notebook.ipynb 143 KB
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{
 "cells": [
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  {
   "cell_type": "markdown",
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   "metadata": {
    "deletable": true,
    "editable": true
   },
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   "source": [
    "# X-Lap in Action"
   ]
  },
  {
   "cell_type": "markdown",
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   "metadata": {
    "deletable": true,
    "editable": true
   },
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   "source": [
    "## Imports"
   ]
  },
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  {
   "cell_type": "code",
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   "execution_count": 1,
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   "metadata": {
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    "collapsed": false,
    "deletable": true,
    "editable": true
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   },
   "outputs": [],
   "source": [
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    "from ipywidgets import interact, interactive, fixed, interact_manual\n",
    "import ipywidgets as widgets\n",
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    "from xlap.parse import evaluate, parse_config\n",
    "import xlap.analyse.jitter as jitter\n",
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    "from xlap.analyse.regress import linear as linear_regression\n",
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    "from xlap.analyse.trace import traces\n",
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    "from xlap.analyse.correlation import correlation"
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   ]
  },
  {
   "cell_type": "markdown",
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   "metadata": {
    "deletable": true,
    "editable": true
   },
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   "source": [
    "## Data Retrieval"
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   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 2,
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   "metadata": {
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    "collapsed": false,
    "deletable": true,
    "editable": true
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   },
   "outputs": [],
   "source": [
    "config = parse_config()\n",
    "data_files = config[\"data_files\"]\n",
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    "original = evaluate(data_files[\"sender\"], data_files[\"receiver\"], config=config, kind=0)"
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   ]
  },
  {
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   "cell_type": "markdown",
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   "metadata": {
    "deletable": true,
    "editable": true
   },
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   "source": [
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    "## Traces"
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   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 3,
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   "metadata": {
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    "collapsed": false,
    "deletable": true,
    "editable": true
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   },
   "outputs": [
    {
     "data": {
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9ZEtAp6W0r5ItD10AzC9re29ghaS/At8FvpV7/kngWklfjYjP1uwVm5mNYtOmTRvRsxZF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\nFYKDFjMzMyuE/w9r6ky1Ein6bQAAAABJRU5ErkJggg==\n",
89
      "text/plain": [
90
       "<matplotlib.figure.Figure at 0x7fcce6dd2ef0>"
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
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    "traces(original, config)"
   ]
  },
  {
   "cell_type": "markdown",
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   "metadata": {
    "deletable": true,
    "editable": true
   },
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   "source": [
    "## Jitter Analysis"
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   ]
  },
  {
   "cell_type": "code",
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   "execution_count": 4,
114
   "metadata": {
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    "collapsed": false,
    "deletable": true,
    "editable": true
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   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
124
      "4018 / 4095 are no outliers.\n"
125
     ]
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    },
    {
     "data": {
129
      "image/png": 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hlrdNz3qFiEajVllZaZFIxACrqamxSCRiNTU1BnRvtbW1JsnWrVtn0WjUotGo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\noKBFREREEkFBi4iIiCSCghYRERFJhP8HuhqZDy6lhygAAAAASUVORK5CYII=\n",
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      "text/plain": [
131
       "<matplotlib.figure.Figure at 0x7fcce6d1cfd0>"
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      ]
     },
     "metadata": {},
     "output_type": "display_data"
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    }
   ],
   "source": [
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    "df = jitter.prep(original, config=config)\n",
    "jitter.trace_jitter(df)"
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   ]
  },
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Correlation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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tra1Dlb2ubR8W1YXM8X/TvNu0PNvZ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ZPDvFoKi7buhtbX13X27NlcQ7ZmaRGt67spEmPaJGZAE9WdW6q8+pGnZ00y\nhn40f02o7OXSy5bML3EPhjZ24cbymbXnblovnawFHfLEkPa606dPH9m2zqHnmE1y0nwg1LZjY9Z4\nJ/VilKqdWH7a86EwlmRcyfxN3aeZaOApqK7uYbOM/YznhTg8PBwNM5A0mo8meYJV1pJ5RSXjyNrv\nuBjTlh2kCx+WQdETq3mMJ08b9hR39w3nr0muhJeWG3q93pF9TfP+VQzz6hecd6LsPApUKZk3JI1O\nWCSNFnQIJ18Ou/tL2UMuwyFfvV5vVMbj/cbbUWbajb8dZtW0YygtnrT6RpzHxtUPwnnNYmWdY01q\nXArjLlrHSqtTVn0RcdzFBhxFA08B8zhBmkY4WWE4djJt0uGwEpZnufGyPnP4Xc66ck7YQt2WvxEw\ni/g4r2OlvGmlnRiG+Sg5qWosPOkLc0PaHB9F379IbqjyO23i3wuYJCybW1tbRyZJjk9SwjIbS5b1\nsGyGkg2xac+hXaiTYVZNO4ayGjaSj+U5pwqF+XXWz5m3cSncrmgdK03Vf5t5/+3bhAaehsrTqyXr\nudOnT48KbKfTOTYpaPjacDKtsodGzNKSm2ylbVrrPdA2dZejSZWb06dPa3t7W51OR7u7u0dO6iat\nuFV2LLMYjJlktkpNzolNjg3FhHlDOlo2Nzc3c5et5PLqseQyu8n35BgC0CbxkKvw/CrZizGZV2NF\n6z47Ozs6e/Zs5XkyLR9Xnaf5HzCjaSbuacpPXZMsh/JOMFh1DJowkVU48Wc4yVYZEyXPEmP4XWVN\noDjrRF1FP09TJ+pqYlxMslx/zslSdHLfOoVlOJzgr9frebfbPVLOr7766tQJV8vIT/H7hbFUMflf\nE/8HFFFm/FVPtBgi39QvWZ7iMhyWrWS5C3+qrHfk1cT/reO0Kd6sCbfn9beehEmWm59z3McfQ/Mo\nH+MmGE6ezxQ59ots3+v1/Oqrr878XxvWt2Z5zzr/pxd5zzblxVlMm3PowVPQpJbEprQ4huMTJ02y\nNa9Yx3XHLmO/wCIrYwxy3nw1S14LewaGrw/LfbIXQHxlaNZuysmu05PGogPLKm8ZD69Kh0Ovipat\nsso4mo+/L2ZV1jGUzHPT1m3ybp93u7zz5RRRdoxoFxp4StS0caJpis65M60iXffStm1KQxmwqPLm\nq2nyWp7yPxgMRhOk7+3tHdl3mbl0EYd7NPkzNTk2pCtS3uK/bzhfRKfTSS278fArScdOXtpQXwKw\nOJI5Ryo2L984aUOuijTu5JkvJ+096xgePo//6dQjZkcDT0vMcqCvrAz/zAcHBzPvO7mvca+d1ICU\nnGcnRIEGjmrTP7sw1vX1de3v72t1dfXYyV7YuyfvUqHTfA9FKlpF9z0vTY5xXGPhuOfRHMnVKUNh\n46ykY/P8xeKJl7vd7mierawyzrEBoE7jVu8sIm7wlib3ZJw1z4Wv7/eHK6mG+8raf7LH9Lg40/Yx\nj7w86XsssorsMqKBp0RhpafMwpDW6jzJysqKnvOc5+hhD3vYqPK1srJyZALmzc3NQlfRVlZWMveV\nfG1yOeRkJZGrd0B+RcrLLD3npokr+fowVjMbPR6f7MXiE78zZ86o0+mkLhWaNOuKe5M+S94eTRIn\nokWR85sr7JUjHS1nKysrxy4O9fv9YytlxdsNBoMjdQVpWPbDx+K/f1jWOTYATDLL/99kzolzWLwa\n4LgclGxYCW8n6zXxhPJp0t4jzL+TGl6Sqw+HK6lm1Y+SMcZxZH3OaXJxst5WZQ6PY2zyKrJNQANP\nicJKT5UHXTKZJIUVqawra3XEAaBeRf85z5Kjyjhhj/NlmKeSV9Xi+2knlXWjkQKLLG5k7XQ6o8cO\nDw9zHeth401avSOtjIcnIAAwThn/f9NyzqQVhNMaVpL7CCUvZsXihqRxcU1rnvWjtAYk6kfzRwPP\nHBW50h72DAobcOKKWNa+wmXSs4ZVZbVMJ587ODgYXZEPb6d9nt3d3YldvLkSDuQzqbzkOUGatrzl\nKavh8Kp46fPV1dVjFY5ut6v9/f1CDc/hsK5Yp9M58p5l5BJyUrX4ftvj9OnTOn/+/JFyGl5hzhp+\nHQ7bSgrrIskTKo4NALMokj/ibXu93pHXZO2jyHylYZ5LCnPnpB7CofPnz2t1dfXYeVW/39fa2tqx\nnklZS7KH86Ylt0luOy7GZLxp308dc7zGnx0Zpll6qyk/TVnOL16qrchScrNsm/d+vHxe/NPpdGZ6\nHyWWAAyXQe10Ork+TxOXtWtiTO7NjItl0puRc2Lnzp1LLbdpy47nzTdFJJdDDvNAeDsrb4R5qtPp\nZC5pHsaf3G/4mjqW8Ez7fptYVotoa/zkm3KlLf2brAuk/STrGlk/nU6nEctlt+14b1O8bYrVnWXS\nkz9Nq+Mkpf3/veaaayo590pu3+12j8SQzIvJ54vWVSbl2bTzrKLnn0WWYS/63STrg1Xn+rblmmlN\nm3PowdMgWb1nyjauZw2Adiujq2+4nyJXc8IrV1lXscKllZOvDZ8Lu0GfP39+9Hhaz6DQLPHnEe4n\n3vfZs2cL7WNcr0lgXpLHdlzuVldXS9n/6urq2B6I05aHsssQZbK5+Nsst2n+7kWPmazt456HcZ4K\n6yXh81J6D5ZJ9ZYivV7Onz8/mmv1iiuuOPLcpAUrtre3R/MEFemlE36+rO8mq36H+tHAU6IilZPk\ntsmxpdJt89r0er3R2M1wuJY0LKi7u7uj4VJpXfXipHL69OnUyY/jlbHCStz29vaRgppMZNLRghye\nzCU/B/+IgerkyTt5c9O4PJSsMIS5JM5PecaAjxuelXxu0txe8TLMcb4Ktw+XYA/vJys10+ap8Lva\n2dk5kncnDafLGs9PrsS8JbvyS/nKdR57e3vHjvOwPITDvsPt8pansAxOW5aS+ysjV6Ac4/42WF4b\nGxvHhlvF0o6ZIvkk7VwtmR+l2+pA4f90KX3IVqfTOXaulmce06wLaGE9bG9vL3XBiuR5Zvye8eT4\n4WcM60rhZw1fu7KyotXV1dH3nnw+awgY6kMDT8mKHNDhtmEDyvnz53X69OnR/bCA9RMTacWrU8Ti\n1a3C58P9jlvZYlyFbtKkiUn8Iwbqk6d85dkmvIKUvGITSuahOiXfN6tilNwurKSEFbey8xS5D22V\nPAGoQtbqLXlimvS6ZF2pzLJHuQaaa1xvleTtSTkka/tx+TFrYuXTp08faxBaXV09sq9wUvtZJOs8\nyXyY5vDw8NgKyfHtcf8LDg8Ptbe3N+pkkNz/pImrUT0aeBoiHHYQd2OOG242NzePtYyGLbbJLnHx\nicva2tqRbVdXV49McDopqSTfJ63FOn4sbKUOW3QBNE/aFay0f9BpV7viK1ih/f390oZxJPV6vWON\n05Ny17iJDosYd6Uv/G42NjYyK1DjXlek12de9DJAXuOOlbT/+WUKh4onr3oXufpb5Ep4vN24IZXJ\n/cW3q5w0dF7aliuqyJdYTPFxEp4/bW5uTjx+kttnyVvHSMsb+/v7Rx6vcrXjMI7Nzc3UuCcNrY/r\nW3HngbQVs6RhXW3SUu9JlOcKTTNxT54fSS+W9HFJ7wkeu7OkN0n6x+j3l0aPm6TfkHSjpHdLun+e\n92jKZGBlTfTU7XZHk3SNm8A4ORFpcmLTMC6NmbArue9xz43bLowtbYLGKr6rMjUxJvdmxtXkSZaX\nKefEpjlG0ibjS5ssb9Jrk7ln2p9xE7TGcSQnZp6Uh+JYkz9pny1r0sEikzEmJ3kscyLDIqadTLuJ\nuSaPeeYbryHnVJlvJuWBPJMr5ynDyZ+4nhPed/exk3MWKU95yvM111xT6PvJkxurVEX5nDZXTNK2\nXNKmSZaXsY6TR/JvmJbHkvls2omI4+fKqPtk/YTncUVybxxXPJl90feclKuT32HyfYrmkVlzUNty\nzbSmzTlje/CY2TvGPR/5hLt/c8rj10l6nqTfDR57hqQ3u/svmdkzovs/LemRku4Z/TxQ0vOj341Q\npIUx7Wp33teWOemxmenqq68ubX95JOfpoUUWRZFzZpOVf2JZY87Dq0nJqy/heOywjO/t7ZXWtTjL\n+fPnj8zLMUnce7DIEIo8ubrokuzkvnaYMd9IC5Jz0ubY29raGs0rUbbkcPBkD55QP5rMNNlDME9d\nK09ZzZMjY1yZxqyo45QjLLdXXnnl2B604dw5yX0ke5yE24UTEa+vr496Km9ublbe6yYcKpVXPL3H\n9vZ2KUNtw2Xdw/3HwtvS8d5K5MA5G9f6I+m9kr5qzM89JL17zOsv1dGW5n+QdFF0+yJJ/xDdvkbS\n49O2G/dTR0tznhbGrGXqZmmdzLpinXb1K/k+8e0iV9Wm+cmKcdxy7E1scW1iTO7NjKvqHjzknGLC\nv0eeq+9pvVuytnHP13MmvmI0bR4pM09Nu0RnVq6Oe/1M2n+8XP08ru4nTRNHE3NNHvPON15xzqk6\n34TlNu5JM+8ynMxTyfKdfDyrrpX1WK/XS62zjXt90Z47ZfeOqap8VpGz2pZL6u7BM2vOqTLfeAPr\nOGmS5fbqq68+dhyHx3ZaWU7uI6s+JOUbwTCvn7LrT/FP1vcRPhdLqxflzYGz5KC25ZppTZtzbPja\ndGbWd/dB5gYTtjGzSyW9zt3vG93fdff16LZJ+rS7r5vZ6yT9krufj557s6Sfdve3p+zzKklXSdKJ\nEydOXX/99ePCm9nOzo5uueUWSdLa2po2NjaObRO36ia3lTT2tXFrZ9o4z+3t7bFjIcN5dC644IIj\n7xPfPnnypG666aaCnzi/cWNQT506lfp4lXN1TKuJMUnNjGtSTJdffvkN7n7ZtPsn5xQT/j2S+efW\nW29NXb3hggsuGOWi8DWxMFdl5aEyVZWn4s+xs7OjW2+99cjnDsXPx58z/PzJ7yfMeeF2TSyrRbQ1\n/nnnm+j5S1Vizqkz3yTL96lTp3TDDTcU3k/ZZbjT6WhzczO1/MVXlcNyKB2va4WfI95GGs6XlVZn\nC9/jggsuOLLPZN6cJE+9sYg2lc82xSoVj3feOWfZ6jhpkuX25MmT2tvbyyxn4fZp5Tt+XKpnPpwy\nlZ1741wZ152S+VEa/p/Y2dkZbZfMx8nXlpED07Qt10xr6pxTtEVIUlfSfXJue6mOtjTvJp7/dPT7\ndZJOB4+/WdJlk/ZfV0vzpBbG5FX0ZMtmfNUplDYGPSnryniyZTRrrpw6e/DE83GM672T/K6aookx\nuTczrnnMwbOMOSevtLHnySsv8RWX5FxesXE9VNJ68JR9NauKPBV/5mT8aVf5kq9Jey7M02n/D/KW\n1eRrm9Lrp4m5Jo955xuvOOdUnW+S5WPasl1VGU7rsZxVpsOylNwmmdfCHnfj5jsclzcnKbNst6l8\ntilW92bMwVMk51SZb7yBdZwsYV0na06tuHyn1WPqqt9U/TNr7p30eYs8H8/Jk/wbVaVtuWZa0+ac\nXKtoRS2/j5XUkfQOSZ8ys79w96fleX3gY2Z2kbt/1Mwu0nCyMEm6WdIlwXYno8caYdqlz8OlhJNz\nQoQrXyVXwYq3z2pJDsdWJsdZzrP1+eDgYG7vjcWy7DlnWmlz78Q9BLNyQ7hqRDgPRtXLJVcpa8nS\ncSvhTJpfI/4epx1PnlxmWRLLLjdEiflGaknOGTfvTROkxZb2WJ5l15Ov29nZGZW9cJ6hcDXT2LR1\nKsozxqGOM5uwfGXNLTipDpNcoVhqXw+eWU36vEWePzw8PJKPyYHzdbuc293Z3T8j6Vsl/b67n5KU\nNengOK+V9ITo9hMkvSZ4/Hts6EGS9tz9o1Psv3L9fn/sZF7r6+ujSUnHGTdRVVJYAek1aAny3d1d\ndbtddbvdUieIBkTOyZSWg+LH4p/BYKBer6der6fBYHCkYSNcgnh9fV3b29ujcpzHInWJTX5Pac91\nu93U5yeZ9L8CjVJWvpFamnM6nU5rynZycvdkw+3u7u6xbTqdTury65ubm6McsLu7O7qd3G+RpduB\nHKjjjJGnnjONsK4zGAwqm0h+kcR1oKzvqkj9EfXJ1YNH0oqZ3UXSt0v6uTwvMLOXSupLutDMbpL0\nLEm/JOnlZvYkSR+W9B3R5q+X9CgNl/O7VdL35v0AdUpegU3+sw+viMWzr2eZtBpL+HxYyRh3Bbpq\n3W539PniwkzDDipCzkmRzEFnz55NvVIV5qewJ2HYGNv0K/hV2NvbO5a7q1gNK+1/RVrOZ5WJxiic\nb6R255zk1evDw8NG5YNerzda4UY6OmdhvKpNHG9auT44ODiyIs7e3t5ou7Nnz44acdIadsPy2+12\nC62eBeREHSdD2v/PSfWcpHDlrOS52NbW1qinye7u7lLWhfJKXtwKV/fqdDo6ffo09ZmGytvA82xJ\nW5LOu/vfmNndJX1w3Avc/fEZTz00ZVuX9JScsdRuXEtxv9+fuERfFgoBkGnpck6ef455G3jDZb1D\n4xqd81qUitA8KiNpJ5NohML5RmpvzulHS483VXwBadywyLThFUnhiUdy27x5No5h3MkkJzaYwtLV\ncUJFy8ykuk/WxZN4UvZkQ7E0bOgZzkuNNMlekNLRYayrq6u5L5ahfrkaeNz9eknXB/c/IOkxVQXV\nJGHFIOy6G7Yonzlz5khLsKQjV8nD7ePb8b7D++Frs8aP1nly1ev1jnz2+KpZHCNQlWXLOeN6B4aN\nx3H573Q6o14hYbnc3NzU+fPnR3PQhFe/pKN5aFklrwaurKxodXV1bE4b9/1N6oFJpaf5linfZNUt\nmiQ5h1Za40p4opZ2IhJKlsdxZTLZ41EaP1fWpJ7dQJplyjlJk8pMWp0lrPvE01rErwvn1Ipfl8xx\nTc95TZScU0dS6nkuminvJMsv0HCW7CPc/arSI2q4Sf+8wwM+TEphF8BkAoq7EaZt2zQUaNSBnDOU\nHCoQOzw8HA01CPNM1rLm465kL5tkA008NGV9fT01v4XfWVpujv8OSZzotQf5ptmSV+/DnCeln4gk\nTVMe46v/WXEA0yLnjJdVXuP6TRk9nTEdzgPbIe8QrT8Pbn+RhjO/f6T8cJpn3JXYwWCglZWV1Ofa\nbti7k67HmJulyjl5enzEJxvxic358+fHVmTiq9rJBmQMdbtd7e/vL92qGUi1NPlmMBi0blhCOEyq\namm9B+IG3rQhrvTWw5SWJuckFS0zcS/lcXWY+P85jTvTiS8ght9xco4dtEveIVovC++b2e9Jau4A\n7pJlHdzr6+ujk4Osq79ZkleFwkJV54mYu48qe3GjToiCjXlYxpyTd6hPqYuW0QAAIABJREFUPH/G\n4eGhDg8Ptb29fWR1vfhkJL6qjaG07yicOD5rfqJJQ9wmDflA8y1TvmnbEM14OGracPnkBKpllcPk\nvBKTTkYp/yhqmXJOmqJlJp66Ivnafr+vM2fOHJlwPdbpdLiAkyFuEJN0bKLkOK+S19otbw+epLtJ\nOlFmIJiftIYdoGEWMufkuYqV1nMwvJoV/5MO5+JZJnkrcVtbW1Mv5Zk84cPCW9h807Yr3PHS7cm4\n6yyHlHnUYCFzziyS9aOi5ZDGnfT6UbiaahK5bnHcLs9GZvZpM/tU9LMr6U2SnlltaM0XXjlKu/qb\nrJDEV50Gg8HceuyEJzjTnuwAVVuGnBNfkY7njigizDdxT52w0WfSpKOLpEglLl4qudvtqtfraXd3\n90hexnJapnzTtqGa8ZX7cOJjyirabhlyzizy1o8Gg4HW1tbU6/XU7XZHPxgK60dxvXBvb691PTlR\nXN4ePBcGt7/gdPmYSpOXJQUahpwTyRqilRT35JHSGz3if+5c1dKR7sfTnCwy58bCId/MQdrV5fCx\ntBO1rKGUVaCco0LknJzSeh2GZXNjY2M0lHJ7e/tIXQi3CZc4x+Ib28BjZhe6+yfdPfOMIN6m/NDa\nKUw6m5ubozHjYaGKJ2auW9wtjyXu0FTLlHPGze0QXl0Jl/OWjjfQxCdEkxpuaNg5OmngtCdvLIu8\nOJY13zRlbq54ueP4BC5ueI1z3TzrKFWUcxqMsEw5ZxbhRay4x0l4kStc2fLVr341K4RGOp2OVldX\nMxvC+Y6Wx6SWhjdKun8J2yyFZIUgqyDN+0SLhh002FLlnLSK/ril0dPMO5+0Sdi4QyMNtIT5pkld\n87e3t4/VR/r9/iinLVLZJOcgslQ5ZxorKyu56zV7e3va2dmpOKL2ODw8zJwguUm5H9Wb1MBzPzP7\n1JjnTdKtJcbTeOEVmEGw3GiTKk69Xu/IahPx1TEadtAC5JxAcml0jDduwuWy5u6YpfcPGod80wJ5\ny1yZ5ZJyjoqQcwqK/3eH5TGcc/CWW25Ziikwsuo3yeH329vbqY3I5LTlMqmB5w459rE040aTV2DC\nhJJsca6zG1y41G+YCNfW1ijEaJulzzlp/4STq9/Q4HNbV+T9/f1R7k2r/HS73WNXtGat6JBXF8bS\n5ZvkydE8JYdeSNllc1KZq6KHTJnlnJMrRJYu5xR1cHBw5Jxqb2/vSM5Ku5i+DD2Zsxp3Dg4OJN1W\nT9zb2xtNTp3WyIPlMHYVLXc/zPHzhbqCRX7xxGNAm5BzhuIegv1+XysrK6OhDJubm62aQLDK1SxO\nnz6t3d3d0Twe46RVauLvGMuLfFOtPKv5pU2g2say2e/3j514Jh9r4+dCucg52VZWVkbzbx0cHKjX\n642eS9Z72lQPqkqv1zsy10489ysg5V9Fa6k1ZehVLNljh4mTgcUTXpHe29sbDQdtkyp6CcQTJUu3\nXalPLhF/+vTp0ZWstF4CwDIKr/DWYdxV9Xi4QXLJ3mnL6Tx7yKT1HmLOHSC/sMeOmY0uDnW73SO9\ndKXlnig47pEspTcY01MQMRp4Jgj/SYdXo7a3t48knHl3D6RhB8AyWF1dlaQjJ0/hioVxLg4fA5Zd\n01aZCZfsDRudZmkM4YQGaKfkOVQThpDWLW68GZensyZQDpEHIU1eJv1Lxj3v7p8pN5xmCysk8zp5\noMcOFtmy55zwSvYiTBqYdvVt2v2EuTcpbV4RrmRhkmXPN3VJ9qqTbptAPr7dpManotJyDfkHaZY9\n56TNLygdXRxmWcWNN+Gci2GdpqyFIrAcJvXgea+Gk32ZpK+QdEt0e1XSP0u6pNLoGiBrYtOqT76S\nw7BicYMODTtYUEubc5p2hb0sBwcHhSd17fV6xyoyWRXD+P7u7m7qSRYwxtLkm8FgUGj54TKdPn36\nWLmVjtap4vk22lpms+b5AhKWJuckJYctSrf1xK1yvr4miT9n2BNnXL0lbuzJ03MHCI1t4HH3SyTJ\nzH5H0uvd/bXR/TOSHlV9ePPRxKsuNOhgGSxrzpHSJxttk7QlPOOJENOu0IeN2Elpy3zmWQ2iSTkb\nzbfM+aZOYW5La+gJHwcWGTkn3bJMmhz20onrOONyH3kR08o7B883uvuT4zvu/sdm9uyKYpqrZAtz\nOBwqPBkp+yqYu48mUXUfrpDIMCwssaXJOdIw12Q1dqQ1nDRRPPFxOAzj8PDwyKSjobTHpOHnHbfM\nJ1CBhc83/X5/bnmkyHLowJJY+JyTlCzz8TmONP95TKsWD1NlAnbUZewy6YGPmtkzzOxk9PPTkj5W\nZWBNEq/EUjV3HzXuSMOGnWkbd/r9vnZ2dsoKDajbUuecthoMBtrd3T2yvGn4XPgTP7a2tnZku3gS\nZaBG5Js5mHT1GlhgS5lzwh58izyRcrfbPbIwz+rq6sRcF/fqAcqQtwfPlZJ+XtKfRvffIunxlUQ0\nZ/E49fh2VUsTh1flwyRQhrh1+MyZM7QOo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DqRcwBkqqyBx90fn/Lw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\nAQqLNt8EnZ6yAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fcce6ac1048>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "correlation(df[df[\"EndToEnd_D\"] < 150], config)"
   ]
  },
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  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
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  },
  "widgets": {
   "state": {
204
    "df95aa8c42974dfeaf8e0a2c05100645": {
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     "views": [
      {
       "cell_index": 6
      }
     ]
    }
   },
   "version": "1.2.0"
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  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}