{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/tthatcher/anaconda3/envs/autocnet/lib/python3.6/site-packages/h5py/__init__.py:36: FutureWarning: Conversion of the second argument of issubdtype from `float` to `np.floating` is deprecated. In future, it will be treated as `np.float64 == np.dtype(float).type`.\n",
" from ._conv import register_converters as _register_converters\n"
]
}
],
"source": [
"import os\n",
"import sys\n",
"from functools import singledispatch\n",
"import warnings\n",
"\n",
"import pandas as pd\n",
"import numpy as np\n",
"\n",
"sys.path.insert(0, \"/home/tthatcher/Desktop/Projects/Plio/plio\")\n",
"\n",
"from plio.examples import get_path\n",
"from plio.io.io_bae import read_gpf, read_ipf"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# Reads a .atf file and outputs all of the \n",
"# .ipf, .gpf, .sup, .prj, and path to locate the \n",
"# .apf file (should be the same as all others) \n",
"def read_atf(atf_file):\n",
" with open(atf_file) as f:\n",
"\n",
" files = []\n",
" ipf = []\n",
" sup = []\n",
" files_dict = []\n",
" \n",
" # Grabs every PRJ, GPF, SUP, and IPF image from the ATF file\n",
" for line in f:\n",
" if line[-4:-1] == 'prj' or line[-4:-1] == 'gpf' or line[-4:-1] == 'sup' or line[-4:-1] == 'ipf' or line[-4:-1] == 'atf':\n",
" files.append(line)\n",
" \n",
" files = np.array(files)\n",
" \n",
" # Creates appropriate arrays for certain files in the right format\n",
" for file in files:\n",
" file = file.strip()\n",
" file = file.split(' ')\n",
"\n",
" # Grabs all the IPF files\n",
" if file[1].endswith('.ipf'):\n",
" ipf.append(file[1])\n",
"\n",
" # Grabs all the SUP files\n",
" if file[1].endswith('.sup'):\n",
" sup.append(file[1])\n",
"\n",
" files_dict.append(file)\n",
"\n",
" # Creates a dict out of file lists for GPF, PRJ, IPF, and ATF\n",
" files_dict = (dict(files_dict))\n",
" \n",
" # Sets the value of IMAGE_IPF to all IPF images\n",
" files_dict['IMAGE_IPF'] = ipf\n",
" \n",
" # Sets the value of IMAGE_SUP to all SUP images\n",
" files_dict['IMAGE_SUP'] = sup\n",
" \n",
" # Sets the value of PATH to the path of the ATF file\n",
" files_dict['PATH'] = os.path.dirname(os.path.abspath(atf_file))\n",
" \n",
" return files_dict"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'PROJECT': 'D:\\\\data\\\\CTX_Athabasca_Middle.prj', 'ATF_FILE': 'CTX_Athabasca_Middle_step0.atf', 'GP_FILE': 'CTX_Athabasca_Middle.gpf', 'IMAGE_SUP': ['P19_008344_1894_XN_09N203W.sup', 'P20_008845_1894_XN_09N203W.sup', 'P03_002371_1888_XI_08N204W.sup', 'P01_001540_1889_XI_08N204W.sup', 'P01_001606_1897_XI_09N203W.sup', 'P03_002226_1895_XI_09N203W.sup'], 'IMAGE_IPF': ['P19_008344_1894_XN_09N203W.ipf', 'P20_008845_1894_XN_09N203W.ipf', 'P03_002371_1888_XI_08N204W.ipf', 'P01_001540_1889_XI_08N204W.ipf', 'P01_001606_1897_XI_09N203W.ipf', 'P03_002226_1895_XI_09N203W.ipf'], 'PATH': '/home/tthatcher/Desktop/Projects/Plio/plio/plio/examples/SocetSet'}\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/tthatcher/anaconda3/envs/autocnet/lib/python3.6/site-packages/ipykernel_launcher.py:13: UserWarning: The following points found in ipf files missing from gpf file: \n",
"\n",
"['P03_002226_1895_XI_09N203W_15', 'P03_002226_1895_XI_09N203W_16', 'P03_002226_1895_XI_09N203W_17', 'P03_002226_1895_XI_09N203W_18', 'P03_002226_1895_XI_09N203W_19', 'P03_002226_1895_XI_09N203W_20', 'P03_002226_1895_XI_09N203W_21', 'P03_002226_1895_XI_09N203W_22', 'P03_002226_1895_XI_09N203W_24', 'P03_002226_1895_XI_09N203W_26', 'P03_002226_1895_XI_09N203W_30', 'P03_002226_1895_XI_09N203W_31', 'P03_002226_1895_XI_09N203W_32', 'P03_002226_1895_XI_09N203W_34', 'P03_002226_1895_XI_09N203W_36', 'P03_002226_1895_XI_09N203W_37', 'P03_002226_1895_XI_09N203W_44', 'P03_002226_1895_XI_09N203W_48', 'P03_002226_1895_XI_09N203W_49', 'P03_002226_1895_XI_09N203W_56', 'P03_002226_1895_XI_09N203W_57', 'P03_002226_1895_XI_09N203W_61', 'P03_002226_1895_XI_09N203W_62', 'P03_002226_1895_XI_09N203W_63', 'P03_002226_1895_XI_09N203W_65', 'P19_008344_1894_XN_09N203W_4', 'P20_008845_1894_XN_09N203W_15']. \n",
"\n",
"Continuing, but these points will be missing from the control network\n",
" del sys.path[0]\n"
]
},
{
"data": {
"text/plain": [
"['val',\n",
" 'fid_val',\n",
" 'no_obs',\n",
" 'l.',\n",
" 's.',\n",
" 'sig_l',\n",
" 'sig_s',\n",
" 'res_l',\n",
" 'res_s',\n",
" 'fid_x',\n",
" 'fid_y',\n",
" 'ipf_file',\n",
" 'stat',\n",
" 'known',\n",
" 'lat_Y_North',\n",
" 'long_X_East',\n",
" 'ht',\n",
" 'sig0',\n",
" 'sig1',\n",
" 'sig2',\n",
" 'res0',\n",
" 'res1',\n",
" 'res2']"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"atf_dict = read_atf(get_path('CTX_Athabasca_Middle_step0.atf'))\n",
"print(atf_dict)\n",
"\n",
"gpf_file = os.path.join(atf_dict['PATH'], atf_dict['GP_FILE']);\n",
"ipf_list = [os.path.join(atf_dict['PATH'], i) for i in atf_dict['IMAGE_IPF']]\n",
"\n",
"gpf_df = read_gpf(gpf_file).set_index('point_id')\n",
"ipf_df = read_ipf(ipf_list).set_index('pt_id')\n",
"\n",
"point_diff = ipf_df.index.difference(gpf_df.index)\n",
"\n",
"if len(point_diff) != 0:\n",
" warnings.warn(\"The following points found in ipf files missing from gpf file: \\n\\n{}. \\\n",
" \\n\\nContinuing, but these points will be missing from the control network\".format(list(point_diff)))\n",
"\n",
"new_df = ipf_df.merge(gpf_df, left_index=True, right_index=True)\n",
"list(new_df)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
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" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>919 rows × 23 columns</p>\n",
"</div>"
],
"text/plain": [
" val fid_val no_obs l. s. \\\n",
"10_8344_8845_4r 1 0 0 -2919.380615 1052.729004 \n",
"10_8344_8845_4r 1 0 0 -4044.697510 1008.950928 \n",
"10_8344_8845_4r 1 0 0 1700.584473 -2390.001709 \n",
"10_8344_8845_4r 1 0 0 2006.141113 -2234.915283 \n",
"11_8344_8845_4r 1 0 0 370.151917 2340.653076 \n",
"11_8344_8845_4r 1 0 0 -761.216064 2303.787109 \n",
"11_8344_8845_4r 1 0 0 4985.437988 -1070.364990 \n",
"11_8344_8845_4r 1 0 0 5293.700195 -993.390625 \n",
"12_8344_8845_4r 1 0 0 236.395218 984.833252 \n",
"12_8344_8845_4r 1 0 0 -889.364441 966.533997 \n",
"12_8344_8845_4r 1 0 0 4856.525391 -2439.154785 \n",
"12_8344_8845_4r 1 0 0 5158.205566 -2295.737549 \n",
"13_8344_8845_4r 1 0 0 -1431.023804 1817.888672 \n",
"13_8344_8845_4r 1 0 0 -2559.871338 1777.522827 \n",
"13_8344_8845_4r 1 0 0 3186.063232 -1598.743530 \n",
"13_8344_8845_4r 1 0 0 3493.876221 -1493.029175 \n",
"14_8344_8845_4r 1 0 0 3518.268066 2495.108643 \n",
"14_8344_8845_4r 1 0 0 2385.278320 2476.032227 \n",
"14_8344_8845_4r 1 0 0 8131.361816 -902.645325 \n",
"14_8344_8845_4r 1 0 0 8437.115234 -842.309326 \n",
"15_8344_8845_4r_mt_z 1 0 0 3522.998535 1049.406982 \n",
"15_8344_8845_4r_mt_z 1 0 0 2395.869385 1038.165405 \n",
"15_8344_8845_4r_mt_z 1 0 0 8142.054688 -2364.445557 \n",
"15_8344_8845_4r_mt_z 1 0 0 8440.085938 -2219.049805 \n",
"16_8344_8845_4r 1 0 0 1885.346313 1807.367065 \n",
"16_8344_8845_4r 1 0 0 756.099792 1785.494751 \n",
"16_8344_8845_4r 1 0 0 6502.070313 -1593.964233 \n",
"16_8344_8845_4r 1 0 0 6805.896973 -1493.774048 \n",
"17_8344_8845_2r_mt_z 1 0 0 -2015.364380 465.268188 \n",
"17_8344_8845_2r_mt_z 1 0 0 -3138.269531 442.515503 \n",
"... ... ... ... ... ... \n",
"P20_008845_1894_XN_09N203W_18 1 0 1 8918.806641 -1701.755249 \n",
"P20_008845_1894_XN_09N203W_2 1 0 1 -2277.691406 -2240.823486 \n",
"P20_008845_1894_XN_09N203W_2 1 0 0 -3389.000000 -2155.000000 \n",
"P20_008845_1894_XN_09N203W_2 1 0 1 -5474.326660 842.207031 \n",
"P20_008845_1894_XN_09N203W_2 1 0 0 -4613.785645 643.217224 \n",
"P20_008845_1894_XN_09N203W_3 1 0 1 -1801.096436 -2078.479004 \n",
"P20_008845_1894_XN_09N203W_3 1 0 0 -2913.000000 -2000.000000 \n",
"P20_008845_1894_XN_09N203W_3 1 0 1 -4997.791504 1000.375854 \n",
"P20_008845_1894_XN_09N203W_3 1 0 0 -4137.536133 774.480347 \n",
"P20_008845_1894_XN_09N203W_4 1 0 1 -2103.971680 184.334869 \n",
"P20_008845_1894_XN_09N203W_4 1 0 1 -3226.000000 167.000000 \n",
"P20_008845_1894_XN_09N203W_5 1 0 1 -1813.285278 3.928788 \n",
"P20_008845_1894_XN_09N203W_5 1 0 1 -2934.000000 -6.000000 \n",
"P20_008845_1894_XN_09N203W_5 1 0 0 -4165.228516 2507.076660 \n",
"P20_008845_1894_XN_09N203W_6 1 0 1 -2250.549072 1572.788086 \n",
"P20_008845_1894_XN_09N203W_6 1 0 3 -3378.000000 1532.000000 \n",
"P20_008845_1894_XN_09N203W_6 1 0 1 2367.587646 -1849.272095 \n",
"P20_008845_1894_XN_09N203W_6 1 0 1 2675.137207 -1730.558105 \n",
"P20_008845_1894_XN_09N203W_7 1 0 1 -2249.931396 1712.971436 \n",
"P20_008845_1894_XN_09N203W_7 1 0 3 -3378.000000 1672.000000 \n",
"P20_008845_1894_XN_09N203W_7 1 0 1 2367.507813 -1706.241821 \n",
"P20_008845_1894_XN_09N203W_7 1 0 1 2675.892578 -1596.527100 \n",
"P20_008845_1894_XN_09N203W_8 1 0 1 -1664.131104 1875.622437 \n",
"P20_008845_1894_XN_09N203W_8 1 0 3 -2793.000000 1837.000000 \n",
"P20_008845_1894_XN_09N203W_8 1 0 1 2953.094727 -1538.956543 \n",
"P20_008845_1894_XN_09N203W_8 1 0 1 3261.290039 -1439.873169 \n",
"P20_008845_1894_XN_09N203W_9 1 0 1 332.072113 -2045.152222 \n",
"P20_008845_1894_XN_09N203W_9 1 0 0 -780.000000 -1953.000000 \n",
"P20_008845_1894_XN_09N203W_9 1 0 0 -2866.689453 1031.006104 \n",
"P20_008845_1894_XN_09N203W_9 1 0 0 -2002.366211 824.604126 \n",
"\n",
" sig_l sig_s res_l res_s fid_x \\\n",
"10_8344_8845_4r 0.000000 0.000000 0.059914 0.930311 0.0 \n",
"10_8344_8845_4r 0.000000 0.000000 0.063678 0.661294 0.0 \n",
"10_8344_8845_4r 0.000000 0.000000 -0.063695 -1.055619 0.0 \n",
"10_8344_8845_4r 0.000000 0.000000 0.318779 -0.585138 0.0 \n",
"11_8344_8845_4r 0.000000 0.000000 -0.239226 -1.113693 0.0 \n",
"11_8344_8845_4r 0.000000 0.000000 -0.247307 -0.587299 0.0 \n",
"11_8344_8845_4r 0.000000 0.000000 0.239207 1.080801 0.0 \n",
"11_8344_8845_4r 0.000000 0.000000 0.672877 0.626316 0.0 \n",
"12_8344_8845_4r 0.000000 0.000000 0.073683 -0.237114 0.0 \n",
"12_8344_8845_4r 0.000000 0.000000 -0.251753 0.008170 0.0 \n",
"12_8344_8845_4r 0.000000 0.000000 0.133406 0.068024 0.0 \n",
"12_8344_8845_4r 0.000000 0.000000 0.487209 0.036399 0.0 \n",
"13_8344_8845_4r 0.000000 0.000000 -0.056901 -0.383259 0.0 \n",
"13_8344_8845_4r 0.000000 0.000000 -0.131265 -0.305102 0.0 \n",
"13_8344_8845_4r 0.000000 0.000000 0.019201 0.485372 0.0 \n",
"13_8344_8845_4r 0.000000 0.000000 0.568393 0.146750 0.0 \n",
"14_8344_8845_4r 0.000000 0.000000 0.268449 1.000455 0.0 \n",
"14_8344_8845_4r 0.000000 0.000000 0.389532 -0.299258 0.0 \n",
"14_8344_8845_4r 0.000000 0.000000 -0.469784 0.023018 0.0 \n",
"14_8344_8845_4r 0.000000 0.000000 0.289877 -0.829150 0.0 \n",
"15_8344_8845_4r_mt_z 0.000000 0.000000 0.466921 1.168062 0.0 \n",
"15_8344_8845_4r_mt_z 0.000000 0.000000 -0.170850 0.372485 0.0 \n",
"15_8344_8845_4r_mt_z 0.000000 0.000000 -0.072035 -0.832436 0.0 \n",
"15_8344_8845_4r_mt_z 0.000000 0.000000 0.274030 -0.850105 0.0 \n",
"16_8344_8845_4r 0.000000 0.000000 -0.028473 -0.238015 0.0 \n",
"16_8344_8845_4r 0.000000 0.000000 0.165338 -0.327408 0.0 \n",
"16_8344_8845_4r 0.000000 0.000000 -0.007916 0.463232 0.0 \n",
"16_8344_8845_4r 0.000000 0.000000 0.328896 0.019526 0.0 \n",
"17_8344_8845_2r_mt_z 0.000000 0.000000 0.010045 0.244017 0.0 \n",
"17_8344_8845_2r_mt_z 0.000000 0.000000 -0.023370 -0.248643 0.0 \n",
"... ... ... ... ... ... \n",
"P20_008845_1894_XN_09N203W_18 0.022017 0.022017 0.734173 -0.074947 0.0 \n",
"P20_008845_1894_XN_09N203W_2 0.144273 0.144273 -0.061422 -0.263554 0.0 \n",
"P20_008845_1894_XN_09N203W_2 0.000000 0.000000 -0.073150 -0.271173 0.0 \n",
"P20_008845_1894_XN_09N203W_2 0.275627 0.275627 0.164525 0.349547 0.0 \n",
"P20_008845_1894_XN_09N203W_2 0.091086 0.091086 0.132736 0.239899 0.0 \n",
"P20_008845_1894_XN_09N203W_3 0.062058 0.062058 -0.198696 -0.105860 0.0 \n",
"P20_008845_1894_XN_09N203W_3 0.000000 0.000000 -0.088180 -0.049593 0.0 \n",
"P20_008845_1894_XN_09N203W_3 0.132941 0.132941 0.257260 0.117777 0.0 \n",
"P20_008845_1894_XN_09N203W_3 0.185544 0.185544 0.199301 0.065777 0.0 \n",
"P20_008845_1894_XN_09N203W_4 0.146920 0.146920 0.182557 -0.000683 0.0 \n",
"P20_008845_1894_XN_09N203W_4 0.000000 0.000000 -0.195774 -0.000066 0.0 \n",
"P20_008845_1894_XN_09N203W_5 0.019047 0.019047 -0.235171 -0.174079 0.0 \n",
"P20_008845_1894_XN_09N203W_5 0.000000 0.000000 -0.049005 0.437424 0.0 \n",
"P20_008845_1894_XN_09N203W_5 0.000000 0.000000 0.447100 -0.219764 0.0 \n",
"P20_008845_1894_XN_09N203W_6 0.025015 0.025015 -0.146990 0.192274 0.0 \n",
"P20_008845_1894_XN_09N203W_6 0.000000 0.000000 0.026541 0.063346 0.0 \n",
"P20_008845_1894_XN_09N203W_6 0.025110 0.025110 -0.040890 -0.136247 0.0 \n",
"P20_008845_1894_XN_09N203W_6 0.064276 0.064276 0.546035 -0.185103 0.0 \n",
"P20_008845_1894_XN_09N203W_7 0.010596 0.010596 -0.102909 0.079389 0.0 \n",
"P20_008845_1894_XN_09N203W_7 0.000000 0.000000 0.055623 0.013456 0.0 \n",
"P20_008845_1894_XN_09N203W_7 0.047435 0.047435 -0.157931 -0.042074 0.0 \n",
"P20_008845_1894_XN_09N203W_7 0.058218 0.058218 0.589561 -0.111421 0.0 \n",
"P20_008845_1894_XN_09N203W_8 0.017266 0.017266 -0.239689 -0.402891 0.0 \n",
"P20_008845_1894_XN_09N203W_8 0.000000 0.000000 -0.117483 -0.229337 0.0 \n",
"P20_008845_1894_XN_09N203W_8 0.023364 0.023364 0.177406 0.403161 0.0 \n",
"P20_008845_1894_XN_09N203W_8 0.023538 0.023538 0.575510 0.180705 0.0 \n",
"P20_008845_1894_XN_09N203W_9 0.232865 0.232865 0.095817 -0.483899 0.0 \n",
"P20_008845_1894_XN_09N203W_9 0.000000 0.000000 0.298743 -0.045963 0.0 \n",
"P20_008845_1894_XN_09N203W_9 0.000000 0.000000 -0.038437 0.471309 0.0 \n",
"P20_008845_1894_XN_09N203W_9 0.397616 0.397616 -0.141172 0.105223 0.0 \n",
"\n",
" ... known lat_Y_North long_X_East \\\n",
"10_8344_8845_4r ... 0 0.159378 2.724649 \n",
"10_8344_8845_4r ... 0 0.159378 2.724649 \n",
"10_8344_8845_4r ... 0 0.159378 2.724649 \n",
"10_8344_8845_4r ... 0 0.159378 2.724649 \n",
"11_8344_8845_4r ... 0 0.164905 2.721815 \n",
"11_8344_8845_4r ... 0 0.164905 2.721815 \n",
"11_8344_8845_4r ... 0 0.164905 2.721815 \n",
"11_8344_8845_4r ... 0 0.164905 2.721815 \n",
"12_8344_8845_4r ... 0 0.164949 2.724076 \n",
"12_8344_8845_4r ... 0 0.164949 2.724076 \n",
"12_8344_8845_4r ... 0 0.164949 2.724076 \n",
"12_8344_8845_4r ... 0 0.164949 2.724076 \n",
"13_8344_8845_4r ... 0 0.161840 2.723059 \n",
"13_8344_8845_4r ... 0 0.161840 2.723059 \n",
"13_8344_8845_4r ... 0 0.161840 2.723059 \n",
"13_8344_8845_4r ... 0 0.161840 2.723059 \n",
"14_8344_8845_4r ... 0 0.170415 2.720880 \n",
"14_8344_8845_4r ... 0 0.170415 2.720880 \n",
"14_8344_8845_4r ... 0 0.170415 2.720880 \n",
"14_8344_8845_4r ... 0 0.170415 2.720880 \n",
"15_8344_8845_4r_mt_z ... 1 0.170723 2.723266 \n",
"15_8344_8845_4r_mt_z ... 1 0.170723 2.723266 \n",
"15_8344_8845_4r_mt_z ... 1 0.170723 2.723266 \n",
"15_8344_8845_4r_mt_z ... 1 0.170723 2.723266 \n",
"16_8344_8845_4r ... 0 0.167682 2.722359 \n",
"16_8344_8845_4r ... 0 0.167682 2.722359 \n",
"16_8344_8845_4r ... 0 0.167682 2.722359 \n",
"16_8344_8845_4r ... 0 0.167682 2.722359 \n",
"17_8344_8845_2r_mt_z ... 1 0.161092 2.725426 \n",
"17_8344_8845_2r_mt_z ... 1 0.161092 2.725426 \n",
"... ... ... ... ... \n",
"P20_008845_1894_XN_09N203W_18 ... 0 0.171455 2.722281 \n",
"P20_008845_1894_XN_09N203W_2 ... 0 0.161184 2.729925 \n",
"P20_008845_1894_XN_09N203W_2 ... 0 0.161184 2.729925 \n",
"P20_008845_1894_XN_09N203W_2 ... 0 0.161184 2.729925 \n",
"P20_008845_1894_XN_09N203W_2 ... 0 0.161184 2.729925 \n",
"P20_008845_1894_XN_09N203W_3 ... 0 0.161992 2.729563 \n",
"P20_008845_1894_XN_09N203W_3 ... 0 0.161992 2.729563 \n",
"P20_008845_1894_XN_09N203W_3 ... 0 0.161992 2.729563 \n",
"P20_008845_1894_XN_09N203W_3 ... 0 0.161992 2.729563 \n",
"P20_008845_1894_XN_09N203W_4 ... 0 0.160994 2.725912 \n",
"P20_008845_1894_XN_09N203W_4 ... 0 0.160994 2.725912 \n",
"P20_008845_1894_XN_09N203W_5 ... 0 0.161544 2.726149 \n",
"P20_008845_1894_XN_09N203W_5 ... 0 0.161544 2.726149 \n",
"P20_008845_1894_XN_09N203W_5 ... 0 0.161544 2.726149 \n",
"P20_008845_1894_XN_09N203W_6 ... 0 0.160447 2.723639 \n",
"P20_008845_1894_XN_09N203W_6 ... 0 0.160447 2.723639 \n",
"P20_008845_1894_XN_09N203W_6 ... 0 0.160447 2.723639 \n",
"P20_008845_1894_XN_09N203W_6 ... 0 0.160447 2.723639 \n",
"P20_008845_1894_XN_09N203W_7 ... 0 0.160419 2.723407 \n",
"P20_008845_1894_XN_09N203W_7 ... 0 0.160419 2.723407 \n",
"P20_008845_1894_XN_09N203W_7 ... 0 0.160419 2.723407 \n",
"P20_008845_1894_XN_09N203W_7 ... 0 0.160419 2.723407 \n",
"P20_008845_1894_XN_09N203W_8 ... 0 0.161417 2.723012 \n",
"P20_008845_1894_XN_09N203W_8 ... 0 0.161417 2.723012 \n",
"P20_008845_1894_XN_09N203W_8 ... 0 0.161417 2.723012 \n",
"P20_008845_1894_XN_09N203W_8 ... 0 0.161417 2.723012 \n",
"P20_008845_1894_XN_09N203W_9 ... 0 0.165741 2.729053 \n",
"P20_008845_1894_XN_09N203W_9 ... 0 0.165741 2.729053 \n",
"P20_008845_1894_XN_09N203W_9 ... 0 0.165741 2.729053 \n",
"P20_008845_1894_XN_09N203W_9 ... 0 0.165741 2.729053 \n",
"\n",
" ht sig0 sig1 sig2 res0 \\\n",
"10_8344_8845_4r -2523.828227 0.0 0.0 25.000000 18.301328 \n",
"10_8344_8845_4r -2523.828227 0.0 0.0 25.000000 18.301328 \n",
"10_8344_8845_4r -2523.828227 0.0 0.0 25.000000 18.301328 \n",
"10_8344_8845_4r -2523.828227 0.0 0.0 25.000000 18.301328 \n",
"11_8344_8845_4r -2445.237027 0.0 0.0 30.000000 -22.046575 \n",
"11_8344_8845_4r -2445.237027 0.0 0.0 30.000000 -22.046575 \n",
"11_8344_8845_4r -2445.237027 0.0 0.0 30.000000 -22.046575 \n",
"11_8344_8845_4r -2445.237027 0.0 0.0 30.000000 -22.046575 \n",
"12_8344_8845_4r -2606.935163 0.0 0.0 100.000000 -7.549561 \n",
"12_8344_8845_4r -2606.935163 0.0 0.0 100.000000 -7.549561 \n",
"12_8344_8845_4r -2606.935163 0.0 0.0 100.000000 -7.549561 \n",
"12_8344_8845_4r -2606.935163 0.0 0.0 100.000000 -7.549561 \n",
"13_8344_8845_4r -2551.901554 0.0 0.0 4.536068 -1.643694 \n",
"13_8344_8845_4r -2551.901554 0.0 0.0 4.536068 -1.643694 \n",
"13_8344_8845_4r -2551.901554 0.0 0.0 4.536068 -1.643694 \n",
"13_8344_8845_4r -2551.901554 0.0 0.0 4.536068 -1.643694 \n",
"14_8344_8845_4r -2505.953426 0.0 0.0 5.000000 -50.069808 \n",
"14_8344_8845_4r -2505.953426 0.0 0.0 5.000000 -50.069808 \n",
"14_8344_8845_4r -2505.953426 0.0 0.0 5.000000 -50.069808 \n",
"14_8344_8845_4r -2505.953426 0.0 0.0 5.000000 -50.069808 \n",
"15_8344_8845_4r_mt_z -2502.470000 0.0 0.0 5.000000 -34.817656 \n",
"15_8344_8845_4r_mt_z -2502.470000 0.0 0.0 5.000000 -34.817656 \n",
"15_8344_8845_4r_mt_z -2502.470000 0.0 0.0 5.000000 -34.817656 \n",
"15_8344_8845_4r_mt_z -2502.470000 0.0 0.0 5.000000 -34.817656 \n",
"16_8344_8845_4r -2558.312931 0.0 0.0 1.707214 -29.465246 \n",
"16_8344_8845_4r -2558.312931 0.0 0.0 1.707214 -29.465246 \n",
"16_8344_8845_4r -2558.312931 0.0 0.0 1.707214 -29.465246 \n",
"16_8344_8845_4r -2558.312931 0.0 0.0 1.707214 -29.465246 \n",
"17_8344_8845_2r_mt_z -2590.130000 0.0 0.0 2.000000 -10.779830 \n",
"17_8344_8845_2r_mt_z -2590.130000 0.0 0.0 2.000000 -10.779830 \n",
"... ... ... ... ... ... \n",
"P20_008845_1894_XN_09N203W_18 -2514.431453 0.0 0.0 0.000000 -38.388316 \n",
"P20_008845_1894_XN_09N203W_2 -2535.712262 0.0 0.0 0.000000 42.067289 \n",
"P20_008845_1894_XN_09N203W_2 -2535.712262 0.0 0.0 0.000000 42.067289 \n",
"P20_008845_1894_XN_09N203W_2 -2535.712262 0.0 0.0 0.000000 42.067289 \n",
"P20_008845_1894_XN_09N203W_2 -2535.712262 0.0 0.0 0.000000 42.067289 \n",
"P20_008845_1894_XN_09N203W_3 -2525.215515 0.0 0.0 0.000000 36.033823 \n",
"P20_008845_1894_XN_09N203W_3 -2525.215515 0.0 0.0 0.000000 36.033823 \n",
"P20_008845_1894_XN_09N203W_3 -2525.215515 0.0 0.0 0.000000 36.033823 \n",
"P20_008845_1894_XN_09N203W_3 -2525.215515 0.0 0.0 0.000000 36.033823 \n",
"P20_008845_1894_XN_09N203W_4 -2562.446851 0.0 0.0 0.000000 -7.233876 \n",
"P20_008845_1894_XN_09N203W_4 -2562.446851 0.0 0.0 0.000000 -7.233876 \n",
"P20_008845_1894_XN_09N203W_5 -2560.812028 0.0 0.0 0.000000 7.498790 \n",
"P20_008845_1894_XN_09N203W_5 -2560.812028 0.0 0.0 0.000000 7.498790 \n",
"P20_008845_1894_XN_09N203W_5 -2560.812028 0.0 0.0 0.000000 7.498790 \n",
"P20_008845_1894_XN_09N203W_6 -2605.266130 0.0 0.0 0.000000 7.687475 \n",
"P20_008845_1894_XN_09N203W_6 -2605.266130 0.0 0.0 0.000000 7.687475 \n",
"P20_008845_1894_XN_09N203W_6 -2605.266130 0.0 0.0 0.000000 7.687475 \n",
"P20_008845_1894_XN_09N203W_6 -2605.266130 0.0 0.0 0.000000 7.687475 \n",
"P20_008845_1894_XN_09N203W_7 -2619.498291 0.0 0.0 0.000000 6.358447 \n",
"P20_008845_1894_XN_09N203W_7 -2619.498291 0.0 0.0 0.000000 6.358447 \n",
"P20_008845_1894_XN_09N203W_7 -2619.498291 0.0 0.0 0.000000 6.358447 \n",
"P20_008845_1894_XN_09N203W_7 -2619.498291 0.0 0.0 0.000000 6.358447 \n",
"P20_008845_1894_XN_09N203W_8 -2608.028730 0.0 0.0 0.000000 -0.219662 \n",
"P20_008845_1894_XN_09N203W_8 -2608.028730 0.0 0.0 0.000000 -0.219662 \n",
"P20_008845_1894_XN_09N203W_8 -2608.028730 0.0 0.0 0.000000 -0.219662 \n",
"P20_008845_1894_XN_09N203W_8 -2608.028730 0.0 0.0 0.000000 -0.219662 \n",
"P20_008845_1894_XN_09N203W_9 -2586.686862 0.0 0.0 0.000000 15.191825 \n",
"P20_008845_1894_XN_09N203W_9 -2586.686862 0.0 0.0 0.000000 15.191825 \n",
"P20_008845_1894_XN_09N203W_9 -2586.686862 0.0 0.0 0.000000 15.191825 \n",
"P20_008845_1894_XN_09N203W_9 -2586.686862 0.0 0.0 0.000000 15.191825 \n",
"\n",
" res1 res2 \n",
"10_8344_8845_4r 44.206259 416.201741 \n",
"10_8344_8845_4r 44.206259 416.201741 \n",
"10_8344_8845_4r 44.206259 416.201741 \n",
"10_8344_8845_4r 44.206259 416.201741 \n",
"11_8344_8845_4r 103.403228 173.210013 \n",
"11_8344_8845_4r 103.403228 173.210013 \n",
"11_8344_8845_4r 103.403228 173.210013 \n",
"11_8344_8845_4r 103.403228 173.210013 \n",
"12_8344_8845_4r 93.170584 180.058858 \n",
"12_8344_8845_4r 93.170584 180.058858 \n",
"12_8344_8845_4r 93.170584 180.058858 \n",
"12_8344_8845_4r 93.170584 180.058858 \n",
"13_8344_8845_4r 74.244153 319.554535 \n",
"13_8344_8845_4r 74.244153 319.554535 \n",
"13_8344_8845_4r 74.244153 319.554535 \n",
"13_8344_8845_4r 74.244153 319.554535 \n",
"14_8344_8845_4r 144.316524 -164.540707 \n",
"14_8344_8845_4r 144.316524 -164.540707 \n",
"14_8344_8845_4r 144.316524 -164.540707 \n",
"14_8344_8845_4r 144.316524 -164.540707 \n",
"15_8344_8845_4r_mt_z 145.864550 0.214023 \n",
"15_8344_8845_4r_mt_z 145.864550 0.214023 \n",
"15_8344_8845_4r_mt_z 145.864550 0.214023 \n",
"15_8344_8845_4r_mt_z 145.864550 0.214023 \n",
"16_8344_8845_4r 121.908506 19.874949 \n",
"16_8344_8845_4r 121.908506 19.874949 \n",
"16_8344_8845_4r 121.908506 19.874949 \n",
"16_8344_8845_4r 121.908506 19.874949 \n",
"17_8344_8845_2r_mt_z 38.761214 0.236077 \n",
"17_8344_8845_2r_mt_z 38.761214 0.236077 \n",
"... ... ... \n",
"P20_008845_1894_XN_09N203W_18 195.050373 -391.289238 \n",
"P20_008845_1894_XN_09N203W_2 -12.658160 627.742625 \n",
"P20_008845_1894_XN_09N203W_2 -12.658160 627.742625 \n",
"P20_008845_1894_XN_09N203W_2 -12.658160 627.742625 \n",
"P20_008845_1894_XN_09N203W_2 -12.658160 627.742625 \n",
"P20_008845_1894_XN_09N203W_3 -4.170818 616.480181 \n",
"P20_008845_1894_XN_09N203W_3 -4.170818 616.480181 \n",
"P20_008845_1894_XN_09N203W_3 -4.170818 616.480181 \n",
"P20_008845_1894_XN_09N203W_3 -4.170818 616.480181 \n",
"P20_008845_1894_XN_09N203W_4 33.324946 574.887719 \n",
"P20_008845_1894_XN_09N203W_4 33.324946 574.887719 \n",
"P20_008845_1894_XN_09N203W_5 33.109007 581.149470 \n",
"P20_008845_1894_XN_09N203W_5 33.109007 581.149470 \n",
"P20_008845_1894_XN_09N203W_5 33.109007 581.149470 \n",
"P20_008845_1894_XN_09N203W_6 59.859663 375.680663 \n",
"P20_008845_1894_XN_09N203W_6 59.859663 375.680663 \n",
"P20_008845_1894_XN_09N203W_6 59.859663 375.680663 \n",
"P20_008845_1894_XN_09N203W_6 59.859663 375.680663 \n",
"P20_008845_1894_XN_09N203W_7 61.278242 375.840988 \n",
"P20_008845_1894_XN_09N203W_7 61.278242 375.840988 \n",
"P20_008845_1894_XN_09N203W_7 61.278242 375.840988 \n",
"P20_008845_1894_XN_09N203W_7 61.278242 375.840988 \n",
"P20_008845_1894_XN_09N203W_8 71.414267 336.409684 \n",
"P20_008845_1894_XN_09N203W_8 71.414267 336.409684 \n",
"P20_008845_1894_XN_09N203W_8 71.414267 336.409684 \n",
"P20_008845_1894_XN_09N203W_8 71.414267 336.409684 \n",
"P20_008845_1894_XN_09N203W_9 22.094037 544.874936 \n",
"P20_008845_1894_XN_09N203W_9 22.094037 544.874936 \n",
"P20_008845_1894_XN_09N203W_9 22.094037 544.874936 \n",
"P20_008845_1894_XN_09N203W_9 22.094037 544.874936 \n",
"\n",
"[919 rows x 23 columns]"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def sample_size(record):\n",
" \n",
" with open(atf_dict['PATH'] + '/' + record['ipf_file'] + '.sup') as f:\n",
" sample_num = 0\n",
" for i, line in enumerate(f):\n",
" if i == 4:\n",
" sample_num = line.split(' ')\n",
" sample_num = sample_num[-1].strip()\n",
" break\n",
" assert int(sample_num) > 0, \"Sample number {} from {} is a negative number: Invalid Data\".format(sample_num, record['ipf_file'])\n",
" \n",
" sample_num = int(sample_num)/2.0 + record['s.'] + 1\n",
" return sample_num\n",
"\n",
"def line_size(record):\n",
" \n",
" with open(atf_dict['PATH'] + '/' + record['ipf_file'] + '.sup') as f:\n",
" sample_num = 0\n",
" for i, line in enumerate(f):\n",
" if i == 3:\n",
" sample_num = line.split(' ')\n",
" sample_num = sample_num[-1].strip()\n",
" break\n",
" assert int(sample_num) > 0, \"Sample number {} from {} is a negative number: Invalid Data\".format(sample_num, record['ipf_file'])\n",
" \n",
" sample_num = int(sample_num)/2.0 + record['l.'] + 1\n",
" return sample_num\n",
"\n",
"def known(record):\n",
" if record['known'] == 0:\n",
" return 'Free'\n",
" \n",
" elif record['known'] == 1 or record['known'] == 2 or record['known'] == 3:\n",
" return 'Constrained'\n",
" \n",
"# new_df['s.'] = new_df.apply(sample_size, axis=1)\n",
"# new_df['l.'] = new_df.apply(line_size, axis=1)\n",
"# new_df['known'] = new_df.apply(known, axis=1)\n",
"display(new_df)\n",
"# cmeas->SetCoordinate(img_samples/2.0+sample+1,img_lines/2.0+line+1);"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
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"Error in oc2og conversion\n",
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"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
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"Error in oc2og conversion\n",
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"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
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"Error in oc2og conversion\n",
"Error in oc2og conversion\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
"Error in oc2og conversion\n",
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]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
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" <td>71.414267</td>\n",
" <td>336.409684</td>\n",
" </tr>\n",
" <tr>\n",
" <th>P20_008845_1894_XN_09N203W_9</th>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>332.072113</td>\n",
" <td>-2045.152222</td>\n",
" <td>0.232865</td>\n",
" <td>0.232865</td>\n",
" <td>0.095817</td>\n",
" <td>-0.483899</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>inf</td>\n",
" <td>inf</td>\n",
" <td>-2586.686862</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>15.191825</td>\n",
" <td>22.094037</td>\n",
" <td>544.874936</td>\n",
" </tr>\n",
" <tr>\n",
" <th>P20_008845_1894_XN_09N203W_9</th>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>-780.000000</td>\n",
" <td>-1953.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.298743</td>\n",
" <td>-0.045963</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>inf</td>\n",
" <td>inf</td>\n",
" <td>-2586.686862</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>15.191825</td>\n",
" <td>22.094037</td>\n",
" <td>544.874936</td>\n",
" </tr>\n",
" <tr>\n",
" <th>P20_008845_1894_XN_09N203W_9</th>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>-2866.689453</td>\n",
" <td>1031.006104</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>-0.038437</td>\n",
" <td>0.471309</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>inf</td>\n",
" <td>inf</td>\n",
" <td>-2586.686862</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>15.191825</td>\n",
" <td>22.094037</td>\n",
" <td>544.874936</td>\n",
" </tr>\n",
" <tr>\n",
" <th>P20_008845_1894_XN_09N203W_9</th>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>-2002.366211</td>\n",
" <td>824.604126</td>\n",
" <td>0.397616</td>\n",
" <td>0.397616</td>\n",
" <td>-0.141172</td>\n",
" <td>0.105223</td>\n",
" <td>0.0</td>\n",
" <td>...</td>\n",
" <td>0</td>\n",
" <td>inf</td>\n",
" <td>inf</td>\n",
" <td>-2586.686862</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>15.191825</td>\n",
" <td>22.094037</td>\n",
" <td>544.874936</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>919 rows × 23 columns</p>\n",
"</div>"
],
"text/plain": [
" val fid_val no_obs l. s. \\\n",
"10_8344_8845_4r 1 0 0 -2919.380615 1052.729004 \n",
"10_8344_8845_4r 1 0 0 -4044.697510 1008.950928 \n",
"10_8344_8845_4r 1 0 0 1700.584473 -2390.001709 \n",
"10_8344_8845_4r 1 0 0 2006.141113 -2234.915283 \n",
"11_8344_8845_4r 1 0 0 370.151917 2340.653076 \n",
"11_8344_8845_4r 1 0 0 -761.216064 2303.787109 \n",
"11_8344_8845_4r 1 0 0 4985.437988 -1070.364990 \n",
"11_8344_8845_4r 1 0 0 5293.700195 -993.390625 \n",
"12_8344_8845_4r 1 0 0 236.395218 984.833252 \n",
"12_8344_8845_4r 1 0 0 -889.364441 966.533997 \n",
"12_8344_8845_4r 1 0 0 4856.525391 -2439.154785 \n",
"12_8344_8845_4r 1 0 0 5158.205566 -2295.737549 \n",
"13_8344_8845_4r 1 0 0 -1431.023804 1817.888672 \n",
"13_8344_8845_4r 1 0 0 -2559.871338 1777.522827 \n",
"13_8344_8845_4r 1 0 0 3186.063232 -1598.743530 \n",
"13_8344_8845_4r 1 0 0 3493.876221 -1493.029175 \n",
"14_8344_8845_4r 1 0 0 3518.268066 2495.108643 \n",
"14_8344_8845_4r 1 0 0 2385.278320 2476.032227 \n",
"14_8344_8845_4r 1 0 0 8131.361816 -902.645325 \n",
"14_8344_8845_4r 1 0 0 8437.115234 -842.309326 \n",
"15_8344_8845_4r_mt_z 1 0 0 3522.998535 1049.406982 \n",
"15_8344_8845_4r_mt_z 1 0 0 2395.869385 1038.165405 \n",
"15_8344_8845_4r_mt_z 1 0 0 8142.054688 -2364.445557 \n",
"15_8344_8845_4r_mt_z 1 0 0 8440.085938 -2219.049805 \n",
"16_8344_8845_4r 1 0 0 1885.346313 1807.367065 \n",
"16_8344_8845_4r 1 0 0 756.099792 1785.494751 \n",
"16_8344_8845_4r 1 0 0 6502.070313 -1593.964233 \n",
"16_8344_8845_4r 1 0 0 6805.896973 -1493.774048 \n",
"17_8344_8845_2r_mt_z 1 0 0 -2015.364380 465.268188 \n",
"17_8344_8845_2r_mt_z 1 0 0 -3138.269531 442.515503 \n",
"... ... ... ... ... ... \n",
"P20_008845_1894_XN_09N203W_18 1 0 1 8918.806641 -1701.755249 \n",
"P20_008845_1894_XN_09N203W_2 1 0 1 -2277.691406 -2240.823486 \n",
"P20_008845_1894_XN_09N203W_2 1 0 0 -3389.000000 -2155.000000 \n",
"P20_008845_1894_XN_09N203W_2 1 0 1 -5474.326660 842.207031 \n",
"P20_008845_1894_XN_09N203W_2 1 0 0 -4613.785645 643.217224 \n",
"P20_008845_1894_XN_09N203W_3 1 0 1 -1801.096436 -2078.479004 \n",
"P20_008845_1894_XN_09N203W_3 1 0 0 -2913.000000 -2000.000000 \n",
"P20_008845_1894_XN_09N203W_3 1 0 1 -4997.791504 1000.375854 \n",
"P20_008845_1894_XN_09N203W_3 1 0 0 -4137.536133 774.480347 \n",
"P20_008845_1894_XN_09N203W_4 1 0 1 -2103.971680 184.334869 \n",
"P20_008845_1894_XN_09N203W_4 1 0 1 -3226.000000 167.000000 \n",
"P20_008845_1894_XN_09N203W_5 1 0 1 -1813.285278 3.928788 \n",
"P20_008845_1894_XN_09N203W_5 1 0 1 -2934.000000 -6.000000 \n",
"P20_008845_1894_XN_09N203W_5 1 0 0 -4165.228516 2507.076660 \n",
"P20_008845_1894_XN_09N203W_6 1 0 1 -2250.549072 1572.788086 \n",
"P20_008845_1894_XN_09N203W_6 1 0 3 -3378.000000 1532.000000 \n",
"P20_008845_1894_XN_09N203W_6 1 0 1 2367.587646 -1849.272095 \n",
"P20_008845_1894_XN_09N203W_6 1 0 1 2675.137207 -1730.558105 \n",
"P20_008845_1894_XN_09N203W_7 1 0 1 -2249.931396 1712.971436 \n",
"P20_008845_1894_XN_09N203W_7 1 0 3 -3378.000000 1672.000000 \n",
"P20_008845_1894_XN_09N203W_7 1 0 1 2367.507813 -1706.241821 \n",
"P20_008845_1894_XN_09N203W_7 1 0 1 2675.892578 -1596.527100 \n",
"P20_008845_1894_XN_09N203W_8 1 0 1 -1664.131104 1875.622437 \n",
"P20_008845_1894_XN_09N203W_8 1 0 3 -2793.000000 1837.000000 \n",
"P20_008845_1894_XN_09N203W_8 1 0 1 2953.094727 -1538.956543 \n",
"P20_008845_1894_XN_09N203W_8 1 0 1 3261.290039 -1439.873169 \n",
"P20_008845_1894_XN_09N203W_9 1 0 1 332.072113 -2045.152222 \n",
"P20_008845_1894_XN_09N203W_9 1 0 0 -780.000000 -1953.000000 \n",
"P20_008845_1894_XN_09N203W_9 1 0 0 -2866.689453 1031.006104 \n",
"P20_008845_1894_XN_09N203W_9 1 0 0 -2002.366211 824.604126 \n",
"\n",
" sig_l sig_s res_l res_s fid_x \\\n",
"10_8344_8845_4r 0.000000 0.000000 0.059914 0.930311 0.0 \n",
"10_8344_8845_4r 0.000000 0.000000 0.063678 0.661294 0.0 \n",
"10_8344_8845_4r 0.000000 0.000000 -0.063695 -1.055619 0.0 \n",
"10_8344_8845_4r 0.000000 0.000000 0.318779 -0.585138 0.0 \n",
"11_8344_8845_4r 0.000000 0.000000 -0.239226 -1.113693 0.0 \n",
"11_8344_8845_4r 0.000000 0.000000 -0.247307 -0.587299 0.0 \n",
"11_8344_8845_4r 0.000000 0.000000 0.239207 1.080801 0.0 \n",
"11_8344_8845_4r 0.000000 0.000000 0.672877 0.626316 0.0 \n",
"12_8344_8845_4r 0.000000 0.000000 0.073683 -0.237114 0.0 \n",
"12_8344_8845_4r 0.000000 0.000000 -0.251753 0.008170 0.0 \n",
"12_8344_8845_4r 0.000000 0.000000 0.133406 0.068024 0.0 \n",
"12_8344_8845_4r 0.000000 0.000000 0.487209 0.036399 0.0 \n",
"13_8344_8845_4r 0.000000 0.000000 -0.056901 -0.383259 0.0 \n",
"13_8344_8845_4r 0.000000 0.000000 -0.131265 -0.305102 0.0 \n",
"13_8344_8845_4r 0.000000 0.000000 0.019201 0.485372 0.0 \n",
"13_8344_8845_4r 0.000000 0.000000 0.568393 0.146750 0.0 \n",
"14_8344_8845_4r 0.000000 0.000000 0.268449 1.000455 0.0 \n",
"14_8344_8845_4r 0.000000 0.000000 0.389532 -0.299258 0.0 \n",
"14_8344_8845_4r 0.000000 0.000000 -0.469784 0.023018 0.0 \n",
"14_8344_8845_4r 0.000000 0.000000 0.289877 -0.829150 0.0 \n",
"15_8344_8845_4r_mt_z 0.000000 0.000000 0.466921 1.168062 0.0 \n",
"15_8344_8845_4r_mt_z 0.000000 0.000000 -0.170850 0.372485 0.0 \n",
"15_8344_8845_4r_mt_z 0.000000 0.000000 -0.072035 -0.832436 0.0 \n",
"15_8344_8845_4r_mt_z 0.000000 0.000000 0.274030 -0.850105 0.0 \n",
"16_8344_8845_4r 0.000000 0.000000 -0.028473 -0.238015 0.0 \n",
"16_8344_8845_4r 0.000000 0.000000 0.165338 -0.327408 0.0 \n",
"16_8344_8845_4r 0.000000 0.000000 -0.007916 0.463232 0.0 \n",
"16_8344_8845_4r 0.000000 0.000000 0.328896 0.019526 0.0 \n",
"17_8344_8845_2r_mt_z 0.000000 0.000000 0.010045 0.244017 0.0 \n",
"17_8344_8845_2r_mt_z 0.000000 0.000000 -0.023370 -0.248643 0.0 \n",
"... ... ... ... ... ... \n",
"P20_008845_1894_XN_09N203W_18 0.022017 0.022017 0.734173 -0.074947 0.0 \n",
"P20_008845_1894_XN_09N203W_2 0.144273 0.144273 -0.061422 -0.263554 0.0 \n",
"P20_008845_1894_XN_09N203W_2 0.000000 0.000000 -0.073150 -0.271173 0.0 \n",
"P20_008845_1894_XN_09N203W_2 0.275627 0.275627 0.164525 0.349547 0.0 \n",
"P20_008845_1894_XN_09N203W_2 0.091086 0.091086 0.132736 0.239899 0.0 \n",
"P20_008845_1894_XN_09N203W_3 0.062058 0.062058 -0.198696 -0.105860 0.0 \n",
"P20_008845_1894_XN_09N203W_3 0.000000 0.000000 -0.088180 -0.049593 0.0 \n",
"P20_008845_1894_XN_09N203W_3 0.132941 0.132941 0.257260 0.117777 0.0 \n",
"P20_008845_1894_XN_09N203W_3 0.185544 0.185544 0.199301 0.065777 0.0 \n",
"P20_008845_1894_XN_09N203W_4 0.146920 0.146920 0.182557 -0.000683 0.0 \n",
"P20_008845_1894_XN_09N203W_4 0.000000 0.000000 -0.195774 -0.000066 0.0 \n",
"P20_008845_1894_XN_09N203W_5 0.019047 0.019047 -0.235171 -0.174079 0.0 \n",
"P20_008845_1894_XN_09N203W_5 0.000000 0.000000 -0.049005 0.437424 0.0 \n",
"P20_008845_1894_XN_09N203W_5 0.000000 0.000000 0.447100 -0.219764 0.0 \n",
"P20_008845_1894_XN_09N203W_6 0.025015 0.025015 -0.146990 0.192274 0.0 \n",
"P20_008845_1894_XN_09N203W_6 0.000000 0.000000 0.026541 0.063346 0.0 \n",
"P20_008845_1894_XN_09N203W_6 0.025110 0.025110 -0.040890 -0.136247 0.0 \n",
"P20_008845_1894_XN_09N203W_6 0.064276 0.064276 0.546035 -0.185103 0.0 \n",
"P20_008845_1894_XN_09N203W_7 0.010596 0.010596 -0.102909 0.079389 0.0 \n",
"P20_008845_1894_XN_09N203W_7 0.000000 0.000000 0.055623 0.013456 0.0 \n",
"P20_008845_1894_XN_09N203W_7 0.047435 0.047435 -0.157931 -0.042074 0.0 \n",
"P20_008845_1894_XN_09N203W_7 0.058218 0.058218 0.589561 -0.111421 0.0 \n",
"P20_008845_1894_XN_09N203W_8 0.017266 0.017266 -0.239689 -0.402891 0.0 \n",
"P20_008845_1894_XN_09N203W_8 0.000000 0.000000 -0.117483 -0.229337 0.0 \n",
"P20_008845_1894_XN_09N203W_8 0.023364 0.023364 0.177406 0.403161 0.0 \n",
"P20_008845_1894_XN_09N203W_8 0.023538 0.023538 0.575510 0.180705 0.0 \n",
"P20_008845_1894_XN_09N203W_9 0.232865 0.232865 0.095817 -0.483899 0.0 \n",
"P20_008845_1894_XN_09N203W_9 0.000000 0.000000 0.298743 -0.045963 0.0 \n",
"P20_008845_1894_XN_09N203W_9 0.000000 0.000000 -0.038437 0.471309 0.0 \n",
"P20_008845_1894_XN_09N203W_9 0.397616 0.397616 -0.141172 0.105223 0.0 \n",
"\n",
" ... known lat_Y_North long_X_East \\\n",
"10_8344_8845_4r ... 0 inf inf \n",
"10_8344_8845_4r ... 0 inf inf \n",
"10_8344_8845_4r ... 0 inf inf \n",
"10_8344_8845_4r ... 0 inf inf \n",
"11_8344_8845_4r ... 0 inf inf \n",
"11_8344_8845_4r ... 0 inf inf \n",
"11_8344_8845_4r ... 0 inf inf \n",
"11_8344_8845_4r ... 0 inf inf \n",
"12_8344_8845_4r ... 0 inf inf \n",
"12_8344_8845_4r ... 0 inf inf \n",
"12_8344_8845_4r ... 0 inf inf \n",
"12_8344_8845_4r ... 0 inf inf \n",
"13_8344_8845_4r ... 0 inf inf \n",
"13_8344_8845_4r ... 0 inf inf \n",
"13_8344_8845_4r ... 0 inf inf \n",
"13_8344_8845_4r ... 0 inf inf \n",
"14_8344_8845_4r ... 0 inf inf \n",
"14_8344_8845_4r ... 0 inf inf \n",
"14_8344_8845_4r ... 0 inf inf \n",
"14_8344_8845_4r ... 0 inf inf \n",
"15_8344_8845_4r_mt_z ... 1 inf inf \n",
"15_8344_8845_4r_mt_z ... 1 inf inf \n",
"15_8344_8845_4r_mt_z ... 1 inf inf \n",
"15_8344_8845_4r_mt_z ... 1 inf inf \n",
"16_8344_8845_4r ... 0 inf inf \n",
"16_8344_8845_4r ... 0 inf inf \n",
"16_8344_8845_4r ... 0 inf inf \n",
"16_8344_8845_4r ... 0 inf inf \n",
"17_8344_8845_2r_mt_z ... 1 inf inf \n",
"17_8344_8845_2r_mt_z ... 1 inf inf \n",
"... ... ... ... ... \n",
"P20_008845_1894_XN_09N203W_18 ... 0 inf inf \n",
"P20_008845_1894_XN_09N203W_2 ... 0 inf inf \n",
"P20_008845_1894_XN_09N203W_2 ... 0 inf inf \n",
"P20_008845_1894_XN_09N203W_2 ... 0 inf inf \n",
"P20_008845_1894_XN_09N203W_2 ... 0 inf inf \n",
"P20_008845_1894_XN_09N203W_3 ... 0 inf inf \n",
"P20_008845_1894_XN_09N203W_3 ... 0 inf inf \n",
"P20_008845_1894_XN_09N203W_3 ... 0 inf inf \n",
"P20_008845_1894_XN_09N203W_3 ... 0 inf inf \n",
"P20_008845_1894_XN_09N203W_4 ... 0 inf inf \n",
"P20_008845_1894_XN_09N203W_4 ... 0 inf inf \n",
"P20_008845_1894_XN_09N203W_5 ... 0 inf inf \n",
"P20_008845_1894_XN_09N203W_5 ... 0 inf inf \n",
"P20_008845_1894_XN_09N203W_5 ... 0 inf inf \n",
"P20_008845_1894_XN_09N203W_6 ... 0 inf inf \n",
"P20_008845_1894_XN_09N203W_6 ... 0 inf inf \n",
"P20_008845_1894_XN_09N203W_6 ... 0 inf inf \n",
"P20_008845_1894_XN_09N203W_6 ... 0 inf inf \n",
"P20_008845_1894_XN_09N203W_7 ... 0 inf inf \n",
"P20_008845_1894_XN_09N203W_7 ... 0 inf inf \n",
"P20_008845_1894_XN_09N203W_7 ... 0 inf inf \n",
"P20_008845_1894_XN_09N203W_7 ... 0 inf inf \n",
"P20_008845_1894_XN_09N203W_8 ... 0 inf inf \n",
"P20_008845_1894_XN_09N203W_8 ... 0 inf inf \n",
"P20_008845_1894_XN_09N203W_8 ... 0 inf inf \n",
"P20_008845_1894_XN_09N203W_8 ... 0 inf inf \n",
"P20_008845_1894_XN_09N203W_9 ... 0 inf inf \n",
"P20_008845_1894_XN_09N203W_9 ... 0 inf inf \n",
"P20_008845_1894_XN_09N203W_9 ... 0 inf inf \n",
"P20_008845_1894_XN_09N203W_9 ... 0 inf inf \n",
"\n",
" ht sig0 sig1 sig2 res0 \\\n",
"10_8344_8845_4r -2523.828227 0.0 0.0 25.000000 18.301328 \n",
"10_8344_8845_4r -2523.828227 0.0 0.0 25.000000 18.301328 \n",
"10_8344_8845_4r -2523.828227 0.0 0.0 25.000000 18.301328 \n",
"10_8344_8845_4r -2523.828227 0.0 0.0 25.000000 18.301328 \n",
"11_8344_8845_4r -2445.237027 0.0 0.0 30.000000 -22.046575 \n",
"11_8344_8845_4r -2445.237027 0.0 0.0 30.000000 -22.046575 \n",
"11_8344_8845_4r -2445.237027 0.0 0.0 30.000000 -22.046575 \n",
"11_8344_8845_4r -2445.237027 0.0 0.0 30.000000 -22.046575 \n",
"12_8344_8845_4r -2606.935163 0.0 0.0 100.000000 -7.549561 \n",
"12_8344_8845_4r -2606.935163 0.0 0.0 100.000000 -7.549561 \n",
"12_8344_8845_4r -2606.935163 0.0 0.0 100.000000 -7.549561 \n",
"12_8344_8845_4r -2606.935163 0.0 0.0 100.000000 -7.549561 \n",
"13_8344_8845_4r -2551.901554 0.0 0.0 4.536068 -1.643694 \n",
"13_8344_8845_4r -2551.901554 0.0 0.0 4.536068 -1.643694 \n",
"13_8344_8845_4r -2551.901554 0.0 0.0 4.536068 -1.643694 \n",
"13_8344_8845_4r -2551.901554 0.0 0.0 4.536068 -1.643694 \n",
"14_8344_8845_4r -2505.953426 0.0 0.0 5.000000 -50.069808 \n",
"14_8344_8845_4r -2505.953426 0.0 0.0 5.000000 -50.069808 \n",
"14_8344_8845_4r -2505.953426 0.0 0.0 5.000000 -50.069808 \n",
"14_8344_8845_4r -2505.953426 0.0 0.0 5.000000 -50.069808 \n",
"15_8344_8845_4r_mt_z -2502.470000 0.0 0.0 5.000000 -34.817656 \n",
"15_8344_8845_4r_mt_z -2502.470000 0.0 0.0 5.000000 -34.817656 \n",
"15_8344_8845_4r_mt_z -2502.470000 0.0 0.0 5.000000 -34.817656 \n",
"15_8344_8845_4r_mt_z -2502.470000 0.0 0.0 5.000000 -34.817656 \n",
"16_8344_8845_4r -2558.312931 0.0 0.0 1.707214 -29.465246 \n",
"16_8344_8845_4r -2558.312931 0.0 0.0 1.707214 -29.465246 \n",
"16_8344_8845_4r -2558.312931 0.0 0.0 1.707214 -29.465246 \n",
"16_8344_8845_4r -2558.312931 0.0 0.0 1.707214 -29.465246 \n",
"17_8344_8845_2r_mt_z -2590.130000 0.0 0.0 2.000000 -10.779830 \n",
"17_8344_8845_2r_mt_z -2590.130000 0.0 0.0 2.000000 -10.779830 \n",
"... ... ... ... ... ... \n",
"P20_008845_1894_XN_09N203W_18 -2514.431453 0.0 0.0 0.000000 -38.388316 \n",
"P20_008845_1894_XN_09N203W_2 -2535.712262 0.0 0.0 0.000000 42.067289 \n",
"P20_008845_1894_XN_09N203W_2 -2535.712262 0.0 0.0 0.000000 42.067289 \n",
"P20_008845_1894_XN_09N203W_2 -2535.712262 0.0 0.0 0.000000 42.067289 \n",
"P20_008845_1894_XN_09N203W_2 -2535.712262 0.0 0.0 0.000000 42.067289 \n",
"P20_008845_1894_XN_09N203W_3 -2525.215515 0.0 0.0 0.000000 36.033823 \n",
"P20_008845_1894_XN_09N203W_3 -2525.215515 0.0 0.0 0.000000 36.033823 \n",
"P20_008845_1894_XN_09N203W_3 -2525.215515 0.0 0.0 0.000000 36.033823 \n",
"P20_008845_1894_XN_09N203W_3 -2525.215515 0.0 0.0 0.000000 36.033823 \n",
"P20_008845_1894_XN_09N203W_4 -2562.446851 0.0 0.0 0.000000 -7.233876 \n",
"P20_008845_1894_XN_09N203W_4 -2562.446851 0.0 0.0 0.000000 -7.233876 \n",
"P20_008845_1894_XN_09N203W_5 -2560.812028 0.0 0.0 0.000000 7.498790 \n",
"P20_008845_1894_XN_09N203W_5 -2560.812028 0.0 0.0 0.000000 7.498790 \n",
"P20_008845_1894_XN_09N203W_5 -2560.812028 0.0 0.0 0.000000 7.498790 \n",
"P20_008845_1894_XN_09N203W_6 -2605.266130 0.0 0.0 0.000000 7.687475 \n",
"P20_008845_1894_XN_09N203W_6 -2605.266130 0.0 0.0 0.000000 7.687475 \n",
"P20_008845_1894_XN_09N203W_6 -2605.266130 0.0 0.0 0.000000 7.687475 \n",
"P20_008845_1894_XN_09N203W_6 -2605.266130 0.0 0.0 0.000000 7.687475 \n",
"P20_008845_1894_XN_09N203W_7 -2619.498291 0.0 0.0 0.000000 6.358447 \n",
"P20_008845_1894_XN_09N203W_7 -2619.498291 0.0 0.0 0.000000 6.358447 \n",
"P20_008845_1894_XN_09N203W_7 -2619.498291 0.0 0.0 0.000000 6.358447 \n",
"P20_008845_1894_XN_09N203W_7 -2619.498291 0.0 0.0 0.000000 6.358447 \n",
"P20_008845_1894_XN_09N203W_8 -2608.028730 0.0 0.0 0.000000 -0.219662 \n",
"P20_008845_1894_XN_09N203W_8 -2608.028730 0.0 0.0 0.000000 -0.219662 \n",
"P20_008845_1894_XN_09N203W_8 -2608.028730 0.0 0.0 0.000000 -0.219662 \n",
"P20_008845_1894_XN_09N203W_8 -2608.028730 0.0 0.0 0.000000 -0.219662 \n",
"P20_008845_1894_XN_09N203W_9 -2586.686862 0.0 0.0 0.000000 15.191825 \n",
"P20_008845_1894_XN_09N203W_9 -2586.686862 0.0 0.0 0.000000 15.191825 \n",
"P20_008845_1894_XN_09N203W_9 -2586.686862 0.0 0.0 0.000000 15.191825 \n",
"P20_008845_1894_XN_09N203W_9 -2586.686862 0.0 0.0 0.000000 15.191825 \n",
"\n",
" res1 res2 \n",
"10_8344_8845_4r 44.206259 416.201741 \n",
"10_8344_8845_4r 44.206259 416.201741 \n",
"10_8344_8845_4r 44.206259 416.201741 \n",
"10_8344_8845_4r 44.206259 416.201741 \n",
"11_8344_8845_4r 103.403228 173.210013 \n",
"11_8344_8845_4r 103.403228 173.210013 \n",
"11_8344_8845_4r 103.403228 173.210013 \n",
"11_8344_8845_4r 103.403228 173.210013 \n",
"12_8344_8845_4r 93.170584 180.058858 \n",
"12_8344_8845_4r 93.170584 180.058858 \n",
"12_8344_8845_4r 93.170584 180.058858 \n",
"12_8344_8845_4r 93.170584 180.058858 \n",
"13_8344_8845_4r 74.244153 319.554535 \n",
"13_8344_8845_4r 74.244153 319.554535 \n",
"13_8344_8845_4r 74.244153 319.554535 \n",
"13_8344_8845_4r 74.244153 319.554535 \n",
"14_8344_8845_4r 144.316524 -164.540707 \n",
"14_8344_8845_4r 144.316524 -164.540707 \n",
"14_8344_8845_4r 144.316524 -164.540707 \n",
"14_8344_8845_4r 144.316524 -164.540707 \n",
"15_8344_8845_4r_mt_z 145.864550 0.214023 \n",
"15_8344_8845_4r_mt_z 145.864550 0.214023 \n",
"15_8344_8845_4r_mt_z 145.864550 0.214023 \n",
"15_8344_8845_4r_mt_z 145.864550 0.214023 \n",
"16_8344_8845_4r 121.908506 19.874949 \n",
"16_8344_8845_4r 121.908506 19.874949 \n",
"16_8344_8845_4r 121.908506 19.874949 \n",
"16_8344_8845_4r 121.908506 19.874949 \n",
"17_8344_8845_2r_mt_z 38.761214 0.236077 \n",
"17_8344_8845_2r_mt_z 38.761214 0.236077 \n",
"... ... ... \n",
"P20_008845_1894_XN_09N203W_18 195.050373 -391.289238 \n",
"P20_008845_1894_XN_09N203W_2 -12.658160 627.742625 \n",
"P20_008845_1894_XN_09N203W_2 -12.658160 627.742625 \n",
"P20_008845_1894_XN_09N203W_2 -12.658160 627.742625 \n",
"P20_008845_1894_XN_09N203W_2 -12.658160 627.742625 \n",
"P20_008845_1894_XN_09N203W_3 -4.170818 616.480181 \n",
"P20_008845_1894_XN_09N203W_3 -4.170818 616.480181 \n",
"P20_008845_1894_XN_09N203W_3 -4.170818 616.480181 \n",
"P20_008845_1894_XN_09N203W_3 -4.170818 616.480181 \n",
"P20_008845_1894_XN_09N203W_4 33.324946 574.887719 \n",
"P20_008845_1894_XN_09N203W_4 33.324946 574.887719 \n",
"P20_008845_1894_XN_09N203W_5 33.109007 581.149470 \n",
"P20_008845_1894_XN_09N203W_5 33.109007 581.149470 \n",
"P20_008845_1894_XN_09N203W_5 33.109007 581.149470 \n",
"P20_008845_1894_XN_09N203W_6 59.859663 375.680663 \n",
"P20_008845_1894_XN_09N203W_6 59.859663 375.680663 \n",
"P20_008845_1894_XN_09N203W_6 59.859663 375.680663 \n",
"P20_008845_1894_XN_09N203W_6 59.859663 375.680663 \n",
"P20_008845_1894_XN_09N203W_7 61.278242 375.840988 \n",
"P20_008845_1894_XN_09N203W_7 61.278242 375.840988 \n",
"P20_008845_1894_XN_09N203W_7 61.278242 375.840988 \n",
"P20_008845_1894_XN_09N203W_7 61.278242 375.840988 \n",
"P20_008845_1894_XN_09N203W_8 71.414267 336.409684 \n",
"P20_008845_1894_XN_09N203W_8 71.414267 336.409684 \n",
"P20_008845_1894_XN_09N203W_8 71.414267 336.409684 \n",
"P20_008845_1894_XN_09N203W_8 71.414267 336.409684 \n",
"P20_008845_1894_XN_09N203W_9 22.094037 544.874936 \n",
"P20_008845_1894_XN_09N203W_9 22.094037 544.874936 \n",
"P20_008845_1894_XN_09N203W_9 22.094037 544.874936 \n",
"P20_008845_1894_XN_09N203W_9 22.094037 544.874936 \n",
"\n",
"[919 rows x 23 columns]"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import math\n",
"import pyproj\n",
"\n",
"# converts +/- 180 system to 0 - 360 system\n",
"def to_360(num):\n",
" return num % 360\n",
"\n",
"# ocentric to ographic latitudes\n",
"def oc2og(dlat, dMajorRadius, dMinorRadius):\n",
" try: \n",
" dlat = math.radians(dlat)\n",
" dlat = math.atan(((dMajorRadius / dMinorRadius)**2) * (math.tan(dlat)))\n",
" dlat = math.degrees(dlat)\n",
" except:\n",
" print (\"Error in oc2og conversion\")\n",
" return dlat\n",
"\n",
"# ographic to ocentric latitudes\n",
"def og2oc(dlat, dMajorRadius, dMinorRadius):\n",
" try:\n",
" dlat = math.radians(dlat)\n",
" dlat = math.atan((math.tan(dlat) / ((dMajorRadius / dMinorRadius)**2)))\n",
" dlat = math.degrees(dlat)\n",
" except:\n",
" print (\"Error in og2oc conversion\")\n",
" return dlat\n",
"\n",
"def get_axis():\n",
" with open(atf_dict['PATH'] + '/' + 'CTX_Athabasca_Middle.prj') as f:\n",
" from collections import defaultdict\n",
"\n",
" files = defaultdict(list)\n",
" \n",
" for line in f:\n",
" \n",
" ext = line.strip().split(' ')\n",
" files[ext[0]].append(ext[-1])\n",
" \n",
" eRadius = float(files['A_EARTH'][0])\n",
" pRadius = eRadius * (1 - float(files['E_EARTH'][0]))\n",
" \n",
" return eRadius, pRadius\n",
" \n",
"# function to convert lat_Y_North to ISIS_lat\n",
"def lat_ISIS_coord(record):\n",
" with open(atf_dict['PATH'] + '/' + 'CTX_Athabasca_Middle.prj') as f:\n",
" from collections import defaultdict\n",
"\n",
" files = defaultdict(list)\n",
" \n",
" for line in f:\n",
" \n",
" ext = line.strip().split(' ')\n",
" files[ext[0]].append(ext[-1])\n",
" \n",
" eRadius = float(files['A_EARTH'][0])\n",
" pRadius = eRadius * (1 - float(files['E_EARTH'][0]))\n",
" ocentric_coord = og2oc(record['lat_Y_North'], eRadius, pRadius)\n",
" coord_360 = to_360(ocentric_coord)\n",
" return coord_360\n",
"\n",
"# function to convert long_X_East to ISIS_lon\n",
"def lon_ISIS_coord(record):\n",
" with open(atf_dict['PATH'] + '/' + 'CTX_Athabasca_Middle.prj') as f:\n",
" from collections import defaultdict\n",
"\n",
" files = defaultdict(list)\n",
" \n",
" for line in f:\n",
" \n",
" ext = line.strip().split(' ')\n",
" files[ext[0]].append(ext[-1])\n",
" \n",
" eRadius = float(files['A_EARTH'][0])\n",
" pRadius = eRadius * (1 - float(files['E_EARTH'][0]))\n",
" ocentric_coord = og2oc(record['long_X_East'], eRadius, pRadius)\n",
" coord_360 = to_360(ocentric_coord)\n",
" return coord_360\n",
" \n",
"def body_fixed_lat(record):\n",
" semi_major, semi_minor = get_axis() \n",
" ecef = pyproj.Proj(proj='geocent', a=semi_major, b=semi_minor)\n",
" lla = pyproj.Proj(proj='latlon', a=semi_major, b=semi_minor)\n",
" lon, lat, height = pyproj.transform(lla, ecef, record['long_X_East'], record['lat_Y_North'], record['ht'])\n",
" return lat\n",
"\n",
"def body_fixed_lon(record):\n",
" semi_major, semi_minor = get_axis() \n",
" ecef = pyproj.Proj(proj='geocent', a=semi_major, b=semi_minor)\n",
" lla = pyproj.Proj(proj='latlon', a=semi_major, b=semi_minor)\n",
" lon, lat, height = pyproj.transform(lla, ecef, record['long_X_East'], record['lat_Y_North'], record['ht'])\n",
" return lon\n",
"\n",
"def body_fixed_height(record):\n",
" semi_major, semi_minor = get_axis() \n",
" ecef = pyproj.Proj(proj='geocent', a=semi_major, b=semi_minor)\n",
" lla = pyproj.Proj(proj='latlon', a=semi_major, b=semi_minor)\n",
" lon, lat, height = pyproj.transform(lla, ecef, record['long_X_East'], record['lat_Y_North'], record['ht'])\n",
" return height\n",
"\n",
"\n",
"new_df['lat_Y_North'] = new_df.apply(lat_ISIS_coord, axis=1)\n",
"new_df['long_X_East'] = new_df.apply(lon_ISIS_coord, axis=1)\n",
"\n",
"new_df['lat_Y_North'] = new_df.apply(body_fixed_lat, axis=1)\n",
"new_df['long_X_East'] = new_df.apply(body_fixed_lon, axis=1)\n",
"\n",
"new_df['ht'] = new_df.apply(body_fixed_height, axis=1)\n",
"\n",
"\n",
"display(new_df)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"# Reads a .atf file and outputs all of the \n",
"# .ipf, .gpf, .sup, .prj, and path to locate the \n",
"# .apf file (should be the same as all others) \n",
"def read_atf(atf_file):\n",
" with open(atf_file) as f:\n",
"\n",
" files = []\n",
" ipf = []\n",
" sup = []\n",
" files_dict = []\n",
" \n",
" # Grabs every PRJ, GPF, SUP, and IPF image from the ATF file\n",
" for line in f:\n",
" if line[-4:-1] == 'prj' or line[-4:-1] == 'gpf' or line[-4:-1] == 'sup' or line[-4:-1] == 'ipf' or line[-4:-1] == 'atf':\n",
" files.append(line)\n",
" \n",
" files = np.array(files)\n",
" \n",
" # Creates appropriate arrays for certain files in the right format\n",
" for file in files:\n",
" file = file.strip()\n",
" file = file.split(' ')\n",
"\n",
" # Grabs all the IPF files\n",
" if file[1].endswith('.ipf'):\n",
" ipf.append(file[1])\n",
"\n",
" # Grabs all the SUP files\n",
" if file[1].endswith('.sup'):\n",
" sup.append(file[1])\n",
"\n",
" files_dict.append(file)\n",
"\n",
" # Creates a dict out of file lists for GPF, PRJ, IPF, and ATF\n",
" files_dict = (dict(files_dict))\n",
" \n",
" # Sets the value of IMAGE_IPF to all IPF images\n",
" files_dict['IMAGE_IPF'] = ipf\n",
" \n",
" # Sets the value of IMAGE_SUP to all SUP images\n",
" files_dict['IMAGE_SUP'] = sup\n",
" \n",
" # Sets the value of PATH to the path of the ATF file\n",
" files_dict['PATH'] = os.path.dirname(os.path.abspath(atf_file))\n",
" \n",
" return files_dict\n",
" \n",
"@singledispatch\n",
"def read_ipf(arg):\n",
" return str(arg)\n",
"# new_df['known'] = new_df.apply(known, axis=1)\n",
"\n",
"@read_ipf.register(str)\n",
"def read_ipf_str(input_data):\n",
" \"\"\"\n",
" Read a socet ipf file into a pandas data frame\n",
"\n",
" Parameters\n",
" ----------\n",
" input_data : str\n",
" path to the an input data file\n",
"\n",
" Returns\n",
" -------\n",
" df : pd.DataFrame\n",
" containing the ipf data with appropriate column names and indices\n",
" \"\"\"\n",
"\n",
" # Check that the number of rows is matching the expected number\n",
" with open(input_data, 'r') as f:\n",
" for i, l in enumerate(f):\n",
" if i == 1:\n",
" cnt = int(l)\n",
" elif i == 2:\n",
" col = l\n",
" break\n",
" \n",
" columns = np.genfromtxt(input_data, skip_header=2, dtype='unicode',\n",
" max_rows = 1, delimiter = ',')\n",
"\n",
" # TODO: Add unicode conversion\n",
" d = [line.split() for line in open(input_data, 'r')]\n",
" d = np.hstack(np.array(d[3:]))\n",
" \n",
" d = d.reshape(-1, 12)\n",
" \n",
" df = pd.DataFrame(d, columns=columns)\n",
" file = os.path.split(os.path.splitext(input_data)[0])[1]\n",
" df['ipf_file'] = pd.Series(np.full((len(df['pt_id'])), file), index = df.index)\n",
"\n",
" assert int(cnt) == len(df), 'Dataframe length {} does not match point length {}.'.format(int(cnt), len(df))\n",
" \n",
" # Soft conversion of numeric types to numerics, allows str in first col for point_id\n",
" df = df.apply(pd.to_numeric, errors='ignore')\n",
"\n",
" return df\n",
"\n",
"@read_ipf.register(list)\n",
"def read_ipf_list(input_data_list):\n",
" \"\"\"\n",
" Read a socet ipf file into a pandas data frame\n",
"\n",
" Parameters\n",
" ----------\n",
" input_data_list : list\n",
" list of paths to the a set of input data files\n",
"\n",
" Returns\n",
" -------\n",
" df : pd.DataFrame\n",
" containing the ipf data with appropriate column names and indices\n",
" \"\"\"\n",
" frames = []\n",
"\n",
" for input_file in input_data_list:\n",
" frames.append(read_ipf(input_file))\n",
"\n",
" df = pd.concat(frames)\n",
"\n",
" return df"
]
}
],
"metadata": {
"kernelspec": {
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"name": "python3"
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"file_extension": ".py",
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"name": "python",
"nbconvert_exporter": "python",
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