├── apt.txt ├── ModelImage.png ├── postBuild ├── environment.yml ├── README.md ├── MaxPointsWells.csv ├── MinPointsWells.csv ├── setup.py ├── geological_model.ipynb ├── path5832.csv ├── Negro_Mag_Fault_vertices.csv └── temperature5832.csv /apt.txt: -------------------------------------------------------------------------------- 1 | ffmpeg 2 | libvtk7-dev 3 | xvfb 4 | -------------------------------------------------------------------------------- /ModelImage.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/ahinoamp/Example3DGeologicModelUsingVTKPlotter/HEAD/ModelImage.png -------------------------------------------------------------------------------- /postBuild: -------------------------------------------------------------------------------- 1 | #!/bin/bash 2 | cd /tmp 3 | jupyter labextension install @jupyter-widgets/jupyterlab-manager 4 | jupyter serverextension enable --py jupyterlab_git 5 | jupyter nbextension enable --py --sys-prefix k3d 6 | jupyter labextension install k3d 7 | jupyter nbextension enable --py --sys-prefix k3d 8 | jupyter nbextension install --py --sys-prefix k3d 9 | -------------------------------------------------------------------------------- /environment.yml: -------------------------------------------------------------------------------- 1 | name: k3d 2 | channels: 3 | - conda-forge 4 | - defaults 5 | dependencies: 6 | - python=3.7.4 7 | - python-dateutil=2.8.0=py37_0 8 | - python-libarchive-c=2.8=py37_13 9 | - numpy=1.19.5 10 | - notebook=6.0.1=py37_0 11 | - jupyterlab=1.1.4=pyhf63ae98_0 12 | - jupyterlab_server=1.0.6=py_0 13 | - ipywidgets=7.5.1=py_0 14 | - pandas=1.2.4 15 | - scipy=1.3.1 16 | - pip=19.2.3=py37_0 17 | - itkwidgets=0.24.1=py37_0 18 | - k3d=2.7.1 19 | - ipywidgets=7.5.1 20 | - pip: 21 | - itk-core==5.0.1 22 | - itk-filtering==5.0.1 23 | - itk-numerics==5.0.1 24 | - itk-registration==5.0.1 25 | - pyevtk==1.1.1 26 | - vtk==8.1.2 27 | - meshio==3.3.1 28 | - matplotlib==3.3.1 29 | - vedo == 2020.4.2 30 | - scikit-learn == 0.23.2 31 | - ipython == 7.18.1 32 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Example of plotting 3D Geologic Model Using VTKPlotter 2 | 3 | This binder notebook provides an example of using VTKPlotter to create a 3D geologic model that you can then embed in a website. 4 | 5 | ![GeologicModel](ModelImage.png) 6 | 7 | The main notebook creates a model of a real geothermal reservoir in Utah that is part of a project called FORGE (Frontier Observatory for Research in Geothermal Energy). 8 | 9 | All of the data is from the publicly available Geothermal Data Repository (https://gdr.openei.org/home) uploaded by the Energy and Geoscience Institute at the University of Utah. 10 | 11 | 1. Earthquake data: "Utah FORGE: Earthquake Catalog", https://gdr.openei.org/submissions/1039 12 | 2. Well 58-32 porosity log: "Utah FORGE: Well 58-32 Schlumberger FMI Logs DLIS and XML files", https://gdr.openei.org/submissions/1076 13 | 3. Well 58-32 pressure and temperature logs: "Utah FORGE: Milford Deep Test Well 58-32 (MU-ESW1) Pressure and Temperature Logs", https://gdr.openei.org/submissions/1101 14 | 4. Microseismic data: "Utah FORGE: Microseismic Events", https://gdr.openei.org/submissions/1151 15 | 5. Well data and surfaces data: "Utah FORGE: Well Data for Student Competition", https://gdr.openei.org/submissions/1111 16 | -------------------------------------------------------------------------------- /MaxPointsWells.csv: -------------------------------------------------------------------------------- 1 | ,Well ID,x,y,z 2 | 0,Dec-35,339385.01,4264212.99,1680.6 3 | 3,13-10,337709.02,4260660.0,1596.3 4 | 8,14-2,339393.0,4262171.96,1703.5 5 | 13,24-36,341221.02,4263743.01,1834.2 6 | 18,25-15,337873.02,4258706.96,1627.0 7 | 23,28-3,337980.01,4261383.04,1621.5 8 | 28,1-Mar,338594.96,4262043.98,1663.4 9 | 33,35-3,338165.01,4261915.97,1640.9 10 | 38,52-21,336906.02,4257739.01,1583.0 11 | 43,54-3,338607.0,4262195.95,1662.9 12 | 48,71-10,338913.04,4261094.04,864.4 13 | 52,72-16,337321.03,4259298.97,1595.1 14 | 57,82-33,337682.99,4264131.02,1577.6 15 | 62,1-Sep,336841.97,4260929.03,1576.6 16 | 67,Acord-1,330059.03,4265084.0,1318.8 17 | 72,Big Cedar Cove UU-76,339669.04,4258810.02,1774.6 18 | 77,EV-4115,339926.0,4253546.0,1786.1 19 | 79,GPC-1,331750.97,4253210.95,1427.3 20 | 83,GPC-14,334500.01,4258223.96,1491.0 21 | 87,GPC-15,334303.99,4258057.02,1488.4 22 | 91,GPC-2,333776.98,4253152.97,1504.0 23 | 96,GPC-3,335962.0,4253027.99,1598.1 24 | 101,GPC-4,336426.98,4254695.03,1599.0 25 | 103,GPC-5,338323.0,4254700.0,1695.1 26 | 105,GPC-6,332001.02,4255968.97,1437.8 27 | 109,GPC-7,340897.97,4258876.96,1925.3 28 | 111,GPC-8,340917.03,4264750.97,1822.9 29 | 116,GPC-9,341551.01,4269454.03,1818.5 30 | 119,McCullough-1,330055.02,4265022.02,1319.4 31 | 123,OH-1,335529.98,4259049.01,1515.5 32 | 128,OH-5,337664.01,4265502.95,1549.6 33 | 129,OH-7,341498.99,4262178.05,1759.5 34 | 134,OH-8,339280.96,4259015.06,1735.2 35 | 139,OH-4,336732.0,4264165.97,1536.7 36 | 144,PPC Drilling Ridgline,343320.99,4265079.99,2107.7 37 | 146,PPC NM Ridgline,343465.03,4261796.98,2037.1 38 | 148,PPC OB5,335652.99,4259050.05,1520.2 39 | 152,PPC WW2,332746.0,4259842.02,1425.9 40 | 157,PPC WW3,332636.99,4265601.99,1359.8 41 | 158,PPC WW4,333356.01,4265227.96,1380.1 42 | 159,PPC-2,343092.98,4264682.01,2170.7 43 | 161,PPC-6,340260.99,4254040.03,1857.9 44 | 163,RHS-07,337232.02,4259187.98,1589.8 45 | 165,RHS-121,335648.98,4255600.05,1563.9 46 | 169,RHS-14,335798.99,4264089.99,1490.8 47 | 173,RHS-15,338828.02,4259162.02,1694.2 48 | 174,RHS-16,336167.96,4266171.98,1468.0 49 | 175,RHS-170,335030.02,4270733.95,1359.7 50 | 177,RHS-188,338739.03,4263910.99,1633.7 51 | 178,RHS-189,340174.98,4265597.04,1797.5 52 | 183,RHS-196,335293.96,4255631.96,1551.7 53 | 187,RHS-199,336264.98,4259513.05,1553.1 54 | 189,RHS-336,337667.03,4264924.03,1560.1 55 | 190,TPC-10,334033.0,4259945.0,1460.4 56 | 195,TPC-11,337593.01,4261888.0,1618.7 57 | 196,TPC-12,334826.0,4262756.05,1461.2 58 | 201,TPC-14,335446.97,4264046.02,1475.2 59 | 205,TPC-15,338361.03,4259096.02,1666.0 60 | 206,TPC-4,332845.01,4259947.99,1425.7 61 | 211,TPC-5,336275.0,4259383.95,1553.3 62 | 213,TPC-6,339924.03,4261927.99,1727.3 63 | 218,TPC-7,337604.97,4258776.99,1608.7 64 | 223,TPC-9,337251.99,4256837.95,1623.4 65 | 227,UU-75-13,336106.0,4267274.03,1443.7 66 | 228,UU-75-1A,337752.96,4261867.01,1620.8 67 | 229,UU-75-1B,337592.96,4261535.96,1614.5 68 | 230,UU-76-1A,338436.97,4263657.06,1617.8 69 | 231,UUHF-3,341985.97,4264638.03,1900.5 70 | 233,UUTG-0,336632.04,4268692.03,1446.7 71 | 234,UUTG-1,338085.01,4268506.98,1509.5 72 | 235,UUTG-3,333920.99,4266715.95,1372.1 73 | 236,UUTG-5,340979.04,4268389.05,1676.5 74 | 239,UUTG-6,333698.99,4270118.0,1330.5 75 | -------------------------------------------------------------------------------- /MinPointsWells.csv: -------------------------------------------------------------------------------- 1 | ,Well ID,x,y,z 2 | 2,Dec-35,339385.01,4264212.99,-119.4 3 | 7,13-10,337709.02,4260660.0,-2203.7 4 | 12,14-2,339393.0,4262171.96,-2096.5 5 | 17,24-36,341221.02,4263743.01,-1965.8 6 | 22,25-15,337873.02,4258706.96,-2173.0 7 | 27,28-3,337980.01,4261383.04,-2178.5 8 | 32,1-Mar,338594.96,4262043.98,-2136.6 9 | 37,35-3,338165.01,4261915.97,-2159.1 10 | 42,52-21,336906.02,4257739.01,-2217.0 11 | 47,54-3,338607.0,4262195.95,-2137.1 12 | 51,71-10,338913.04,4261094.04,-2135.6 13 | 56,72-16,337321.03,4259298.97,-2204.9 14 | 61,82-33,337682.99,4264131.02,-2222.4 15 | 66,1-Sep,336841.97,4260929.03,-2223.4 16 | 71,Acord-1,330059.03,4265084.0,-2481.2 17 | 76,Big Cedar Cove UU-76,339669.04,4258810.02,-2025.4 18 | 78,EV-4115,339926.0,4253546.0,986.1 19 | 82,GPC-1,331750.97,4253210.95,-1372.7 20 | 86,GPC-14,334500.01,4258223.96,-1309.0 21 | 90,GPC-15,334303.99,4258057.02,-1311.6 22 | 95,GPC-2,333776.98,4253152.97,-2296.0 23 | 100,GPC-3,335962.0,4253027.99,-2201.9 24 | 102,GPC-4,336426.98,4254695.03,799.0 25 | 104,GPC-5,338323.0,4254700.0,895.1 26 | 108,GPC-6,332001.02,4255968.97,-1362.2 27 | 110,GPC-7,340897.97,4258876.96,125.3 28 | 115,GPC-8,340917.03,4264750.97,-1977.1 29 | 118,GPC-9,341551.01,4269454.03,18.5 30 | 122,McCullough-1,330055.02,4265022.02,-1480.6 31 | 127,OH-1,335529.98,4259049.01,-2284.5 32 | 128,OH-5,337664.01,4265502.95,1549.6 33 | 133,OH-7,341498.99,4262178.05,-2040.5 34 | 138,OH-8,339280.96,4259015.06,-2064.8 35 | 143,OH-4,336732.0,4264165.97,-2263.3 36 | 145,PPC Drilling Ridgline,343320.99,4265079.99,1307.7 37 | 147,PPC NM Ridgline,343465.03,4261796.98,1237.1 38 | 151,PPC OB5,335652.99,4259050.05,-1279.8 39 | 156,PPC WW2,332746.0,4259842.02,-2374.1 40 | 157,PPC WW3,332636.99,4265601.99,1359.8 41 | 158,PPC WW4,333356.01,4265227.96,1380.1 42 | 160,PPC-2,343092.98,4264682.01,1370.7 43 | 162,PPC-6,340260.99,4254040.03,1057.9 44 | 164,RHS-07,337232.02,4259187.98,789.8 45 | 168,RHS-121,335648.98,4255600.05,-1236.1 46 | 172,RHS-14,335798.99,4264089.99,-1309.2 47 | 173,RHS-15,338828.02,4259162.02,1694.2 48 | 174,RHS-16,336167.96,4266171.98,1468.0 49 | 176,RHS-170,335030.02,4270733.95,559.7 50 | 177,RHS-188,338739.03,4263910.99,1633.7 51 | 182,RHS-189,340174.98,4265597.04,-2002.5 52 | 186,RHS-196,335293.96,4255631.96,-1248.3 53 | 188,RHS-199,336264.98,4259513.05,753.1 54 | 189,RHS-336,337667.03,4264924.03,1560.1 55 | 194,TPC-10,334033.0,4259945.0,-2339.6 56 | 195,TPC-11,337593.01,4261888.0,1618.7 57 | 200,TPC-12,334826.0,4262756.05,-2338.8 58 | 204,TPC-14,335446.97,4264046.02,-1324.8 59 | 205,TPC-15,338361.03,4259096.02,1666.0 60 | 210,TPC-4,332845.01,4259947.99,-2374.3 61 | 212,TPC-5,336275.0,4259383.95,753.3 62 | 217,TPC-6,339924.03,4261927.99,-2072.7 63 | 222,TPC-7,337604.97,4258776.99,-2191.3 64 | 226,TPC-9,337251.99,4256837.95,-1176.6 65 | 227,UU-75-13,336106.0,4267274.03,1443.7 66 | 228,UU-75-1A,337752.96,4261867.01,1620.8 67 | 229,UU-75-1B,337592.96,4261535.96,1614.5 68 | 230,UU-76-1A,338436.97,4263657.06,1617.8 69 | 232,UUHF-3,341985.97,4264638.03,1100.5 70 | 233,UUTG-0,336632.04,4268692.03,1446.7 71 | 234,UUTG-1,338085.01,4268506.98,1509.5 72 | 235,UUTG-3,333920.99,4266715.95,1372.1 73 | 238,UUTG-5,340979.04,4268389.05,-123.5 74 | 239,UUTG-6,333698.99,4270118.0,1330.5 75 | -------------------------------------------------------------------------------- /setup.py: -------------------------------------------------------------------------------- 1 | from __future__ import print_function 2 | 3 | import os 4 | 5 | from setuptools import setup, find_packages 6 | 7 | from distutils import log 8 | 9 | from setupbase import ( 10 | create_cmdclass, install_npm, combine_commands, 11 | ensure_targets, skip_npm 12 | ) 13 | 14 | here = os.path.dirname(os.path.abspath(__file__)) 15 | node_root = os.path.join(here, 'js') 16 | 17 | log.set_verbosity(log.DEBUG) 18 | log.info('setup.py entered') 19 | log.info('$PATH=%s' % os.environ['PATH']) 20 | 21 | LONG_DESCRIPTION = 'Jupyter notebook extension for 3D visualization.' 22 | 23 | # Representative files that should exist after a successful build 24 | targets = [ 25 | os.path.join(here, 'k3d', 'static', 'standalone.js'), 26 | os.path.join(here, 'k3d', 'static', 'extension.js'), 27 | os.path.join(here, 'k3d', 'static', 'index.js') 28 | ] 29 | 30 | cmdclass = create_cmdclass( 31 | wrappers=[] if skip_npm else ['jsdeps'], 32 | data_dirs=[] 33 | ) 34 | cmdclass['jsdeps'] = combine_commands( 35 | install_npm(node_root), 36 | ensure_targets(targets) 37 | ) 38 | 39 | version_ns = {} 40 | with open(os.path.join(here, 'k3d', '_version.py')) as f: 41 | exec (f.read(), {}, version_ns) 42 | 43 | setup_args = { 44 | 'name': 'K3D', 45 | 'version': version_ns['__version__'], 46 | 'license': 'MIT', 47 | 'description': 'Jupyter notebook extension for 3D visualization.', 48 | 'long_description': LONG_DESCRIPTION, 49 | 'include_package_data': True, 50 | 'data_files': [ 51 | ( 52 | 'share/jupyter/nbextensions/k3d', 53 | [ 54 | 'k3d/static/extension.js', 55 | 'k3d/static/standalone.js', 56 | 'k3d/static/index.js', 57 | 'k3d/static/index.js.map', 58 | ] 59 | ), 60 | ( 61 | 'etc/jupyter/nbconfig/notebook.d', 62 | [ 63 | 'k3d/k3d_extension.json', 64 | ] 65 | ), 66 | ], 67 | 'install_requires': [ 68 | 'ipywidgets>=7.0.1', 69 | 'ipydatawidgets', 70 | 'traittypes', 71 | 'traitlets', 72 | 'numpy>=1.11.0' 73 | ], 74 | 'packages': find_packages(), 75 | 'zip_safe': False, 76 | 'cmdclass': cmdclass, 77 | 'author': 'k3d team', 78 | 'author_email': 'artur.trzesiok@gmail.com', 79 | 'url': 'http://jupyter.org', 80 | 'keywords': [ 81 | 'ipython', 82 | 'jupyter', 83 | 'widgets', 84 | ], 85 | 'classifiers': [ 86 | 'Development Status :: 4 - Beta', 87 | 'Framework :: IPython', 88 | 'Intended Audience :: Developers', 89 | 'Intended Audience :: Science/Research', 90 | 'Topic :: Multimedia :: Graphics', 91 | 'Programming Language :: Python :: 2', 92 | 'Programming Language :: Python :: 2.7', 93 | 'Programming Language :: Python :: 3', 94 | 'Programming Language :: Python :: 3.4', 95 | 'Programming Language :: Python :: 3.5', 96 | 'Programming Language :: Python :: 3.6', 97 | ], 98 | } 99 | 100 | if __name__ == '__main__': 101 | setup(**setup_args) 102 | -------------------------------------------------------------------------------- /geological_model.ipynb: -------------------------------------------------------------------------------- 1 | { 2 | "cells": [ 3 | { 4 | "cell_type": "markdown", 5 | "metadata": {}, 6 | "source": [ 7 | "### This notebook shows how to make a 3D geological model that you can then be embedded in a website" 8 | ] 9 | }, 10 | { 11 | "cell_type": "markdown", 12 | "metadata": {}, 13 | "source": [ 14 | "This is a notebook showing how to recreate a model of a geothermal reservoir using publicly available data.\n", 15 | "The model is of a reservoir in Utah that is part of a project called FORGE (Frontier Observatory for Research in Geothermal Energy).\n", 16 | "\n", 17 | "Original data source links are shown in the end." 18 | ] 19 | }, 20 | { 21 | "cell_type": "markdown", 22 | "metadata": {}, 23 | "source": [ 24 | "![GeologicModel](ModelImage.png)" 25 | ] 26 | }, 27 | { 28 | "cell_type": "code", 29 | "execution_count": 1, 30 | "metadata": {}, 31 | "outputs": [], 32 | "source": [ 33 | "#imports\n", 34 | "from vtkplotter import *\n", 35 | "import pandas as pd\n", 36 | "from scipy.spatial import Delaunay\n", 37 | "import matplotlib.pyplot as plt\n", 38 | "import matplotlib.colors as colors\n", 39 | "import numpy as np\n", 40 | "embedWindow('k3d') # or itkwidgets, False (for a popup)" 41 | ] 42 | }, 43 | { 44 | "cell_type": "code", 45 | "execution_count": 2, 46 | "metadata": {}, 47 | "outputs": [ 48 | { 49 | "name": "stdout", 50 | "output_type": "stream", 51 | "text": [ 52 | "\u001b[7m\u001b[1m...loading data...\u001b[0m\n" 53 | ] 54 | } 55 | ], 56 | "source": [ 57 | "#########################\n", 58 | "# Load surfaces, import the file from github\n", 59 | "#########################\n", 60 | "printc(\"...loading data...\", invert=1)\n", 61 | "url = \"https://raw.githubusercontent.com/ahinoamp/Example3DGeologicModelUsingVTKPlotter/master/\"\n", 62 | "\n", 63 | "landSurfacePD = pd.read_csv(url+\"land_surface_vertices.csv\")\n", 64 | "vertices_175CPD = pd.read_csv(url+\"175C_vertices.csv\")\n", 65 | "vertices_225CPD = pd.read_csv(url+\"225C_vertices.csv\")\n", 66 | "Negro_Mag_Fault_verticesPD = pd.read_csv(url+\"Negro_Mag_Fault_vertices.csv\")\n", 67 | "Opal_Mound_Fault_verticesPD = pd.read_csv(url+\"Opal_Mound_Fault_vertices.csv\")\n", 68 | "top_granitoid_verticesPD = pd.read_csv(url+\"top_granitoid_vertices.csv\")\n", 69 | "microseismic = pd.read_csv(url+\"Microseismic.csv\")\n", 70 | "\n", 71 | "# The well path and different logs for the well paths\n", 72 | "well_5832_path = pd.read_csv(url+\"path5832.csv\")\n", 73 | "temp_well = pd.read_csv(url+\"temperature5832.csv\")\n", 74 | "nphi_well = pd.read_csv(url+\"nphi5832.csv\")\n", 75 | "pressure_well = pd.read_csv(url+\"pressure5832.csv\")\n", 76 | "\n", 77 | "# Since most of the wells in the area were just vertical, I split them into two files:\n", 78 | "# One file with the top of the wells and the other with the bottom point of the wellbore\n", 79 | "wellsmin = pd.read_csv(url+\"MinPointsWells.csv\")\n", 80 | "wellsmax = pd.read_csv(url+\"MaxPointsWells.csv\")\n", 81 | "\n", 82 | "# Project boundary area on the surface\n", 83 | "border = pd.read_csv(url+\"FORGE_Border.csv\")" 84 | ] 85 | }, 86 | { 87 | "cell_type": "code", 88 | "execution_count": 5, 89 | "metadata": {}, 90 | "outputs": [ 91 | { 92 | "name": "stdout", 93 | "output_type": "stream", 94 | "text": [ 95 | "\u001b[7m\u001b[1m...analyzing...\u001b[0m\n" 96 | ] 97 | }, 98 | { 99 | "data": { 100 | "application/vnd.jupyter.widget-view+json": { 101 | "model_id": "228fe9b9568d4a2ea85891b848629142", 102 | "version_major": 2, 103 | "version_minor": 0 104 | }, 105 | "text/plain": [ 106 | "Plot(antialias=3, axes=['x', 'y', 'z'], axes_helper=1.0, background_color=16777215, camera=[349180.70020649576…" 107 | ] 108 | }, 109 | "metadata": {}, 110 | "output_type": "display_data" 111 | } 112 | ], 113 | "source": [ 114 | "# Create a plotter window\n", 115 | "plt = Plotter(axes=dict(xtitle='km', ytitle=' ', ztitle='km*1.5', yzGrid=False),\n", 116 | " size=(1200,900)) # screen size\n", 117 | "\n", 118 | "#############################################\n", 119 | "## 1. land surface: a mesh with varying color\n", 120 | "#############################################\n", 121 | "printc(\"...analyzing...\", invert=1)\n", 122 | "\n", 123 | "# perform a 2D Delaunay triangulation to get the cells from the point cloud\n", 124 | "tri = Delaunay(landSurfacePD.values[:, 0:2])\n", 125 | "\n", 126 | "# create a mesh object for the land surface\n", 127 | "landSurface = Mesh([landSurfacePD.values, tri.simplices])\n", 128 | "\n", 129 | "# in order to color it by the elevation, we use the z values of the mesh\n", 130 | "zvals = landSurface.points()[:, 2]\n", 131 | "landSurface.pointColors(zvals, cmap=\"terrain\", vmin=1000)\n", 132 | "landSurface.name = \"Land Surface\" # give the object a name\n", 133 | "\n", 134 | "#add landSurface to the plotter window\n", 135 | "plt+=landSurface\n", 136 | "plt.show(viewup=\"z\")" 137 | ] 138 | }, 139 | { 140 | "cell_type": "code", 141 | "execution_count": null, 142 | "metadata": {}, 143 | "outputs": [], 144 | "source": [ 145 | "#############################################\n", 146 | "## 2. Different meshes with constant colors\n", 147 | "#############################################\n", 148 | "# Mesh of 175 C isotherm\n", 149 | "tri = Delaunay(vertices_175CPD.values[:, 0:2])\n", 150 | "vertices_175C = Mesh([vertices_175CPD.values, tri.simplices]).c(\"orange\").opacity(0.3)\n", 151 | "vertices_175C.name = \"175C temperature isosurface\"\n", 152 | "plt += vertices_175C.flag()\n", 153 | "\n", 154 | "# Mesh of 225 C isotherm\n", 155 | "tri = Delaunay(vertices_225CPD.values[:, 0:2])\n", 156 | "vertices_225CT = Mesh([vertices_225CPD.values, tri.simplices]).c(\"red\").opacity(0.4)\n", 157 | "vertices_225CT.name = \"225C temperature isosurface\"\n", 158 | "plt += vertices_225CT.flag()\n", 159 | "\n", 160 | "# Negro fault\n", 161 | "tri = Delaunay(Negro_Mag_Fault_verticesPD.values[:, 1:3])\n", 162 | "Negro_Mag_Fault_vertices = Mesh([Negro_Mag_Fault_verticesPD.values, tri.simplices])\n", 163 | "Negro_Mag_Fault_vertices.name = \"Negro Fault\"\n", 164 | "plt += Negro_Mag_Fault_vertices.c(\"f\").opacity(0.6).flag()\n", 165 | "\n", 166 | "# Opal fault\n", 167 | "tri = Delaunay(Opal_Mound_Fault_verticesPD.values[:, 1:3])\n", 168 | "Opal_Mound_Fault_vertices = Mesh([Opal_Mound_Fault_verticesPD.values, tri.simplices])\n", 169 | "Opal_Mound_Fault_vertices.name = \"Opal Mound Fault\"\n", 170 | "plt += Opal_Mound_Fault_vertices.c(\"g\").opacity(0.6).flag()\n", 171 | "\n", 172 | "# Top Granite\n", 173 | "xyz = top_granitoid_verticesPD.values\n", 174 | "xyz[:, 2] = top_granitoid_verticesPD.values[:, 2] - 20\n", 175 | "tri = Delaunay(top_granitoid_verticesPD.values[:, 0:2])\n", 176 | "top_granitoid_vertices = Mesh([xyz, tri.simplices]).c(\"darkcyan\")\n", 177 | "top_granitoid_vertices.name = \"Top of granite surface\"\n", 178 | "plt += top_granitoid_vertices.flag()\n", 179 | "\n", 180 | "####################\n", 181 | "## 3. Point objects\n", 182 | "####################\n", 183 | "printc(\"...plotting...\", invert=1)\n", 184 | "\n", 185 | "# Microseismic\n", 186 | "microseismicxyz = microseismic[[\"xloc\", \"yloc\", \"zloc\"]]\n", 187 | "scals = microseismic[[\"mw\"]]\n", 188 | "microseismicPts = Points(microseismicxyz.values, r=4).pointColors(scals, cmap=\"jet\")\n", 189 | "microseismicPts.name = \"Microseismic events\"\n", 190 | "plt += microseismicPts.flag()\n", 191 | "\n", 192 | "####################\n", 193 | "## 4. Line objects\n", 194 | "####################\n", 195 | "# FORGE Boundary. Since the boundary area did not have a Z column,\n", 196 | "# I assigned a Z value for where I wanted it to appear\n", 197 | "border[\"zcoord\"] = 1650\n", 198 | "borderxyz = border[[\"xcoord\", \"ycoord\", \"zcoord\"]]\n", 199 | "boundary = Line(borderxyz.values).extrude(zshift=120, cap=False).c(\"k\")\n", 200 | "boundary.name = \"FORGE area boundary\"\n", 201 | "plt += boundary.flag()\n", 202 | "\n", 203 | "# The path of well 58_32\n", 204 | "xyz = well_5832_path[[\"X\", \"Y\", \"Z\"]].values\n", 205 | "Well = Line(xyz)\n", 206 | "Well.name = \"Well 58-32\"\n", 207 | "plt += Well.flag()\n", 208 | "\n", 209 | "# A porosity log in the well\n", 210 | "xyz = nphi_well[[\"X\", \"Y\", \"Z\"]].values\n", 211 | "porosity = nphi_well[\"Nphi\"].values\n", 212 | "Well = Line(xyz).pointColors(porosity, cmap=\"hot\").c(\"gold\").lw(2)\n", 213 | "Well.name = \"Porosity log well 58-32\"\n", 214 | "plt += Well.flag()\n", 215 | "\n", 216 | "# This well data is actually represented by points since \n", 217 | "# as of right now line coloring can be problematic with k3d\n", 218 | "xyz = pressure_well[[\"X\", \"Y\", \"Z\"]].values\n", 219 | "pressure = pressure_well[\"Pressure\"].values\n", 220 | "Well = Points(xyz, r=1).pointColors(pressure, cmap=\"cool\")\n", 221 | "Well.name = \"Pressure log well 58-32\"\n", 222 | "plt += Well.flag()\n", 223 | "\n", 224 | "# Temperatue log\n", 225 | "xyz = temp_well[[\"X\", \"Y\", \"Z\"]].values\n", 226 | "temp = temp_well[\"Temperature\"].values\n", 227 | "Well = Points(xyz, r=1).pointColors(temp, cmap=\"seismic\")\n", 228 | "Well.name = \"Temperature log well 58-32\"\n", 229 | "plt += Well.flag()\n", 230 | "\n", 231 | "#########################\n", 232 | "## 5. Multi-line objects\n", 233 | "#########################\n", 234 | "# defining the start and end of the lines that will be representing the wellbores\n", 235 | "Wells = Lines(wellsmin[[\"x\", \"y\", \"z\"]].values, # start points\n", 236 | " wellsmax[[\"x\", \"y\", \"z\"]].values, # end points\n", 237 | " c=\"gray\", alpha=1, lw=3)\n", 238 | "Wells.name = \"Pre-existing wellbores\"\n", 239 | "plt += Wells.flag()\n", 240 | "\n", 241 | "for a in plt.actors:\n", 242 | " # change scale to kilometers in x and y, but expand z scale by 1.5!\n", 243 | " a.scale([0.001, 0.001, 0.0015])\n", 244 | "\n", 245 | "#########################\n", 246 | "## 6. Done. show the plot\n", 247 | "#########################\n", 248 | "plt += __doc__\n", 249 | "plt.show(viewup=\"z\")\n", 250 | "\n", 251 | "#exportWindow(\"page.html\") # k3d is the default" 252 | ] 253 | }, 254 | { 255 | "cell_type": "markdown", 256 | "metadata": {}, 257 | "source": [ 258 | "## Data sources" 259 | ] 260 | }, 261 | { 262 | "cell_type": "markdown", 263 | "metadata": {}, 264 | "source": [ 265 | "All of the data is from the Geothermal Data Repository (https://gdr.openei.org/home) uploaded by the Energy and Geoscience Institute at the University of Utah.\n", 266 | "\n", 267 | "1. Earthquake data: \"Utah FORGE: Earthquake Catalog\", https://gdr.openei.org/submissions/1039\n", 268 | "2. Well 58-32 porosity log: \"Utah FORGE: Well 58-32 Schlumberger FMI Logs DLIS and XML files\", https://gdr.openei.org/submissions/1076\n", 269 | "3. Well 58-32 pressure and temperature logs: \"Utah FORGE: Milford Deep Test Well 58-32 (MU-ESW1) Pressure and Temperature Logs\", https://gdr.openei.org/submissions/1101\n", 270 | "4. Microseismic data: \"Utah FORGE: Microseismic Events\", https://gdr.openei.org/submissions/1151\n", 271 | "5. Well data and surfaces data: \"Utah FORGE: Well Data for Student Competition\", https://gdr.openei.org/submissions/1111" 272 | ] 273 | } 274 | ], 275 | "metadata": { 276 | "kernelspec": { 277 | "display_name": "Python 3", 278 | "language": "python", 279 | "name": "python3" 280 | }, 281 | "language_info": { 282 | "codemirror_mode": { 283 | "name": "ipython", 284 | "version": 3 285 | }, 286 | "file_extension": ".py", 287 | "mimetype": "text/x-python", 288 | "name": "python", 289 | "nbconvert_exporter": "python", 290 | "pygments_lexer": "ipython3", 291 | "version": "3.7.4" 292 | } 293 | }, 294 | "nbformat": 4, 295 | "nbformat_minor": 2 296 | } 297 | -------------------------------------------------------------------------------- /path5832.csv: -------------------------------------------------------------------------------- 1 | ,X,Y,Z 2 | 0,335330.9893,4263051.682,-557.9699097 3 | 1,335331.04694347916,4263051.678,-555.728081384985 4 | 2,335331.10394479835,4263051.674,-553.48625306997 5 | 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338539.363585,4262648.27539,1879.71577962 273 | 338540.223876,4262648.27539,1785.22170088 274 | 340370.914733,4262251.42513,1974.20985836 275 | 340374.791047,4262251.42513,1879.71577962 276 | 340943.0,4262230.69283,1974.20985836 277 | 340968.0,4262227.09833,1974.20985836 278 | 340943.0,4262229.5084,1879.71577962 279 | 340968.0,4262225.91955,1879.71577962 280 | 340593.0,4262268.4262,1974.20985836 281 | 340618.0,4262267.01363,1974.20985836 282 | 340593.0,4262267.68291,1879.71577962 283 | 340618.0,4262266.22085,1879.71577962 284 | 338143.0,4262795.91173,1879.71577962 285 | 338118.0,4262805.97253,1879.71577962 286 | 338143.0,4262797.30182,1785.22170088 287 | 338119.081452,4262807.0155,1785.22170088 288 | 338118.0,4262807.0155,1803.7261138 289 | 339993.0,4262208.68466,1942.71183212 290 | 339968.0,4262207.28981,1942.71183212 291 | 339993.0,4262209.45218,1848.21775337 292 | 339968.0,4262208.10793,1848.21775337 293 | 341193.0,4262192.7865,2005.70788461 294 | 341168.0,4262196.63181,2005.70788461 295 | 341193.0,4262190.88956,1911.21380587 296 | 341168.0,4262194.92157,1911.21380587 297 | 339168.0,4262329.71409,1816.71972713 298 | 338868.0,4262464.34132,1879.71577962 299 | 337818.0,4262928.34199,-2467.01184252 300 | 337818.0,4262927.66393,1753.72367463 301 | 340068.0,4262214.99618,1942.71183212 302 | 338218.0,4262770.11996,1753.72367463 303 | 338168.0,4262788.55405,1753.72367463 304 | 340918.0,4262234.17599,2005.70788461 305 | 340868.0,4262240.65953,2005.70788461 306 | 341518.0,4262163.02763,-2593.00394751 307 | 341470.178207,4262172.05508,-2593.00394751 308 | 341468.0,4262172.05508,-2578.21828692 309 | 341518.0,4262158.5309,2194.6960421 310 | 341468.0,4262165.03969,2194.6960421 311 | 340368.0,4262250.59895,2005.70788461 312 | 340318.0,4262244.82866,2005.70788461 313 | 338918.0,4262444.41583,1753.72367463 314 | 338907.181835,4262449.85026,1753.72367463 315 | 338518.0,4262657.48132,1753.72367463 316 | 338468.0,4262679.90432,1753.72367463 317 | 339718.0,4262207.66501,1816.71972713 318 | 339672.816868,4262211.74011,1816.71972713 319 | 339668.0,4262211.74011,1821.75656596 320 | 341268.0,4262180.84553,1879.71577962 321 | 341218.0,4262187.44076,1879.71577962 322 | 340568.0,4262266.49799,2005.70788461 323 | 340518.0,4262264.77067,2005.70788461 324 | 337818.0,4262926.07058,1864.83574148 325 | 337868.0,4262907.5596,1879.71577962 326 | 337818.0,4262924.91312,1879.71577962 327 | 339159.388225,4262330.79518,1942.71183212 328 | 339118.0,4262346.52299,1942.71183212 329 | 337868.0,4262919.89676,-2593.00394751 330 | 337840.373642,4262926.07058,-2593.00394751 331 | 340018.0,4262211.74011,1831.81431809 332 | 337818.0,4262927.30786,1848.21775337 333 | 339168.0,4262326.71734,1911.21380587 334 | 339168.0,4262327.6035,1942.71183212 335 | 341468.0,4262172.46553,-2593.00394751 336 | 338868.0,4262469.70555,1753.72367463 337 | 338868.0,4262467.9854,1785.22170088 338 | 339668.0,4262212.18764,1816.71972713 339 | 337818.0,4262931.08255,-2593.00394751 340 | 337818.0,4262930.41464,-2561.50592126 341 | 340068.0,4262216.4469,1816.71972713 342 | 340018.0,4262212.35778,1816.71972713 343 | 340068.0,4262215.47269,1848.21775337 344 | 337768.0,4262940.9153,-2530.00789501 345 | 337768.0,4262940.2345,-2498.50986876 346 | 337768.0,4262939.5395,-2467.01184252 347 | 338568.0,4262633.69248,1816.71972713 348 | 338568.0,4262633.38246,1848.21775337 349 | 338568.0,4262631.93919,1879.71577962 350 | 340418.0,4262256.20268,1879.71577962 351 | 340418.0,4262256.88413,1911.21380587 352 | 340418.0,4262257.05761,1942.71183212 353 | 337768.0,4262941.7582,1753.72367463 354 | 337768.0,4262942.42456,1785.22170088 355 | 337768.0,4262942.27199,1816.71972713 356 | 339218.0,4262313.66252,1816.71972713 357 | 339218.0,4262311.8789,1848.21775337 358 | 339218.0,4262310.8784,1879.71577962 359 | 341461.068497,4262172.05508,-2530.00789501 360 | 341456.746119,4262172.05508,-2498.50986876 361 | 341452.647403,4262172.05508,-2467.01184252 362 | 341419.035049,4262172.05508,2257.69209459 363 | 341420.659952,4262172.05508,2289.19012084 364 | 341420.253708,4262172.05508,2320.68814708 365 | 341568.0,4262153.66993,-2593.00394751 366 | 341568.0,4262151.32409,2194.6960421 367 | 339640.197668,4262211.74011,1879.71577962 368 | 339636.254287,4262211.74011,1911.21380587 369 | 339640.351484,4262211.74011,1942.71183212 370 | 338456.830571,4262687.96042,1816.71972713 371 | 338457.844638,4262687.96042,1848.21775337 372 | 338452.12388,4262687.96042,1879.71577962 373 | 340818.0,4262245.8457,1879.71577962 374 | 340818.0,4262246.50182,1911.21380587 375 | 340818.0,4262246.86142,1942.71183212 376 | 340268.0,4262238.52453,1879.71577962 377 | 340268.0,4262238.75373,1911.21380587 378 | 340268.0,4262238.88603,1942.71183212 379 | 340468.0,4262261.44476,1879.71577962 380 | 340468.0,4262262.43557,1911.21380587 381 | 340468.0,4262262.63631,1942.71183212 382 | 339068.0,4262370.13814,1816.71972713 383 | 339068.0,4262368.42937,1848.21775337 384 | 339068.0,4262367.44764,1879.71577962 385 | 339768.0,4262205.63877,1816.71972713 386 | 338968.0,4262420.25589,1753.72367463 387 | 338536.389323,4262648.27539,1753.72367463 388 | 338568.0,4262631.96918,1753.72367463 389 | 338568.0,4262633.07105,1785.22170088 390 | 338221.978937,4262767.33047,1816.71972713 391 | 338220.730672,4262767.33047,1848.21775337 392 | 338220.112277,4262767.33047,1879.71577962 393 | 337918.0,4262907.27681,-2530.00789501 394 | 337918.0,4262906.55402,-2498.50986876 395 | 337918.0,4262905.81858,-2467.01184252 396 | 341318.0,4262175.51678,1942.71183212 397 | 341318.0,4262176.21667,1974.20985836 398 | 341318.0,4262177.15247,2005.70788461 399 | 337918.0,4262890.5798,1753.72367463 400 | 337918.0,4262891.02254,1785.22170088 401 | 337918.0,4262890.77378,1816.71972713 402 | 340375.586235,4262251.42513,2005.70788461 403 | 340418.0,4262256.73054,1974.20985836 404 | 340418.0,4262255.99967,2005.70788461 405 | 340968.0,4262227.23931,2005.70788461 406 | 340618.0,4262265.21208,2005.70788461 407 | 339218.0,4262310.67198,1911.21380587 408 | 339218.0,4262311.08384,1942.71183212 409 | 338121.034548,4262807.0155,1753.72367463 410 | 338118.0,4262808.2214,1753.72367463 411 | 338118.0,4262807.45972,1785.22170088 412 | 337768.0,4262942.24966,-2593.00394751 413 | 337768.0,4262941.58511,-2561.50592126 414 | 340007.746299,4262211.74011,1816.71972713 415 | 339968.0,4262209.36688,1816.71972713 416 | 341168.0,4262194.96106,1879.71577962 417 | 337814.168609,4262926.07058,1879.71577962 418 | 337768.0,4262941.25044,1848.21775337 419 | 337768.0,4262939.63533,1879.71577962 420 | 341418.0,4262172.17486,2257.69209459 421 | 341418.0,4262172.32724,2320.68814708 422 | 341418.0,4262180.258,-2530.00789501 423 | 341418.0,4262178.63589,-2467.01184252 424 | 339618.0,4262215.43212,1879.71577962 425 | 339618.0,4262215.20176,1942.71183212 426 | 338418.0,4262701.23768,1816.71972713 427 | 338418.0,4262699.84359,1879.71577962 428 | 338824.958858,4262489.53529,1816.71972713 429 | 338821.239339,4262489.53529,1879.71577962 430 | 338818.0,4262493.2833,1816.71972713 431 | 338818.0,4262491.28581,1879.71577962 432 | 340118.0,4262220.41572,1879.71577962 433 | 340118.0,4262220.56751,1942.71183212 434 | 338268.0,4262751.84419,1816.71972713 435 | 338268.0,4262750.87625,1879.71577962 436 | 338225.875302,4262767.33047,1753.72367463 437 | 340818.0,4262246.68859,2005.70788461 438 | 341018.0,4262218.48975,1879.71577962 439 | 341018.0,4262219.32209,1942.71183212 440 | 341618.0,4262142.74391,-2530.00789501 441 | 341618.0,4262141.20574,-2467.01184252 442 | 341618.0,4262144.47884,2257.69209459 443 | 341618.0,4262144.50647,2320.68814708 444 | 341418.0,4262181.9694,-2593.00394751 445 | 341418.0,4262171.08895,2194.6960421 446 | 341418.0,4262172.05508,2250.73510638 447 | 340268.0,4262238.89035,2005.70788461 448 | 338117.257287,4262807.0155,1816.71972713 449 | 338115.454605,4262807.0155,1879.71577962 450 | 338068.0,4262827.77872,1816.71972713 451 | 338068.0,4262826.62223,1879.71577962 452 | 340668.0,4262262.04492,1879.71577962 453 | 340668.0,4262263.40847,1942.71183212 454 | 339918.0,4262205.13561,1879.71577962 455 | 339918.0,4262205.0244,1942.71183212 456 | 341118.0,4262203.41792,1942.71183212 457 | 341118.0,4262204.51413,2005.70788461 458 | 339818.0,4262202.39805,1879.71577962 459 | 339818.0,4262202.24788,1942.71183212 460 | 339018.0,4262392.87011,1816.71972713 461 | 338981.017663,4262410.16524,1816.71972713 462 | 339018.0,4262390.43605,1879.71577962 463 | 338976.116991,4262410.16524,1879.71577962 464 | 338612.02431,4262608.59037,1816.71972713 465 | 338608.9719,4262608.59037,1879.71577962 466 | 339268.0,4262298.77075,1816.71972713 467 | 339268.0,4262296.17322,1879.71577962 468 | 338447.720492,4262687.96042,1753.72367463 469 | 341318.0,4262174.85374,1879.71577962 470 | 340468.0,4262260.8872,2005.70788461 471 | 337918.0,4262888.31241,1879.71577962 472 | 339068.0,4262367.54408,1942.71183212 473 | 337918.0,4262908.6951,-2593.00394751 474 | 340918.0,4262231.38433,1816.71972713 475 | 340868.0,4262237.80261,1816.71972713 476 | 340368.0,4262248.82361,1816.71972713 477 | 340318.0,4262243.47737,1816.71972713 478 | 340568.0,4262262.37166,1816.71972713 479 | 340518.0,4262261.12028,1816.71972713 480 | 337868.0,4262906.96579,1690.72762214 481 | 337818.0,4262923.98806,1690.72762214 482 | 337818.0,4262926.07058,1725.96605421 483 | 339168.0,4262330.79518,1805.08370171 484 | 339168.0,4262335.66303,1753.72367463 485 | 339118.0,4262354.47724,1753.72367463 486 | 341518.0,4262158.28946,-2404.01579002 487 | 341468.0,4262167.66354,-2404.01579002 488 | 341518.0,4262158.67396,2383.68419958 489 | 341468.0,4262165.40549,2383.68419958 490 | 338218.0,4262767.33047,1939.02656518 491 | 338217.876104,4262767.33047,1942.71183212 492 | 338168.0,4262785.83617,1942.71183212 493 | 339718.0,4262207.13033,2005.70788461 494 | 339668.0,4262211.44521,2005.70788461 495 | 338918.0,4262438.00668,1942.71183212 496 | 338894.691896,4262449.85026,1942.71183212 497 | 338518.0,4262652.75514,1942.71183212 498 | 338468.0,4262675.3932,1942.71183212 499 | 337868.0,4262915.60571,-2404.01579002 500 | 337821.553624,4262926.07058,-2404.01579002 501 | 340018.0,4262211.74011,1986.0488411 502 | 341268.0,4262185.30975,2068.70393711 503 | 341218.0,4262191.7141,2068.70393711 504 | 338268.0,4262752.50181,1753.72367463 505 | 338830.107455,4262489.53529,1753.72367463 506 | 338818.0,4262495.89783,1753.72367463 507 | 338418.0,4262699.3952,1753.72367463 508 | 339618.0,4262219.1996,1816.71972713 509 | 340118.0,4262221.35057,1816.71972713 510 | 337718.0,4262952.08567,-2530.00789501 511 | 337718.0,4262950.73796,-2467.01184252 512 | 337718.0,4262955.0171,1753.72367463 513 | 337718.0,4262955.15773,1816.71972713 514 | 341368.0,4262189.80254,-2530.00789501 515 | 341368.0,4262188.15903,-2467.01184252 516 | 341368.0,4262177.98094,2257.69209459 517 | 341368.0,4262178.23857,2320.68814708 518 | 341568.0,4262148.99324,-2404.01579002 519 | 341618.0,4262144.37246,-2593.00394751 520 | 341568.0,4262151.48328,2383.68419958 521 | 341618.0,4262143.66991,2194.6960421 522 | 340770.27906,4262251.42513,1879.71577962 523 | 340779.238955,4262251.42513,1942.71183212 524 | 340768.0,4262251.68891,1879.71577962 525 | 340768.0,4262252.73476,1942.71183212 526 | 340218.0,4262232.36582,1879.71577962 527 | 340218.0,4262232.62061,1942.71183212 528 | 339067.23911,4262370.48021,1816.71972713 529 | 339061.339996,4262370.48021,1879.71577962 530 | 339768.0,4262205.02045,2005.70788461 531 | 339818.0,4262205.24423,1816.71972713 532 | 338968.0,4262413.52681,1942.71183212 533 | 339018.0,4262397.13621,1753.72367463 534 | 338989.724032,4262410.16524,1753.72367463 535 | 338568.0,4262627.01824,1942.71183212 536 | 338526.914634,4262648.27539,1942.71183212 537 | 338611.384609,4262608.59037,1753.72367463 538 | 337968.0,4262896.03244,-2530.00789501 539 | 337968.0,4262894.54737,-2467.01184252 540 | 341368.0,4262169.95007,1942.71183212 541 | 341349.015506,4262172.05508,1942.71183212 542 | 341368.0,4262171.50568,2005.70788461 543 | 341363.11158,4262172.05508,2005.70788461 544 | 337968.0,4262870.05307,1753.72367463 545 | 337928.300761,4262886.38555,1753.72367463 546 | 337968.0,4262869.79924,1816.71972713 547 | 337928.544071,4262886.38555,1816.71972713 548 | 340394.338385,4262251.42513,1816.71972713 549 | 340418.0,4262253.74269,1816.71972713 550 | 341018.0,4262219.9363,2005.70788461 551 | 340968.0,4262224.56584,1816.71972713 552 | 340668.0,4262261.82976,2005.70788461 553 | 340618.0,4262261.29768,1816.71972713 554 | 339268.0,4262295.91286,1942.71183212 555 | 339218.0,4262318.82141,1753.72367463 556 | 339182.279205,4262330.79518,1753.72367463 557 | 338118.0,4262805.18474,1942.71183212 558 | 338068.0,4262828.69723,1753.72367463 559 | 337718.0,4262953.40891,-2593.00394751 560 | 340008.288164,4262211.74011,2005.70788461 561 | 339968.0,4262209.12496,2005.70788461 562 | 339918.0,4262207.2557,1816.71972713 563 | 341168.0,4262198.62878,2068.70393711 564 | 341118.0,4262202.88141,1879.71577962 565 | 337718.0,4262953.28713,1879.71577962 566 | 337811.24669,4262926.07058,1690.72762214 567 | 339079.031927,4262370.48021,1753.72367463 568 | 339068.0,4262370.48021,1812.3346585 569 | 340268.0,4262237.8468,1816.71972713 570 | 340468.0,4262257.69219,1816.71972713 571 | 340668.0,4262258.06708,1816.71972713 572 | 337918.0,4262904.32626,-2404.01579002 573 | 337968.0,4262893.04335,-2404.01579002 574 | 337968.0,4262897.49679,-2593.00394751 575 | 337968.0,4262867.83968,1879.71577962 576 | 337918.0,4262888.22456,1690.72762214 577 | 337968.0,4262868.82995,1690.72762214 578 | 341318.0,4262179.39446,2068.70393711 579 | 341368.0,4262173.50787,2068.70393711 580 | 341368.0,4262169.06013,1879.71577962 581 | 339268.0,4262303.50547,1753.72367463 582 | 340768.0,4262252.09831,2005.70788461 583 | 340818.0,4262243.68064,1816.71972713 584 | 340768.0,4262249.12227,1816.71972713 585 | 339665.710561,4262211.74011,2005.70788461 586 | 341418.0,4262171.68421,2383.68419958 587 | 341368.0,4262177.80393,2383.68419958 588 | 341368.0,4262176.96041,2194.6960421 589 | 341418.0,4262177.10367,-2404.01579002 590 | 341368.0,4262186.57905,-2404.01579002 591 | 341368.0,4262191.51006,-2593.00394751 592 | 338068.0,4262825.09718,1942.71183212 593 | 338436.849594,4262687.96042,1942.71183212 594 | 338918.0,4262448.78415,1690.72762214 595 | 338915.818579,4262449.85026,1690.72762214 596 | 338968.0,4262425.18618,1690.72762214 597 | 338518.0,4262653.42042,1690.72762214 598 | 338468.0,4262675.97558,1690.72762214 599 | 338568.0,4262629.28567,1690.72762214 600 | 338218.0,4262770.95451,1690.72762214 601 | 338168.0,4262789.74516,1690.72762214 602 | 338227.853867,4262767.33047,1690.72762214 603 | 340918.0,4262233.74676,2068.70393711 604 | 340868.0,4262239.84639,2068.70393711 605 | 340968.0,4262227.21447,2068.70393711 606 | 338218.0,4262767.28471,1942.71183212 607 | 338268.0,4262749.26816,1942.71183212 608 | 338868.0,4262463.54642,1942.71183212 609 | 341518.0,4262156.66084,2131.6999896 610 | 341468.0,4262163.20043,2131.6999896 611 | 341568.0,4262149.69761,2131.6999896 612 | 339718.0,4262211.74011,1775.09536426 613 | 339768.0,4262211.1106,1753.72367463 614 | 339756.353684,4262211.74011,1753.72367463 615 | 341218.0,4262187.91153,1816.71972713 616 | 341168.0,4262195.0805,1816.71972713 617 | 341268.0,4262181.14187,1816.71972713 618 | 340318.0,4262243.9344,2068.70393711 619 | 340268.0,4262238.65035,2068.70393711 620 | 340368.0,4262248.98894,2068.70393711 621 | 340518.0,4262260.31761,2068.70393711 622 | 340468.0,4262257.52482,2068.70393711 623 | 340568.0,4262261.49641,2068.70393711 624 | 337818.0,4262920.02345,1942.71183212 625 | 337798.907593,4262926.07058,1942.71183212 626 | 337868.0,4262902.79719,1942.71183212 627 | 339118.0,4262349.00341,2005.70788461 628 | 339068.0,4262369.29141,2005.70788461 629 | 339168.0,4262330.31192,2005.70788461 630 | 339968.0,4262211.74011,1771.22950806 631 | 337818.0,4262926.87334,-2404.01579002 632 | 337768.0,4262938.12663,-2404.01579002 633 | 337768.0,4262939.05809,1690.72762214 634 | 340018.0,4262212.37698,2005.70788461 635 | 340068.0,4262216.62808,2005.70788461 636 | 339068.0,4262375.08997,1753.72367463 637 | 339568.0,4262224.69753,1879.71577962 638 | 339568.0,4262224.23933,1942.71183212 639 | 339618.0,4262218.05888,2005.70788461 640 | 339568.0,4262226.27738,2005.70788461 641 | 339568.0,4262227.82796,1816.71972713 642 | 338368.0,4262717.90375,1816.71972713 643 | 338368.0,4262716.65654,1879.71577962 644 | 338418.0,4262695.2617,1942.71183212 645 | 338368.0,4262713.52808,1942.71183212 646 | 338368.0,4262717.27858,1753.72367463 647 | 338768.0,4262520.6927,1816.71972713 648 | 338768.0,4262518.77564,1879.71577962 649 | 338818.0,4262489.98307,1942.71183212 650 | 338768.0,4262517.02276,1942.71183212 651 | 338768.0,4262522.7269,1753.72367463 652 | 340168.0,4262226.32062,1879.71577962 653 | 340168.0,4262226.49986,1942.71183212 654 | 340118.0,4262221.65146,2005.70788461 655 | 340168.0,4262227.15546,2005.70788461 656 | 340168.0,4262226.70192,1816.71972713 657 | 338118.0,4262809.12934,1690.72762214 658 | 338068.0,4262828.97576,1690.72762214 659 | 340818.0,4262245.45869,2068.70393711 660 | 340768.0,4262250.52383,2068.70393711 661 | 341061.737134,4262211.74011,1879.71577962 662 | 341066.443984,4262211.74011,1942.71183212 663 | 341068.0,4262211.74011,1961.23397977 664 | 341068.0,4262212.32849,2005.70788461 665 | 341018.0,4262217.41397,1816.71972713 666 | 341056.318284,4262211.74011,1816.71972713 667 | 341668.0,4262133.52382,-2530.00789501 668 | 341668.0,4262132.37005,-2482.14832249 669 | 341666.023769,4262132.37005,-2467.01184252 670 | 341618.0,4262139.75651,-2404.01579002 671 | 341658.16007,4262132.37005,-2404.01579002 672 | 341668.0,4262135.11097,-2593.00394751 673 | 341668.0,4262136.43661,2257.69209459 674 | 341668.0,4262136.51733,2320.68814708 675 | 341618.0,4262143.89266,2383.68419958 676 | 341668.0,4262136.09775,2383.68419958 677 | 341668.0,4262135.79879,2194.6960421 678 | 341418.0,4262169.39577,2131.6999896 679 | 341368.0,4262175.3978,2131.6999896 680 | 340418.0,4262253.61095,2068.70393711 681 | 339868.0,4262203.55502,1879.71577962 682 | 339868.0,4262203.38529,1942.71183212 683 | 339918.0,4262206.7923,2005.70788461 684 | 339868.0,4262205.25799,2005.70788461 685 | 339868.0,4262205.89882,1816.71972713 686 | 341068.0,4262211.49745,1942.71183212 687 | 341071.748886,4262211.74011,2005.70788461 688 | 341118.0,4262205.87597,2068.70393711 689 | 341077.668116,4262211.74011,2068.70393711 690 | 341068.0,4262210.77646,1879.71577962 691 | 339818.0,4262204.60083,2005.70788461 692 | 339018.0,4262390.1512,1942.71183212 693 | 339061.414874,4262370.48021,1942.71183212 694 | 338602.052405,4262608.59037,1942.71183212 695 | 338439.352874,4262687.96042,1690.72762214 696 | 341318.0,4262174.69414,1816.71972713 697 | 341368.0,4262168.37765,1816.71972713 698 | 340618.0,4262260.8091,2068.70393711 699 | 340668.0,4262258.47633,2068.70393711 700 | 337918.0,4262884.32332,1942.71183212 701 | 337968.0,4262865.01235,1942.71183212 702 | 339218.0,4262313.22864,2005.70788461 703 | 339268.0,4262297.55598,2005.70788461 704 | 340918.0,4262229.31106,1753.72367463 705 | 340868.0,4262235.36325,1753.72367463 706 | 340968.0,4262222.84771,1753.72367463 707 | 340318.0,4262241.99398,1753.72367463 708 | 340268.0,4262237.2236,1753.72367463 709 | 340368.0,4262246.47893,1753.72367463 710 | 340518.0,4262255.91383,1753.72367463 711 | 340468.0,4262253.73085,1753.72367463 712 | 340568.0,4262256.68744,1753.72367463 713 | 337818.0,4262920.41466,1627.73156964 714 | 337800.104293,4262926.07058,1627.73156964 715 | 337868.0,4262903.52727,1627.73156964 716 | 339118.0,4262360.93181,1690.72762214 717 | 339094.049403,4262370.48021,1690.72762214 718 | 339168.0,4262342.39844,1690.72762214 719 | 341518.0,4262156.88056,-2341.01973753 720 | 341468.0,4262166.2213,-2341.01973753 721 | 341568.0,4262147.59372,-2341.01973753 722 | 341518.0,4262157.48292,2446.68025207 723 | 341468.0,4262164.25766,2446.68025207 724 | 341568.0,4262150.38163,2446.68025207 725 | 338213.192254,4262767.33047,2005.70788461 726 | 338168.0,4262784.32918,2005.70788461 727 | 339718.0,4262211.74011,2065.99320471 728 | 339668.0,4262211.74011,2009.62052598 729 | 339768.0,4262209.40928,2068.70393711 730 | 339722.073126,4262211.74011,2068.70393711 731 | 338918.0,4262438.34076,2005.70788461 732 | 338894.847699,4262449.85026,2005.70788461 733 | 338968.0,4262414.33004,2005.70788461 734 | 338518.0,4262645.86303,2005.70788461 735 | 338468.0,4262668.74918,2005.70788461 736 | 338568.0,4262621.43433,2005.70788461 737 | 337818.0,4262926.07058,-2369.428251 738 | 337818.0,4262925.41241,-2341.01973753 739 | 337815.077238,4262926.07058,-2341.01973753 740 | 337868.0,4262914.12037,-2341.01973753 741 | 339968.0,4262211.74011,2065.47339934 742 | 341218.0,4262193.7159,2131.6999896 743 | 341168.0,4262200.25547,2131.6999896 744 | 341268.0,4262187.42855,2131.6999896 745 | 337768.0,4262935.571,1942.71183212 746 | 338268.0,4262752.55655,1690.72762214 747 | 338868.0,4262473.42846,1690.72762214 748 | 338818.0,4262498.83048,1690.72762214 749 | 338768.0,4262524.83143,1690.72762214 750 | 338418.0,4262696.56347,1690.72762214 751 | 338368.0,4262715.67054,1690.72762214 752 | 339718.0,4262213.87521,1753.72367463 753 | 339668.0,4262218.5037,1753.72367463 754 | 339618.0,4262224.94872,1753.72367463 755 | 339568.0,4262232.92763,1753.72367463 756 | 340018.0,4262215.33794,1753.72367463 757 | 339968.0,4262212.66238,1753.72367463 758 | 340068.0,4262218.81847,1753.72367463 759 | 340118.0,4262222.95478,1753.72367463 760 | 340168.0,4262227.53153,1753.72367463 761 | 341668.0,4262132.00549,-2467.01184252 762 | 341668.0,4262130.55533,-2404.01579002 763 | 337668.0,4262963.27409,-2530.00789501 764 | 337668.0,4262961.9538,-2467.01184252 765 | 337718.0,4262949.37279,-2404.01579002 766 | 337668.0,4262960.62024,-2404.01579002 767 | 337668.0,4262964.58053,-2593.00394751 768 | 341068.0,4262213.15415,2068.70393711 769 | 341068.0,4262210.01392,1816.71972713 770 | 337668.0,4262967.74402,1753.72367463 771 | 337668.0,4262967.70687,1816.71972713 772 | 337668.0,4262966.2694,1879.71577962 773 | 337718.0,4262953.07641,1690.72762214 774 | 337668.0,4262966.54208,1690.72762214 775 | 341618.0,4262142.35668,2131.6999896 776 | 341668.0,4262134.73977,2131.6999896 777 | 340218.0,4262232.93082,2005.70788461 778 | 340218.0,4262232.24269,1816.71972713 779 | 339818.0,4262209.91503,1753.72367463 780 | 339868.0,4262209.90096,1753.72367463 781 | 339018.0,4262402.57714,1690.72762214 782 | 339068.0,4262381.05288,1690.72762214 783 | 338608.98324,4262608.59037,1690.72762214 784 | 340418.0,4262250.47614,1753.72367463 785 | 341018.0,4262220.32162,2068.70393711 786 | 340618.0,4262255.88878,1753.72367463 787 | 340668.0,4262253.64071,1753.72367463 788 | 339218.0,4262325.32231,1690.72762214 789 | 339268.0,4262309.5985,1690.72762214 790 | 338118.0,4262803.49849,2005.70788461 791 | 338068.0,4262822.93806,2005.70788461 792 | 339918.0,4262210.8459,1753.72367463 793 | 339942.755505,4262211.74011,1753.72367463 794 | 341118.0,4262202.51774,1816.71972713 795 | 337718.0,4262949.95288,1942.71183212 796 | 337668.0,4262963.71983,1942.71183212 797 | 338868.0,4262463.32058,2005.70788461 798 | 338268.0,4262746.87245,2005.70788461 799 | 337768.0,4262935.99218,1627.73156964 800 | 337968.0,4262867.02148,1627.73156964 801 | 340768.0,4262245.92809,1753.72367463 802 | 338768.0,4262515.46242,2005.70788461 803 | 338421.570859,4262687.96042,2005.70788461 804 | 338368.0,4262709.37941,2005.70788461 805 | 338968.0,4262430.50068,1627.73156964 806 | 338926.48929,4262449.85026,1627.73156964 807 | 338868.0,4262477.37677,1627.73156964 808 | 338568.0,4262627.25316,1627.73156964 809 | 338468.0,4262672.94864,1627.73156964 810 | 338227.529267,4262767.33047,1627.73156964 811 | 338168.0,4262789.86112,1627.73156964 812 | 338268.0,4262752.0213,1627.73156964 813 | 340968.0,4262226.83556,2131.6999896 814 | 340868.0,4262238.57996,2131.6999896 815 | 341268.0,4262180.941,1753.72367463 816 | 341168.0,4262194.75719,1753.72367463 817 | 340368.0,4262247.32019,2131.6999896 818 | 340268.0,4262238.42389,2131.6999896 819 | 340568.0,4262257.29672,2131.6999896 820 | 340468.0,4262254.29152,2131.6999896 821 | 337868.0,4262898.30147,2005.70788461 822 | 337784.129104,4262926.07058,2005.70788461 823 | 337768.0,4262931.30935,2005.70788461 824 | 338068.0,4262828.47811,1627.73156964 825 | 340768.0,4262248.27329,2131.6999896 826 | 341048.340863,4262211.74011,1753.72367463 827 | 341068.0,4262209.01831,1753.72367463 828 | 338024.349912,4262846.70053,1753.72367463 829 | 338022.862701,4262846.70053,1816.71972713 830 | 338019.37259,4262846.70053,1879.71577962 831 | 337668.0,4262964.54292,1627.73156964 832 | 341082.786007,4262211.74011,2131.6999896 833 | 341068.0,4262213.74012,2131.6999896 834 | 339065.306165,4262370.48021,2005.70788461 835 | 338668.0,4262577.31411,1753.72367463 836 | 338668.0,4262576.53314,1816.71972713 837 | 338668.0,4262574.75355,1879.71577962 838 | 338592.82561,4262608.59037,2005.70788461 839 | 338668.0,4262572.03756,1942.71183212 840 | 338668.0,4262568.88936,2005.70788461 841 | 339312.677262,4262291.11016,1753.72367463 842 | 339296.097807,4262291.11016,1816.71972713 843 | 339286.618786,4262291.11016,1879.71577962 844 | 338768.0,4262527.03035,1627.73156964 845 | 338431.811449,4262687.96042,1627.73156964 846 | 338368.0,4262713.79647,1627.73156964 847 | 341368.0,4262167.72996,1753.72367463 848 | 340668.0,4262255.00213,2131.6999896 849 | 337968.0,4262861.65488,2005.70788461 850 | 339168.0,4262349.41462,1627.73156964 851 | 339112.285279,4262370.48021,1627.73156964 852 | 339068.0,4262387.51147,1627.73156964 853 | 341568.0,4262146.20784,-2278.02368503 854 | 341468.0,4262164.78782,-2278.02368503 855 | 341568.0,4262149.17624,2509.67630457 856 | 341468.0,4262163.00957,2509.67630457 857 | 339768.0,4262211.74011,2098.0935979 858 | 339668.0,4262216.29595,2068.70393711 859 | 339768.0,4262214.46209,2131.6999896 860 | 339668.0,4262221.68303,2131.6999896 861 | 337868.0,4262912.64242,-2278.02368503 862 | 337808.580304,4262926.07058,-2278.02368503 863 | 337768.0,4262936.70549,-2341.01973753 864 | 337768.0,4262935.29138,-2278.02368503 865 | 340068.0,4262218.70087,2068.70393711 866 | 339968.0,4262211.88356,2068.70393711 867 | 340068.0,4262221.06076,2131.6999896 868 | 339968.0,4262215.23067,2131.6999896 869 | 341268.0,4262208.93959,-2530.00789501 870 | 341268.0,4262207.25394,-2467.01184252 871 | 341268.0,4262205.60785,-2404.01579002 872 | 341268.0,4262189.74893,2257.69209459 873 | 341268.0,4262189.98142,2320.68814708 874 | 341268.0,4262189.661,2383.68419958 875 | 338606.053686,4262608.59037,1627.73156964 876 | 338668.0,4262577.67803,1627.73156964 877 | 338668.0,4262577.5306,1690.72762214 878 | 338068.0,4262873.59416,-2530.00789501 879 | 338068.0,4262872.05546,-2467.01184252 880 | 338068.0,4262870.5019,-2404.01579002 881 | 341468.0,4262156.70358,1879.71577962 882 | 341468.0,4262158.02269,1942.71183212 883 | 341468.0,4262159.5882,2005.70788461 884 | 339285.438292,4262291.11016,1942.71183212 885 | 339290.975514,4262291.11016,2005.70788461 886 | 339268.0,4262316.60324,1627.73156964 887 | 337668.0,4262960.49394,2005.70788461 888 | 338756.06894,4262529.22032,1753.72367463 889 | 338749.256632,4262529.22032,1879.71577962 890 | 339368.0,4262276.03989,1753.72367463 891 | 339368.0,4262269.26538,1879.71577962 892 | 339468.0,4262245.42371,1879.71577962 893 | 339468.0,4262246.14458,2005.70788461 894 | 337568.0,4262985.66229,-2530.00789501 895 | 337568.0,4262983.12951,-2404.01579002 896 | 337968.0,4262889.99543,-2278.02368503 897 | 338020.832506,4262846.70053,1627.73156964 898 | 341768.0,4262115.11829,-2530.00789501 899 | 341674.300841,4262132.37005,-2530.00789501 900 | 341768.0,4262112.20862,-2404.01579002 901 | 341768.0,4262120.13983,2257.69209459 902 | 341693.140812,4262132.37005,2257.69209459 903 | 341768.0,4262120.00347,2383.68419958 904 | 341691.335838,4262132.37005,2383.68419958 905 | 339368.0,4262269.89335,2005.70788461 906 | 339468.0,4262252.48624,1753.72367463 907 | 341368.0,4262175.81906,2509.67630457 908 | 341368.0,4262183.5322,-2278.02368503 909 | 338742.24025,4262529.22032,2005.70788461 910 | 338006.718062,4262846.70053,2005.70788461 911 | 341568.0,4262146.40596,2005.70788461 912 | 339768.0,4262211.74011,1747.59930408 913 | 340168.0,4262229.21175,2131.6999896 914 | 339068.0,4262370.48021,2032.02525531 915 | 339168.0,4262337.20766,2131.6999896 916 | 339079.914072,4262370.48021,2131.6999896 917 | 339568.0,4262234.84905,2131.6999896 918 | 341668.0,4262127.7848,-2278.02368503 919 | 341643.210689,4262132.37005,-2278.02368503 920 | 341668.0,4262134.33946,2509.67630457 921 | 341768.0,4262118.9207,2131.6999896 922 | 341683.089929,4262132.37005,2131.6999896 923 | 337668.0,4262957.94493,-2278.02368503 924 | 339868.0,4262211.74011,2115.66850169 925 | 338763.682102,4262529.22032,1627.73156964 926 | 341468.0,4262154.53291,1753.72367463 927 | 339268.0,4262304.4179,2131.6999896 928 | 340968.0,4262218.57812,1627.73156964 929 | 340868.0,4262229.6743,1627.73156964 930 | 340368.0,4262242.45732,1627.73156964 931 | 340268.0,4262236.52943,1627.73156964 932 | 340568.0,4262247.67602,1627.73156964 933 | 340468.0,4262246.59829,1627.73156964 934 | 337868.0,4262897.40959,1501.73946465 935 | 337779.683606,4262926.07058,1501.73946465 936 | 337768.0,4262929.82463,1501.73946465 937 | 338268.0,4262740.32035,2131.6999896 938 | 338198.171172,4262767.33047,2131.6999896 939 | 338168.0,4262778.95849,2131.6999896 940 | 339868.0,4262212.7084,2131.6999896 941 | 338968.0,4262417.78555,2131.6999896 942 | 338898.742295,4262449.85026,2131.6999896 943 | 338868.0,4262464.20842,2131.6999896 944 | 338568.0,4262612.15905,2131.6999896 945 | 338468.0,4262658.06526,2131.6999896 946 | 341168.0,4262201.75549,2257.69209459 947 | 339068.0,4262375.05486,2131.6999896 948 | 339768.0,4262224.20142,1627.73156964 949 | 339668.0,4262232.6778,1627.73156964 950 | 339568.0,4262246.4836,1627.73156964 951 | 340068.0,4262224.61952,1627.73156964 952 | 339968.0,4262221.11866,1627.73156964 953 | 340168.0,4262230.15465,1627.73156964 954 | 341253.463803,4262211.74011,-2530.00789501 955 | 341235.991812,4262211.74011,-2404.01579002 956 | 341168.0,4262201.15928,2383.68419958 957 | 341668.0,4262132.06875,2005.70788461 958 | 341665.910406,4262132.37005,2005.70788461 959 | 341668.0,4262132.37005,2019.95634264 960 | 339868.0,4262211.74011,1732.03852181 961 | 339868.0,4262220.66189,1627.73156964 962 | 338168.0,4262851.20823,-2530.00789501 963 | 338168.0,4262848.01273,-2404.01579002 964 | 341568.0,4262143.45516,1879.71577962 965 | 340668.0,4262244.97511,1627.73156964 966 | 339368.0,4262288.62152,1627.73156964 967 | 339358.984183,4262291.11016,1627.73156964 968 | 338068.0,4262816.99372,2131.6999896 969 | 338068.0,4262867.37803,-2278.02368503 970 | 341268.0,4262187.767,2509.67630457 971 | 341268.0,4262202.405,-2278.02368503 972 | 338668.0,4262562.88048,2131.6999896 973 | 341022.886794,4262211.74011,1627.73156964 974 | 337668.0,4262959.32318,1501.73946465 975 | 341084.60064,4262211.74011,2257.69209459 976 | 339468.0,4262253.54139,2131.6999896 977 | 338768.0,4262513.19467,2131.6999896 978 | 338735.932242,4262529.22032,2131.6999896 979 | 340768.0,4262238.63614,1627.73156964 980 | 337968.0,4262862.46785,1501.73946465 981 | 338011.25544,4262846.70053,1501.73946465 982 | 339468.0,4262265.49943,1627.73156964 983 | 338398.012689,4262687.96042,2131.6999896 984 | 338368.0,4262700.48237,2131.6999896 985 | 338968.0,4262441.93495,1501.73946465 986 | 338868.0,4262485.82934,1501.73946465 987 | 339068.0,4262401.21896,1501.73946465 988 | 339168.0,4262364.46416,1501.73946465 989 | 339151.419505,4262370.48021,1501.73946465 990 | 339268.0,4262332.31966,1501.73946465 991 | 338568.0,4262624.62528,1501.73946465 992 | 338468.0,4262668.87608,1501.73946465 993 | 338668.0,4262578.58765,1501.73946465 994 | 341168.0,4262192.92382,1627.73156964 995 | 341068.0,4262206.10615,1627.73156964 996 | 341268.0,4262179.50763,1627.73156964 997 | 338168.0,4262787.94485,1501.73946465 998 | 338068.0,4262825.75317,1501.73946465 999 | 338268.0,4262749.5808,1501.73946465 1000 | 340368.0,4262244.18175,2257.69209459 1001 | 340268.0,4262238.22397,2257.69209459 1002 | 340468.0,4262248.51188,2257.69209459 1003 | 340968.0,4262225.07799,2257.69209459 1004 | 340868.0,4262235.06924,2257.69209459 1005 | 341068.0,4262213.72889,2257.69209459 1006 | 340568.0,4262250.06756,2257.69209459 1007 | 340668.0,4262248.20017,2257.69209459 1008 | 337768.0,4262932.54408,-2152.03158004 1009 | 337668.0,4262955.33378,-2152.03158004 1010 | 337868.0,4262909.75762,-2152.03158004 1011 | 337768.0,4262922.33462,2131.6999896 1012 | 337668.0,4262952.93463,2131.6999896 1013 | 337868.0,4262889.41984,2131.6999896 1014 | 341568.0,4262143.43441,-2152.03158004 1015 | 341468.0,4262161.92281,-2152.03158004 1016 | 341668.0,4262125.06934,-2152.03158004 1017 | 341568.0,4262146.34052,2635.66840956 1018 | 341468.0,4262160.0739,2635.66840956 1019 | 341668.0,4262131.78403,2635.66840956 1020 | 337568.0,4262980.61742,-2278.02368503 1021 | 337968.0,4262886.9814,-2152.03158004 1022 | 338068.0,4262864.22956,-2152.03158004 1023 | 337968.0,4262854.21017,2131.6999896 1024 | 337988.320931,4262846.70053,2131.6999896 1025 | 341768.0,4262109.43907,-2278.02368503 1026 | 341768.0,4262118.5596,2509.67630457 1027 | 341368.0,4262166.02556,1627.73156964 1028 | 341468.0,4262152.3722,1627.73156964 1029 | 339368.0,4262276.84051,2131.6999896 1030 | 340768.0,4262243.00731,2257.69209459 1031 | 341368.0,4262172.92961,2635.66840956 1032 | 341268.0,4262184.91608,2635.66840956 1033 | 341368.0,4262180.54019,-2152.03158004 1034 | 341268.0,4262199.27928,-2152.03158004 1035 | 338768.0,4262529.22032,1572.489928 1036 | 338773.935027,4262529.22032,1501.73946465 1037 | 338422.500894,4262687.96042,1501.73946465 1038 | 339768.0,4262225.72762,2257.69209459 1039 | 339668.0,4262233.67237,2257.69209459 1040 | 339868.0,4262222.39141,2257.69209459 1041 | 338368.0,4262710.29202,1501.73946465 1042 | 341668.0,4262129.26253,1879.71577962 1043 | 340168.0,4262231.90116,2257.69209459 1044 | 340068.0,4262226.42815,2257.69209459 1045 | 339168.0,4262346.26543,2257.69209459 1046 | 339101.002144,4262370.48021,2257.69209459 1047 | 339268.0,4262314.4303,2257.69209459 1048 | 339968.0,4262222.92458,2257.69209459 1049 | 339568.0,4262246.60293,2257.69209459 1050 | 339468.0,4262264.49171,2257.69209459 1051 | 341768.0,4262116.72076,2005.70788461 1052 | 340968.0,4262213.71009,1501.73946465 1053 | 340868.0,4262223.75373,1501.73946465 1054 | 340985.245359,4262211.74011,1501.73946465 1055 | 340368.0,4262239.88501,1501.73946465 1056 | 340268.0,4262237.05633,1501.73946465 1057 | 340468.0,4262241.42505,1501.73946465 1058 | 340568.0,4262240.85373,1501.73946465 1059 | 340668.0,4262237.69304,1501.73946465 1060 | 337768.0,4262923.84433,1375.74735966 1061 | 337668.0,4262954.15455,1375.74735966 1062 | 337868.0,4262891.74159,1375.74735966 1063 | 338168.0,4262771.94152,2257.69209459 1064 | 338068.0,4262809.83667,2257.69209459 1065 | 338268.0,4262732.9408,2257.69209459 1066 | 338968.0,4262423.06659,2257.69209459 1067 | 338868.0,4262466.68534,2257.69209459 1068 | 339068.0,4262382.59933,2257.69209459 1069 | 338568.0,4262605.20371,2257.69209459 1070 | 338468.0,4262649.91419,2257.69209459 1071 | 338668.0,4262559.10771,2257.69209459 1072 | 341071.831841,4262211.74011,2383.68419958 1073 | 338768.0,4262531.94895,1501.73946465 1074 | 339768.0,4262238.59301,1501.73946465 1075 | 339668.0,4262248.31547,1501.73946465 1076 | 339868.0,4262233.02079,1501.73946465 1077 | 339568.0,4262262.5448,1501.73946465 1078 | 339468.0,4262281.33692,1501.73946465 1079 | 339968.0,4262230.95074,1501.73946465 1080 | 340068.0,4262231.56402,1501.73946465 1081 | 340168.0,4262233.93534,1501.73946465 1082 | 341218.926477,4262211.74011,-2278.02368503 1083 | 341068.0,4262211.74011,2403.6726544 1084 | 341168.0,4262199.0291,2509.67630457 1085 | 341068.0,4262209.48642,2509.67630457 1086 | 338188.139972,4262846.70053,-2530.00789501 1087 | 338173.832856,4262846.70053,-2404.01579002 1088 | 338168.0,4262846.70053,-2352.95465581 1089 | 338159.462757,4262846.70053,-2278.02368503 1090 | 341568.0,4262140.91068,1753.72367463 1091 | 341668.0,4262126.5973,1753.72367463 1092 | 339368.0,4262304.61199,1501.73946465 1093 | 337568.0,4262981.64909,2131.6999896 1094 | 341068.0,4262212.16123,2383.68419958 1095 | 337997.818112,4262846.70053,1375.74735966 1096 | 338068.0,4262822.15446,1375.74735966 1097 | 339068.0,4262415.32055,1375.74735966 1098 | 338868.0,4262494.88664,1375.74735966 1099 | 339268.0,4262348.9053,1375.74735966 1100 | 339202.283676,4262370.48021,1375.74735966 1101 | 338668.0,4262581.41342,1375.74735966 1102 | 338468.0,4262667.20238,1375.74735966 1103 | 338268.0,4262747.11744,1375.74735966 1104 | 340468.0,4262244.53731,2383.68419958 1105 | 340268.0,4262238.8999,2383.68419958 1106 | 340868.0,4262231.07539,2383.68419958 1107 | 340668.0,4262242.66708,2383.68419958 1108 | 339868.0,4262232.8326,2383.68419958 1109 | 339668.0,4262246.54175,2383.68419958 1110 | 340068.0,4262232.44048,2383.68419958 1111 | 338268.0,4262828.91387,-2530.00789501 1112 | 338268.0,4262825.61966,-2404.01579002 1113 | 341068.0,4262247.39395,-2530.00789501 1114 | 341068.0,4262243.88079,-2404.01579002 1115 | 339468.0,4262277.36285,2383.68419958 1116 | 338788.716907,4262529.22032,1375.74735966 1117 | 338416.554938,4262687.96042,1375.74735966 1118 | 339868.0,4262245.98573,1375.74735966 1119 | 339668.0,4262264.5339,1375.74735966 1120 | 339268.0,4262325.94478,2383.68419958 1121 | 339130.929136,4262370.48021,2383.68419958 1122 | 339068.0,4262391.33355,2383.68419958 1123 | 340068.0,4262239.3847,1375.74735966 1124 | 339468.0,4262298.52202,1375.74735966 1125 | 341668.0,4262123.91369,1627.73156964 1126 | 340268.0,4262239.02161,1375.74735966 1127 | 340933.464395,4262211.74011,1375.74735966 1128 | 340868.0,4262218.36123,1375.74735966 1129 | 341068.0,4262198.01978,1375.74735966 1130 | 341068.0,4262202.24894,1501.73946465 1131 | 340468.0,4262238.40472,1375.74735966 1132 | 340668.0,4262232.2083,1375.74735966 1133 | 338268.0,4262726.31727,2383.68419958 1134 | 338068.0,4262802.70421,2383.68419958 1135 | 338868.0,4262470.56008,2383.68419958 1136 | 338668.0,4262557.40921,2383.68419958 1137 | 338468.0,4262644.30295,2383.68419958 1138 | 341202.377267,4262211.74011,-2152.03158004 1139 | 341068.0,4262240.43618,-2278.02368503 1140 | 341068.0,4262237.0437,-2152.03158004 1141 | 341068.0,4262206.22334,2635.66840956 1142 | 338144.953299,4262846.70053,-2152.03158004 1143 | 338268.0,4262822.28808,-2278.02368503 1144 | 338268.0,4262818.92722,-2152.03158004 1145 | 338732.854098,4262529.22032,2383.68419958 1146 | 338468.0,4262781.0643,-2404.01579002 1147 | 340868.0,4262282.46723,-2404.01579002 1148 | 338362.069243,4262687.96042,2383.68419958 1149 | 341268.0,4262173.57512,1375.74735966 1150 | 337868.0,4262904.05022,-1900.04737006 1151 | 337668.0,4262950.22811,-1900.04737006 1152 | 337868.0,4262873.55727,2383.68419958 1153 | 337668.0,4262938.03515,2383.68419958 1154 | 341668.0,4262119.88408,-1900.04737006 1155 | 341468.0,4262156.31666,-1900.04737006 1156 | 341668.0,4262126.03502,2887.65261954 1157 | 341468.0,4262153.61444,2887.65261954 1158 | 338068.0,4262857.96458,-1900.04737006 1159 | 337944.082574,4262846.70053,2383.68419958 1160 | 341468.0,4262146.73622,1375.74735966 1161 | 341268.0,4262178.21776,2887.65261954 1162 | 341268.0,4262193.14042,-1900.04737006 1163 | 337868.0,4262882.68292,1123.76314968 1164 | 337668.0,4262944.69727,1123.76314968 1165 | 340868.0,4262275.19197,-2152.03158004 1166 | 341003.320273,4262211.74011,2635.66840956 1167 | 340868.0,4262223.24533,2635.66840956 1168 | 338468.0,4262773.94572,-2152.03158004 1169 | 341068.0,4262199.36847,2887.65261954 1170 | 341068.0,4262230.23303,-1900.04737006 1171 | 338268.0,4262812.29127,-1900.04737006 1172 | 338068.0,4262815.32468,1123.76314968 1173 | 338268.0,4262743.82854,1123.76314968 1174 | 338868.0,4262514.36784,1123.76314968 1175 | 338668.0,4262590.76414,1123.76314968 1176 | 339068.0,4262443.60997,1123.76314968 1177 | 339268.0,4262370.48021,1213.76664221 1178 | 339468.0,4262333.33138,1123.76314968 1179 | 339315.787796,4262370.48021,1123.76314968 1180 | 338468.0,4262668.51551,1123.76314968 1181 | 338416.692253,4262687.96042,1123.76314968 1182 | 340068.0,4262245.978,2635.66840956 1183 | 339868.0,4262254.55741,2635.66840956 1184 | 340268.0,4262243.01161,2635.66840956 1185 | 339668.0,4262273.26877,2635.66840956 1186 | 339468.0,4262305.12728,2635.66840956 1187 | 340468.0,4262240.63594,2635.66840956 1188 | 340668.0,4262234.70401,2635.66840956 1189 | 341668.0,4262118.075,1375.74735966 1190 | 338868.0,4262481.80503,2635.66840956 1191 | 338668.0,4262559.1048,2635.66840956 1192 | 339068.0,4262411.09671,2635.66840956 1193 | 339268.0,4262351.23038,2635.66840956 1194 | 339202.864395,4262370.48021,2635.66840956 1195 | 338468.0,4262638.52651,2635.66840956 1196 | 338341.125599,4262687.96042,2635.66840956 1197 | 339268.0,4262382.34106,1123.76314968 1198 | 339668.0,4262297.1084,1123.76314968 1199 | 339868.0,4262272.54089,1123.76314968 1200 | 340468.0,4262237.41288,1123.76314968 1201 | 340268.0,4262246.66754,1123.76314968 1202 | 340668.0,4262225.84622,1123.76314968 1203 | 340868.0,4262210.14743,1123.76314968 1204 | 341068.0,4262190.11538,1123.76314968 1205 | 338068.0,4262790.16528,2635.66840956 1206 | 337868.0,4262859.59498,2635.66840956 1207 | 338268.0,4262716.29615,2635.66840956 1208 | 340068.0,4262256.99824,1123.76314968 1209 | 338668.0,4262736.90797,-2404.01579002 1210 | 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1506 | 341782.0,4262108.40507,2906.0 1507 | -------------------------------------------------------------------------------- /temperature5832.csv: -------------------------------------------------------------------------------- 1 | ,X,Y,Z,Temperature 2 | 0,335735.8818377157,4263051.180984913,-389.8327860738739,400.0 3 | 1,335735.76453333994,4263051.158,-387.59095775885885,399.72983333993665 4 | 2,335734.67347351374,4263051.136,-385.3491294438439,398.48280491857406 5 | 3,335733.7655834722,4263051.115,-383.10730112882885,397.4187763489055 6 | 4,335734.0925556575,4263051.093,-380.8654728138139,397.5892379707309 7 | 5,335734.4567499264,4263051.071008037,-378.62364449879885,397.79757001751716 8 | 6,335734.3530477794,4263051.053073161,-376.3818161837838,397.5446233669571 9 | 7,335733.4192574995,4263051.035302458,-374.1399878687688,396.46178585560097 10 | 8,335732.5002856773,4263051.018,-371.89815955375377,395.39358348556317 11 | 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