anantmalhotra/Unit Cost Model.ipynb

## Unit Cost Model.ipynb
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  "name": ""
 },
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 "worksheets": [
  {
   "cells": [
    {
     "cell_type": "heading",
     "level": 1,
     "metadata": {},
     "source": [
      "Regression Analysis"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "The unit cost for a customer is defined as : Total Cost/Total Speed\n",
      "\n",
      "Model the unit cost of any customer connected at a router-interface (index). This unit cost is the cost incurred for transferring unit bps of traffic (sending + receiving) in accordance with some cost models (unknown)."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%pylab inline\n",
      "import pandas as pd\n",
      "import numpy as np"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "Populating the interactive namespace from numpy and matplotlib\n"
       ]
      }
     ],
     "prompt_number": 1
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Load the dataset data created earlier."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "sparse_frame = pd.read_pickle(\"sparse_frame\")\n",
      "top_frame = pd.read_pickle(\"top_frame\")\n",
      "aggregate_frame = pd.read_pickle(\"aggregate_frame\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 2
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "sparse_frame.sortlevel(level = 0,axis=1,inplace = True)\n",
      "top_frame.sortlevel(level = 0,axis=1,inplace = True)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 3
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Create \"unit_cost\" -- Dependent Variable"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "unit_cost = aggregate_frame['cost','sum'].div(aggregate_frame['speed','sum'],axis=0)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 4
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Since the DV is cost per unit bps (speed), it should be independent of absolute traffic volumes. More specifically, its reasonable to assume that unit cost would depend on the percentage of speed encountered at various levels. Convert all \"speed\" measures to ratio levels.\n",
      "\n",
      ">traffic_ratio = speed (level)/total speed"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "traffic_ratio = sparse_frame['speed','sum'].div(aggregate_frame['speed','sum'],axis=0)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 5
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Here is another measure of weighted average hops\n",
      "> wtd_hops = hopspeed (level)/speed"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "wtd_hops = aggregate_frame['hopspeed','sum'].div(aggregate_frame['speed','sum'],axis=0)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 6
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Start with plotting out a few variables."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fig = plt.figure(figsize=(12,4))\n",
      "ax1 = fig.add_subplot(121)\n",
      "ax1.hist(np.log(unit_cost),bins=20)\n",
      "ax2 = fig.add_subplot(122)\n",
      "ax2.hist(np.log(wtd_hops),bins=20)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 7,
       "text": [
        "(array([  30.,   15.,    9.,   24.,   78.,   60.,   90.,  180.,  207.,\n",
        "        245.,  195.,  148.,  121.,   48.,   45.,   26.,   16.,   10.,\n",
        "          2.,    3.]),\n",
        " array([ 0.69314718,  0.79014247,  0.88713776,  0.98413305,  1.08112833,\n",
        "        1.17812362,  1.27511891,  1.3721142 ,  1.46910949,  1.56610477,\n",
        "        1.66310006,  1.76009535,  1.85709064,  1.95408593,  2.05108122,\n",
        "        2.1480765 ,  2.24507179,  2.34206708,  2.43906237,  2.53605766,\n",
        "        2.63305294]),\n",
        " <a list of 20 Patch objects>)"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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XstUF8eoL/qqqqkrRnbLFuLbBYp4txhwEhTIARNzMzIy7fefOHXd7cXFR0vKZ5ZXtdFZ/\nXZtMJtkv4/1KV+r/f+xHbz+IKmf1d28hSSQSam1tDfvPllQyWbz7Fl64uqA3Tn2V12uPdDXldT/k\nfF8nLd9H+dn4hrxeW+6KmedyZTHmyclJdXZ2lrobnsbGxjQ9Pa1YLKbGxka1t7frk08+0fXr1yVJ\nu3bt0o4dOyRJV69e1fj4uBzHUVdXl+rr6z1/J3N25fDzfuB3Hi/28aV4b6jUPAdhMeYgczZrlAEg\nQrq6uh5qa29v9zw2Ho+rr6+v2F0CcuL3ia885RVhoFAOibVPb1ZZzLPFmBF9jOvw+X3iayGe8mox\nzxZjDoI1ygAAAICHrIXypUuXNDg4qA8++EB///vfJS0/5Wl4eFjDw8O6ePGie+zs7Kzeffddvffe\ne7p27Vrxel2BonShBdKzmGeLMSP6GNc2WMyzxZiDyLr04saNGzp06JAk6dSpU9q6dStPeQIAAEDk\nZS2UvS4CWXnKk+M4ampqcq+G5ilP6bEmyAaLebYYM6KPcW2DxTxbjDmInC/mO3PmjHbv3i2JpzwB\nAAAg+nK6mG98fFw7duzQ5s2bH/oZT3nKDWuCbLCYZ4sxI/oY1zZYzLPFmIPIWiifPXtWW7ZsUWNj\no9vGU57876++6LHQv39+fl5hu3//ft6vnZ+fL3k+2C/c/sWLF8uqP2HsAwBsyPhkvrm5Ob3zzjva\nuXOnJGlhYUGHDx/mKU9lhifzAeEq5yfzFQNzduWo5CfzVcKT/FCZivZkvvr6er355psPtfOUJwAA\nAEQdDxwJCV/X2mAxzxZjRvQxrm2wmGeLMQdBoQwAAAB4oFAOCfcttMFini3GjOhjXNtgMc8WYw6C\nQhkAAADwQKEcEtYE2WAxzxZjRvQxrm2wmGeLMQdBoQwAAAB4oFAOCWuCbLCYZ4sxI/oY1zZYzLPF\nmIOgUAYAAAA8UCiHhDVBNljMs8WYEX2Maxss5tlizEFQKAMAAAAeKJRDwpogGyzm2WLMiD7GtQ0W\n82wx5iAolAEAAAAPFMohYU2QDRbzbDFmRB/j2gaLebYYcxCPlLoDAAAAflWvky5cXcj5+PpHa9Xw\n2Poi9ghRRKEcEtYE2WAxzxZjRvQxrsvf/J2U3hr7Oufjj+5vfqhQtphnizEHwdILAAAAwAOFckhY\nE2SDxTxbjBnRx7i2wWKeLcYcRNalF5cuXdKVK1e0tLSkPXv2aOvWrZqdnVUikVB1dbU6OjrU0NAg\nSWnbAQAAgEqT9YzyjRs3dOjQIb388sv64osvJEkTExPq7+/XK6+8os8++8w9Nl07WBNkhcU8W4wZ\n0ce4tsFini3GHETWQrm9vf2htrq6One7trY2azsAAABQaXJeo3zmzBnt3r1bkuQ4jtteU1Pjbqdr\nB2uCrLCYZ4sxI/oY1zZYzLPFmIPIqVAeHx/Xjh07tHnzZklSKpVyf1ZVVeVup2sHAAAAKk3WQvns\n2bPasmWLGhsb3bbFxUVJy2eQV7YztXtZ/YkmmUxGfv/B2Av5++fn5xW2+/fv5/3a+fn5kuejWPt7\n9+4tq/6Esb/SVi79CfvfM6KJdZw2WMyzxZiDqHJWr5d4wNzcnN555x3t3LlTkrSwsKDDhw/r6tWr\nGh8fl+M46urqUn19vSSlbX9QIpFQa2trEcKx6cLVBb1x6qu8Xnukq8nXDduDvk5avun7s/ENeb0W\nKAeTk5Pq7OwsdTdCw5xdOfy8H/idxyv9eN577AoyZ2e8PVx9fb3efPPNh9rj8bj6+vpybsfyWSg+\nxUWfxTxbjBnRx7i2wWKeLcYcBA8cAQAAADxQKIeET282WMyzxZjL3dLS0pqLq+Ef49oGi3m2GHMQ\nWZ/MBwCoHKdPn9b09LR6enoUj8clpX9qKk9TBYDMOKMcEq6Ut8Fini3GXM66u7v1q1/9ak0bT1P1\nj3Ftg8U8W4w5CAplAIg4nqYKAPmhUA4Ja4JssJhnizFXGp6m6h/j2gaLebYYcxAUygAQcTxNFQDy\nQ6EcEtYE2WAxzxZjrjQ8TdX//rFjx8qqP36flon0Vv//Wtkup/wVe//YsWNl1Z8w9oPI+GS+YrH4\nlKdi3uCbJ/OVD4s3crcYczk/mW9sbEzT09OKxWJqbGxUe3s7T1PNQ6WOa57Ml57Xe0+l5jkIizEX\n7cl8KBxrg9Iqi3m2GHM56+rqeqiNp6n6x7i2wWKeLcYcBEsvAAAAAA8UyiFh/ZgNFvNsMWZEH+Pa\nBot5thhzEBTKAAAAgAcK5ZCwJsgGi3m2GDOij3Ftg8U8W4w5CAplAAAAwAOFckhYE2SDxTxbjBnR\nVy7j+toPd3Xh6kLO/91LLZW6yxWlXPIcJosxB5H19nBLS0tyHEfV1dVh9AcAAPynudv3fN0n/0hX\nUxF7A9iTsVA+ffq0pqen1dPTo3g8Lkk6ceKE+9jT7du3q6WlRZI0OzurRCKh6upqdXR0qKGhochd\nryysCbLBYp4txozoY1zbYDHPFmMOImOh3N3drampqTVtsVhM+/bte+jYiYkJ9ff3S5KGh4fV09NT\nwG4CAAAA4fK9RjmVSmlwcFDHjx/X5OSk215XV+du19bWFqZ3EcKaIBss5tlizIg+xrUNFvNsMeYg\nfD/Curu7290eHR11tx3HcbdramoCdgsAAAAorUB3vVhdEK+sW5akqqqqrK9d/YkmmUxGfv/B2Av5\n++fn5xW2+/fv5/3a+fn5kuejWPt79+4tq/6Esb/SVi79CfvfM6KJdZw2WMyzxZiDqHJWnwr2MDU1\npY0bN7oX883MzGjbtm2SpJGRER04cECSNDQ0pN7eXjmOo5GRER08eDDt70wkEmptbS1UDOZduLrg\n66ro1Y50Nemtsa9De50kHd3frGfjG/J6LVAOJicn1dnZWepuhIY5u3T8zu9+5ma/83ilH897j11B\n5uyMZ5THxsaUTCY1NjamTz75RNJyofz+++/r/fff189+9jP32La2Ng0MDGhgYEBtbW15dSbKOAtl\ng8U8W4wZ0ce4tsFini3GHETGNcpdXV0PtbW3t3seG4/H1dfXV5heGXXth7uau33P9+u4wTwAAEDh\n+b6YD/nJZU2Q3xvLr+AG8+XD4tovizEj+hjXNljMs8WYg6BQBgAgT36/Cax/tFYNj60vYo8AFBKF\nckiSySSf4gywmGeLMSP6ch3Xfr8JPLq/mUK5jFicvyzGHESg28MBAAAAUUWhHBI+vdlgMc8WY0b0\nMa5tsJhnizEHQaEMAAAAeKBQDgn3LbTBYp4txozoY1zbYDHPFmMOgkIZAAAA8EChHBLWBNlgMc8W\nY0b0Ma5tsJhnizEHQaEMAAAAeKBQDglrgmywmGeLMSP6GNc2WMyzxZiDoFAGAAAAPFAoh4Q1QTZY\nzLPFmBF9jGsbLObZYsxBUCgDAAAAHiiUQ8KaoH+pXidduLrg+79rP9wtddezsphnizEj+hjXNljM\ns8WYg3ik1B2APfN3Unpr7Gvfrzu6v1kNj60vQo8AAAAelvWM8tLSklKpVBh9iTTWBNlgMc8WY0b0\nMa5tsJhnizEHkfGM8unTpzU9Pa2enh7F43FJ0uzsrBKJhKqrq9XR0aGGhoaM7QAAYNnK0rNc3Ust\nFbE3ALLJWCh3d3drampqTdvExIT6+/slScPDw+rp6cnYjmXJZJJPcQZYzLPFmBF9xRrXfpeeHelq\nKngf8C8W5y+LMQfh+2K+uro6d7u2tjZrOwAAAFCJfBfKjuO42zU1NVnbsYxPbzZYzLPFmBF9jGsb\nLObZYsxB+C6UV1/YV1VVlbU9ndW3J0kmk+wHuF3L/fv3835tKf5m0P6WOj/ssw8AsKHKWX0q2MPU\n1JQ2btzoXsw3NDSk3t5eOY6jkZERHTx4MGO7l0QiodbW1gKGUf5yWRN04eqC3jj1le/ffaSrKa/b\nrQV5bSn+5tH9zXo2viGvvxkWi2u/LMY8OTmpzs7OUnfDlxMnTrgnNLZv366WlhZJuV2IzZydnt95\n2+/8V8zjy6kvYRzv9R5icf6yGHOQOTvjxXxjY2Oanp5WLBZTY2Oj2tvb1dbWpoGBATmOo66uLvfY\ndO0AgNKLxWLat2/fQ+1ciA0A6WUslL0K3ng8rr6+vpzbsczapzerLObZYsyVKJVKaXBwUI7jqKmp\nyT1DzIXY3hjXNljMs8WYg+DJfABgQHd3t7s9OjrqbnMhNgCk5/tiPuSHC4BssJhnizFXutUFca4X\nYpf6Asqw948dO5bz8agsq/O3sl3q8Rbm/rFjx8qqP+V+ATZnlAHAgJmZGW3btk2SdOfOHbd9cXFR\n0vKZ5ZVtL6u/rn3wq1vr+6gspR4vpd5vaWkx9+95cnJS+aJQDgkTqw0W82wx5ko0MzOjiYkJSdKu\nXbvcdi7E9sa4jh6vx4dveOpZz0eK1z9aq4bH1ofVtVAxtv2hUAYAA9rb2z3buRAbVvh5fPjR/c2R\nLZThD2uUQ8J6Nhss5tlizIg+xjWiirHtD2eUi+DaD3c1d/vemral/9Lo+fXOavdSS8XsFgAAyIHX\nMo1MorxUwzoK5SKYu30vzZOa/pHxdUe6morTIYTG4tovizEj+hjXtvlZpiFV1lINxrY/LL0AAAAA\nPFAoAwVkce2XxZgRfYxrRBVj2x8KZQAAAMADhTJQQBbXflmMGdHHuEZUMbb9oVAGAAAAPFAoAwVk\nce2XxZgRfYxrRBVj2x8KZQAAAMADhTJQQBbXflmMGdHHuEZUMbb9oVAGAAAAPORVKJ84cULDw8Ma\nHh7WxYsX3fbZ2Vm9++67eu+993Tt2rWCdRKoFBbXflmMGdHHuEZUMbb9yesR1rFYTPv27XuofWJi\nQv39/ZKk4eFh9fT0BOsdAAAAUCJ5FcqpVEqDg4NyHEdNTU1qbW2VJNXV1bnH1NbWFqaHQAWxuPbL\nYsworP/12bf6+uZiTsfu37lZ/7VpY5F7xLhGdDG2/cmrUO7u7na3R0dH3W3HcdztmpqaAN0CAFjg\nOI6u/OP/6uLs7ZyOb31iQ5F7BAD/EvhivtUFcSqVcrerqqoyvm71GplkMhmp/fn5+YyxF9r9+/dD\n/XtB/2bQ/pY6v5n2V7bLpT9h7B87dqys+hPGPqKPPCOqGNv+5HVGeWZmRtu2bZMk3blzx21fXFz+\n6sxxHHc7ndWn/h/8GqDS93/yk59I+ofC8sgjeaWxZH8zaH9LnV/21+63tLRE+t+z1/7k5KQAANGX\nd6E8MTEhSdq1a5fb3tbWpoGBATmOo66ursL0EKggFtd+WYwZ0ce4hh/V66QLVxdyPr7+0Vo1PLa+\niD1Kj7HtT16Fcnt7u2d7PB5XX19foA4BAFAq1364q7nb93I+/l5qqYi9QaWYv5PSW2Nf53z80f3N\nJSuU4U/439kDefL7iX1FmJ/ck8mkuU/rFmNGdM3dvqc3Tn2V8/FHupqK2Bug8Jiz/aFQRsXw+4l9\nBZ/cAQBAPniENVBAFj+lW4wZACoVc7Y/FMoAAACABwploIAs3p/SYswAUKmYs/2hUAYAAAA8UCgD\nBWRx7ZfFmAGgUjFn+1MRd734P9/f0bc/3PX9ui2P1qpp04/y+pt+76W5GvfVBIDi8Ts/l/LhDoCX\nSnpAiXUVUSh/+8Nd/c+Pp32/7r/veSLvQtnvvTRX476adlm8P6XFmFFafudnbhGJclPKB5QwZ/tT\nEYUyEES+DyqR+BQPAIBlFMqIvHwfVCL5/xRv8VO6xZgBoFIxZ/vDxXwAAACAh8ifUc73ojwuyEM+\nLK79shgzAISpkBf/MWf7E/lCOd+L8rggDwCiwU+RwUkSlKNSXvxnXeQLZSBMFj+lW4wZlcVPkcFJ\nEkQdc7Y/FMpAROS7zIg7ewAA4K2ghfLs7KwSiYSqq6vV0dGhhoaGQv56oOyVcu1XvsuMgn5Fx3q3\nysa8DdjCnO1PQQvliYkJ9ff3S5KGh4fV09NTyF8PoAiC3mcalY15GwDSK2ihXFdX527X1vIGisrn\nt4jc8NSzunB1Ie/lDKV4dHrQ+0xzZqKyMW8Dtjw4Z/NI+MwKWig7juNu19TUFPJXAyWRbxGZ73KG\nSnt0er5no61NtOWMeRuIHr93evkff57O+Xdbu6NGQQvlVCrlbldVVRXs9255tFb/re0J36975t8e\n1eK9VPZtxmI+AAAFjUlEQVQDgQLLt4CstFtThf1BIggudvRWrHk7V1VVVfr3n2/WC9t+ktPxz/zb\nj3Xn/1XWvxMgbNzppXCqnNWnEwIaGhpSb2+vHMfRyMiIDh486Hnc+fPn9f333xfqzwJAqDZu3Kjn\nnnuu1N0oiFzmbeZsAJUsyJxd0EL56tWrGh8fl+M46urqUn19faF+NQCgCJi3ASC9ghbKAAAAQFSs\nK3UHAAAAgHJEoQwAAAB4KJtCeWlpac3V16hsFvNJzNFnLd6os5hPizEDQRT09nDZXLp0SVeuXNHS\n0pL27NmjrVu3SpJOnz6t6elp9fT0KB6Ph9mloksXc5QfG5sun3Nzc/qP//gP/ehHP1JLS4ueeuqp\nEvaysNLF/PXXX+v8+fNaWlrSL3/5S/30pz8tYS8LK13MR48e1Y4dOyRJ3333nV577bVSdbGgMs1T\n09PTOn/+vNavX6/u7u6KfHCHnznpxIkTbrG1fft2tbS0hNXNgvHzvhOV+dpPzFHI8Yp078NeopJr\nPzFHJdeffvqprl+/Lkl68sknM97lwleenRCNj4+72ydPnlzzs0uXLjnffvttmN0JRbqYP/zwQ3d7\naGgo1D6FwSufp0+fdrfPnj0bdpeKzivmU6dOudsPjvko8Ip5cXHR3R4dHQ27S0XlFe+tW7ecZDJZ\noh4Vjp856eOPPy52d0KR6/tOlObrXGOOSo4dJ3Pt8aCo5NpPzFHK9Yo///nPGX/uJ8+hnlFub28P\n88+VhXQxW3xs7Pr167W4uKja2lp9/vnn2r17d+RjT6VSWlpakuM4a56AFmWxWEzS8jcIFm419vnn\nn2vjxo0aHBzUM888o6effrrUXcqLnzkplUppcHBQjuOoqalJra2txe5eSVmcr6OUYz+1R1Ry7Sfm\nKOX6m2++0fHjx9Xb25vxOD95DrVQXnHmzBnt3r27FH+6ZB6M2TH42Ni9e/fq9OnTunfvnp5++mn9\n85//rOiJKBfPPPOMjh49Kkk6fPhwiXsTrqmpKe3Zs6fU3Si6ubk5SdKhQ4d08uRJNTc3a926srn8\nI2d+5qTu7m53e3R0tGh9KhcW5+so5jiX2iNquc4l5ijlurGxUa+//ro+/PDDjMs7/eS5KIXyd999\npz/96U9r2g4cOKAnn3xS4+Pj2rFjhzZv3lyMP10yfmMu9WNjCyFTzF4eeeQRHThwQJI0PDysH//4\nx0XvY6H5jfnChQv6/e9/r6WlJY2MjOjXv/51GN0sKL8xr7hz5457drmS5BPvytmbJ554Qjdv3qzI\n+S3fOSkKxUQ2UZivg4hCjnOtPaKU63zqrSjkOhaLacOGDRmP8ZPnohTKmzdv1u9+97uH2s+ePast\nW7aosbGxGH+2pPzGvLi4KGn5U83KdqVJF3M233//vW7fvl2RZ5P9xrwS47p16yp2Asonz0tLSxV5\nVlXyH+/TTz+t6elpNTc369atW/rFL35RxN4VT7o56csvv9S6dev085//3G2bmZnRtm3bJC1/IIoS\nr3ijMF9nEvUcp3sfjnKu/cQclVzfvHlTmzZtkrT2jHHQPIe29OL69es6d+6cdu7cqcuXL2thYcH9\nKnpsbEzT09OKxWJqbGyMzFrmTDG3tbVpYGDAfWxslKTL58WLF3X58mU5jqPf/OY3Je5lYaWLuamp\nSYODg5JUsQVUOpn+3f7tb39Tc3NzCXtXeOni3bVrlz744ANdvHhRjz/+eMV+IEo3J/3lL39RVVXV\nQ2+sExMTkpbjr0Tp8ukVb1Tmaz8xRyHH0vLSqHTvw1HNtd+Yo5Lrc+fO6e7du5Kk559/3m0Pmmce\nYQ0AAAB4qMzvRgEAAIAio1AGAAAAPFAoAwAAAB4olAEAAAAPFMoAAACABwplAAAAwAOFMgAAAOCB\nQhkAAADw8P8BeLk/jfOBalAAAAAASUVORK5CYII=\n",
       "text": [
        "<matplotlib.figure.Figure at 0x108533e10>"
       ]
      }
     ],
     "prompt_number": 7
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "The histogram on unit cost is evidence of a mixture, wherein three well seperated distributions exist. This hints at using a categorical predictor to seperate out those cases and fit individual models."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "pd.concat(dict(unit_cost = np.log(unit_cost),median_hops = aggregate_frame['hops','median']),axis=1).boxplot(by=\"median_hops\",figsize = (10,5))"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 8,
       "text": [
        "<matplotlib.axes.AxesSubplot at 0x1111d72d0>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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AHpUl8sfXVYlcJ9GaPAddMg5m7chWA7IVK8ZBpnoe2XJE1VsBxvap/8ArO9ve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\n",
       "text": [
        "<matplotlib.figure.Figure at 0x1111e1150>"
       ]
      }
     ],
     "prompt_number": 8
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Lets create a dataset for performing regression on *unit_cost (dv)* with *wtd_hops (iv)* :"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "from sklearn import preprocessing\n",
      "\n",
      "data = pd.concat(dict(unit_cost=np.log(unit_cost),wtd_hops=np.log(wtd_hops-1)),axis=1).reset_index()\n",
      "data[['unit_cost','wtd_hops']] = preprocessing.scale(data[['unit_cost','wtd_hops']])\n",
      "data['country'] = data['level_0']\n",
      "data['region'] = data['level_1']\n",
      "data['pop'] = data['level_2']\n",
      "data['rtr'] = data['level_3']\n",
      "data['asn'] = data['level_4']\n",
      "data.set_index(['level_0','level_1','level_2','level_3','level_4'],inplace=True)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 9
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Here is the distribution of number of customer-interfaces (Y) connected at a country/region/pop/router (X):"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fig = plt.figure(figsize = (17,12))\n",
      "ax1 = fig.add_subplot(221)\n",
      "ax2 = fig.add_subplot(222)\n",
      "ax3 = fig.add_subplot(223)\n",
      "ax4 = fig.add_subplot(224)\n",
      "data['country'].value_counts().plot(kind=\"bar\",ax=ax1)\n",
      "data['region'].value_counts().plot(kind=\"bar\",ax=ax2)\n",
      "data['pop'].value_counts().plot(kind=\"bar\",ax=ax3)\n",
      "data['rtr'].value_counts().plot(kind=\"bar\",ax=ax4)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 10,
       "text": [
        "<matplotlib.axes.AxesSubplot at 0x1123aa690>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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3uLA5nlyLdS1fm1jyDW6sa/naxLqWr01sss9N6BEHAABWamtr1draqsLCQpWV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\nuQEA0fG9Mx7PEA4AqTd79mwdPnxYR48e1aJFi3TfffdJkk6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0a+9jXY/v5bpNWUzVbcri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\n7C5y5E5xcTEEAgFnUaC+vp5XzIiofXu/BPb29vIKCLW2tvpU9fZm3rx5v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       "text": [
        "<matplotlib.figure.Figure at 0x111788e10>"
       ]
      }
     ],
     "prompt_number": 10
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Clearly, some levels in country/region/pop (eg. CENTRAL AMERICA, AUSTRALIA) are relatively under sampled for any estimation procedure to fit reasonably well. One may either introduce shrinkage/penalization with random effects on the parameter estimates OR remove all such cases."
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "It turns out that using reference country as a categorical predictor discriminates the observations showing similar pattern with wtd_hops. Lets use this information to deploy a linear regression with *wtd_hops* (Continuous) and *country* (Categorical) predictors.\n",
      "\n",
      "Note: reference country implies the entity which is considered from the cost liability perspective while sending/receiving traffic."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import statsmodels.api as sm\n",
      "import patsy\n",
      "levels = ['NORTH AMERICA','EUROPE','ASIA','SOUTH AMERICA','CENTRAL AMERICA','AUSTRALIA']\n",
      "formula = 'unit_cost~wtd_hops*C(country,levels = levels)'\n",
      "y,X = patsy.dmatrices(formula,data,return_type='dataframe')\n",
      "mod = sm.OLS(y,X).fit()\n",
      "print mod.summary()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "output_type": "stream",
       "stream": "stdout",
       "text": [
        "                            OLS Regression Results                            \n",
        "==============================================================================\n",
        "Dep. Variable:              unit_cost   R-squared:                       0.987\n",
        "Model:                            OLS   Adj. R-squared:                  0.987\n",
        "Method:                 Least Squares   F-statistic:                 1.039e+04\n",
        "Date:                Mon, 28 Jul 2014   Prob (F-statistic):               0.00\n",
        "Time:                        18:24:36   Log-Likelihood:                 1150.6\n",
        "No. Observations:                1552   AIC:                            -2277.\n",
        "Df Residuals:                    1540   BIC:                            -2213.\n",
        "Df Model:                          11                                         \n",
        "=========================================================================================================================\n",
        "                                                            coef    std err          t      P>|t|      [95.0% Conf. Int.]\n",
        "-------------------------------------------------------------------------------------------------------------------------\n",
        "Intercept                                                -0.0801      0.003    -25.669      0.000        -0.086    -0.074\n",
        "C(country, levels=levels)[T.EUROPE]                       0.0670      0.010      6.417      0.000         0.047     0.087\n",
        "C(country, levels=levels)[T.ASIA]                         3.5817      0.025    144.803      0.000         3.533     3.630\n",
        "C(country, levels=levels)[T.SOUTH AMERICA]                0.6715      0.053     12.678      0.000         0.568     0.775\n",
        "C(country, levels=levels)[T.CENTRAL AMERICA]              0.0748      0.067      1.117      0.264        -0.057     0.206\n",
        "C(country, levels=levels)[T.AUSTRALIA]                    6.2216      0.168     37.000      0.000         5.892     6.551\n",
        "wtd_hops                                                  0.7887      0.004    221.628      0.000         0.782     0.796\n",
        "wtd_hops:C(country, levels=levels)[T.EUROPE]              0.0954      0.007     14.408      0.000         0.082     0.108\n",
        "wtd_hops:C(country, levels=levels)[T.ASIA]               -0.3271      0.019    -17.014      0.000        -0.365    -0.289\n",
        "wtd_hops:C(country, levels=levels)[T.SOUTH AMERICA]       1.1122      0.048     23.297      0.000         1.019     1.206\n",
        "wtd_hops:C(country, levels=levels)[T.CENTRAL AMERICA]     0.0451      0.082      0.548      0.584        -0.116     0.207\n",
        "wtd_hops:C(country, levels=levels)[T.AUSTRALIA]          -0.7358      0.128     -5.728      0.000        -0.988    -0.484\n",
        "==============================================================================\n",
        "Omnibus:                     1338.577   Durbin-Watson:                   1.548\n",
        "Prob(Omnibus):                  0.000   Jarque-Bera (JB):           169733.248\n",
        "Skew:                           3.397   Prob(JB):                         0.00\n",
        "Kurtosis:                      53.780   Cond. No.                         73.2\n",
        "==============================================================================\n"
       ]
      }
     ],
     "prompt_number": 11
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Here is a plot of the distinct regression lines:"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fig = plt.figure(figsize = (10,6))\n",
      "groups = data.groupby(['country'])\n",
      "country = pd.unique(data['country']).tolist()\n",
      "colors = ['r','g','b','c','m','k']\n",
      "for value,group in groups:\n",
      "    idx = group.index\n",
      "    plt.scatter(data['wtd_hops'][idx],data['unit_cost'][idx],c=colors[country.index(value)],s=100,alpha=0.3)\n",
      "    plt.xlabel(\"wtd_hops\")\n",
      "    plt.ylabel(\"unit_cost\")\n",
      "    plot, = plt.plot(data['wtd_hops'][idx],mod.fittedvalues[idx],c=colors[country.index(value)],ls='-',label=value)\n",
      "    legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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bvmXLlrltZ2VlMXToUOx2Ow6Hw7sP2UKkxUEIIYQQoos5FHqoRa4z2jq6Wefd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\nggMAAACAiwgOAAAAAC76AaH7uMTBIQADAAAAAElFTkSuQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x11622e890>"
       ]
      }
     ],
     "prompt_number": 12
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Diagnostics"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "We cannot test for all possible problems in a regression model, thus if the model is correct then residuals should resemble a $N(0, \\sigma^2)$ distributed random variable."
     ]
    },
    {
     "cell_type": "heading",
     "level": 3,
     "metadata": {},
     "source": [
      "Standard diagnostic plots"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import rpy2\n",
      "%load_ext rmagic"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 13
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "Rdata = data[['unit_cost','wtd_hops','country']]\n",
      "%Rpush Rdata"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 14
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%%R\n",
      "mod = lm(unit_cost ~ wtd_hops*C(country),data=Rdata)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 15
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%%R -h 1000 -w 1000\n",
      "par(mfrow=c(2,2))\n",
      "plot(mod, pch=21, bg='blue', cex=1)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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InID6MKuGOmhurK0Odp8eGZxr3fBgTq/jMSkOSUwBgppl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OTVT1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imAtMlAcZcvXxZpBTly5Aj6ItkiQiXA/69t27YhpFIrvCxRDXk/QoUfTjfnskyyNFM4CVve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\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llUGDhgUA9Hr1WgHsL+HW3gnr+4fUpj5I1t+Ypq3+iRMnPn+/gb3W53koHSqwfx3+A04E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\nA7JBdgOIoIBxAAAAAElFTkSuQmCC\n"
      }
     ],
     "prompt_number": 16
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Influential Observations"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Influence plots provide an assessment of the influence of each observation. Usually, this is done by dropping an entire case from the dataset and refitting the model. If the case-omitted model is very different than the one using all the data then the particular case is influential for estimating the regression function. There are various standard measures of influence.\n",
      "\n",
      "**DFFITS** measures how much the regression function changes at the i-th observation when the i-th observation is deleted. For small/medium datasets, a value of 1 or greater is considered \"suspicious\". For larger datasets, a value greater than $ 2\\sqrt{(p+1)/n} $ is generally used."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%%R -h 600 -w 800\n",
      "plot(dffits(mod), pch=21, bg='blue', cex=1, ylab=\"DFFITS\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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UkcZPCEAAAhCAAAQgAAEIxIAAAUgMBgETIAABCEAAAhCAAAQgkCkECEAyZaTxEwIQgAAE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ggAAC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\n"
      }
     ],
     "prompt_number": 17
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%%R\n",
      "print(Rdata[which(dffits(mod) > 1),])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "                                                      unit_cost   wtd_hops\n",
        "('ASIA', 'SINGAPORE', 'SIN', 281, 4657)               3.6227922 -0.5985200\n",
        "('ASIA', 'SOUTH KOREA', 'SEO', 276, 1239)             4.6945593  1.5934130\n",
        "('ASIA', 'TAIPEI', 'TPI', 338, 1239)                  4.6805311  1.4795522\n",
        "('CENTRAL AMERICA', 'PUERTO RICO', 'PV', 233, 10507) -0.9822873 -1.1759763\n",
        "('EUROPE', 'UK', 'LON', 152, 1239)                    2.1498035  0.4088743\n",
        "('EUROPE', 'UK', 'LON', 154, 6453)                   -0.3062144 -1.4313253\n",
        "('SOUTH AMERICA', 'BRAZIL', 'SPB', 297, 22071)       -0.8713024 -1.0341477\n",
        "('SOUTH AMERICA', 'BRAZIL', 'SPB', 298, 1239)         4.3228823  1.4833293\n",
        "                                                             country\n",
        "('ASIA', 'SINGAPORE', 'SIN', 281, 4657)                         ASIA\n",
        "('ASIA', 'SOUTH KOREA', 'SEO', 276, 1239)                       ASIA\n",
        "('ASIA', 'TAIPEI', 'TPI', 338, 1239)                            ASIA\n",
        "('CENTRAL AMERICA', 'PUERTO RICO', 'PV', 233, 10507) CENTRAL AMERICA\n",
        "('EUROPE', 'UK', 'LON', 152, 1239)                            EUROPE\n",
        "('EUROPE', 'UK', 'LON', 154, 6453)                            EUROPE\n",
        "('SOUTH AMERICA', 'BRAZIL', 'SPB', 297, 22071)         SOUTH AMERICA\n",
        "('SOUTH AMERICA', 'BRAZIL', 'SPB', 298, 1239)          SOUTH AMERICA\n"
       ]
      }
     ],
     "prompt_number": 18
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "**Cook\u2019s distance** measures how much the entire regression function changes when the i-th case is deleted."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%%R -h 600 -w 800\n",
      "plot(cooks.distance(mod), pch=21, bg='blue', cex=1, ylab=\"Cook's distance\")\n",
      "print(Rdata[which(cooks.distance(mod) > 1),])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "                                                      unit_cost   wtd_hops\n",
        "('ASIA', 'JAPAN', 'TOK', 372, 17506)                  1.4957044 -3.2978603\n",
        "('CENTRAL AMERICA', 'PUERTO RICO', 'PV', 233, 10507) -0.9822873 -1.1759763\n",
        "('SOUTH AMERICA', 'BRAZIL', 'SPB', 297, 22071)       -0.8713024 -1.0341477\n",
        "('SOUTH AMERICA', 'BRAZIL', 'SPB', 298, 1239)         4.3228823  1.4833293\n",
        "('SOUTH AMERICA', 'VENEZUELA', 'CAR', 49, 1239)       0.2107174  0.2738864\n",
        "                                                             country\n",
        "('ASIA', 'JAPAN', 'TOK', 372, 17506)                            ASIA\n",
        "('CENTRAL AMERICA', 'PUERTO RICO', 'PV', 233, 10507) CENTRAL AMERICA\n",
        "('SOUTH AMERICA', 'BRAZIL', 'SPB', 297, 22071)         SOUTH AMERICA\n",
        "('SOUTH AMERICA', 'BRAZIL', 'SPB', 298, 1239)          SOUTH AMERICA\n",
        "('SOUTH AMERICA', 'VENEZUELA', 'CAR', 49, 1239)        SOUTH AMERICA\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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AgAABAnURkIDUZaXNkwABAgQIECBAgEAXCEhAumARhECAAAECBAgQIECgLgISkLqstHkS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\n4Kt2AAAAAElFTkSuQmCC\n"
      }
     ],
     "prompt_number": 19
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Similar cases are encountered as both DFFITS and Cook's distance measure changes in fitted values. The difference is that one measures the influence on one fitted value, while the other measures the influence on the entire vector of fitted values."
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "We may also exploit R's internal influencial point flagging rules: call influence.measures for a summary."
     ]
    },
    {
     "cell_type": "heading",
     "level": 2,
     "metadata": {},
     "source": [
      "Outliers"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "The essential definition of an outlier is an observation that does not follow the model, while most other observations seem to follow the model. A more rigorous definition that we are using is:\n",
      "\n",
      "> A datum is considered to be an outlier if it will not \ufb01t the \u201ctrue\u201d model instantiated by the \u201ctrue\u201d set of parameters within some error threshold that de\ufb01nes the maximum deviation attributable to the e\ufb00ects of noise."
     ]
    },
    {
     "cell_type": "heading",
     "level": 3,
     "metadata": {},
     "source": [
      "Outlier in predictors:"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "The X values of the observation may lie outside the \u201ccloud\u201d of other X values. This means that one is extrapolating the model inappropriately. One way to detect outliers in the predictors, besides just looking at the actual values themselves, is through their leverage values, defined by the diagonal elements in the Hat Matrix."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%%R -h 600 -w 800\n",
      "plot(hatvalues(mod), pch=21, bg='blue', cex=1, ylab='Hat values')\n",
      "print(Rdata[which(hatvalues(mod)>0.1),])"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "                                                      unit_cost   wtd_hops\n",
        "('ASIA', 'HONGKONG', 'HK', 118, 10026)                3.0008912 -1.5729639\n",
        "('ASIA', 'JAPAN', 'TOK', 372, 17506)                  1.4957044 -3.2978603\n",
        "('AUSTRALIA', 'AUSTRALIA', 'SYD', 319, 1239)          6.2356401  1.7808993\n",
        "('AUSTRALIA', 'AUSTRALIA', 'SYD', 322, 1239)          6.1682493  0.5063284\n",
        "('CENTRAL AMERICA', 'PUERTO RICO', 'PV', 233, 10507) -0.9822873 -1.1759763\n",
        "('CENTRAL AMERICA', 'PUERTO RICO', 'PV', 234, 1239)   0.5615199  0.6498652\n",
        "('CENTRAL AMERICA', 'PUERTO RICO', 'PV', 234, 14979)  0.3185531  0.4227358\n",
        "('SOUTH AMERICA', 'BRAZIL', 'SPB', 297, 1239)         2.6001882  1.1481815\n",
        "('SOUTH AMERICA', 'BRAZIL', 'SPB', 297, 22071)       -0.8713024 -1.0341477\n",
        "('SOUTH AMERICA', 'BRAZIL', 'SPB', 298, 1239)         4.3228823  1.4833293\n",
        "('SOUTH AMERICA', 'CHILE', 'SNT', 295, 1239)          3.3432845  1.5872199\n",
        "('SOUTH AMERICA', 'VENEZUELA', 'CAR', 49, 1239)       0.2107174  0.2738864\n",
        "('SOUTH AMERICA', 'VENEZUELA', 'CAR', 50, 11562)     -0.3720999 -0.4675539\n",
        "                                                             country\n",
        "('ASIA', 'HONGKONG', 'HK', 118, 10026)                          ASIA\n",
        "('ASIA', 'JAPAN', 'TOK', 372, 17506)                            ASIA\n",
        "('AUSTRALIA', 'AUSTRALIA', 'SYD', 319, 1239)               AUSTRALIA\n",
        "('AUSTRALIA', 'AUSTRALIA', 'SYD', 322, 1239)               AUSTRALIA\n",
        "('CENTRAL AMERICA', 'PUERTO RICO', 'PV', 233, 10507) CENTRAL AMERICA\n",
        "('CENTRAL AMERICA', 'PUERTO RICO', 'PV', 234, 1239)  CENTRAL AMERICA\n",
        "('CENTRAL AMERICA', 'PUERTO RICO', 'PV', 234, 14979) CENTRAL AMERICA\n",
        "('SOUTH AMERICA', 'BRAZIL', 'SPB', 297, 1239)          SOUTH AMERICA\n",
        "('SOUTH AMERICA', 'BRAZIL', 'SPB', 297, 22071)         SOUTH AMERICA\n",
        "('SOUTH AMERICA', 'BRAZIL', 'SPB', 298, 1239)          SOUTH AMERICA\n",
        "('SOUTH AMERICA', 'CHILE', 'SNT', 295, 1239)           SOUTH AMERICA\n",
        "('SOUTH AMERICA', 'VENEZUELA', 'CAR', 49, 1239)        SOUTH AMERICA\n",
        "('SOUTH AMERICA', 'VENEZUELA', 'CAR', 50, 11562)       SOUTH AMERICA\n"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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durX32jEv8AQBBBBAAAEEEEAAAQScFPBFAmJyxYoVk7/+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\nYII=\n"
      }
     ],
     "prompt_number": 20
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "As evident in the scatterplots above, those levels of *country* where there are very few observations are particularly high leverage. This may cause problems in the parameter estimation for those levels, there are two ways to deal with this problem:\n",
      "\n",
      "* Introduce penalization/random effects on the parameter estimates, which in our case boils down to effectively implementing a multilevel model\n",
      "* Remove the cases where we encounter the situation of under represented levels apriori"
     ]
    },
    {
     "cell_type": "heading",
     "level": 3,
     "metadata": {},
     "source": [
      "Outlier in response:"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "The Y value of the observation may lie very far from the fitted model, i.e. if the studentized residuals are large, the observation may be an outlier.\n",
      "\n",
      "* Consider a crude outlier test that tries to find residuals that are larger than they should be. \n",
      "* Since studentized residuals are t distributed, we could just compare them to the T distribution and reject if their absolute value is too large. \n",
      "\n",
      "Doing this for every observation results in n different hypothesis tests, this causes a problem: if n is large, one will get many outliers by chance even if model is correct due to Type I errors. Every large data set would have outliers flagged, despite the model being entirely correct !"
     ]
    },
    {
     "cell_type": "heading",
     "level": 4,
     "metadata": {},
     "source": [
      "Multiple comparisons"
     ]
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "This problem we identified is known as multiple comparisons or simultaneous inference. Perform n hypothesis tests while still controlling the probability of obtaining false positives.\n",
      "\n",
      "The solution is to divide the p-value cutoffs by n, the number of tests. This is known as a Bonferroni correction, if we are doing many t (or other) tests, say m, we can control overall false positive rate at $\\alpha$ by testing each one at level $\\alpha/m$."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%%R\n",
      "n = nrow(Rdata)\n",
      "cutoff = qt(1 - 0.001/ (2*n), (n - 4))\n",
      "outliers = Rdata[which(abs(rstudent(mod)) > cutoff),]\n",
      "print(outliers)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "text": [
        "                                                 unit_cost   wtd_hops\n",
        "('ASIA', 'JAPAN', 'TOK', 329, 1239)              3.1045187  0.6566018\n",
        "('ASIA', 'JAPAN', 'TOK', 372, 17506)             1.4957044 -3.2978603\n",
        "('EUROPE', 'UK', 'LON', 152, 1239)               2.1498035  0.4088743\n",
        "('EUROPE', 'UK', 'LON', 154, 6453)              -0.3062144 -1.4313253\n",
        "('NORTH AMERICA', 'NE USA', 'NYC', 175, 1239)    0.9151874  0.3259162\n",
        "('SOUTH AMERICA', 'BRAZIL', 'SPB', 297, 22071)  -0.8713024 -1.0341477\n",
        "('SOUTH AMERICA', 'BRAZIL', 'SPB', 298, 1239)    4.3228823  1.4833293\n",
        "('SOUTH AMERICA', 'VENEZUELA', 'CAR', 49, 1239)  0.2107174  0.2738864\n",
        "                                                      country\n",
        "('ASIA', 'JAPAN', 'TOK', 329, 1239)                      ASIA\n",
        "('ASIA', 'JAPAN', 'TOK', 372, 17506)                     ASIA\n",
        "('EUROPE', 'UK', 'LON', 152, 1239)                     EUROPE\n",
        "('EUROPE', 'UK', 'LON', 154, 6453)                     EUROPE\n",
        "('NORTH AMERICA', 'NE USA', 'NYC', 175, 1239)   NORTH AMERICA\n",
        "('SOUTH AMERICA', 'BRAZIL', 'SPB', 297, 22071)  SOUTH AMERICA\n",
        "('SOUTH AMERICA', 'BRAZIL', 'SPB', 298, 1239)   SOUTH AMERICA\n",
        "('SOUTH AMERICA', 'VENEZUELA', 'CAR', 49, 1239) SOUTH AMERICA\n"
       ]
      }
     ],
     "prompt_number": 21
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "This plot represents residuals VS leverage, observations having large values in both dimensions are deemed influential outliers."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%%R -h 600 -w 800\n",
      "plot(mod, pch=21, bg='blue', cex=1, which=5)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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zp43H0Hs09kSNHg0Q17ZVcuJoC0T9yKn/GqiuPDQ2Rmd2vGxj+ak/qil2IQABCJQ4AsyA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wJbJH/XiwgCgkBSR4BftoPrg3BIsGvie+RaOJ+sT+YY6l7nfTKDl7ttB4po2pwinu1L2pHPqzhZ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\ngARIgAQ0gf8DPqIrS3ExnpgAAAAASUVORK5CYII=\n"
      }
     ],
     "prompt_number": 22
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Lets dig a little deeper into the cases found above:"
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "import statsmodels.stats.outliers_influence as infl\n",
      "influence  = infl.OLSInfluence(mod)\n",
      "diagnose = influence.summary_frame()"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 23
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "%Rpull cutoff\n",
      "data['dffits'] = 0\n",
      "data['cooksd'] = 0\n",
      "data['leverage'] = 0\n",
      "data['rstudent'] = 0\n",
      "\n",
      "data.loc[abs(diagnose.dffits)>1,\"dffits\"] = 1\n",
      "data.loc[abs(diagnose.dffits)>1,\"cooksd\"] = 1\n",
      "data.loc[abs(diagnose.hat_diag)>0.1,\"leverage\"] = 1\n",
      "data.loc[abs(diagnose.student_resid)> cutoff[0],\"rstudent\"] = 1"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 24
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "Mark all outliers/influential cases as obtained from the statistics described above, below is a visualization of those points of interest (with big markers). A case-by-case further inspection should be worthwhile in understanding why such points have been flagged."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fig = plt.figure(figsize = (16,12))\n",
      "ax1 = fig.add_subplot(221)\n",
      "ax1.set_title('DFFITS')\n",
      "ax1.scatter(data.wtd_hops,data.unit_cost,c=pd.Categorical(data.country).labels,s=np.exp(3+2*data.dffits),alpha = 0.6)\n",
      "ax2 = fig.add_subplot(222)\n",
      "ax2.set_title('COOKSD')\n",
      "ax2.scatter(data.wtd_hops,data.unit_cost,c=pd.Categorical(data.country).labels,s=np.exp(3+2*data.cooksd),alpha = 0.6)\n",
      "ax3 = fig.add_subplot(223)\n",
      "ax3.set_title('High Leverage')\n",
      "ax3.scatter(data.wtd_hops,data.unit_cost,c=pd.Categorical(data.country).labels,s=np.exp(3+2*data.leverage),alpha = 0.6)\n",
      "ax4 = fig.add_subplot(224)\n",
      "ax4.set_title('High Residuals')\n",
      "ax4.scatter(data.wtd_hops,data.unit_cost,c=pd.Categorical(data.country).labels,s=np.exp(3+2*data.rstudent),alpha = 0.6)"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 25,
       "text": [
        "<matplotlib.collections.PathCollection at 0x117815490>"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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VzVMypZuF+kZ8kN26desAmDZtGq2treTl5Q273bZt21i7dm3ffwMT8vbatWuTajxym777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\n9fW89NIeamu7R5x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cc00xGRkjP29DPJx310o3T0oy6YyRSmeXUiXLwBy5uZ6odR95eSkJ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jqtn9wz5bs61DUYChfdiHv4+cHsHuP4x15iVEzwHsnjeQ4x2IqTGsrr0IN4GYGgQ/h9AhOlUL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\ngg==\n",
       "text": [
        "<matplotlib.figure.Figure at 0x117536b10>"
       ]
      }
     ],
     "prompt_number": 25
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "The focus is to study outliers from a model perspective, i.e. ones with high residuals, to account for its peculiar behaviour within the model context. Consider cases by reference country - ASIA, NORTH AMERICA, EUROPE and SOUTH AMERICA levels only for sufficient data."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "top_country = top_frame['speed','sum','country'][['value1','label1','value2','label2']]\n",
      "top_rtr = top_frame['speed','sum','rtr'][['value1','label1','value2','label2']]\n",
      "deep = data.join(top_country).join(top_rtr,rsuffix = \"_rtr\")"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [],
     "prompt_number": 26
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fig = plt.figure(figsize = (16,12))\n",
      "fig.suptitle(\"NORTH AMERICA\")\n",
      "check = deep.ix[('NORTH AMERICA')]\n",
      "ax1 = fig.add_subplot(221)\n",
      "ax1.scatter(check['wtd_hops'],check['unit_cost'],c=check.rstudent,s=60,alpha=0.6)\n",
      "ax1.set_title('Scatter plot with outlier flagging')\n",
      "ax2 = fig.add_subplot(222)\n",
      "check['value1'].hist(ax=ax2)\n",
      "ax2.set_title('Percentage Traffic to Top Country')\n",
      "ax3 = fig.add_subplot(223)\n",
      "check['label1'].value_counts().plot(kind=\"bar\")\n",
      "ax3.set_title('Top Country')\n",
      "ax4 = fig.add_subplot(224)\n",
      "check['value2'].hist(ax=ax4)\n",
      "ax4.set_title('Percentage Traffic to Next Top Country')\n",
      "check[check['rstudent'] == 1]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th>unit_cost</th>\n",
        "      <th>wtd_hops</th>\n",
        "      <th>country</th>\n",
        "      <th>region</th>\n",
        "      <th>pop</th>\n",
        "      <th>rtr</th>\n",
        "      <th>asn</th>\n",
        "      <th>dffits</th>\n",
        "      <th>cooksd</th>\n",
        "      <th>leverage</th>\n",
        "      <th>rstudent</th>\n",
        "      <th>value1</th>\n",
        "      <th>label1</th>\n",
        "      <th>value2</th>\n",
        "      <th>label2</th>\n",
        "      <th>value1_rtr</th>\n",
        "      <th>label1_rtr</th>\n",
        "      <th>value2_rtr</th>\n",
        "      <th>label2_rtr</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>level_1</th>\n",
        "      <th>level_2</th>\n",
        "      <th>level_3</th>\n",
        "      <th>level_4</th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>NE USA</th>\n",
        "      <th>NYC</th>\n",
        "      <th>175</th>\n",
        "      <th>1239</th>\n",
        "      <td> 0.915187</td>\n",
        "      <td> 0.325916</td>\n",
        "      <td> NORTH AMERICA</td>\n",
        "      <td> NE USA</td>\n",
        "      <td> NYC</td>\n",
        "      <td> 175</td>\n",
        "      <td> 1239</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0.930334</td>\n",
        "      <td> NORTH AMERICA</td>\n",
        "      <td> 0.069666</td>\n",
        "      <td> ASIA</td>\n",
        "      <td> 0.210188</td>\n",
        "      <td> 173</td>\n",
        "      <td> 0.152233</td>\n",
        "      <td> 21</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>1 rows \u00d7 19 columns</p>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 27,
       "text": [
        "                                 unit_cost  wtd_hops        country  region  \\\n",
        "level_1 level_2 level_3 level_4                                               \n",
        "NE USA  NYC     175     1239      0.915187  0.325916  NORTH AMERICA  NE USA   \n",
        "\n",
        "                                 pop  rtr   asn  dffits  cooksd  leverage  \\\n",
        "level_1 level_2 level_3 level_4                                             \n",
        "NE USA  NYC     175     1239     NYC  175  1239       0       0         0   \n",
        "\n",
        "                                 rstudent    value1         label1    value2  \\\n",
        "level_1 level_2 level_3 level_4                                                \n",
        "NE USA  NYC     175     1239            1  0.930334  NORTH AMERICA  0.069666   \n",
        "\n",
        "                                label2  value1_rtr  label1_rtr  value2_rtr  \\\n",
        "level_1 level_2 level_3 level_4                                              \n",
        "NE USA  NYC     175     1239      ASIA    0.210188         173    0.152233   \n",
        "\n",
        "                                 label2_rtr  \n",
        "level_1 level_2 level_3 level_4              \n",
        "NE USA  NYC     175     1239             21  \n",
        "\n",
        "[1 rows x 19 columns]"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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hP//5D2QyGfR6PV566aUG63zwwQc4c+YMgPrZgF988cWr0peXX34Z5eXlsNvt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\nQmCC\n",
       "text": [
        "<matplotlib.figure.Figure at 0x117536690>"
       ]
      }
     ],
     "prompt_number": 27
    },
    {
     "cell_type": "markdown",
     "metadata": {},
     "source": [
      "The above plots showcase that most customers connected in NORTH AMERICA have the tendency to interact with other customers within NORTH AMERICA, thus constituting local traffic. As represented by the histogram of top country traffic and the top country label, some 99.5% customers interact with other customers in NORTH AMERICA >95% of the time. \n",
      "\n",
      "The case (175,1239) is flagged on account of its interaction with customers in ASIA (approx. 7% by volume) as opposed to the cases in its neighborhood, all of which interact with local customers only."
     ]
    },
    {
     "cell_type": "code",
     "collapsed": false,
     "input": [
      "fig = plt.figure(figsize = (16,6))\n",
      "fig.suptitle(\"EUROPE\")\n",
      "check = deep.ix[('EUROPE')]\n",
      "ax1 = fig.add_subplot(121)\n",
      "ax1.scatter(check['wtd_hops'],check['unit_cost'],c=check.rstudent,s=60,alpha=0.6)\n",
      "ax1.set_title('Scatter plot with outlier flagging')\n",
      "ax2 = fig.add_subplot(122)\n",
      "check['value1'].hist(ax=ax2)\n",
      "ax2.set_title('Percentage Traffic to Top Country')\n",
      "fig, (ax3, ax4) = plt.subplots(figsize = (16,6),nrows=1, ncols=2)\n",
      "check['label1'].value_counts().plot(kind=\"bar\",ax=ax3).set_title(\"Top Country\")\n",
      "# hack\n",
      "a = check[['wtd_hops','label1']]\n",
      "b = pd.get_dummies(a['label1'])\n",
      "# plot\n",
      "b.replace(0,np.nan).mul(a['wtd_hops'],axis=0).boxplot(ax=ax4)\n",
      "ax4.set_title(\"Wtd_hops by Other Country\")\n",
      "check[check['rstudent'] == 1]"
     ],
     "language": "python",
     "metadata": {},
     "outputs": [
      {
       "html": [
        "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
        "<table border=\"1\" class=\"dataframe\">\n",
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th>unit_cost</th>\n",
        "      <th>wtd_hops</th>\n",
        "      <th>country</th>\n",
        "      <th>region</th>\n",
        "      <th>pop</th>\n",
        "      <th>rtr</th>\n",
        "      <th>asn</th>\n",
        "      <th>dffits</th>\n",
        "      <th>cooksd</th>\n",
        "      <th>leverage</th>\n",
        "      <th>rstudent</th>\n",
        "      <th>value1</th>\n",
        "      <th>label1</th>\n",
        "      <th>value2</th>\n",
        "      <th>label2</th>\n",
        "      <th>value1_rtr</th>\n",
        "      <th>label1_rtr</th>\n",
        "      <th>value2_rtr</th>\n",
        "      <th>label2_rtr</th>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>level_1</th>\n",
        "      <th>level_2</th>\n",
        "      <th>level_3</th>\n",
        "      <th>level_4</th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th rowspan=\"2\" valign=\"top\">UK</th>\n",
        "      <th rowspan=\"2\" valign=\"top\">LON</th>\n",
        "      <th>152</th>\n",
        "      <th>1239</th>\n",
        "      <td> 2.149803</td>\n",
        "      <td> 0.408874</td>\n",
        "      <td> EUROPE</td>\n",
        "      <td> UK</td>\n",
        "      <td> LON</td>\n",
        "      <td> 152</td>\n",
        "      <td> 1239</td>\n",
        "      <td> 1</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0.570738</td>\n",
        "      <td> NORTH AMERICA</td>\n",
        "      <td> 0.329166</td>\n",
        "      <td>   ASIA</td>\n",
        "      <td> 0.275173</td>\n",
        "      <td> 122</td>\n",
        "      <td> 0.255632</td>\n",
        "      <td> 368</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>154</th>\n",
        "      <th>6453</th>\n",
        "      <td>-0.306214</td>\n",
        "      <td>-1.431325</td>\n",
        "      <td> EUROPE</td>\n",
        "      <td> UK</td>\n",
        "      <td> LON</td>\n",
        "      <td> 154</td>\n",
        "      <td> 6453</td>\n",
        "      <td> 1</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0</td>\n",
        "      <td> 1</td>\n",
        "      <td> 0.966098</td>\n",
        "      <td> NORTH AMERICA</td>\n",
        "      <td> 0.033902</td>\n",
        "      <td> EUROPE</td>\n",
        "      <td> 0.964144</td>\n",
        "      <td> 174</td>\n",
        "      <td> 0.033902</td>\n",
        "      <td> 346</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "<p>2 rows \u00d7 19 columns</p>\n",
        "</div>"
       ],
       "metadata": {},
       "output_type": "pyout",
       "prompt_number": 28,
       "text": [
        "                                 unit_cost  wtd_hops country region  pop  rtr  \\\n",
        "level_1 level_2 level_3 level_4                                                 \n",
        "UK      LON     152     1239      2.149803  0.408874  EUROPE     UK  LON  152   \n",
        "                154     6453     -0.306214 -1.431325  EUROPE     UK  LON  154   \n",
        "\n",
        "                                  asn  dffits  cooksd  leverage  rstudent  \\\n",
        "level_1 level_2 level_3 level_4                                             \n",
        "UK      LON     152     1239     1239       1       1         0         1   \n",
        "                154     6453     6453       1       1         0         1   \n",
        "\n",
        "                                   value1         label1    value2  label2  \\\n",
        "level_1 level_2 level_3 level_4                                              \n",
        "UK      LON     152     1239     0.570738  NORTH AMERICA  0.329166    ASIA   \n",
        "                154     6453     0.966098  NORTH AMERICA  0.033902  EUROPE   \n",
        "\n",
        "                                 value1_rtr  label1_rtr  value2_rtr  \\\n",
        "level_1 level_2 level_3 level_4                                       \n",
        "UK      LON     152     1239       0.275173         122    0.255632   \n",
        "                154     6453       0.964144         174    0.033902   \n",
        "\n",
        "                                 label2_rtr  \n",
        "level_1 level_2 level_3 level_4              \n",
        "UK      LON     152     1239            368  \n",
        "                154     6453            346  \n",
        "\n",
        "[2 rows x 19 columns]"
       ]
      },
      {
       "metadata": {},
       "output_type": "display_data",
       "png": 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