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chambbj/basic-hag-kde.ipynb

Last active August 10, 2017 17:28
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Revisions

  1. chambbj revised this gist Aug 10, 2017. No changes.
  2. chambbj revised this gist Aug 10, 2017. 1 changed file with 0 additions and 21 deletions.
    21 changes: 0 additions & 21 deletions basic-hag-kde.ipynb
    View file
    Original file line number Diff line number Diff line change
    @@ -37,27 +37,6 @@
    "df = pd.DataFrame(p.arrays[0])\n",
    "sns.kdeplot(df['HeightAboveGround'], cut=0, shade=True, vertical=True);"
    ]
    },
    {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
    "test"
    ]
    },
    {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
    "to"
    ]
    },
    {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
    "force"
    ]
    }
    ],
    "metadata": {
  3. chambbj revised this gist Aug 10, 2017. 1 changed file with 0 additions and 9 deletions.
    9 changes: 0 additions & 9 deletions basic-hag-kde.ipynb
    View file
    Original file line number Diff line number Diff line change
    @@ -58,15 +58,6 @@
    "source": [
    "force"
    ]
    },
    {
    "cell_type": "code",
    "execution_count": null,
    "metadata": {
    "collapsed": true
    },
    "outputs": [],
    "source": []
    }
    ],
    "metadata": {
  4. chambbj revised this gist Aug 10, 2017. 1 changed file with 30 additions and 0 deletions.
    30 changes: 30 additions & 0 deletions basic-hag-kde.ipynb
    View file
    Original file line number Diff line number Diff line change
    @@ -37,6 +37,36 @@
    "df = pd.DataFrame(p.arrays[0])\n",
    "sns.kdeplot(df['HeightAboveGround'], cut=0, shade=True, vertical=True);"
    ]
    },
    {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
    "test"
    ]
    },
    {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
    "to"
    ]
    },
    {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
    "force"
    ]
    },
    {
    "cell_type": "code",
    "execution_count": null,
    "metadata": {
    "collapsed": true
    },
    "outputs": [],
    "source": []
    }
    ],
    "metadata": {
  5. chambbj created this gist Aug 10, 2017.
    63 changes: 63 additions & 0 deletions basic-hag-kde.ipynb
    View file
    Original file line number Diff line number Diff line change
    @@ -0,0 +1,63 @@
    {
    "cells": [
    {
    "cell_type": "code",
    "execution_count": 17,
    "metadata": {},
    "outputs": [
    {
    "data": {
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ysgsBq7ze20ZE1K7JLgSIiEg6DAEiIh8muxDgK0SJiKQjvxBgChARSUZ2IcALqRMRSUd2\nIcATQkRE0pFdCCh5JEBEJBnZhQAREUlHdiHAJ4aJiKQjuxAgIiLpMASIiHyY7EKAHx1ERCQd2YUA\nERFJR3YhIPJQgIhIMrILAYEvDyIikozsQoCIiKQjuxDggQARkXRkFwJERCQdhgARkQ+TXQjwxUFE\nRNJpsxCwWq244447EB0djZKSEtv83NxcJCYmon///khNTcXRo0fbqgQiIrqENguBjRs3IigoyG5e\nQUEB0tPTkZ6ejkOHDmHMmDFIS0uDwWBwer18nwARkXT82mKlv/zyC7Zu3YoVK1Zg0qRJtvk5OTlI\nSkpCQkICAGDmzJnYsmUL8vLykJKS4tS6BUHg1cVa0NAT9qY59qZ17I9jvtAbyUPAarXiySefxIIF\nC6DRaOyW6XQ6u529IAjo06cPdDqd0+sXBCA0VCVZvd6GvXGMvWkd++OYN/dG8hDYtGkTIiIikJSU\nhDNnztgtMxqNzYJBq9W6eDoIKC83wmrlaaHGFAoBoaEq9qYF7E3r2B/HvKU34eFqh8skDYFTp05h\n/fr12LZtW4vLVSoVKioq7Obp9Xr06NHDpe1YrSIsFvn+QNoSe+MYe9M69scxb+6NpCFw+PBhlJWV\nYcKECQAuPok7ceJEPPLII4iJicHx48dt40VRhE6nw5gxY6Qsg4iInCRpCIwbNw5Dhw61TZeUlGDK\nlClYt24devfujejoaMyaNQv5+fkYNGgQ3nzzTZhMJiQlJUlZBhEROUnSEAgODkZwcLBt2mw2AwAi\nIiKgUqkwePBgLF68GIsWLcLZs2cRFRWFNWvWQK12fL6KiIjaTpu8RLRB9+7dceLECbt5kyZNsnvZ\nqKv4AXJERNKR3cdGEBGRdBgCREQ+jCFAROTDGAJERD6MIUBE5MMYAkREPowhQETkwxgCREQ+jCFA\nROTDGAJERD6MIUBE5MMYAkREPowhQETkw2QXAqJ3XtyHiMgjZBcCREQkHdmFgMhDASIiycguBARe\nVYaISDIyDAFPV0BE5D1kFwJERCQdhgARkQ+TXQjweWEiIunILgRqai2eLoGIyGvILgQMVbWeLoGI\nyGvILgQqKmtgsVo9XQYRkVeQXQiIInDBUOPpMoiIvILsQgAAas08EiAikoIsQ8DfT5ZlExG1O7Lc\nm9bwSICISBKyDIEyfbWnSyAi8gqShkBGRgbGjx+PgQMHIiEhAYsWLUJ5ebndmNzcXCQmJqJ///5I\nTU3F0aNHXd5Omd4kVclERD5N0hBQKpXIyMjAgQMHsHPnTpSUlGDhwoW25QUFBUhPT0d6ejoOHTqE\nMWPGIC0tDQaDwaXtnL/AIwEiIin4Sbmyxx57zHY7PDwc06ZNw6OPPmqbl5OTg6SkJCQkJAAAZs6c\niS1btiAvLw8pKSlOb8dssUKp5MeJNqZQCHbf6SL2pnXsj2O+0BtJQ6Cp/Px8xMTE2KZ1Op3dzl4Q\nBPTp0wc6nc6l9YaEBCI8XC1Znd4kNFTl6RLaLfamdeyPY97cmzYLgT179uDtt9/G5s2bbfOMRiM0\nGo3dOK1W6/LpoM8Pn8aYwZFQKmT5vHabUCgEhIaqUF5uhNXKT9lrjL1pHfvjmLf0prV/mtskBHbv\n3o3FixcjMzMTsbGxtvkqlQoVFRV2Y/V6PXr06OHS+kvKKvHvr05jbLxr9/MFVqsIi0W+v6xtib1p\nHfvjmDf3RvJ/pbdt22YLgJtuusluWUxMDI4fP26bFkUROp3O7pTRpcT9IQIAkPP5Sfz35/PSFE1E\n5KMkDYFNmzbhn//8J9auXYtBgwY1W56amoq8vDzk5+ejpqYG69evh8lkQlJSktPbuH14b0SEBkEU\ngdU7juGCgS8XJSK6XIIoSneZlujoaPj5+SEgIMBu/pEjR2y3c3NzsWLFCpw9exZRUVFIT09H3759\nnd7Gf0+ew+nicqz/QAdTrQVjh/TA5FHXSfUQZEupFBAerkZZmcFrD1svF3vTOvbHMW/pTUSExuEy\nSZ8TOHHixCXHTJo0CZMmTbqi7XRQB2JQdAT+c7QEnx45gz8O64XgwDZ9oRMRkVeS7ctr+l/bEQBQ\nU2tF8flKD1dDRCRPsg0BdbAf/OrfMPb9qTIPV0NEJE+yDQFBENCrixYAsG3vz/jsSKGHKyIikh/Z\nhgAAjL+pJyKvCgEAvLnnBA5+X+rhioiI5EXWIRAYoETqyOsQ2bHuLd1v7jmB3yv4klEiImfJOgQA\nINBfiYlDeyHQXwljtRnvfPqjp0siIpIN2YcAAGhVAbg5tjMA4IfT5ZcYTUREDbwiBAAgXBsEACg3\n1KCm1uLhaoiI5MErQkAURRz8/jcAQJgmkBeiJyJyklfsLX88cwFnztZ9HPVdSVEQBO+9AAQRkZS8\nIgQMVbUAAG2IPwZGRXi4GiIi+fCKEIgIDQYA6Ctr8Uux3sPVEBHJh1eEQJfwEKiD/QEAr2R/azs1\nRERErfOKEPD3U+DPt16LoAAlDFW1eDXnW5gtVk+XRUTU7nlFCABAp7Bg/N+t1wIAzutN+LmIp4WI\niC7Fa0IAALp1VCFMEwgA+O4nXnqSiOhSvCoEAOAP3ToAAPZ+U4jqGrOHqyEiat+8LgQGRUdAqRBg\nrDZjzc7j0BtrPF0SEVG75XUhoAkJwKD69wp8c/IcFq09gIPfl8Jqle/1QYmI2opXXpj31rhIhGkC\n8emRQhiqarF6xzEEBujQu6sWvSO1uDayA3pHaqFVBXi6VCIij/LKEBAEAf2v64heXTT498FfcarU\nAFONBd+f+h3fn/rdNi4iNAjXduuAayM74JquWkSEBkEd7M+PnSAin+GVIdCggzoQk0deh98rTCg6\nZ0TR+UoUnTPi7IUqiCJwtrwaZ8ur8dWxi1ckC/BTIEwTiDBNIMK1Qfbf62+rgvwYFETkFbw6BIC6\no4JwbRDCtUHo2/sqAEBNrQUlv9cFQtG5uu+VprpXEtWYrSj9vQqlv1c5XGdDUIRrgxCuCUSYNhDh\nmrqg6HJVCDqHhbjlsRERXSmvD4GWBPgr0aOTBj06aQDUfRS1ocqMisqa+q9a6CtrUFFVi4rKWlRU\n1sBQVQux/rnlSwXFA7fHYkifzu56OEREl80nQ6ApQRCgCfGHJsQfgKrFMVarCGN17cWAqA+Hhu/6\nyloYq+uC4rOvCxkCRCQLDAEnKRQCNCEB0IQEILJJUFitIn4p0eOrY6UoPGfEidPlMFTV2j7Ujoio\nvWIIXIEyfTU+O1KIn5p8TpEqqK6toijyCWQiatcYApfpgrEG63frWnwTmrHajLmv7gcAKBUC/PwU\n8LN9V8BP2ei2n1D/vdEYZf0YpfO3A/wVCAs1oLqqBgJgP8a2rcb3EaBUeN17BYnIRW4PAYvFgmXL\nlmH79u0wmUxISEjAM888g/DwcHeXckWUCgGB/kpUmVr/fCKLVYSlxgKTm+pyhSCghUBpHDKuhlGT\nwLlEqCkEAQqFAEEAFEL9d4UAQRCgsM2ruy0ohLrxAurnNR5/cSwRuUYQRdGtn6eQmZmJ3NxcrF27\nFqGhoXjyySdRVVWFtWvXOnX//548B31FFawWz38MhMViRaXJAqvVWrezb/xlsTo/bRFhsbo6XTfP\nahVhtoiwNkx7vi0e1VI4KAQBSmVdQAhC4/mNAkXROHgaBZCiSeg0Wr9dSDkKNNivwxZoECAoLtbX\nUqC1vN5Wtmd7LE3We4nH4uenQGiHEFRU1L1/xmEgKwQoYD+/aR3eFs5KpYDwcDXKygywtIN9zuWK\niNA4XOb2I4Hs7Gw8+OCDuPrqqwEATzzxBJKSklBYWIhu3bq5u5wrolQqoAlpH6dUFEoBWk0wyi9U\nora2PhyahISz0xdDpj58LJcZbi1MtzWrKAIi3LItcp4rQXel4dz6/JaOMBvPs69TqVQgJDgAJlMt\nIDatv3HQN6lfYV/D5YRz48cSFKBE16tC2iRQ3RoCer0eRUVF6Nu3r21ejx49oFarodPpnA4BhQBA\nKd//LtqCor4dfkoBCoXSs8U4IIoNRyx1X1ZRhCjWzRfFiztwu/lAs3GNxzce13S+tX4bEEX4B/ij\nsqqmbrsN27YCFrHxdENdaDJdd7thvrXROqwN22mYbnU+mo1z73G45zCcr1zqyGsxYWgvydfr1hAw\nGo0AALVabTdfq9XCYHD+usBqdfAV1WG2WGGof12/1Vq/I0HLOxSg8c7n4jjYdlB1yx2Nu7is+brt\nbrc4rvFYB+OarAcQ62uqu+14XJOd7+XU1eQxo1kPL95G/W2rk+Oarrvpz6fFcfW3UX+byFsoFAI6\nd9QgPFx96cEucmsIqFR1r69vusPX6/XNgqE1BkNVi+e+RVFElcmMiqpaGCrrvhpuV1TV2KYrq3mx\nGWo/BAEQYH8qAI1uNyxreD7j4ryL07b74eLpFNvY+tMOAhpNo+EURN2pC38/JSwWa/26G9//Yg2K\n+roan8axH9vythT1dTXUWffY7Ndt//jqx8J+LNCoJ83qs6/Lfmyjuhw8PkWzZXWPQaEUoFEHobLS\nBFG82Ou69ddvS2hSF5rXZf/YW/m5Nrl/w1h/PwWCAvxQVub8P8uNtRYebg0BrVaLyMhIHDt2DH36\n9AEAnD59GgaDAdHR0U6t4+fCCyg9b4DeWLdTN1TZf7Xl4WbLv/BNfpho8svf+BcAzv3yN/slReP1\n1d9uMkahEODvr4TFbEHDH1yLf8y2P8rL2HE02VmhtR1Q0/s5esyNHpvdH1R9wx3+cTnqSwuPR6kU\n0EEbggpDFURrK48HTR6P0MrjcbTjarqDQEs7I/v6Pc1bnvxsC+2pN221fbc/MTx58mRkZWUhPj4e\nYWFhyMjIQEJCArp37+7U/dfuPOrUOEEAtKoAhKkDEaqu+1TQUHUAQjWBdfM0gdCGBECpFBr9Qbf8\nn4sgtI8/1ta0p1/W9oa9IXLM7SGQlpYGvV6PP//5z6ipqcGwYcOQkZHh0jpCAv3sduoXd/IXv2tV\n/nwzFBHRJbg9BJRKJRYsWIAFCxZc9jqW3H8TNCG8KhgR0ZWS5b/KIcH8tAsiIinIMgQU7fz8PBGR\nXMgzBBQMASIiKcguBBQCjwSIiKQiuxCwikCt2erpMoiIvILsQgAADFW1ni6BiMgryDIElHxOgIhI\nErILAUEAr91LRCQR2YVASJA/Xx1ERCQR2YVAcCDfKEZEJBXZhYAfLyZDRCQZ2YWAr1yJiYjIHWQY\nAkwBIiKpyC4EeI1SIiLpyC4ErAwBIiLJyC8EeDqIiEgysgsBvluYiEg6sguBAH+lp0sgIvIasgsB\nHgkQEUlHdiFARETSkWEI8EiAiEgqsgsBXlSMiEg6sgsBfoIoEZF05BcCPBQgIpKM7EKAiIikwxAg\nIvJhDAEiIh8muxDgR0kTEUlHdiEg8IlhIiLJSBYCNTU1ePrppzFmzBgMGDAAI0aMwIsvvgiTyWQ3\nbu3atbjlllsQFxeH6dOn4/Tp01KVQERELpIsBMxmM8LCwpCZmYmCggJs2bIFBw4cQEZGhm3Mzp07\nsW7dOqxevRr5+fm47rrrMHv2bFgsFqe3wwMBIiLp+Em1opCQEMybN8823a1bN6SmpmLr1q22ednZ\n2ZgyZQpiY2MBAPPmzcPQoUNx+PBhDBkyxOlt8Q1jzTX0hL1pjr1pHfvjmC/0RrIQaEl+fj5iYmJs\n0zqdDtOnT7dNq1Qq9OzZEzqdzqUQCA1VSVmmV2FvHGNvWsf+OObNvXEqBBYuXIjt27c7XP7AAw/Y\nHQUAwMaNG3Ho0CFs27bNNs9oNEKtVtuN02q1MBgMrtSM8nIjLzPZhEIhIDRUxd60gL1pHfvjmLf0\nJjxc7XCZUyHw1FNPYf78+Q6XBwcH201v3LgRWVlZeOONNxAZGWmbr1Kpmu3w9Xp9s2C4FKtVhMUi\n3x9IW2JvHGNvWsf+OObNvXEqBFQqFVQq5w6HVq1ahXfeeQdvvvkmevfubbcsJiYGx44dQ2JiIoC6\nI4NTp07ZnTIiIiL3kfR9Ai+++CLeffddbN68uVkAAMDkyZPxzjvv4Pjx46iursby5cvRvXt3DBo0\nSMoyiIjISZI9MVxYWIj169fD398ft99+u21+ZGQkPvjgAwDAxIkTUVpairS0NFRUVCAuLg6ZmZlQ\nKnndYCLjy9wgAAAH8UlEQVQiT5AsBLp164YTJ05cctysWbMwa9YsqTZLRERXQHYfG0FERNJhCBAR\n+TCGABGRD2MIEBH5MIYAEZEPYwgQEfkwhgARkQ9jCBAR+TCGABGRD2MIEBH5MIYAEZEPYwgQEfkw\nhgARkQ9jCBAR+TCGABGRD2MIEBH5MIYAEZEPYwgQEfkwhgARkQ9jCBAR+TCGABGRD2MIEBH5MIYA\nEZEPYwgQEfkwhgARkQ9jCBAR+TCGABGRD5NdCIiipysgIvIesgsBIiKSTpuEQGVlJRITE3H99dc3\nW7Z27VrccsstiIuLw/Tp03H69GmX1p04pIdUZRIR+bw2CYGXXnoJ3bt3bzZ/586dWLduHVavXo38\n/Hxcd911mD17NiwWi9Prvn34tVKWSkTk0/ykXuGhQ4dQUFCA+fPn4+DBg3bLsrOzMWXKFMTGxgIA\n5s2bh6FDh+Lw4cMYMmSI09tQKARJa/YGDT1hb5pjb1rH/jjmC72RNASqqqqwaNEiLFu2DJWVlc2W\n63Q6TJ8+3TatUqnQs2dP6HQ6l0IgNFQlRbleib1xjL1pHfvjmDf3xqkQWLhwIbZv3+5w+QMPPIB5\n8+bhpZdewqhRo9CvXz8cOHCg2Tij0Qi1Wm03T6vVwmAwuFR0ebkRVitfJtSYQiEgNFTF3rSAvWkd\n++OYt/QmPFztcJlTIfDUU09h/vz5DpcHBwejoKAA+/fvR25ursNxKpWq2Q5fr9c3C4ZLsVpFWCzy\n/YG0JfbGMfamdeyPY97cG6dCQKVSQaVq/XAoPz8fxcXFGDFiBADAbDbDYrEgPj4eS5YswahRoxAT\nE4Njx44hMTERQN2RwalTpxATE3Nlj4KIiC6LZM8JzJgxA6mpqbbpI0eO4K9//St27NiB0NBQAMDk\nyZOxdOlSJCUloXfv3li+fDm6d++OQYMGSVUGERG5QLIQUKvVdqd1wsPDAQBdunSxzZs4cSJKS0uR\nlpaGiooKxMXFITMzE0qlUqoyiIjIBYIoyu+DGMrKDF57fu5yKZUCwsPV7E0L2JvWsT+OeUtvIiI0\nDpfJMgSIiEga/OwgIiIfxhAgIvJhDAEiIh/GECAi8mEMASIiH8YQICLyYQwBIiIfxhAgIvJhDAEi\nIh/GECAi8mHtKgQsFgtefPFF3HTTTRgwYADmzJmDsrIyh+P37duH8ePH44YbbsCECRPwxRdfuLFa\n93KlN6WlpZg9ezZGjhyJ6Oho7Nixw83Vup8r/dm7dy+mTZuG+Ph43HjjjZg6dSoKCgrcXLH7uNKb\ngoICpKSkYMiQIRg0aBBSUlLw0Ucfubli93F1n9Ng69atiI6Oxuuvv+6GKttWuwqBNWvW4NNPP0VO\nTg727dsHAA4vZnP69GnMmTMHaWlpKCgoQFpaGh5++GGcOXPGnSW7jSu9EQQBCQkJWLZsmd2nuHoz\nV/pz4cIF3HPPPcjLy0N+fj4mTJiAWbNmobi42J0lu40rvbnmmmuwcuVKHDhwAAUFBXjyySfxxBNP\n4KeffnJnyW7jSm8aFBYWYsOGDYiKinJHiW1PbEdGjBghZmdn26ZPnTolRkVFiWfOnGk29tVXXxXv\nvPNOu3l33nmnuGLFijav0xNc6U1jI0eOFHNzc9u6PI+73P40GDp0qLhnz562Ks+jLrc3FotFPHTo\nkNi3b1/xk08+aesyPeJyenPvvfeKH3zwgXj33XeLq1atckeZbardHAno9XoUFRWhb9++tnk9evSA\nWq2GTqdrNl6n0yE2NtZu3vXXX9/iWLlztTe+5kr7c+LECfz+++/e859dI5fbm8GDB6Nfv3646667\n0L9/fyQkJLijXLe6nN68/fbbCA4ORnJysrvKbHOSXVTmShmNRgBw+kL0RqMRGo2m2diTJ0+2XZEe\n4mpvfM2V9Of8+fOYO3cu/vKXv6BXr15tVaLHXG5vCgoKUFNTg3379uHnn3/2ygs/udqboqIiZGZm\nIjs72y31uUu7ORJouIaxsxeiV6lUqKiocGqs3LnaG19zuf0pLS3FtGnTMGzYMPz1r39t0xo95Up+\ndwICApCYmIhDhw4hJyenzWr0FFd7s2jRIsyePRudO3d2S33u0m5CQKvVIjIyEseOHbPNO336NAwG\nA6Kjo5uNj4mJwfHjx+3mff/991550XpXe+NrLqc/Z86cwV133YXhw4fj6aefhiAI7irXraT43bFY\nLDh16lRblegxrvbmyy+/xCuvvIL4+HjEx8fj66+/xpo1azB16lR3li25dhMCQN2F6LOysmw/iIyM\nDCQkJKB79+7Nxk6aNAlHjx7Frl27UFtbi127duHYsWOYNGmSBypve670BgBMJhNMJhNEUYTZbIbJ\nZILZbHZz1e7jSn9++uknTJ06FePHj8eCBQs8UK17udKbPXv24MSJE7bfmezsbHz11Vde+ZwA4Fpv\n9u7dix07dti++vbti6lTp+K1117zQOUS8vQz042ZzWZx6dKl4pAhQ8S4uDjxoYceEs+fPy+Koiju\n2LFDjIuLsxu/d+9eMTk5WezXr5+YnJws7t+/3xNlu4WrvYmKimr29dprr3midLdwpT8LFy4Uo6Ki\nxLi4OLuvHTt2eKr8NuVKb958800xKSlJjIuLE2+88UZx8uTJ4ocffuip0tucq39XjXnLq4N4jWEi\nIh/Wrk4HERGRezEEiIh8GEOAiMiHMQSIiHwYQ4CIyIcxBIiIfBhDgIjIhzEEiIh82P8DSpSSyoIs\n6BMAAAAASUVORK5CYII=\n",
    "text/plain": [
    "<matplotlib.figure.Figure at 0x7f081c76fd90>"
    ]
    },
    "metadata": {},
    "output_type": "display_data"
    }
    ],
    "source": [
    "import pandas as pd\n",
    "import pdal\n",
    "import seaborn as sns\n",
    "json = u'''\n",
    "{\n",
    " \"pipeline\":[\n",
    " \"./data/isprs/samp11-utm.laz\",\n",
    " {\n",
    " \"type\":\"filters.smrf\"\n",
    " },\n",
    " {\n",
    " \"type\":\"filters.hag\"\n",
    " }\n",
    " ]\n",
    "}'''\n",
    "p = pdal.Pipeline(json)\n",
    "p.execute()\n",
    "df = pd.DataFrame(p.arrays[0])\n",
    "sns.kdeplot(df['HeightAboveGround'], cut=0, shade=True, vertical=True);"
    ]
    }
    ],
    "metadata": {
    "kernelspec": {
    "display_name": "Python 2",
    "language": "python",
    "name": "python2"
    },
    "language_info": {
    "codemirror_mode": {
    "name": "ipython",
    "version": 2
    },
    "file_extension": ".py",
    "mimetype": "text/x-python",
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython2",
    "version": "2.7.12"
    }
    },
    "nbformat": 4,
    "nbformat_minor": 2
    }