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  {
   "cells": [
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "## Explanation \n",
      "##### Created a function that implements the powerlaw behaviour observed through fraxinus.\n",
      "##### Seperate equations for new and returning players implemented\n",
      "##### An addtional facility to increase new players through press releases kicks is added\n"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import math\n",
      "import random\n",
      "from scipy.integrate import simps\n",
      "\n",
      "# Function that calculates number of new and returning visitors per day in to a list\n",
      "# Includes a condition to push new players based on press releases\n",
      "def dailyvisits(days, pressdates):\n",
      "    start = 5000\n",
      "    newplayers = start\n",
      "    visits = []\n",
      "    presspush = 0\n",
      "    for i in days:\n",
      "        # On day one all players are new players\n",
      "        if i == 0:\n",
      "            np = start  # new players\n",
      "            rp = 0 # returning players\n",
      "\n",
      "        # From day two calculate decay and other press pushes\n",
      "        else:\n",
      "            # Press release brings additional new players\n",
      "            # But the addtional players are inverse to time since the release \n",
      "            # Has reached the maximum interested people or loss of novelty??\n",
      "            if i in press:\n",
      "                presspush = start*10/i\n",
      "            np = start*math.pow(i,-1.303) + presspush # new players\n",
      "            rp = (start/5)*math.pow(i,-0.764)  # returning players\n",
      "            \n",
      "        # 12 minutes per new player and 70 minutes per returning player\n",
      "        # visists appended are number of human processing hours contributed\n",
      "        v = round((np*12) + (rp*70))\n",
      "        visits.append(v/60)\n",
      "        \n",
      "        # press pushes are exponentially decayed and are reset to zero\n",
      "        presspush = presspush*math.exp(-0.6)\n",
      "        if presspush < 0:\n",
      "            presspush = 0\n",
      "    return visits\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 17
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "##### Implement the function to produce output for 358 days of Fraxinus with out press releases (after intial publication)\n"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "days=range(1,359)\n",
      "press=[]\n",
      "\n",
      "visits1 = dailyvisits(days, press)\n",
      "total1 = sum(visits1)/24   \n",
      "\n",
      "f = open('visit_fraxinus_model.txt', 'w')\n",
      "print >> f, \"Day\\tPlayers\\tType\"\n",
      "for k in days:\n",
      "    print >> f, days[k-1], \"\\t\", visits1[k-1], \"\\tFraxinus_no_press\"\n",
      "\n",
      "\n",
      "print \"Number of days contributed without press releases\", total1\n",
      "\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Number of days contributed without press releases 785.991666667\n"
       ]
      }
     ],
     "prompt_number": 18
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "##### Implement the function to produce output for 358 days of Fraxinus with press releases"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "press=[9,42,86,90,167]\n",
      "\n",
      "visits2 = dailyvisits(days, press)\n",
      "total2 = sum(visits2)/24   \n",
      "\n",
      "for k in days:\n",
      "    print >> f, days[k-1], \"\\t\", visits2[k-1], \"\\tFraxinus_with_press\"\n",
      "\n",
      "\n",
      "print \"Number of days contributed  with press releases\", total2\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Number of days contributed  with press releases 936.098611111\n"
       ]
      }
     ],
     "prompt_number": 19
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "##### New function created to propagate the information at various rates and at various times \n",
      "##### and see how the progress of the contributions changed over time"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "# Function that calculates number of new and returning visitors per day in to a list\n",
      "# Includes a condition to push new players based on press releases\n",
      "def progvisits(days, pressdates, invites):\n",
      "    # Adjust start to a small number and push it max over period of 2 months\n",
      "    start = 10\n",
      "    newplayers = start\n",
      "    visits = []\n",
      "    presspush = 0\n",
      "    for i in days:\n",
      "        # On day one all players are new players\n",
      "        if i == 0:\n",
      "            np = start  # new players\n",
      "            rp = 0 # returning players\n",
      "\n",
      "        # From day two calculate decay and other press pushes\n",
      "        else:\n",
      "            # Press release brings additional new players\n",
      "            # But the addtional players are inverse to time since the release \n",
      "            # Has reached the maximum interested people or loss of novelty??\n",
      "            if i in press:\n",
      "                presspush = newplayers*invites/(i*0.5)\n",
      "                if start <= 5000:\n",
      "                    newplayers = presspush\n",
      "                    start += presspush\n",
      "                    #print presspush\n",
      "\n",
      "            np = start*math.pow(i,-1.303) + presspush # new players\n",
      "            rp = (start/5)*math.pow(i,-0.764)  # returning players\n",
      "            \n",
      "        # 12 minutes per new player and 70 minutes per returning player\n",
      "        # visists appended are number of human processing hours contributed\n",
      "        v = round((np*12) + (rp*70))\n",
      "        visits.append(v/60)\n",
      "\n",
      "        presspush = presspush*math.exp(-0.6)\n",
      "        if presspush < 0:\n",
      "            presspush = 0\n",
      "    return visits\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 20
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "##### Implement the function to produce output for 358 days with progressive spread to 3 players by each player over a period of 10 days"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "press=range(2,19)\n",
      "invites = 3\n",
      "visits3 = progvisits(days, press, invites)\n",
      "total3 = sum(visits3)/24   \n",
      "\n",
      "for k in days:\n",
      "    print >> f, days[k-1], \"\\t\", visits3[k-1], \"\\tProgress-3players\"\n",
      "\n",
      "\n",
      "print \"Number of days contributed  with press releases\", total3\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Number of days contributed  with press releases 84.1645833333\n"
       ]
      }
     ],
     "prompt_number": 21
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "##### Implement the function to produce output for 358 days with progressive spread to 10 players by each player over a period of 10 days"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "press=range(2,19)\n",
      "invites = 10\n",
      "visits4 = progvisits(days, press, invites)\n",
      "total4 = sum(visits4)/24   \n",
      "\n",
      "for k in days:\n",
      "    print >> f, days[k-1], \"\\t\", visits4[k-1], \"\\tProgress-10players\"\n",
      "\n",
      "\n",
      "print \"Number of days contributed  with press releases\", total4\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Number of days contributed  with press releases 5091.41875\n"
       ]
      }
     ],
     "prompt_number": 22
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "##### Implement the function to produce output for 358 days with spread to 3 players by each player over selected time points"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "press=[2,5,9,14,18,25,37,42,48,56,65,72,86,90,102,110,135,167]\n",
      "invites = 3\n",
      "visits5 = progvisits(days, press, invites)\n",
      "total5 = sum(visits5)/24   \n",
      "\n",
      "for k in days:\n",
      "    print >> f, days[k-1], \"\\t\", visits5[k-1], \"\\tRandom-3players\"\n",
      "\n",
      "\n",
      "print \"Number of days contributed  with press releases\", total5"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Number of days contributed  with press releases 15.7222222222\n"
       ]
      }
     ],
     "prompt_number": 23
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "##### Implement the function to produce output for 358 days with spread to 10 players by each player over selected time points"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "press=[2,5,9,14,18,25,37,42,48,56,65,72,86,90,102,110,135,167]\n",
      "invites = 10\n",
      "visits6 = progvisits(days, press, invites)\n",
      "total6 = sum(visits6)/24   \n",
      "\n",
      "for k in days:\n",
      "    print >> f, days[k-1], \"\\t\", visits6[k-1], \"\\tRandom-10players\"\n",
      "\n",
      "\n",
      "print \"Number of days contributed  with press releases\", total6\n",
      "\n",
      "f.close()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Number of days contributed  with press releases 665.90625\n"
       ]
      }
     ],
     "prompt_number": 24
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "\n",
      "import matplotlib.pyplot as plt\n",
      "fig, axes = plt.subplots(1, 1, figsize=(16, 8))  \n",
      "plt.plot(days, visits1, \"+\", label=\"Fraxinus - no press after release\")\n",
      "plt.plot(days, visits2, \"-\", label=\"Fraxinus - with press releases\")\n",
      "plt.plot(days, visits3, \"--v\", label=\"each player invites 3 players during intial period\")\n",
      "plt.plot(days, visits4, \"--^\", label=\"each player invites 10 players during intial period\")\n",
      "plt.plot(days, visits5, \"-->\", label=\"each player invites 3 players at selected time points\")\n",
      "plt.plot(days, visits6, \"--\", label=\"each player invites 10 players at selected time points\")\n",
      "plt.yscale('log')\n",
      "#plt.xscale('log')\n",
      "plt.xlabel('Days', fontsize=14)\n",
      "plt.ylabel('Number of human processing hours', fontsize=14)\n",
      "plt.title('Time line of human processing contributed', fontsize=24)\n",
      "plt.legend()\n"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 34,
       "text": [
        "<matplotlib.legend.Legend at 0x10df25f90>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
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v59OnT3NeXh6vXbuWa9SowQkJCczM/Mknn/AzzzzD6enpXFBQwHv37i1RnYSw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\n6AINALWpkKX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       "text": [
        "<matplotlib.figure.Figure at 0x10ca0fb10>"
       ]
      }
     ],
     "prompt_number": 34
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 28
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [],
     "language": "python",
     "metadata": {},
     "outputs": []
    }
   ],
   "metadata": {}
  }
 ]
}