{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "import dicom"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0008, 0005) Specific Character Set              CS: 'ISO_IR 100'\n",
       "(0008, 0012) Instance Creation Date              DA: '20151127'\n",
       "(0008, 0013) Instance Creation Time              TM: '143229'\n",
       "(0008, 0014) Instance Creator UID                UI: 2.16.840.1.114337\n",
       "(0008, 0016) SOP Class UID                       UI: RT Plan Storage\n",
       "(0008, 0018) SOP Instance UID                    UI: 2.16.840.1.114337.1.1.1448595149.0\n",
       "(0008, 0020) Study Date                          DA: ''\n",
       "(0008, 0030) Study Time                          TM: ''\n",
       "(0008, 0050) Accession Number                    SH: '1'\n",
       "(0008, 0060) Modality                            CS: 'RTPLAN'\n",
       "(0008, 0070) Manufacturer                        LO: 'CMS, Inc.'\n",
       "(0008, 0090) Referring Physician's Name          PN: ''\n",
       "(0008, 1070) Operators' Name                     PN: ''\n",
       "(0008, 1090) Manufacturer's Model Name           LO: 'Monaco'\n",
       "(0010, 0010) Patient's Name                      PN: 'Phantom,Monaco'\n",
       "(0010, 0020) Patient ID                          LO: 'MrSTAR'\n",
       "(0010, 0030) Patient's Birth Date                DA: '19691231'\n",
       "(0010, 0040) Patient's Sex                       CS: 'O'\n",
       "(0010, 1000) Other Patient IDs                   LO: 'MonacoPhantom'\n",
       "(0010, 1001) Other Patient Names                 PN: 'Phantom,Monaco'\n",
       "(0020, 000d) Study Instance UID                  UI: 2.16.840.1.114337.208007652905.23470.1285961861.0\n",
       "(0020, 000e) Series Instance UID                 UI: 2.16.840.1.114337.1448595149\n",
       "(0020, 0010) Study ID                            SH: 'MonacoPhantom'\n",
       "(0020, 0011) Series Number                       IS: '1'\n",
       "(0020, 0013) Instance Number                     IS: '1'\n",
       "(300a, 0002) RT Plan Label                       SH: 'AMrSTAR'\n",
       "(300a, 0003) RT Plan Name                        LO: 'MrSTAR'\n",
       "(300a, 0004) RT Plan Description                 ST: ''\n",
       "(300a, 0006) RT Plan Date                        DA: '20151127'\n",
       "(300a, 0007) RT Plan Time                        TM: '143058.000000'\n",
       "(300a, 000c) RT Plan Geometry                    CS: 'PATIENT'\n",
       "(300a, 000e) Prescription Description            ST: 'Plan: RxA'\n",
       "(300a, 0010)  Dose Reference Sequence   2 item(s) ---- \n",
       "   (300a, 0012) Dose Reference Number               IS: '1'\n",
       "   (300a, 0014) Dose Reference Structure Type       CS: 'SITE'\n",
       "   (300a, 0020) Dose Reference Type                 CS: 'TARGET'\n",
       "   (300a, 0026) Target Prescription Dose            DS: '2.00'\n",
       "   ---------\n",
       "   (300a, 0012) Dose Reference Number               IS: '2'\n",
       "   (300a, 0014) Dose Reference Structure Type       CS: 'COORDINATES'\n",
       "   (300a, 0018) Dose Reference Point Coordinates    DS: ['-0.5', '-121.4', '0.0']\n",
       "   (300a, 0020) Dose Reference Type                 CS: 'TARGET'\n",
       "   ---------\n",
       "(300a, 0070)  Fraction Group Sequence   1 item(s) ---- \n",
       "   (300a, 0071) Fraction Group Number               IS: '1'\n",
       "   (300a, 0078) Number of Fractions Planned         IS: '1'\n",
       "   (300a, 0080) Number of Beams                     IS: '1'\n",
       "   (300a, 00a0) Number of Brachy Application Setups IS: '0'\n",
       "   (300c, 0004)  Referenced Beam Sequence   1 item(s) ---- \n",
       "      (300a, 0082) Beam Dose Specification Point       DS: ['-0.5', '-121.4', '0.0']\n",
       "      (300a, 0084) Beam Dose                           DS: '0.000'\n",
       "      (300a, 0086) Beam Meterset                       DS: '1000.000000'\n",
       "      (300c, 0006) Referenced Beam Number              IS: '1'\n",
       "      ---------\n",
       "   (300c, 0050)  Referenced Dose Reference Sequence   1 item(s) ---- \n",
       "      (300c, 0051) Referenced Dose Reference Number    IS: '1'\n",
       "      ---------\n",
       "   ---------\n",
       "(300a, 00b0)  Beam Sequence   1 item(s) ---- \n",
       "   (0008, 1040) Institutional Department Name       LO: '1~QA Clinic'\n",
       "   (300a, 00b2) Treatment Machine Name              SH: 'Boo'\n",
       "   (300a, 00b3) Primary Dosimeter Unit              CS: 'MU'\n",
       "   (300a, 00b4) Source-Axis Distance                DS: '1000.0'\n",
       "   (300a, 00b6)  Beam Limiting Device Sequence   2 item(s) ---- \n",
       "      (300a, 00b8) RT Beam Limiting Device Type        CS: 'ASYMX'\n",
       "      (300a, 00bc) Number of Leaf/Jaw Pairs            IS: '1'\n",
       "      ---------\n",
       "      (300a, 00b8) RT Beam Limiting Device Type        CS: 'ASYMY'\n",
       "      (300a, 00bc) Number of Leaf/Jaw Pairs            IS: '1'\n",
       "      ---------\n",
       "   (300a, 00c0) Beam Number                         IS: '1'\n",
       "   (300a, 00c2) Beam Name                           LO: 'AP'\n",
       "   (300a, 00c3) Beam Description                    ST: 'AP'\n",
       "   (300a, 00c4) Beam Type                           CS: 'STATIC'\n",
       "   (300a, 00c6) Radiation Type                      CS: 'ELECTRON'\n",
       "   (300a, 00ce) Treatment Delivery Type             CS: 'TREATMENT'\n",
       "   (300a, 00d0) Number of Wedges                    IS: '0'\n",
       "   (300a, 00e0) Number of Compensators              IS: '0'\n",
       "   (300a, 00ed) Number of Boli                      IS: '0'\n",
       "   (300a, 00f0) Number of Blocks                    IS: '1'\n",
       "   (300a, 00f2) Total Block Tray Factor             DS: ''\n",
       "   (300a, 00f4)  Block Sequence   1 item(s) ---- \n",
       "      (300a, 00e1) Material ID                         SH: 'Cerrobend'\n",
       "      (300a, 00f5) Block Tray ID                       SH: ''\n",
       "      (300a, 00f6) Source to Block Tray Distance       DS: '947.9'\n",
       "      (300a, 00f8) Block Type                          CS: 'APERTURE'\n",
       "      (300a, 00fa) Block Divergence                    CS: 'PRESENT'\n",
       "      (300a, 00fb) Block Mounting Position             CS: 'SOURCE_SIDE'\n",
       "      (300a, 00fc) Block Number                        IS: '1'\n",
       "      (300a, 00fe) Block Name                          LO: 'Block'\n",
       "      (300a, 0100) Block Thickness                     DS: '15.0'\n",
       "      (300a, 0104) Block Number of Points              IS: '9'\n",
       "      (300a, 0106) Block Data                          DS: ['21.7', '45.4', '17.6', '11.1', '39.3', '-26.7', '-2.3', '-10.1', '-39.6', '-24.7', '-29.0', '8.1', '-43.4', '41.6', '-9.3', '30.0', '21.7', '45.4']\n",
       "      ---------\n",
       "   (300a, 0107)  Applicator Sequence   1 item(s) ---- \n",
       "      (300a, 0108) Applicator ID                       SH: '10X10'\n",
       "      (300a, 0109) Applicator Type                     CS: 'ELECTRON_SQUARE'\n",
       "      (300a, 010a) Applicator Description              LO: '10X10'\n",
       "      ---------\n",
       "   (300a, 010e) Final Cumulative Meterset Weight    DS: '1.0'\n",
       "   (300a, 0110) Number of Control Points            IS: '2'\n",
       "   (300a, 0111)  Control Point Sequence   2 item(s) ---- \n",
       "      (300a, 0112) Control Point Index                 IS: '0'\n",
       "      (300a, 0114) Nominal Beam Energy                 DS: '12.0'\n",
       "      (300a, 0115) Dose Rate Set                       DS: '0'\n",
       "      (300a, 011a)  Beam Limiting Device Position Sequence   2 item(s) ---- \n",
       "         (300a, 00b8) RT Beam Limiting Device Type        CS: 'ASYMX'\n",
       "         (300a, 011c) Leaf/Jaw Positions                  DS: ['-96.0', '96.0']\n",
       "         ---------\n",
       "         (300a, 00b8) RT Beam Limiting Device Type        CS: 'ASYMY'\n",
       "         (300a, 011c) Leaf/Jaw Positions                  DS: ['-89.0', '89.0']\n",
       "         ---------\n",
       "      (300a, 011e) Gantry Angle                        DS: '0.0'\n",
       "      (300a, 011f) Gantry Rotation Direction           CS: 'NONE'\n",
       "      (300a, 0120) Beam Limiting Device Angle          DS: '0.0'\n",
       "      (300a, 0121) Beam Limiting Device Rotation Direc CS: 'NONE'\n",
       "      (300a, 0122) Patient Support Angle               DS: '0.0'\n",
       "      (300a, 0123) Patient Support Rotation Direction  CS: 'NONE'\n",
       "      (300a, 0125) Table Top Eccentric Angle           DS: '0.0'\n",
       "      (300a, 0126) Table Top Eccentric Rotation Direct CS: 'NONE'\n",
       "      (300a, 0128) Table Top Vertical Position         DS: ''\n",
       "      (300a, 0129) Table Top Longitudinal Position     DS: ''\n",
       "      (300a, 012a) Table Top Lateral Position          DS: ''\n",
       "      (300a, 012c) Isocenter Position                  DS: ['-0.5', '-121.4', '0.0']\n",
       "      (300a, 012e) Surface Entry Point                 DS: ['-0.5', '-120.4', '0.0']\n",
       "      (300a, 0130) Source to Surface Distance          DS: '1001.0'\n",
       "      (300a, 0134) Cumulative Meterset Weight          DS: '0'\n",
       "      (300c, 0050)  Referenced Dose Reference Sequence   2 item(s) ---- \n",
       "         (300a, 010c) Cumulative Dose Reference Coefficie DS: ''\n",
       "         (300c, 0051) Referenced Dose Reference Number    IS: '1'\n",
       "         ---------\n",
       "         (300a, 010c) Cumulative Dose Reference Coefficie DS: ''\n",
       "         (300c, 0051) Referenced Dose Reference Number    IS: '2'\n",
       "         ---------\n",
       "      ---------\n",
       "      (300a, 0112) Control Point Index                 IS: '1'\n",
       "      (300a, 0115) Dose Rate Set                       DS: '0'\n",
       "      (300a, 011e) Gantry Angle                        DS: '0.0'\n",
       "      (300a, 0134) Cumulative Meterset Weight          DS: '1'\n",
       "      (300c, 0050)  Referenced Dose Reference Sequence   2 item(s) ---- \n",
       "         (300a, 010c) Cumulative Dose Reference Coefficie DS: ''\n",
       "         (300c, 0051) Referenced Dose Reference Number    IS: '1'\n",
       "         ---------\n",
       "         (300a, 010c) Cumulative Dose Reference Coefficie DS: ''\n",
       "         (300c, 0051) Referenced Dose Reference Number    IS: '2'\n",
       "         ---------\n",
       "      ---------\n",
       "   (300c, 006a) Referenced Patient Setup Number     IS: '1'\n",
       "   ---------\n",
       "(300a, 0180)  Patient Setup Sequence   1 item(s) ---- \n",
       "   (0018, 5100) Patient Position                    CS: 'HFS'\n",
       "   (300a, 0182) Patient Setup Number                IS: '1'\n",
       "   (300a, 01b0) Setup Technique                     CS: 'ISOCENTRIC'\n",
       "   ---------\n",
       "(300c, 0060)  Referenced Structure Set Sequence   1 item(s) ---- \n",
       "   (0008, 1150) Referenced SOP Class UID            UI: RT Structure Set Storage\n",
       "   (0008, 1155) Referenced SOP Instance UID         UI: 1.2.840.10008.5.1.4.1.1.481.3.1448595145\n",
       "   ---------\n",
       "(300e, 0002) Approval Status                     CS: 'UNAPPROVED'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dcm = dicom.read_file(\"star.dcm\", force=True)\n",
    "dcm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['21.7', '45.4', '17.6', '11.1', '39.3', '-26.7', '-2.3', '-10.1', '-39.6', '-24.7', '-29.0', '8.1', '-43.4', '41.6', '-9.3', '30.0', '21.7', '45.4']"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "block_data = dcm.BeamSequence[0].BlockSequence[0].BlockData\n",
    "block_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "12.0"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "energy = float(dcm.BeamSequence[0].ControlPointSequence[0].NominalBeamEnergy)\n",
    "energy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "100.1"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ssd = float(dcm.BeamSequence[0].ControlPointSequence[0].SourceToSurfaceDistance) / 10\n",
    "ssd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'10X10'"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "applicator = dcm.BeamSequence[0].ApplicatorSequence[0].ApplicatorID\n",
    "applicator"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-50.0, 40.0, -30.0, 50.0)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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EnnUWHHooLF0KL70EM2fCddclP6kDVKsGZ59tM4JnzYI99rCOj2OPheHDYcOG\n5J8zaqpXh0cegZtvhi1bgo4m/XnFHgF33QUbN9qyp65k335rlfnTT0PTpjbUct55sMsuwcSTlwcT\nJ1oV//77cMEF9hfDYYcFE09YnHWWdcncckvQkQTPh2IirlUra8Vr0yboSNLL5s22Ln12Nnz1ld0E\nvfJKuxGXTpYssV862dm261WPHtC1a3C/dNLZvHnQtq19Pct7QzuqPLFH2Ny51oq3eDFU8YE1wIam\nCicRHXWUVeedOtnN5XSWn19Uxb/7Lpx/viX5ww8POrL00qePbf04dGjQkQTLE3uE3X8/LFsGTzwR\ndCTB+vlneP55S+jLlxdNImrUKOjIKmbJEht/HzrUNk25+mqr4mvWDDqy4K1dCy1aWAdTJv/S88Qe\nYUcdZWPrJ50UdCSVT9V6xQsnEZ10klXnp59e8iSiMMrPtwSWlQXvvGPJvUcPv1H+73/bbOBp0zK3\n/dETe0R9/z20bm0VarUyV/2JjuKTiH75xZL5ZZdZZRtlS5cWVfF161oVf/75mVnF5+VZa++AAZm7\n6J0n9oh6+GFbSyM7O+hIUq+gAKZOtWudONHaB7t3hxNOyLyKLT/flo7IyoK334YuXayKz7Q5DFOn\n2vfAnDlQo0bQ0VQ+T+wR1bYt3HEHtG8fdCSpU1ilDhsGtWpZS+BFF0GdOkFHlh6WLSuq4vfc0xL8\nBRfArrsGHVnlOOcc+6u1X7+gI6l8ntgjaNkya3PMzU3/bo/ttXWrrbeSnW093l26WGV21FGZV52X\nV34+TJliVfzUqdajf/XV9v8syhYsgGOOgdmzYe+9g46mcnlij6Ann7TVB597LuhIkufbb+E//7FJ\nRI0bWzLv0sX7ubfX8uVFVfzuuxdV8bVqBR1Zatx2G/z4o11zJvHEHkHt2sH114d/0+rNm62jJTsb\nvvwSLrnEJhH50sOJKygoquLfess2A+nRA/70p2j95bNuHRx4IIwfb9eWKTyxR8zKlTYtfvny8K4U\nOHu2JfORI+2mX+Ekoh13DDqyaFqxwv4SGjoUate2BH/hhdGp4ocNs4r93Xej9UurNL4IWMS8+qpt\n+BC2pF44W/CYY+yGb+3aMGOGdXh06eJJPZXq14e+fWH+fBg82Cr4/fe3X6gff2xzAsKsWzdbL+mF\nF4KOJD14xR5CHTrYkMUFFwQdSdlUbROQ7GxbtyUWK5pElEm99+koN9eq+Kwsq9wLq/jatYOOrGLe\nfRcuvthDnr/LAAALbklEQVQ2mwlb0VMRPhQTIT/9BPvtZ1PO0/nP6FWriiYRbdmSOZOIwqhwjkBW\nlm1k8Ze/WJJv3Tp8wxpduthuVXfdFXQkqeeJPUJGjrSp1K+9FnQkf1RQYFO8s7NtY4mzzrKEfuKJ\n4UsQmSo3F0aMsCS/yy6W4C+6KDXr1KfCwoXW4vn559CgQdDRpFbKxthF5AER+VpEPhORsSJSq9jH\n+onI/PjHT0vkPK7I2LFWUaWTpUvhvvtsF6c+fWzi1PffWytmLOZJPUzq1bNtFr/5xja2eOcdaz29\n4gpblyfda7BGjeDaa+1+QiZLdDPrU4CpqlogIoMAVdV+InIQMBI4GmgATAGal1Sae8Vefhs2wD77\nwHff2S48QSrctDk728Y2CycRRa2VzlmPeGEVv9NOVsVffHH6VvHr19vqj2PHwp//HHQ0qZOyil1V\np6hqQfzpdCyJA3QERqtqnqouBOYDrRM5l7M1Ulq3DjapL1gAt99umzMPGmR99IsXw5AhcPTRntSj\nqG5d27Hom2/gscdsNnDjxtaJ8sEH6VfF16xpy1n37m3Dg5kome2OVwAT4o/3BRYX+9jS+DGXgLFj\ng1nJbvNmW+u8XTurgDZvtptsH3xga55n4uqCmUjElkZ+/nlL8gcfbMn90EPh8cdhzZqgIyxyySX2\nC2fkyKAjCUaZQzEiMhkovgmVAAr0V9XX4q/pDxypqufGnz8OfKiqo+LPs4EJqjquhPf3oZhy2LLF\nxj/nzq28zpIvv7S+85Ejbf3v7t2hc2fvN3dFVG2FyawsG5rr1MmGatq0Cf6vtw8+sCHCuXOjWXyU\nNhRTZiexqp5axpt3AzoAJxc7vBTYr9jzBvFjJRo4cOCvj2OxGLFYrKywMs6UKXDIIalP6uvXW9dN\ndra1VF5+uU0iatw4ted14SRiN8hjMZsR/cwztiREtWqW4C+5JLiVONu0sWWdBw+Ge+4JJoZkysnJ\nIScnp1yvTfTm6RnAQ8AJqrqq2PHCm6fHYEMwk/Gbpwm54gr7k/fGG5P/3qo2+zA7G156ydoTu3eH\nM87wSURu+6laN01WFrz+OnTsaEm+bdvKr+IXL7bt82bOtJm2UZKyPnYRmQ/sABQm9emqel38Y/2A\nK4GtQG9VnbSN9/DEXoatW21J0pkz7aZlsqxeXTSJaNOmoklEmbb8qUudwt2usrIsqffoAZdeaqtO\nVpaBA202atSWG/AJSiE3ZYptJDBjRuLvVVAAOTmWzCdMgDPPLJpEVMVXDnIpomptsVlZ8N//2g5Y\nPXrAccelvorfuNFWfxw5Eo4/PrXnqkye2EPuuuusUk9k0sWyZbYuyLBhNqOwcCeiyqycnIOi5Say\nsizhF1bxqWzjHTUKHnrIiqOoFDCe2EOsoAD23dfGLJs3377Pzcuzqf3Z2fb5551n1bn3m7t0oGo9\n8UOG2BIZZ51lSf7445P//alqY/xXXWUNAVHgiT3E3nvPKvYvvij/53z3nVXmTz9dtDRrly7RbPly\n0VB4vycry7b5K6zi99wzeeeYMcPaMefNi8aesL4ee4iNG1e+tWE2b7Y2xVNOsfXON26EN9+0Xt4r\nrvCk7tLb7rvbTNEvv7Si5PPPbe2hCy+0e0LJqP2OPhpOPdVmpUadV+xpTNX6x197zXrYS1L4g/Dc\nc9bW5ZOIXFSsXm3f11lZ1hnWo4d1bSVSxS9bZm3DH38MTZokL9YgeMUeUp9+CjvsYFO3i1u/3pL5\nscfahhW77GKbWUyeDF27elJ30bD77tCrl22jOHy4/bdZM9tgZtq0ilXx++wDN91ka99EmVfsaaxf\nP/vmHTTI/jtjht0IHTPGZtRddZVPInKZZc0aa1scMsSW2bjqKluvZq+9yv8emzbZZunDh9uM2bDy\nm6chpGpLjz7+uN3syc62ZXsLJxHts0/QEToXHFVbHz4rC15+2QqcHj0sUZennXHMGNtD4NNPoWrV\nlIebEp7YQ2jOHGjVyra/O/NMq0x8EpFzf7R2bVEVv2lTURVft+62P0fVfp4uvth+IYSRJ/YQ+t//\n4NVXbb3zoDfVcC4MCjdOz8qybrLTToOrr7alhksqiGbNgvbt7S/iMG7g7YndOZdRfvqpqIrfsKGo\niq9X77ev697ddoJ68MFAwkyIJ3bnXEYqbDoYMsSq+FNOsaGXdu2sis/NtSHPDz/c/pndQfPE7pzL\neD/9ZGvGDBkCP/9cVMU/84zN8B4/PugIt48ndueci1OFTz6xsfiXXrIVJidOtNVOTy11W6H04ond\nOedKsG5dURW///7wyitBR1R+ntidc64UqraSaph62n1JAeecK4VIuJJ6WTyxO+dcxHhid865iEko\nsYvI3SLyuYh8JiJTRKRBsY/1E5H5IvK1iJyWeKjOOefKI9GK/QFVPUxVDwdeBQYAiMhBQBegJdAe\neEokuZtd5eTkJPPt0o5fX7hF+fqifG0QjetLKLGr6vpiT3cBVsUfdwRGq2qeqi4E5gOtEznX70Xh\nf35p/PrCLcrXF+Vrg2hcX8IreYvIvcClwEbgmPjhfYEPi71safyYc865FCuzYheRySLyRbF/s+P/\nPRtAVe9Q1YbAcODRVAfsnHOudEmboCQi+wETVPUQEekLqKoOjn9sIjBAVT8q4fN8dpJzzlXAtiYo\nJTQUIyLNVPXb+NPOwGfxx+OBkSLyCDYE0wz4eHsCc845VzGJjrEPEpEDgHzgO+BaAFWdIyIvAnOA\nrcB1vm6Ac85VjsDXinHOOZdcoZx5KiI3xCc+zRaRQcWOR2ZSlIjcLCIFIrJ7sWOhvj4ReSAe+2ci\nMlZEahX7WKivrZCInCEic0XkGxG5Leh4EiUiDURkqoh8Ff956xU/XkdEJonIPBF5U0RCuLmcEZEq\nIjJTRMbHn4f+2kKX2EUkBpwNHKKqhwAPxo+3JMWToipLfAbvqcCiYseicH2TgFbxCW3zgX5QORPa\nKoOIVAGeAE4HWgEXiMiBwUaVsDygj6q2Ao4FesavqS8wRVVbAFOJfy1Dqjc2bFwo9NcWusSOjeMP\nUtU8AFVdGT/eiRRPiqpEjwC3/O5Y6K9PVaeoakH86XSgcAmKlE9oqyStgfmqukhVtwKjsa9baKnq\nClX9LP54PfA19nXrBIyIv2wE1jwROvEiqgOQXexw6K8tjIn9AOAEEZkuItNE5Kj48X2BxcVeF8pJ\nUSLSEVisqrN/96FIXF8xVwAT4o+jcm2/v44lhPM6SiQijYDDsV/K9VQ1Fyz5A3WDiywhhUVU8ZuN\nob+2hGeepoKITAaK7ycu2P/4O7CY66jqn0XkaGAM0KTyo6y4Mq7vdmwYJpRKubb+qvpa/DX9ga2q\n+nwAIboKEJGawEtAb1VdX8L8k9B1YYjImUCuqn4WH+LdltBdW1omdlXdZmITkWuAcfHXzRCRfBHZ\nA6vyGhZ7aYP4sbSzresTkYOBRsDn8THmBsBMEWlNSK6vtK8dgIh0w/70PbnY4aXAfsWep+W1lUMo\nvkbbS0SqYUn9WVV9NX44V0TqqWquiNQHfgwuwgprC3QUkQ7ATsCuIvIssCLs1xbGoZhXiCeFeA/9\nDqq6CpsU1VVEdhCRxpQyKSpdqeqXqlpfVZuoamPsT/kjVPVHInB9InIG9mdvR1XdUuxD44Hzw3xt\ncTOAZiKyv4jsAJyPXVvY/QeYo6qPFTs2HugWf3wZtrprqKjq7araUFWbYF+rqap6CfAaIb+2tKzY\nyzAc+I+IzAa2YAuQRXVSlGJDGVG5vseBHYDJ8aaX6ap6XUSuDVXNF5Hrse6fKsAwVf064LASIiJt\ngYuA2SIyC/uevB0YDLwoIldg3Vtdgosy6QYR8mvzCUrOORcxYRyKcc45VwpP7M45FzGe2J1zLmI8\nsTvnXMR4YnfOuYjxxO6ccxHjid055yLGE7tzzkXM/wM4dHESa1cKFAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fd8eaf4c2b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.array(block_data[0::2]).astype(float)\n",
    "y = np.array(block_data[1::2]).astype(float)\n",
    "\n",
    "plt.plot(x, y)\n",
    "plt.axis(\"equal\")"
   ]
  },
  {
   "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": "3.4.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}