ER_2012_2013.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#imports\n",
    "from sunpy.net import hek\n",
    "from sunpy.net import hek2vso\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "#matplotlib qt\n",
    "import shapely\n",
    "from shapely.wkt import dumps, loads\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from shapely.geometry.polygon import LinearRing, Polygon\n",
    "from datetime import timedelta\n",
    "import datetime\n",
    "from sunpy.time import *\n",
    "from dateutil.parser import parse\n",
    "import matplotlib.cm as cm\n",
    "import matplotlib as mpl\n",
    "from operator import itemgetter\n",
    "from itertools import groupby\n",
    "import itertools\n",
    "import operator\n",
    "from datetime import timedelta\n",
    "import time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "###### the following is the code ashna has written to filter out single filament eruptions recorded at different wavelengths\n",
    "client = hek.HEKClient()\n",
    "h2v = hek2vso.H2VClient()\n",
    "tstart = '2012/01/01 00:00:00'\n",
    "tend = '2013/12/31 23:59:59'\n",
    "event_type = 'ER'\n",
    "eruptions = client.query(hek.attrs.Time(tstart,tend),hek.attrs.EventType(event_type))\n",
    "vso_records = h2v.translate_and_query(eruptions[10])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def SetupSunPlotColor(eruptions, trackno, filament):\n",
    "    plt.grid(True)\n",
    "    plt.ylabel('ycoord (arcsec)',fontsize=18)\n",
    "    plt.xlabel('xcoord (arcsec)',fontsize=18)\n",
    "    plt.axis([-1500, 1500, -1500, 1500])\n",
    "    cmap = plt.get_cmap('nipy_spectral')\n",
    "    norm = mpl.colors.Normalize(vmin=0, vmax=3000)\n",
    "    m = cm.ScalarMappable(norm=norm, cmap=cmap)\n",
    "    scale= m.to_rgba(trackno)\n",
    "    longitude = [elem[\"hpc_x\"] for elem in eruptions]  #plotting only those eruptions that are contained in filaments \n",
    "    latitude = [elem[\"hpc_y\"] for elem in eruptions]   #plotting only those eruptions that are contained in filaments\n",
    "    for x,y in zip(longitude, latitude):\n",
    "        fig=plt.scatter(x, y, color=next(colors),s=50)\n",
    "    Circle1 = plt.Circle((0,0), radius=1000, linestyle='solid', linewidth=2, fill=False)\n",
    "    fig1 = plt.gcf()\n",
    "    fig1.gca().add_artist(Circle1)\n",
    "    fig1.set_size_inches(10.5,10.5)\n",
    "    ax = fig1.add_subplot(111)\n",
    "    ax.set_aspect('equal')\n",
    "    ax.tick_params(axis='both', which='major', labelsize=14)\n",
    "    plt.title('Filament Eruptions and Tracks on the Sun, October 2013')\n",
    "    plot_polygon=plt.Polygon(loads(filament).exterior,color=scale,linewidth=1,fill=None)\n",
    "    fig1.gca().add_artist(plot_polygon) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "11700\n"
     ]
    }
   ],
   "source": [
    "times=[elem[\"event_starttime\"] for elem in eruptions] \n",
    "result=[]\n",
    "indices=[]\n",
    "### the following loop will remove identical eruptions that have been recorded at different wavelengths by sorting with time\n",
    "for element in times:\n",
    "    if element not in result:\n",
    "        indices.append((times.index(element)))\n",
    "        result.append(element)\n",
    "filtered=[eruptions[i] for i in indices]\n",
    "print len(filtered)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([  10.,   67.,  463.,  716.,  949.,  750.,  720.,  267.,   39.,    5.]),\n",
       " array([-10.5951004 ,  -8.41186037,  -6.22862034,  -4.04538031,\n",
       "         -1.86214027,   0.32109976,   2.50433979,   4.68757982,\n",
       "          6.87081985,   9.05405989,  11.23729992]),\n",
       " <a list of 10 Patch objects>)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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umXV7xpHkvUmWk9w/VLY5yb4kB5PckeT0WbZxHKts30j73dyEAPBp4JeAj6zw2n9W1YXd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\noQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x119f28150>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "trans_speed = [elem[\"outflow_transspeed\"] for elem in eruptions]\n",
    "#for i in range(100, 200):\n",
    "    #print i, trans_speed[i]\n",
    "    #print type(trans_speed[0])\n",
    "\n",
    "trans_speed= filter(None, trans_speed)\n",
    "plt.hist(trans_speed)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([  9.30200000e+03,   1.47800000e+03,   4.28000000e+02,\n",
       "          1.79000000e+02,   1.00000000e+02,   3.90000000e+01,\n",
       "          1.80000000e+01,   1.20000000e+01,   5.00000000e+00,\n",
       "          6.00000000e+00]),\n",
       " array([   3.6300199 ,   13.48531778,   23.34061565,   33.19591353,\n",
       "          43.0512114 ,   52.90650928,   62.76180716,   72.61710503,\n",
       "          82.47240291,   92.32770078,  102.18299866]),\n",
       " <a list of 10 Patch objects>)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x142a66850>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "intensity = [elem[\"intensmax\"] for elem in eruptions]\n",
    "#for i in range(100,200):\n",
    "    #print i, intensity[i]\n",
    "intensity= filter(None, intensity)\n",
    "plt.hist(intensity)    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "100 None\n",
      "101 None\n",
      "102 None\n",
      "103 None\n",
      "104 None\n",
      "105 None\n",
      "106 None\n",
      "107 None\n",
      "108 None\n",
      "109 None\n",
      "110 None\n",
      "111 None\n",
      "112 None\n",
      "113 None\n",
      "114 None\n",
      "115 None\n",
      "116 None\n",
      "117 None\n",
      "118 None\n",
      "119 None\n",
      "120 None\n",
      "121 None\n",
      "122 None\n",
      "123 None\n",
      "124 None\n",
      "125 None\n",
      "126 None\n",
      "127 None\n",
      "128 None\n",
      "129 None\n",
      "130 None\n",
      "131 None\n",
      "132 None\n",
      "133 None\n",
      "134 None\n",
      "135 None\n",
      "136 None\n",
      "137 None\n",
      "138 None\n",
      "139 None\n",
      "140 None\n",
      "141 None\n",
      "142 None\n",
      "143 None\n",
      "144 None\n",
      "145 None\n",
      "146 None\n",
      "147 None\n",
      "148 None\n",
      "149 None\n",
      "150 None\n",
      "151 None\n",
      "152 None\n",
      "153 None\n",
      "154 None\n",
      "155 None\n",
      "156 None\n",
      "157 None\n",
      "158 None\n",
      "159 None\n",
      "160 None\n",
      "161 None\n",
      "162 None\n",
      "163 None\n",
      "164 None\n",
      "165 None\n",
      "166 None\n",
      "167 None\n",
      "168 None\n",
      "169 None\n",
      "170 None\n",
      "171 None\n",
      "172 None\n",
      "173 None\n",
      "174 None\n",
      "175 None\n",
      "176 None\n",
      "177 None\n",
      "178 None\n",
      "179 None\n",
      "180 None\n",
      "181 None\n",
      "182 None\n",
      "183 None\n",
      "184 None\n",
      "185 None\n",
      "186 None\n",
      "187 None\n",
      "188 None\n",
      "189 None\n",
      "190 None\n",
      "191 None\n",
      "192 None\n",
      "193 None\n",
      "194 None\n",
      "195 None\n",
      "196 None\n",
      "197 None\n",
      "198 None\n",
      "199 None\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(array([ 0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.,  0.]),\n",
       " array([ 0. ,  0.1,  0.2,  0.3,  0.4,  0.5,  0.6,  0.7,  0.8,  0.9,  1. ]),\n",
       " <a list of 10 Patch objects>)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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PcjjJ24fZ3zDN8OdjLMm3kvxHkvuH3eOwzODn46VJtvWuE48muXoEbQ5FktuTHEry7WPU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\ngg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11b670210>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "areas = [elem[\"area_atdiskcenteruncert\"] for elem in eruptions]\n",
    "for i in range(100,200):\n",
    "    print i, areas[i]\n",
    "areas= filter(None, areas)\n",
    "plt.hist(areas)    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "concept\n",
      "frm_versionnumber\n",
      "hrc_coord\n",
      "hpc_bbox\n",
      "area_atdiskcenter\n",
      "event_mapurl\n",
      "event_c1error\n",
      "obs_dataprepurl\n",
      "hgc_coord\n",
      "frm_identifier\n",
      "event_expires\n",
      "intensmean\n",
      "boundbox_c2ur\n",
      "event_coordunit\n",
      "gs_thumburl\n",
      "obs_meanwavel\n",
      "bound_ccnsteps\n",
      "outflow_width\n",
      "hgs_coord\n",
      "bound_chaincode\n",
      "frm_daterun\n",
      "intensmedian\n",
      "bound_ccstartc1\n",
      "frm_paramset\n",
      "bound_ccstartc2\n",
      "event_coord2\n",
      "event_coord3\n",
      "outflow_widthunit\n",
      "event_coord1\n",
      "event_importance\n",
      "kb_archivdate\n",
      "event_title\n",
      "hrc_r\n",
      "hgc_bbox\n",
      "skel_chaincode\n",
      "intenstotal\n",
      "hrc_a\n",
      "area_atdiskcenteruncert\n",
      "event_probability\n",
      "gs_movieurl\n",
      "event_description\n",
      "search_frm_name\n",
      "eventtype\n",
      "ar_polarity\n",
      "obs_channelid\n",
      "ar_mcintoshcls\n",
      "frm_institute\n",
      "frm_contact\n",
      "ar_noaaclass\n",
      "search_observatory\n",
      "boundbox_c1ur\n",
      "hgs_boundcc\n",
      "boundbox_c2ll\n",
      "area_unit\n",
      "area_raw\n",
      "intensskew\n",
      "hpc_coord\n",
      "frm_name\n",
      "obs_levelnum\n",
      "area_uncert\n",
      "ar_zurichcls\n",
      "active\n",
      "search_instrument\n",
      "hpc_radius\n",
      "event_importance_num_ratings\n",
      "obs_includesnrt\n",
      "event_testflag\n",
      "hpc_y\n",
      "hpc_x\n",
      "hpc_boundcc\n",
      "event_score\n",
      "obs_lastprocessingdate\n",
      "refs_orig\n",
      "ar_numspots\n",
      "intensvar\n",
      "outflow_speed\n",
      "event_avg_rating\n",
      "frm_url\n",
      "ar_compactnesscls\n",
      "comment_count\n",
      "event_npixels\n",
      "event_clippedspatial\n",
      "obs_wavelunit\n",
      "frm_humanflag\n",
      "hcr_checked\n",
      "hgc_skeletoncc\n",
      "noposition\n",
      "event_peaktime\n",
      "hpc_skeletoncc\n",
      "kb_archivist\n",
      "SOL_standard\n",
      "event_coordsys\n",
      "hgc_boundcc\n",
      "gs_galleryid\n",
      "event_maskurl\n",
      "outflow_speedunit\n",
      "skel_startc1\n",
      "skel_startc2\n",
      "obs_title\n",
      "event_type\n",
      "refs\n",
      "hgc_x\n",
      "hgc_y\n",
      "outflow_length\n",
      "kb_archivid\n",
      "hrc_skeletoncc\n",
      "ar_penumbracls\n",
      "obs_firstprocessingdate\n",
      "event_endtime\n",
      "hrc_bbox\n",
      "outflow_lengthunit\n",
      "search_channelid\n",
      "skel_nsteps\n",
      "rasterscan\n",
      "ar_mtwilsoncls\n",
      "skel_curvature\n",
      "event_pixelunit\n",
      "outflow_transspeed\n",
      "ar_noaanum\n",
      "revision\n",
      "hgs_x\n",
      "hgs_y\n",
      "intenskurt\n",
      "hrc_boundcc\n",
      "obs_instrument\n",
      "frm_specificid\n",
      "boundbox_c1ll\n",
      "hgs_skeletoncc\n",
      "rasterscantype\n",
      "sum_overlap_scores\n",
      "obs_observatory\n",
      "intensunit\n",
      "chaincodetype\n",
      "outflow_openingangle\n",
      "gs_imageurl\n",
      "hgs_bbox\n",
      "event_starttime\n",
      "event_clippedtemporal\n",
      "intensmax\n",
      "intensmin\n",
      "hpc_geom\n",
      "event_c2error\n"
     ]
    }
   ],
   "source": [
    "keys=eruptions[0]\n",
    "for item in keys: \n",
    "    print item"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "fi_tracked = pd.read_csv('FIDustinTracked24Mo.txt',delimiter='\\t')\n",
    "fi_tracked.head()\n",
    "tracks=fi_tracked['Track No.']\n",
    "good_tracks = fi_tracked.groupby('Track No.').filter(lambda x: len(x['Track No.']) >= 3, dropna=False) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Loops through both eruption data and track data. Checks if any track polygons contain an eruption point. Then checks if these eruptions can be found in +/- 12 hours of the polygon."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2012-01-04T01:59:44\n",
      "This means that the eruption point is contained in the filament polygon\n",
      "54 104\n",
      "2012-01-12T21:02:08\n",
      "This means that the eruption point is contained in the filament polygon\n",
      "185 217\n",
      "2012-01-12T21:06:00\n",
      "This means that the eruption point is contained in the filament polygon\n",
      "186 217\n",
      "2012-01-17T22:52:00\n",
      "This means that the eruption point is contained in the filament polygon\n",
      "286 363\n",
      "2012-01-18T23:00:00\n",
      "This means that the eruption point is contained in the filament polygon\n",
      "299 357\n",
      "2012-01-22T08:00:04\n",
      "This means that the eruption point is contained in the filament polygon\n",
      "365 413\n"
     ]
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-13-691a1342b3a1>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     16\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     17\u001b[0m             \u001b[0mFLT\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mparse\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mFT_time\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 18\u001b[0;31m             \u001b[0mFT_poly_obj\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mloads\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mFT_poly\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m   \u001b[0;31m#creates polygon object from track\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     19\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mFT_poly_obj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcontains\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mFE_point_obj\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mFET\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0mmargin\u001b[0m \u001b[0;34m<=\u001b[0m \u001b[0mFLT\u001b[0m \u001b[0;34m<=\u001b[0m \u001b[0mFET\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0mmargin\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;31m#checks if point is contained in polygon\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     20\u001b[0m                 \u001b[0mcontained\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgood_tracks\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'Track No.'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m   \u001b[0;31m#finds the track number of these tracks\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/anaconda/lib/python2.7/site-packages/pandas/core/series.pyc\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m    581\u001b[0m         \u001b[0mkey\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcom\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_apply_if_callable\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    582\u001b[0m         \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 583\u001b[0;31m             \u001b[0mresult\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_value\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    584\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    585\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mlib\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0misscalar\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mresult\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/anaconda/lib/python2.7/site-packages/pandas/indexes/base.pyc\u001b[0m in \u001b[0;36mget_value\u001b[0;34m(self, series, key)\u001b[0m\n\u001b[1;32m   1978\u001b[0m         \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1979\u001b[0m             return self._engine.get_value(s, k,\n\u001b[0;32m-> 1980\u001b[0;31m                                           tz=getattr(series.dtype, 'tz', None))\n\u001b[0m\u001b[1;32m   1981\u001b[0m         \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1982\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m>\u001b[0m \u001b[0;36m0\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0minferred_type\u001b[0m \u001b[0;32min\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m'integer'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'boolean'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "margin = datetime.timedelta(hours=12)             \n",
    "FT_time = good_tracks['HEK_time']    #Finds the time stamps for all the filaments\n",
    "FE_time = [elem[\"event_starttime\"] for elem in filtered] #Finds the time stamps for all the eruptions\n",
    "FT_poly = good_tracks['HPC_BB_Poly']    #Finds the polygon coordinates for the good_tracks\n",
    "FE_coords = [elem[\"hpc_coord\"] for elem in filtered] #Finds the point coordinates for the filtered eruptions \n",
    "contained=[]    ####This will be a helpful list for finding which tracks have eruptions contained inthem \n",
    "loopnumb=[]    #to keep track of the eruption number \n",
    "practice=[]\n",
    "start = time.time()\n",
    "for j in range(0, len(FE_coords)):    #looks at all possible eruptions \n",
    "    FET=(parse_time(FE_time[j])) \n",
    "    FE_point_obj = loads(FE_coords[j]) #creates a shapely point object\n",
    "    for i in range(0, len(FT_poly)):  #looks at all possible tracks \n",
    "        if pd.isnull(FT_poly[i]):   #skips over tracks of less than 3 elements \n",
    "            pass\n",
    "        else:   \n",
    "            FLT=parse(FT_time[i]) \n",
    "            FT_poly_obj = loads(FT_poly[i])   #creates polygon object from track\n",
    "            if FT_poly_obj.contains(FE_point_obj) and FET-margin <= FLT <= FET + margin: #checks if point is contained in polygon \n",
    "                contained.append(good_tracks['Track No.'][i])   #finds the track number of these tracks \n",
    "                loopnumb.append(j)\n",
    "                print FE_time[j]\n",
    "                if good_tracks['Track No.'][i] == 16.0:\n",
    "                    practice.append((FE_time[j], good_tracks['Track No.'][i]))\n",
    "                print \"This means that the eruption point is contained in the filament polygon\"\n",
    "                print j,i  #the indicies of the eruption and filament track\n",
    "erup=[indices[i] for i in loopnumb]   #getting the eruption index from a list of possible indices\n",
    "filtered2=[eruptions[i] for i in erup]   #eruption data that correspond to being contained in a filament \n",
    "totaltime = start - time.time()\n",
    "print 'This loop took', totaltime%60"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "good_polygons=[] #Trying to find polygon data for the filaments that contained eruptions and at a good time \n",
    "for i in range(len(good_tracks)): #iterating through the whole list of tracks \n",
    "    if good_tracks['Track No.'][i] in contained:  #if the track number is in the lists created previously \n",
    "         good_polygons.append((good_tracks['Track No.'][i],good_tracks['HPC_BB_Poly'][i]))#append the polygon data to good polygons"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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xC5FHp18l/q1FhIhHa91UTrkLIYQQqSM9Fp+/YHxzQy2MZvTxtg1HCCGEEEIkV0I3sLZr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\nPn1Q3H03XidO4PLyywhZzRSJaB+ioXd9q5NzoyKXspB5eeG5yZq2bYmPB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hHU7xt/3e3V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URUv97SO0tI/QkmZ0895+IyuHRtQYNrE9z87o1cX0S9Dx8+hoGp+bC9/0DmPCxlLWj4ik0bnS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McQe5n41lvs2BmmyBfE77fjtnendsON/GpLxWM9SCFXs19dSV/GcC3/RkElgzVs4bvIoIhT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\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nHKQeFZ8iIiIikjDq+fSp51NEREQkOvV8ioiIiEhSUvEpoaLennBQHoKnHISD8hA85SD1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\n+BQRERGRhPlfQ14khQf5FNIAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x123e47290>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "####makes a colorscale for the eruptions\n",
    "colorscale=[]\n",
    "norm = mpl.colors.Normalize(vmin=0, vmax=6700)\n",
    "cmap = plt.get_cmap('nipy_spectral')\n",
    "m = cm.ScalarMappable(norm=norm, cmap=cmap)\n",
    "for item in contained: #plotting those filaments that have eruptions contained within them\n",
    "    scale1= m.to_rgba(item) \n",
    "    colorscale.append(scale1)\n",
    "\n",
    "####plots eruptions/sun \n",
    "plt.grid(True)\n",
    "plt.ylabel('ycoord (arcsec)',fontsize=18)\n",
    "plt.xlabel('xcoord (arcsec)',fontsize=18)\n",
    "plt.axis([-1500, 1500, -1500, 1500])\n",
    "longitude = [elem[\"hpc_x\"]for elem in filtered2]\n",
    "latitude = [elem[\"hpc_y\"] for elem in filtered2]\n",
    "fig=plt.scatter(longitude,latitude,c= colorscale,s=50)\n",
    "Sun=plt.Circle((0,0), radius=1100, color='black', fill=False)\n",
    "plt.gcf().gca().add_artist(Sun)\n",
    "plt.title('Eruptions Contained in Filaments on the Sun, 2012 and 2013')\n",
    "fig1 = plt.gcf()\n",
    "fig1.set_size_inches(10.5,10.5)\n",
    "ax = fig1.add_subplot(111)\n",
    "ax.set_aspect('equal') \n",
    "\n",
    "####plots filament tracks \n",
    "for poly in good_polygons: \n",
    "    scale=m.to_rgba(poly[0])\n",
    "    plot_polygon=plt.Polygon(loads(poly[1]).exterior,color=scale,linewidth=1,fill=None)\n",
    "    fig1.gca().add_artist(plot_polygon)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "40\n"
     ]
    }
   ],
   "source": [
    "print len(filtered2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "   ###new updated eruption list for each track \n",
    "erupting_tracks =[]\n",
    "tot=[]\n",
    "unique=[]\n",
    "erupind=[]\n",
    "close_unique=np.unique(close)\n",
    "for tracks in close_unique:\n",
    "    tot.append(unique)\n",
    "    unique=[]\n",
    "    for i in range(0, len(good_tracks)):\n",
    "        if tracks == good_tracks['Track No.'][i]:\n",
    "            unique.append(i)\n",
    "            \n",
    "for item in tot:\n",
    "    colorscale2=[]\n",
    "    norm = mpl.colors.Normalize(vmin=0, vmax=6700)\n",
    "    cmap = plt.get_cmap('nipy_spectral')\n",
    "    m = cm.ScalarMappable(norm=norm, cmap=cmap)\n",
    "    for thing1 in close: #plotting those filaments that have eruptions contained within them\n",
    "        scaleR= m.to_rgba(thing1) \n",
    "        colorscale2.append(scaleR)\n",
    "####plots eruptions/sun\n",
    "    plt.grid(True)\n",
    "    plt.ylabel('ycoord (arcsec)',fontsize=18)\n",
    "    plt.xlabel('xcoord (arcsec)',fontsize=18)\n",
    "    plt.axis([-1500, 1500, -1500, 1500])\n",
    "    fig1 = plt.gcf()\n",
    "    Sun=plt.Circle((0,0), radius=1100, color='black', fill=False)\n",
    "    plt.gcf().gca().add_artist(Sun)\n",
    "    fig1.set_size_inches(10.5,10.5)\n",
    "    ax = fig1.add_subplot(111)\n",
    "    ax.set_aspect('equal')\n",
    "        ##############################\n",
    "    for i in range(0, len(item)):\n",
    "        j=item[i]\n",
    "        trnum=  good_tracks['Track No.'][j]\n",
    "        stime=  good_tracks['HEK_time'][j]\n",
    "        print stime\n",
    "        if i == 0:\n",
    "            first_poly = loads(good_tracks['HPC_Center'][j])\n",
    "        for thing1 in corresponding:\n",
    "            if thing1[0] == trnum:\n",
    "                erupind.append(thing1[1])\n",
    "        verup=[indices[i] for i in erupind]   #getting the eruption index from a list of possible indices\n",
    "        erupind=[]\n",
    "        filtered4=[eruptions[k] for k in verup]\n",
    "        longitude = [elem[\"hpc_x\"]for elem in filtered4]\n",
    "        latitude = [elem[\"hpc_y\"] for elem in filtered4]\n",
    "        erup_coord = [elem[\"hpc_coord\"] for elem in filtered4]\n",
    "        erup_t = [elem[\"event_starttime\"] for elem in filtered4]\n",
    "        for thing2 in erup_t:\n",
    "            tim = (parse_time(thing2))\n",
    "        for thing3 in erup_coord:\n",
    "            erup_point = loads(thing3)\n",
    "        if erup_point.x < first_poly.x:  #finding if the eruption occurs before the first polygon\n",
    "            plt.close()\n",
    "        else:\n",
    "            if abs(erup_point.y - first_poly.y) > 300:\n",
    "                plt.close()\n",
    "            else:\n",
    "                erupting_tracks.append(trnum)\n",
    "                plt.text(1400,1400,str(erup_t))\n",
    "                fig=plt.scatter(longitude,latitude, c = 'grey',s=50)\n",
    "                scale2=m.to_rgba(good_tracks['Track No.'][j])\n",
    "                plot_polygon=plt.Polygon(loads(good_tracks['HPC_BB_Poly'][j]).exterior,color=scale2,linewidth=1,fill=None)\n",
    "                fig1.gca().add_artist(plot_polygon)\n",
    "                plt.title('Track Number %(Trackno)d at %(starttime)s on the Sun.' % {\"Trackno\" : trnum, \"starttime\": stime})\n",
    "    plt.show()\n",
    "for item in contained: \n",
    "    if item not in erupting_tracks:\n",
    "        erupting_tracks.append(item)\n",
    "erupting_tracks= np.unique(erupting_tracks)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "     Erupting_TrackNo\n",
      "0                  15\n",
      "1                  57\n",
      "2                 110\n",
      "3                 144\n",
      "4                 171\n",
      "5                 193\n",
      "6                 200\n",
      "7                 338\n",
      "8                 356\n",
      "9                 381\n",
      "10                382\n",
      "11                432\n",
      "12                467\n",
      "13                523\n",
      "14                563\n",
      "15                699\n",
      "16                705\n",
      "17                768\n",
      "18                783\n",
      "19                965\n",
      "20                990\n",
      "21                991\n",
      "22               1037\n",
      "23               1058\n",
      "24               1082\n",
      "25               1107\n",
      "26               1131\n",
      "27               1152\n",
      "28               1180\n",
      "29               1182\n",
      "..                ...\n",
      "96               5144\n",
      "97               5178\n",
      "98               5183\n",
      "99               5196\n",
      "100              5287\n",
      "101              5305\n",
      "102              5335\n",
      "103              5428\n",
      "104              5453\n",
      "105              5559\n",
      "106              5562\n",
      "107              5593\n",
      "108              5599\n",
      "109              5617\n",
      "110              5618\n",
      "111              5619\n",
      "112              5643\n",
      "113              5652\n",
      "114              5737\n",
      "115              5825\n",
      "116              5862\n",
      "117              5939\n",
      "118              5966\n",
      "119              6006\n",
      "120              6019\n",
      "121              6038\n",
      "122              6217\n",
      "123              6328\n",
      "124              6339\n",
      "125              6412\n",
      "\n",
      "[126 rows x 1 columns]\n"
     ]
    }
   ],
   "source": [
    "####reads the in the confirmed erupting tracks from the FILAMENT ERUPTION HEK metadata, and checks to see if they intersect the results from this method\n",
    "url_erupting = '/Users/ashnaaggarwal/Documents/Filament_Tracking/Filament_tracking/EruptingTracks_List_2012_2013.csv'\n",
    "track_files = pd.read_csv(url_erupting)\n",
    "print track_files"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# The following kernel looks at both \"good tracks\" (tracks with 3 or more elements) and \"filtered\" eruption data (data that does not occur at multiple wavelengths). The code loops through the list of filtered eruptions and checks if any eruption box intersects with a good track (also iterated through with a loop)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This means that the eruption box is intersected with the filament polygon\n",
      "0 0\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2 14\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "26 38\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "33 2\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "33 6\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "33 7\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "33 21\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "33 28\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "33 29\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "33 51\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "33 52\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "34 28\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "34 29\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "36 104\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "36 105\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "46 106\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "47 48\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "64 155\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "71 155\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "74 86\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "135 217\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "135 245\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "137 283\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "140 283\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "174 286\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "175 168\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "180 367\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "183 328\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "183 372\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "201 408\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "202 405\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "202 408\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "203 438\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "205 405\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "205 427\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "207 363\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "208 417\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "210 405\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "210 427\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "214 357\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "220 439\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "223 486\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "223 487\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "229 458\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "233 487\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "236 486\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "236 487\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "237 366\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "245 380\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "246 296\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "250 296\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "260 537\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "265 413\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "265 450\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "265 499\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "265 527\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "265 537\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "265 545\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "265 559\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "289 452\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "289 560\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "291 560\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "295 524\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "296 452\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "296 560\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "297 578\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "300 452\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "302 561\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "304 561\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "308 561\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "310 561\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "311 561\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "313 505\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "313 530\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "313 531\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "313 561\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "316 416\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "319 600\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "360 655\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "371 650\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "381 659\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "382 660\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "383 660\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "427 770\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "428 770\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "435 765\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "435 766\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "435 795\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "435 796\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "486 877\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "490 914\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "491 915\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "492 915\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "493 854\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "493 855\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "522 866\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "522 867\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "522 905\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "522 906\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "522 964\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "522 977\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "522 984\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "522 992\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "560 1094\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "560 1095\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "562 1092\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "562 1093\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "562 1095\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "562 1120\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "562 1121\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "562 1134\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "562 1143\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "562 1149\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "563 1124\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "565 1124\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "568 1125\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "592 1142\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "592 1145\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "626 1185\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "626 1190\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "628 1261\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "630 1186\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "632 1186\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "634 1216\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "635 1186\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "636 1216\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "636 1258\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "637 1216\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "637 1258\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "638 1216\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "638 1258\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "639 1217\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "639 1260\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "640 1191\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "640 1192\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "640 1197\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "640 1224\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "640 1262\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "640 1289\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "642 1217\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "644 1197\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "644 1224\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "644 1289\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "645 1272\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "647 1108\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "647 1109\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "653 1334\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "656 1264\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "666 1306\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "666 1307\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "686 1221\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "697 1345\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "707 1380\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "713 1247\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "713 1248\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "713 1292\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "713 1313\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "713 1314\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "713 1363\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "713 1364\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "713 1380\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "713 1381\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "713 1390\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "713 1391\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "713 1411\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "713 1419\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "714 1380\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "714 1381\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "717 1404\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "726 1404\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "726 1405\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "751 1316\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "751 1384\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "751 1385\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "759 1385\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "770 1441\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "770 1442\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "786 1484\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "788 1418\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "793 1373\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "793 1399\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "795 1373\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "796 1372\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "796 1373\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "880 1634\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "880 1639\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "880 1643\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "880 1648\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "880 1663\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "882 1639\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "897 1674\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "897 1681\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "907 1683\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "916 1699\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "928 1704\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "947 1750\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "948 1750\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "956 1752\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "958 1756\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "961 1753\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "962 1753\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "966 1753\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1027 1852\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1046 1931\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1048 1914\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1058 1910\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1058 1914\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1058 1915\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1060 1915\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1078 1917\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1127 2020\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1176 2095\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1176 2112\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1176 2140\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1202 2114\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1240 2094\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1259 2015\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1259 2110\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1259 2123\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1259 2124\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1259 2151\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1259 2152\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1259 2170\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1259 2171\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1259 2175\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1259 2176\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1259 2227\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1259 2228\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1259 2237\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1261 2015\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1261 2035\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1261 2036\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1261 2060\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1261 2061\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1261 2094\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1261 2103\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1261 2104\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1261 2110\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1261 2123\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1261 2124\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1261 2144\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1261 2145\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1261 2151\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1261 2152\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1261 2170\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1261 2171\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1261 2175\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1261 2176\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1261 2181\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1261 2182\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1261 2188\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1261 2189\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1261 2191\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1261 2192\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1261 2201\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1261 2208\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1261 2209\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1261 2217\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1261 2218\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1261 2227\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1261 2228\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1261 2237\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1261 2246\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1261 2247\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1263 2175\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1270 2275\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1271 2229\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1299 2155\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1300 2296\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1304 2346\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1309 2204\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1309 2296\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1309 2297\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1310 2328\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1318 2297\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1322 2329\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1322 2330\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1341 2299\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1404 2357\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1408 2357\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1412 2461\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1413 2493\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1417 2462\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1419 2493\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1420 2463\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1421 2462\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1424 2421\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1426 2464\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1427 2464\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1430 2464\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1433 2464\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1434 2471\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1436 2464\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1441 2548\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1442 2471\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1446 2453\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1447 2465\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1451 2503\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1454 2503\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1454 2555\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1455 2503\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1456 2503\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1456 2555\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1457 2562\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1458 2466\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1458 2562\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1460 2424\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1460 2425\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1462 2454\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1464 2511\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1465 2454\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1467 2512\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1468 2562\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1475 2564\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1476 2504\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1476 2512\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1476 2513\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1476 2556\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1480 2504\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1480 2512\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1480 2513\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1480 2556\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1481 2504\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1481 2512\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1484 2513\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1485 2577\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1486 2564\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1487 2514\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1487 2557\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1489 2513\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1490 2514\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1494 2514\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1494 2557\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1513 2506\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1541 2728\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1546 2629\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1553 2522\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1553 2540\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1553 2586\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1587 2631\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1587 2632\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1592 2858\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1594 2709\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1595 2825\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1596 2740\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1597 2709\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1601 2713\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1603 2635\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1605 2635\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1606 2761\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1606 2771\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1606 2786\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1606 2899\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1606 2900\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1608 2845\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1613 2861\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1614 2646\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1614 2748\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1616 2828\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1617 2692\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1619 2787\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1619 2901\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1620 2862\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1620 2881\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1622 2763\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1622 2788\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1622 2847\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1622 2893\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1622 2905\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1646 2850\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1646 2851\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1675 2841\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1676 2816\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1691 3107\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1732 3199\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1776 3345\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1782 3302\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1784 3326\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1785 3298\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1786 3298\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1799 3329\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1799 3395\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1801 3396\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1801 3397\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1807 3237\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1810 3237\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1810 3260\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1810 3266\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1810 3282\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1810 3283\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1810 3303\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1810 3316\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1810 3324\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1810 3331\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1810 3332\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1810 3348\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1810 3349\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1810 3360\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1810 3361\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1810 3373\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1810 3374\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1810 3391\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1810 3392\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1810 3397\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1810 3398\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1810 3406\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1810 3407\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1810 3411\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1810 3416\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1810 3435\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1810 3444\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1810 3448\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1810 3449\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1810 3451\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1810 3452\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1814 3398\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1814 3399\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1825 3450\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1826 3399\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1847 3504\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1847 3505\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1851 3505\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1851 3536\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1874 3627\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1876 3627\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1880 3628\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1881 3620\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1882 3291\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1882 3292\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1882 3424\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1882 3425\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1882 3467\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1882 3479\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1882 3485\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1882 3498\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1882 3513\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1882 3570\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1882 3571\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1882 3619\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1882 3620\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1882 3627\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1882 3628\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1882 3639\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1882 3647\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1886 3639\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1889 3539\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1890 3540\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1892 3648\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1892 3649\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1895 3499\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1896 3514\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1899 3649\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1900 3514\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1900 3649\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1901 3514\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1901 3649\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1902 3557\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1902 3558\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1903 3509\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1903 3557\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1905 3514\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1913 3515\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1913 3629\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1913 3655\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1913 3656\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1913 3678\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1913 3679\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1913 3705\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1913 3718\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1921 3680\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1922 3516\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1922 3544\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1922 3545\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1922 3669\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1922 3680\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1922 3692\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1922 3706\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1922 3715\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1922 3738\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1922 3746\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1922 3751\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1923 3630\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1926 3641\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1928 3753\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1930 3517\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1930 3682\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1931 3517\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1931 3785\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1935 3518\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1973 3994\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1976 3807\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1976 3808\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "1978 3704\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2024 4213\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2025 4213\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2042 4214\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2048 4218\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2048 4219\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2050 4232\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2051 4189\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2051 4219\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2052 4214\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2052 4215\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2053 4219\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2053 4220\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2054 4246\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2055 4246\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2056 4246\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2057 4215\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2059 4250\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2063 4234\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2067 4191\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2069 4234\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2078 4253\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2079 4253\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2079 4301\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2079 4309\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2080 4301\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2080 4309\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2098 4235\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2099 4235\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2100 4235\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2106 4201\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2106 4224\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2122 4248\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2131 4248\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2134 4248\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2135 4248\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2139 4248\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2143 4224\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2152 4305\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2153 4345\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2163 4305\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2165 4305\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2169 4305\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2169 4382\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2171 4345\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2173 4256\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2175 4249\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2175 4305\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2215 4306\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2215 4321\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2227 4322\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2228 4229\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2228 4306\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2228 4321\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2228 4322\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2228 4395\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2228 4416\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2229 4306\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2229 4322\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2238 4229\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2248 4229\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2248 4306\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2248 4321\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2248 4322\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2248 4395\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2248 4416\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2254 4306\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2255 4306\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2255 4322\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2264 4323\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2271 4229\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2271 4322\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2271 4323\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2271 4395\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2271 4416\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2279 4229\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2287 4229\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2287 4230\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2299 4324\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2300 4324\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2301 4230\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2304 4230\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2306 4324\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2315 4276\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2315 4277\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2315 4295\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2315 4296\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2315 4324\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2315 4325\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2315 4368\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2315 4369\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2315 4396\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2315 4417\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2315 4418\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2315 4424\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2315 4441\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2315 4442\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2318 4452\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2322 4325\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2322 4326\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2327 4465\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2331 4326\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2332 4326\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2397 4552\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2433 4479\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2446 4554\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2460 4503\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2463 4503\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2473 4612\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2476 4611\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2497 4604\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2501 4604\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2529 4579\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2596 4713\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2597 4713\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2600 4713\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2669 4883\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2673 4883\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2674 4883\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2693 4868\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2696 4868\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2699 4867\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2699 4868\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2700 4867\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2702 4867\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2702 4868\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2704 4831\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2704 4832\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2704 4867\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2705 4867\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2708 4831\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2709 4831\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2709 4867\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2716 4888\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2718 4933\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2719 4888\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2722 4870\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2725 4870\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2734 4834\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2734 4871\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2735 4834\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2735 4871\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2737 4835\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2738 4835\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2744 4871\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2744 4872\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2748 4872\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2765 4983\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2779 4799\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2811 4801\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2813 5074\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2823 4877\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2823 4878\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2827 5066\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2834 4879\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2843 5076\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2844 4989\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2844 4990\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2849 5142\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2849 5153\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2851 5142\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2851 5143\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2851 5153\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2853 5153\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2857 4991\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2858 4881\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2858 4882\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2859 4881\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2859 4882\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2860 5138\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2861 4881\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2861 4882\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2862 4881\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2862 4882\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2865 4882\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2869 5059\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2869 5154\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2871 5059\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2871 5154\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2872 5059\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2872 5154\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2874 5059\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2874 5154\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2875 5059\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2875 5154\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2876 5059\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2876 5154\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2877 5059\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2877 5154\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2879 5059\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2879 5154\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2880 5059\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2880 5154\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2881 5059\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2881 5154\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2883 5139\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2883 5140\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2883 5170\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2883 5171\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2883 5194\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2891 5171\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2891 5194\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2907 5061\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2907 5155\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2908 5155\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2908 5186\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2909 5155\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2909 5186\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2910 5061\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2910 5155\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2910 5186\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2911 5155\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2911 5186\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2913 5155\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2913 5186\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2914 5155\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2914 5186\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2916 5155\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2916 5186\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2918 5155\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2918 5186\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2919 5155\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2919 5186\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2920 5071\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2921 5061\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2921 5186\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2922 5061\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2922 5186\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2924 5061\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2924 5186\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2925 5186\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2971 5218\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2982 5241\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2982 5242\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2982 5265\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "2982 5266\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3003 5228\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3007 5269\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3021 5287\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3022 5287\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3022 5288\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3023 5288\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3036 5289\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3036 5297\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3036 5300\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3037 5289\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3047 5365\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3047 5366\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3048 5303\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3048 5383\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3050 5383\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3052 5303\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3052 5304\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3053 5303\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3053 5304\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3055 5366\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3055 5367\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3063 5305\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3063 5306\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3063 5384\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3063 5385\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3063 5394\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3063 5398\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3063 5399\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3063 5405\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3066 5306\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3066 5307\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3068 5394\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3068 5399\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3070 5385\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3078 5307\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3120 5444\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3120 5480\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3130 5518\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3132 5527\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3136 5569\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3139 5362\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3144 5625\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3156 5651\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3156 5652\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3160 5677\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3185 5543\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3185 5544\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3185 5599\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3185 5761\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3188 5766\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3188 5767\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3188 5804\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3200 5658\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3200 5659\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3200 5720\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3200 5721\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3200 5728\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3200 5742\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3200 5774\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3200 5817\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3208 5809\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3220 5722\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3220 5775\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3220 5776\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3220 5800\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3220 5843\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3220 5844\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3220 5851\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3222 5800\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3224 5722\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3224 5843\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3224 5844\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3224 5851\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3228 5776\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3242 5777\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3248 5811\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3254 5777\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3257 5777\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3260 5777\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3261 5777\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3262 5777\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3265 5777\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3270 5778\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3270 5893\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3276 5778\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3280 5778\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3280 5893\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3284 5846\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3287 5778\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3288 5778\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3288 5792\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3288 5827\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3288 5831\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3288 5846\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3288 5853\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3288 5877\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3288 5884\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3288 5893\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3288 5903\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3288 5909\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3291 5778\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3291 5894\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3291 5932\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3295 5866\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3295 5867\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3295 5915\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3303 5878\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3310 5904\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3334 5957\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3336 5919\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3336 5940\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3336 5941\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3336 5954\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3336 5957\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3336 5958\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3336 5979\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3336 5980\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3336 5991\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3336 5996\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3336 5997\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3336 6004\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3336 6011\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3336 6022\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3336 6036\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3336 6042\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3363 5954\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3374 6023\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3385 5784\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3389 6012\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3389 6013\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3399 5947\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3399 5948\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3408 6018\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3444 6194\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3519 6167\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3534 6200\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3535 6200\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3555 6396\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3555 6397\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3564 6234\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3564 6252\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3564 6253\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3564 6315\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3564 6316\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3564 6323\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3564 6339\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3564 6340\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3564 6355\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3564 6356\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3564 6397\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3564 6398\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3564 6408\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3564 6409\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3564 6427\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3569 6371\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3585 6430\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3586 6456\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3592 6402\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3592 6431\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3592 6457\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3592 6458\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3592 6463\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3592 6464\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3592 6479\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3592 6480\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3592 6492\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3592 6493\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3592 6508\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3592 6509\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3592 6513\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3592 6514\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3592 6522\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3592 6527\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3592 6528\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3592 6536\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3592 6542\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3592 6565\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3592 6574\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3592 6585\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3593 6326\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3593 6327\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3593 6360\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3593 6361\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3599 6402\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3599 6431\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3599 6432\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3599 6457\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3599 6458\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3599 6459\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3599 6463\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3599 6464\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3599 6492\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3599 6493\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3599 6494\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3599 6513\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3599 6514\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3599 6522\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3599 6527\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3599 6528\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3599 6529\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3599 6536\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3599 6537\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3599 6586\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3602 6480\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3602 6481\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3603 6431\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3603 6493\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3603 6494\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3603 6514\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3603 6536\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3603 6537\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3603 6586\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3612 6481\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3612 6482\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3613 6472\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3622 6433\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3624 6261\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3633 6655\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3642 6438\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3644 6703\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3646 6438\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3648 6488\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3648 6489\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3653 6598\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3655 6439\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3658 6440\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3658 6441\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3659 6440\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3659 6441\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3660 6440\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3660 6441\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3663 6441\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3685 6739\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3702 6610\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3702 6611\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3703 6611\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3722 6863\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3727 6845\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3727 6846\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3728 6786\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3728 6787\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3728 6796\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3728 6797\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3728 6805\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3728 6812\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3728 6813\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3728 6834\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3728 6835\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3728 6845\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3728 6846\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3728 6852\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3728 6858\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3728 6869\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3728 6870\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3736 6746\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3736 6813\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3736 6814\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3736 6835\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3736 6836\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3736 6846\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3736 6847\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3736 6870\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3736 6871\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3737 6837\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3737 6847\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3738 6847\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3748 6876\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3748 6877\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3748 6898\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3748 6904\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3748 6905\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3748 6926\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3803 6941\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3823 6942\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3824 6982\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3825 6982\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3826 6942\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3842 7001\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3842 7049\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3843 7001\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3843 7002\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3844 6957\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3847 7046\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3847 7047\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3847 7100\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3853 7101\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3859 7084\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3859 7085\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3898 7152\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3917 7144\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3917 7207\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3918 7187\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3918 7188\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3923 7188\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3923 7189\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3924 7154\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3926 7106\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3926 7132\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3926 7133\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3926 7242\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3931 7134\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3939 7294\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3939 7295\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3948 7193\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3948 7194\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3949 7194\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3952 7195\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3956 7297\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3957 7195\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3973 7240\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3985 7392\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3986 7391\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3986 7392\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3989 7357\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3990 7357\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "3992 7357\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4011 7435\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4030 7559\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4031 7559\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4031 7560\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4033 7551\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4033 7552\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4034 7559\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4034 7560\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4039 7469\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4055 7628\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4058 7584\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4064 7585\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4116 7648\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4121 7648\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4166 7671\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4166 7745\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4175 7693\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4180 7672\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4182 7694\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4183 7694\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4184 7694\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4227 7748\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4236 7802\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4237 7802\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4253 7863\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4254 7778\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4255 7778\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4261 7779\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4265 7780\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4267 7875\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4267 7882\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4365 7931\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4391 8037\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4395 7980\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4415 8103\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4420 8130\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4422 8130\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4431 8104\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4439 8248\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4439 8249\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4441 8249\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4443 8249\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4444 8249\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4451 8142\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4451 8174\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4451 8222\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4451 8230\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4454 8251\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4459 8117\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4534 8301\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4538 8302\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4538 8369\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4542 8302\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4545 8302\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4550 8370\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4551 8370\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4554 8396\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4567 8423\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4579 8424\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4581 8424\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4583 8424\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4584 8424\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4585 8424\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4590 8461\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4642 8463\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4644 8494\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4652 8557\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4681 8605\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4684 8605\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4701 8609\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4702 8609\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4716 8772\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4725 8611\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4729 8823\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4777 8696\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4777 8743\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4777 8802\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4777 8820\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4836 8862\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4894 8921\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4901 8921\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4965 8879\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "4969 9050\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5079 9334\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5086 9335\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5093 9365\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5093 9366\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5093 9398\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5093 9399\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5093 9426\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5093 9427\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5093 9429\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5093 9430\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5093 9452\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5094 9430\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5128 9420\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5133 9346\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5134 9480\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5138 9489\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5198 9580\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5207 9612\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5235 9669\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5241 9715\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5246 9615\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5252 9693\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5269 9954\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5308 9957\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5312 10004\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5314 10004\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5315 10004\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5329 9964\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5344 10037\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5344 10038\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5346 10037\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5346 10038\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5347 10037\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5347 10038\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5358 10103\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5358 10113\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5361 10071\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5386 10041\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5386 10042\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5391 10078\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5392 10078\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5402 10147\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5435 10281\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5436 10274\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5466 10275\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5469 10304\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5471 10316\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5472 10276\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5479 10306\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5486 10306\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5486 10307\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5492 10380\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5493 10361\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5498 10376\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5522 10457\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5525 10419\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5533 10444\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5533 10448\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5533 10498\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5533 10509\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5549 10510\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5550 10450\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5551 10511\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5552 10510\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5553 10458\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5553 10459\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5556 10512\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5570 10549\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5571 10549\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5572 10403\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5572 10424\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5572 10470\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5572 10500\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5572 10513\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5572 10519\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5572 10543\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5572 10549\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5572 10606\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5572 10610\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5572 10617\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5574 10549\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5575 10549\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5578 10453\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5578 10454\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5579 10403\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5579 10404\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5580 10606\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5580 10607\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5586 10454\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5588 10454\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5590 10454\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5591 10454\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5607 10674\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5639 10701\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5639 10702\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5663 10738\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5664 10738\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5665 10738\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5666 10738\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5667 10738\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5670 10738\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5671 10738\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5672 10738\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5673 10738\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5674 10738\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5675 10738\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5677 10738\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5677 10794\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5679 10738\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5680 10738\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5693 10706\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5697 10790\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5701 10795\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5708 10739\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5708 10795\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5711 10739\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5712 10739\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5716 10739\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5729 10839\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5730 10796\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5731 10796\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5733 10796\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5833 10926\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5833 10994\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5838 10926\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5838 10994\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5838 11005\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5858 10906\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5858 10913\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5858 10920\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5858 10934\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5858 10944\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5858 10951\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5858 10955\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5858 10962\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5858 10974\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5858 10998\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5858 11012\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5862 10952\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5862 10975\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5862 10979\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5862 10999\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5862 11019\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5862 11066\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5886 11076\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5887 11076\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5887 11077\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5901 11093\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5906 11002\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5908 11064\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5919 11107\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5931 11094\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5932 11056\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5932 11094\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5937 11107\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5968 11127\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "5982 11129\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6423 11158\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6443 11159\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6447 11176\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6450 11177\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6450 11212\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6450 11229\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6450 11259\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6450 11267\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6478 11287\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6479 11244\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6494 11348\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6496 11426\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6523 11494\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6526 11509\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6526 11521\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6531 11509\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6534 11472\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6542 11517\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6555 11517\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6579 11474\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6581 11524\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6586 11597\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6587 11597\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6594 11477\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6622 11601\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6624 11601\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6689 11733\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6749 11920\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6772 11807\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6789 12000\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6791 12049\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6825 12027\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6826 12027\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6826 12140\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6830 12101\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6830 12143\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6830 12144\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6830 12151\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6830 12152\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6830 12158\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6830 12162\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6841 12181\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6841 12186\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6850 12166\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6853 12178\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6855 12171\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6858 12171\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6861 12189\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6867 12185\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6870 12189\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6935 12270\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6939 12236\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6947 12250\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6951 12334\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6953 12334\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6964 12263\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6964 12278\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6964 12332\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6964 12355\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6965 12332\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6970 12279\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6970 12356\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6970 12374\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6984 12473\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6990 12377\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "6992 12474\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7014 12445\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7014 12507\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7014 12575\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7028 12631\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7029 12551\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7059 12651\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7066 12664\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7075 12620\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7075 12664\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7085 12471\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7087 12665\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7088 12665\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7097 12687\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7127 12655\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7169 12789\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7205 12782\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7227 12829\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7228 12853\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7250 12896\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7251 12941\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7251 12966\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7277 12956\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7281 13049\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7288 13051\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7300 13226\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7301 13226\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7306 13205\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7323 13263\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7341 13232\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7342 13289\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7343 13265\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7343 13306\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7344 13162\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7350 13290\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7357 13183\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7357 13235\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7367 13224\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7374 13381\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7377 13381\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7379 13382\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7380 13382\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7436 13488\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7437 13437\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7437 13438\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7437 13476\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7437 13477\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7437 13488\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7437 13497\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7437 13498\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7437 13530\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7448 13439\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7448 13499\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7450 13532\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7450 13541\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7450 13545\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7466 13533\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7472 13640\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7474 13596\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7486 13543\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7486 13544\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7486 13556\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7486 13566\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7486 13567\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7486 13573\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7486 13574\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7486 13596\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7486 13604\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7486 13605\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7486 13618\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7486 13619\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7486 13622\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7486 13623\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7486 13631\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7486 13632\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7486 13634\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7486 13640\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7486 13641\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7486 13648\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7486 13662\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7488 13648\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7488 13662\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7494 13619\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7494 13641\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7494 13648\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7494 13662\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7495 13648\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7497 13648\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7497 13662\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7500 13544\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7532 13642\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7533 13597\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7533 13620\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7533 13624\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7533 13642\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7533 13649\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7533 13663\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7533 13676\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7533 13681\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7535 13676\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7536 13633\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7541 13620\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7541 13642\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7541 13681\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7560 13576\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7561 13576\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7563 13621\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7563 13625\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7563 13643\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7563 13650\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7563 13664\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7563 13677\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7563 13682\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7564 13650\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7564 13682\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7575 13651\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7577 13665\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7579 13678\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7580 13678\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7581 13598\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7582 13678\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7587 13678\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7592 13666\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7592 13679\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7592 13684\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7596 13679\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7600 13666\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7662 13874\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7666 13808\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7667 13747\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7668 13747\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7670 13874\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7672 13860\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7683 13875\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7684 13875\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7684 13923\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7693 13903\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7694 13903\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7696 13917\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7697 13841\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7703 13917\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7704 13917\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7705 13924\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7706 13809\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7723 13842\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7723 13918\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7723 13965\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7744 13843\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7768 13927\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7769 13982\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7772 14036\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7780 13997\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7787 13907\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7803 14037\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7806 13845\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7817 14037\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7820 13908\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7821 13908\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7832 13908\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7834 13908\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7856 13884\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7900 13902\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7900 13930\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7903 13902\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7969 14073\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "7984 13931\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8010 14092\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8010 14109\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8011 14080\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8011 14106\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8041 14081\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8042 14107\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8052 14050\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8052 14075\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8052 14081\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8052 14093\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8052 14100\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8052 14107\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8052 14110\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8092 14162\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8095 14181\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8101 14181\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8108 14182\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8126 14220\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8127 14220\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8134 14183\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8164 14185\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8199 14294\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8214 14280\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8214 14328\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8281 14428\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8282 14404\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8286 14428\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8291 14352\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8291 14434\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8295 14405\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8297 14443\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8300 14263\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8300 14360\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8306 14437\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8442 14440\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8449 14440\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8449 14507\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8449 14511\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8450 14440\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8475 14485\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8475 14497\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8475 14504\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8571 14653\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8606 14631\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8622 14704\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8652 14759\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8652 14760\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8654 14759\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8666 14706\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8666 14707\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8684 14831\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8698 14708\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8698 14731\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8721 14601\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8721 14602\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8721 14720\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8721 14721\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8721 14732\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8721 14733\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8721 14779\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8721 14780\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8721 14787\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8721 14788\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8721 14795\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8721 14796\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8721 14798\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8721 14801\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8721 14802\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8721 14809\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8721 14810\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8721 14814\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8721 14815\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8721 14832\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8721 14833\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8721 14835\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8721 14836\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8721 14847\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8721 14848\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8721 14851\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8721 14852\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8721 14858\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8721 14867\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8721 14868\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8721 14883\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8721 14884\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8721 14886\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8721 14887\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8721 14891\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8721 14892\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8721 14901\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8721 14902\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8728 15073\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8737 15214\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8738 15214\n",
      "This means that the eruption box is intersected with the filament polygon\n",
      "8749 15215\n",
      "This loop took 45.8991498947\n"
     ]
    }
   ],
   "source": [
    "margin = datetime.timedelta(hours=12)             \n",
    "FT_time = good_tracks['HEK_time']    #Finds the time stamps for all the filaments\n",
    "FE_time = [elem[\"event_starttime\"] for elem in filtered] #Finds the time stamps for all the eruptions\n",
    "FT_poly = good_tracks['HPC_BB_Poly'] \n",
    "FE_box = [elem[\"hpc_bbox\"] for elem in filtered] \n",
    "FE_coords = [elem[\"hpc_coord\"] for elem in filtered]\n",
    "intersected=[] #the tracks that intersect with eruption boxes\n",
    "event=[]  #eruption point \n",
    "manypoly=[] #center point of filament\n",
    "erupno=[]   #eruption's number \n",
    "time_erup=[]\n",
    "start = time.time()\n",
    "########## to only plot certain eruptions\n",
    "for j in range(0, len(FE_box)):    #looks at all possible eruptions \n",
    "    FET=(parse_time(FE_time[j]))\n",
    "    FE_box_obj = loads(FE_box[j]) #creates a shapely box object object\n",
    "    FE_point_obj=loads(FE_coords[j])\n",
    "    for i in range(0, len(FT_poly)):  #looks at all possible tracks \n",
    "        if pd.isnull(FT_poly[i]):   #skips over tracks of less than 3 elements \n",
    "            pass\n",
    "        else:    \n",
    "            FLT=parse(FT_time[i])\n",
    "            FT_poly_obj = loads(FT_poly[i])   #creates polygon object from track\n",
    "            if FT_poly_obj.intersects(FE_box_obj) and FET-margin <= FLT <= FET + margin: #checks if box intersects with polygon\n",
    "                intersected.append(good_tracks['Track No.'][i])   #finds the track number of these tracks \n",
    "                #print \"This means that the eruption bounding box intersects with the filament polygon\"\n",
    "                manypoly.append(loads(good_tracks['HPC_Center'][i]))  #grabs the center point coords of the filament \n",
    "                event.append(FE_point_obj)      #grabs the eruption point \n",
    "                erupno.append(j)\n",
    "                time_erup.append(FET)\n",
    "                print \"This means that the eruption box is intersected with the filament polygon\"\n",
    "                print j,i  #the indicies of the eruption and filament track\n",
    "totaltime = start - time.time()\n",
    "print 'This loop took', totaltime%60\n",
    "multi=zip(intersected, event, manypoly, erupno, time_erup)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "dist=[]  ###will be a list of distances between the eruptions and center of the filaments \n",
    "final_erup=[]   #eruption's number\n",
    "practice=[]\n",
    "for item in multi:\n",
    "     dist.append(item[1].distance(item[2]))\n",
    "\n",
    "multi3=zip(intersected, event, dist, erupno, time_erup) #This is what you did\n",
    "test = pd.DataFrame(multi3) #Turn multi3 into a pandas dataframe\n",
    "columns=['Track No.','Eruption Coord','Distance to filament','Eruption No.', 'Eruption Time'] #Name the columns so they are easier to deal with\n",
    "test.columns=columns\n",
    "idx = test.groupby(['Track No.'])['Distance to filament'].transform(min) == test['Distance to filament']\n",
    "idx2 = test.groupby(['Eruption No.'])['Distance to filament'].transform(min) == test['Distance to filament']\n",
    "only_min=test[idx & idx2]\n",
    "only_min = only_min.sort('Track No.')\n",
    "close=[]   #those tracks closest to the eruptions \n",
    "corresponding=[] ### just to know which tracks correspond to which eruption \n",
    "for index, item in only_min.iterrows():\n",
    "    close.append(item[0])   #for the tracks \n",
    "    final_erup.append(item[3])   #for the eruptions \n",
    "    corresponding.append((item[0], item[3]))   # to see which tracks correspond to which eruptions\n",
    "    practice.append((item[4], item[0]))\n",
    "#print corresponding    \n",
    "    \n",
    "erupbox_with_track=[indices[i] for i in final_erup]\n",
    "filtered3=[eruptions[i] for i in erupbox_with_track]\n",
    "\n",
    "print len(only_min)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'intersected' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-1-4a1abafaf1c7>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0;32mprint\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mintersected\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mNameError\u001b[0m: name 'intersected' is not defined"
     ]
    }
   ],
   "source": [
    "print len(intersected)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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