][tijd]\n",
    "\n",
    "width = .35\n",
    "plt.bar([x+.35 for x in range(24)], y_t, width)\n",
    "plt.ylabel('messages (sub-total)')\n",
    "plt.xlabel('day time (hour)')\n",
    "plt.xticks([x+.55 for x in range(24)], x_t, fontsize = 9)\n",
    "plt.tick_params(\n",
    "axis='x',          # changes apply to the x-axis\n",
    "which='both',      # both major and minor ticks are affected\n",
    "bottom='off',      # ticks along the bottom edge are off\n",
    "top='off',         # ticks along the top edge are off\n",
    "labelbottom='on')\n",
    "plt.title('FCC Help Room: total messages per daytime (Jan-Jul 15)')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The results suggest that there is a time of the day where the activity is higher, with a peak at 20:00 GMT. This is also a suggestion of the broad geographical origin of the members of the group, although it is not conclusive."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.4.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}