From 8e5906f7459ee44251b04e3e7ca0ee803654d633 Mon Sep 17 00:00:00 2001
From: Tyler Thatcher <tdt62@nau.edu>
Date: Fri, 20 Apr 2018 17:35:22 -0700
Subject: [PATCH] Updated Notebook
---
notebooks/Socet2ISIS.ipynb | 2393 ++++++++----------------------------
notebooks/Test.ipynb | 2240 +++++++++++++++++++++++++++++++++
2 files changed, 2742 insertions(+), 1891 deletions(-)
create mode 100644 notebooks/Test.ipynb
diff --git a/notebooks/Socet2ISIS.ipynb b/notebooks/Socet2ISIS.ipynb
index fe3a81a..f1f1c13 100644
--- a/notebooks/Socet2ISIS.ipynb
+++ b/notebooks/Socet2ISIS.ipynb
@@ -2,75 +2,86 @@
"cells": [
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": 2,
"metadata": {},
- "outputs": [],
+ "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": [
+ "\n",
"import os\n",
"import sys\n",
- "from functools import singledispatch\n",
- "import warnings\n",
+ "sys.path.insert(0, os.path.abspath('/home/tthatcher/Desktop/Projects/Plio/plio'))\n",
"\n",
+ "import warnings\n",
"import pandas as pd\n",
"import numpy as np\n",
"\n",
+ "from functools import singledispatch\n",
"from plio.examples import get_path\n",
"from plio.io.io_bae import read_gpf"
]
},
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": 106,
"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",
+ " \n",
" with open(atf_file) as f:\n",
+ " \"\"\"\n",
+ " Read an .atf file and return a dict with .sup, .ipf, .prj, .gpf and\n",
+ " the path to the directory containing the files.\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",
+ " Parameters\n",
+ " ----------\n",
+ " input_data : file\n",
+ " .atf file\n",
"\n",
- " # Grabs all the SUP files\n",
- " if file[1].endswith('.sup'):\n",
- " sup.append(file[1])\n",
+ " Returns\n",
+ " -------\n",
+ " files : Python Dictionary\n",
+ " containing lists of the files mentioned above\n",
+ " \"\"\"\n",
+ " \n",
+ " from collections import defaultdict\n",
"\n",
- " files_dict.append(file)\n",
+ " files = defaultdict(list)\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",
+ " for line in f:\n",
+ " filename = os.path.splitext(line)[0]\n",
+ " ext = os.path.splitext(line)[1]\n",
+ " \n",
+ " # Grabs all the IPF and appends them to files['GP_FILE]\n",
+ " if(ext == '.ipf\\n'):\n",
+ " files['IMAGE_IPF'].append(filename.split(' ')[1] + ext.strip())\n",
+ " \n",
+ " # Grabs all the GPF and appends them to files['GP_FILE]\n",
+ " if ext == '.gpf\\n':\n",
+ " files['GP_FILE'].append(filename.split(' ')[1] + ext.strip())\n",
+ " \n",
+ " # Grabs all the PRJ and appends them to files['GP_FILE]\n",
+ " if ext == '.prj\\n':\n",
+ " files['PROJECT'].append(filename.split(' ')[1] + ext.strip())\n",
+ " \n",
+ " # Grabs all the SUP and appends them to files['GP_FILE]\n",
+ " if ext == '.sup\\n':\n",
+ " files['IMAGE_SUP'].append(filename.split(' ')[1] + ext.strip())\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",
+ " # Gets the filepath of the ATF file and stores it in files['basepath]\n",
+ " files['basepath'] = os.path.dirname(os.path.abspath(atf_file))\n",
" \n",
- " return files_dict\n",
- " \n",
+ " return files\n",
+ "\n",
"@singledispatch\n",
"def read_ipf(arg):\n",
" return str(arg)\n",
@@ -111,6 +122,7 @@
" \n",
" df = pd.DataFrame(d, columns=columns)\n",
" df['ipf_file'] = pd.Series(np.full((len(df['pt_id'])), input_data), index = df.index)\n",
+ " print(df['ipf_file'])\n",
"\n",
" assert int(cnt) == len(df), 'Dataframe length {} does not match point length {}.'.format(int(cnt), len(df))\n",
" \n",
@@ -146,1855 +158,436 @@
},
{
"cell_type": "code",
- "execution_count": 22,
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 107,
"metadata": {},
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+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
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- " <td>38.761214</td>\n",
- " <td>0.236077</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>17_8344_8845_2r_mt_z</th>\n",
- " <td>1</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>-3138.269531</td>\n",
- " <td>442.515503</td>\n",
- " <td>0.000000</td>\n",
- " <td>0.000000</td>\n",
- " <td>-0.023370</td>\n",
- " <td>-0.248643</td>\n",
- " <td>0.0</td>\n",
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- " <td>1</td>\n",
- " <td>0.161092</td>\n",
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- " <td>-2590.130000</td>\n",
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- " <td>0.0</td>\n",
- " <td>2.000000</td>\n",
- " <td>-10.779830</td>\n",
- " <td>38.761214</td>\n",
- " <td>0.236077</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>...</th>\n",
- " <td>...</td>\n",
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- " <td>...</td>\n",
- " <td>...</td>\n",
- " <td>...</td>\n",
- " <td>...</td>\n",
- " <td>...</td>\n",
- " <td>...</td>\n",
- " <td>...</td>\n",
- " <td>...</td>\n",
- " <td>...</td>\n",
- " <td>...</td>\n",
- " <td>...</td>\n",
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- " </tr>\n",
- " <tr>\n",
- " <th>P20_008845_1894_XN_09N203W_18</th>\n",
- " <td>1</td>\n",
- " <td>0</td>\n",
- " <td>1</td>\n",
- " <td>8918.806641</td>\n",
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- " <td>0.734173</td>\n",
- " <td>-0.074947</td>\n",
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- " <td>0</td>\n",
- " <td>0.171455</td>\n",
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- " </tr>\n",
- " <tr>\n",
- " <th>P20_008845_1894_XN_09N203W_2</th>\n",
- " <td>1</td>\n",
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- " <td>1</td>\n",
- " <td>-2277.691406</td>\n",
- " <td>-2240.823486</td>\n",
- " <td>0.144273</td>\n",
- " <td>0.144273</td>\n",
- " <td>-0.061422</td>\n",
- " <td>-0.263554</td>\n",
- " <td>0.0</td>\n",
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- " <td>0</td>\n",
- " <td>0.161184</td>\n",
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- " <td>-2535.712262</td>\n",
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- " <td>42.067289</td>\n",
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- " </tr>\n",
- " <tr>\n",
- " <th>P20_008845_1894_XN_09N203W_2</th>\n",
- " <td>1</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>-3389.000000</td>\n",
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- " <td>-0.073150</td>\n",
- " <td>-0.271173</td>\n",
- " <td>0.0</td>\n",
- " <td>...</td>\n",
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- " <td>0.161184</td>\n",
- " <td>2.729925</td>\n",
- " <td>-2535.712262</td>\n",
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- " <td>0.000000</td>\n",
- " <td>42.067289</td>\n",
- " <td>-12.658160</td>\n",
- " <td>627.742625</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>P20_008845_1894_XN_09N203W_2</th>\n",
- " <td>1</td>\n",
- " <td>0</td>\n",
- " <td>1</td>\n",
- " <td>-5474.326660</td>\n",
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- " <td>0.275627</td>\n",
- " <td>0.275627</td>\n",
- " <td>0.164525</td>\n",
- " <td>0.349547</td>\n",
- " <td>0.0</td>\n",
- " <td>...</td>\n",
- " <td>0</td>\n",
- " <td>0.161184</td>\n",
- " <td>2.729925</td>\n",
- " <td>-2535.712262</td>\n",
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- " <td>42.067289</td>\n",
- " <td>-12.658160</td>\n",
- " <td>627.742625</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>P20_008845_1894_XN_09N203W_2</th>\n",
- " <td>1</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>-4613.785645</td>\n",
- " <td>643.217224</td>\n",
- " <td>0.091086</td>\n",
- " <td>0.091086</td>\n",
- " <td>0.132736</td>\n",
- " <td>0.239899</td>\n",
- " <td>0.0</td>\n",
- " <td>...</td>\n",
- " <td>0</td>\n",
- " <td>0.161184</td>\n",
- " <td>2.729925</td>\n",
- " <td>-2535.712262</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.000000</td>\n",
- " <td>42.067289</td>\n",
- " <td>-12.658160</td>\n",
- " <td>627.742625</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>P20_008845_1894_XN_09N203W_3</th>\n",
- " <td>1</td>\n",
- " <td>0</td>\n",
- " <td>1</td>\n",
- " <td>-1801.096436</td>\n",
- " <td>-2078.479004</td>\n",
- " <td>0.062058</td>\n",
- " <td>0.062058</td>\n",
- " <td>-0.198696</td>\n",
- " <td>-0.105860</td>\n",
- " <td>0.0</td>\n",
- " <td>...</td>\n",
- " <td>0</td>\n",
- " <td>0.161992</td>\n",
- " <td>2.729563</td>\n",
- " <td>-2525.215515</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.000000</td>\n",
- " <td>36.033823</td>\n",
- " <td>-4.170818</td>\n",
- " <td>616.480181</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>P20_008845_1894_XN_09N203W_3</th>\n",
- " <td>1</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>-2913.000000</td>\n",
- " <td>-2000.000000</td>\n",
- " <td>0.000000</td>\n",
- " <td>0.000000</td>\n",
- " <td>-0.088180</td>\n",
- " <td>-0.049593</td>\n",
- " <td>0.0</td>\n",
- " <td>...</td>\n",
- " <td>0</td>\n",
- " <td>0.161992</td>\n",
- " <td>2.729563</td>\n",
- " <td>-2525.215515</td>\n",
- " <td>0.0</td>\n",
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- " <td>36.033823</td>\n",
- " <td>-4.170818</td>\n",
- " <td>616.480181</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>P20_008845_1894_XN_09N203W_3</th>\n",
- " <td>1</td>\n",
- " <td>0</td>\n",
- " <td>1</td>\n",
- " <td>-4997.791504</td>\n",
- " <td>1000.375854</td>\n",
- " <td>0.132941</td>\n",
- " <td>0.132941</td>\n",
- " <td>0.257260</td>\n",
- " <td>0.117777</td>\n",
- " <td>0.0</td>\n",
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- " <td>0.161992</td>\n",
- " <td>2.729563</td>\n",
- " <td>-2525.215515</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.000000</td>\n",
- " <td>36.033823</td>\n",
- " <td>-4.170818</td>\n",
- " <td>616.480181</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>P20_008845_1894_XN_09N203W_3</th>\n",
- " <td>1</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>-4137.536133</td>\n",
- " <td>774.480347</td>\n",
- " <td>0.185544</td>\n",
- " <td>0.185544</td>\n",
- " <td>0.199301</td>\n",
- " <td>0.065777</td>\n",
- " <td>0.0</td>\n",
- " <td>...</td>\n",
- " <td>0</td>\n",
- " <td>0.161992</td>\n",
- " <td>2.729563</td>\n",
- " <td>-2525.215515</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
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- " <td>36.033823</td>\n",
- " <td>-4.170818</td>\n",
- " <td>616.480181</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>P20_008845_1894_XN_09N203W_4</th>\n",
- " <td>1</td>\n",
- " <td>0</td>\n",
- " <td>1</td>\n",
- " <td>-2103.971680</td>\n",
- " <td>184.334869</td>\n",
- " <td>0.146920</td>\n",
- " <td>0.146920</td>\n",
- " <td>0.182557</td>\n",
- " <td>-0.000683</td>\n",
- " <td>0.0</td>\n",
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- " <td>0</td>\n",
- " <td>0.160994</td>\n",
- " <td>2.725912</td>\n",
- " <td>-2562.446851</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.000000</td>\n",
- " <td>-7.233876</td>\n",
- " <td>33.324946</td>\n",
- " <td>574.887719</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>P20_008845_1894_XN_09N203W_4</th>\n",
- " <td>1</td>\n",
- " <td>0</td>\n",
- " <td>1</td>\n",
- " <td>-3226.000000</td>\n",
- " <td>167.000000</td>\n",
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- " <td>-0.195774</td>\n",
- " <td>-0.000066</td>\n",
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- " <td>...</td>\n",
- " <td>0</td>\n",
- " <td>0.160994</td>\n",
- " <td>2.725912</td>\n",
- " <td>-2562.446851</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.000000</td>\n",
- " <td>-7.233876</td>\n",
- " <td>33.324946</td>\n",
- " <td>574.887719</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>P20_008845_1894_XN_09N203W_5</th>\n",
- " <td>1</td>\n",
- " <td>0</td>\n",
- " <td>1</td>\n",
- " <td>-1813.285278</td>\n",
- " <td>3.928788</td>\n",
- " <td>0.019047</td>\n",
- " <td>0.019047</td>\n",
- " <td>-0.235171</td>\n",
- " <td>-0.174079</td>\n",
- " <td>0.0</td>\n",
- " <td>...</td>\n",
- " <td>0</td>\n",
- " <td>0.161544</td>\n",
- " <td>2.726149</td>\n",
- " <td>-2560.812028</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.000000</td>\n",
- " <td>7.498790</td>\n",
- " <td>33.109007</td>\n",
- " <td>581.149470</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>P20_008845_1894_XN_09N203W_5</th>\n",
- " <td>1</td>\n",
- " <td>0</td>\n",
- " <td>1</td>\n",
- " <td>-2934.000000</td>\n",
- " <td>-6.000000</td>\n",
- " <td>0.000000</td>\n",
- " <td>0.000000</td>\n",
- " <td>-0.049005</td>\n",
- " <td>0.437424</td>\n",
- " <td>0.0</td>\n",
- " <td>...</td>\n",
- " <td>0</td>\n",
- " <td>0.161544</td>\n",
- " <td>2.726149</td>\n",
- " <td>-2560.812028</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.000000</td>\n",
- " <td>7.498790</td>\n",
- " <td>33.109007</td>\n",
- " <td>581.149470</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>P20_008845_1894_XN_09N203W_5</th>\n",
- " <td>1</td>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
- " <td>-4165.228516</td>\n",
- " <td>2507.076660</td>\n",
- " <td>0.000000</td>\n",
- " <td>0.000000</td>\n",
- " <td>0.447100</td>\n",
- " <td>-0.219764</td>\n",
- " <td>0.0</td>\n",
- " <td>...</td>\n",
- " <td>0</td>\n",
- " <td>0.161544</td>\n",
- " <td>2.726149</td>\n",
- " <td>-2560.812028</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.000000</td>\n",
- " <td>7.498790</td>\n",
- " <td>33.109007</td>\n",
- " <td>581.149470</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>P20_008845_1894_XN_09N203W_6</th>\n",
- " <td>1</td>\n",
- " <td>0</td>\n",
- " <td>1</td>\n",
- " <td>-2250.549072</td>\n",
- " <td>1572.788086</td>\n",
- " <td>0.025015</td>\n",
- " <td>0.025015</td>\n",
- " <td>-0.146990</td>\n",
- " <td>0.192274</td>\n",
- " <td>0.0</td>\n",
- " <td>...</td>\n",
- " <td>0</td>\n",
- " <td>0.160447</td>\n",
- " <td>2.723639</td>\n",
- " <td>-2605.266130</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.000000</td>\n",
- " <td>7.687475</td>\n",
- " <td>59.859663</td>\n",
- " <td>375.680663</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>P20_008845_1894_XN_09N203W_6</th>\n",
- " <td>1</td>\n",
- " <td>0</td>\n",
- " <td>3</td>\n",
- " <td>-3378.000000</td>\n",
- " <td>1532.000000</td>\n",
- " <td>0.000000</td>\n",
- " <td>0.000000</td>\n",
- " <td>0.026541</td>\n",
- " <td>0.063346</td>\n",
- " <td>0.0</td>\n",
- " <td>...</td>\n",
- " <td>0</td>\n",
- " <td>0.160447</td>\n",
- " <td>2.723639</td>\n",
- " <td>-2605.266130</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.000000</td>\n",
- " <td>7.687475</td>\n",
- " <td>59.859663</td>\n",
- " <td>375.680663</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>P20_008845_1894_XN_09N203W_6</th>\n",
- " <td>1</td>\n",
- " <td>0</td>\n",
- " <td>1</td>\n",
- " <td>2367.587646</td>\n",
- " <td>-1849.272095</td>\n",
- " <td>0.025110</td>\n",
- " <td>0.025110</td>\n",
- " <td>-0.040890</td>\n",
- " <td>-0.136247</td>\n",
- " <td>0.0</td>\n",
- " <td>...</td>\n",
- " <td>0</td>\n",
- " <td>0.160447</td>\n",
- " <td>2.723639</td>\n",
- " <td>-2605.266130</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.000000</td>\n",
- " <td>7.687475</td>\n",
- " <td>59.859663</td>\n",
- " <td>375.680663</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>P20_008845_1894_XN_09N203W_6</th>\n",
- " <td>1</td>\n",
- " <td>0</td>\n",
- " <td>1</td>\n",
- " <td>2675.137207</td>\n",
- " <td>-1730.558105</td>\n",
- " <td>0.064276</td>\n",
- " <td>0.064276</td>\n",
- " <td>0.546035</td>\n",
- " <td>-0.185103</td>\n",
- " <td>0.0</td>\n",
- " <td>...</td>\n",
- " <td>0</td>\n",
- " <td>0.160447</td>\n",
- " <td>2.723639</td>\n",
- " <td>-2605.266130</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.000000</td>\n",
- " <td>7.687475</td>\n",
- " <td>59.859663</td>\n",
- " <td>375.680663</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>P20_008845_1894_XN_09N203W_7</th>\n",
- " <td>1</td>\n",
- " <td>0</td>\n",
- " <td>1</td>\n",
- " <td>-2249.931396</td>\n",
- " <td>1712.971436</td>\n",
- " <td>0.010596</td>\n",
- " <td>0.010596</td>\n",
- " <td>-0.102909</td>\n",
- " <td>0.079389</td>\n",
- " <td>0.0</td>\n",
- " <td>...</td>\n",
- " <td>0</td>\n",
- " <td>0.160419</td>\n",
- " <td>2.723407</td>\n",
- " <td>-2619.498291</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
- " <td>0.000000</td>\n",
- " <td>6.358447</td>\n",
- " <td>61.278242</td>\n",
- " <td>375.840988</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>P20_008845_1894_XN_09N203W_7</th>\n",
- " <td>1</td>\n",
- " <td>0</td>\n",
- " <td>3</td>\n",
- " <td>-3378.000000</td>\n",
- " <td>1672.000000</td>\n",
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- " <td>0.055623</td>\n",
- " <td>0.013456</td>\n",
- " <td>0.0</td>\n",
- " <td>...</td>\n",
- " <td>0</td>\n",
- " <td>0.160419</td>\n",
- " <td>2.723407</td>\n",
- " <td>-2619.498291</td>\n",
- " <td>0.0</td>\n",
- " <td>0.0</td>\n",
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- " <td>6.358447</td>\n",
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- " <th>P20_008845_1894_XN_09N203W_7</th>\n",
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- " <tr>\n",
- " <th>P20_008845_1894_XN_09N203W_7</th>\n",
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- " <th>P20_008845_1894_XN_09N203W_8</th>\n",
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- "</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",
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- "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",
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- "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",
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- "10_8344_8845_4r 0.000000 0.000000 0.063678 0.661294 0.0 \n",
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- "10_8344_8845_4r 0.000000 0.000000 0.318779 -0.585138 0.0 \n",
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- "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",
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- "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",
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- "17_8344_8845_2r_mt_z 0.000000 0.000000 -0.023370 -0.248643 0.0 \n",
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- "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]"
+ "['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": 22,
+ "execution_count": 107,
"metadata": {},
"output_type": "execute_result"
}
@@ -2002,8 +595,9 @@
"source": [
"atf_dict = read_atf(get_path('CTX_Athabasca_Middle_step0.atf'))\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",
+ "print(atf_dict['basepath'])\n",
+ "gpf_file = os.path.join(atf_dict['basepath'], atf_dict['GP_FILE'][0])\n",
+ "ipf_list = [os.path.join(atf_dict['basepath'], 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",
@@ -2015,7 +609,36 @@
" \\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",
- "new_df"
+ "list(new_df)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [
+ {
+ "ename": "NameError",
+ "evalue": "name 'lines' is not defined",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)",
+ "\u001b[0;32m<ipython-input-4-fc95c78d29ee>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0mfiles\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdefaultdict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlist\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0mline\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mlines\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 6\u001b[0m \u001b[0mext\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mos\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpath\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msplitext\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mline\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 7\u001b[0m \u001b[0mfiles\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mext\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mline\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+ "\u001b[0;31mNameError\u001b[0m: name 'lines' is not defined"
+ ]
+ }
+ ],
+ "source": [
+ "from collections import defaultdict\n",
+ "\n",
+ "files = defaultdict(list)\n",
+ "\n",
+ "for line in lines:\n",
+ " ext = os.path.splitext(line)[-1]\n",
+ " files[ext].append(line)\n",
+ "\n",
+ "files['basepath'] = os.path.dirname(os.path.abspath(atf_file))"
]
},
{
@@ -2031,18 +654,6 @@
"display_name": "Python 3",
"language": "python",
"name": "python3"
- },
- "language_info": {
- "codemirror_mode": {
- "name": "ipython",
- "version": 3
- },
- "file_extension": ".py",
- "mimetype": "text/x-python",
- "name": "python",
- "nbconvert_exporter": "python",
- "pygments_lexer": "ipython3",
- "version": "3.6.3"
}
},
"nbformat": 4,
diff --git a/notebooks/Test.ipynb b/notebooks/Test.ipynb
new file mode 100644
index 0000000..9a4110a
--- /dev/null
+++ b/notebooks/Test.ipynb
@@ -0,0 +1,2240 @@
+{
+ "cells": [
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "{'ATF_FILE': 'CTX_Athabasca_Middle_step0.atf',\n",
+ " 'GP_FILE': 'CTX_Athabasca_Middle.gpf',\n",
+ " 'IMAGE_IPF': ['P19_008344_1894_XN_09N203W.ipf',\n",
+ " 'P20_008845_1894_XN_09N203W.ipf',\n",
+ " 'P03_002371_1888_XI_08N204W.ipf',\n",
+ " 'P01_001540_1889_XI_08N204W.ipf',\n",
+ " 'P01_001606_1897_XI_09N203W.ipf',\n",
+ " 'P03_002226_1895_XI_09N203W.ipf'],\n",
+ " 'IMAGE_SUP': ['P19_008344_1894_XN_09N203W.sup',\n",
+ " 'P20_008845_1894_XN_09N203W.sup',\n",
+ " 'P03_002371_1888_XI_08N204W.sup',\n",
+ " 'P01_001540_1889_XI_08N204W.sup',\n",
+ " 'P01_001606_1897_XI_09N203W.sup',\n",
+ " 'P03_002226_1895_XI_09N203W.sup'],\n",
+ " 'PATH': '/home/tthatcher/Desktop/Projects/Plio/plio/plio/examples/SocetSet',\n",
+ " 'PROJECT': 'D:\\\\data\\\\CTX_Athabasca_Middle.prj'}"
+ ]
+ },
+ "execution_count": 8,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "import os\n",
+ "import numpy as np\n",
+ "from plio.examples import get_path\n",
+ "\n",
+ "# 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(get_path(atf_file)) as f:\n",
+ " \n",
+ " atf_file = get_path(atf_file);\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",
+ "read_atf('CTX_Athabasca_Middle_step0.atf')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 57,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import os\n",
+ "import sys\n",
+ "import math\n",
+ "\n",
+ "sys.path.insert(0, os.path.abspath('/home/tthatcher/Desktop/Projects/Plio/plio'))\n",
+ "\n",
+ "import pandas as pd\n",
+ "import numpy as np\n",
+ "\n",
+ "from plio.examples import get_path\n",
+ "from plio.io.io_bae import read_gpf\n",
+ "from plio.io.io_gdal import GeoDataset\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def read_ipf(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",
+ " # TODO: Add unicode conversion\n",
+ "\n",
+ " d = [line.split() for line in open(input_data, 'r')]\n",
+ " d = np.hstack(np.array(d[3:]))\n",
+ " d = d.reshape(-1, 12)\n",
+ "\n",
+ " assert int(cnt) == len(d), 'Dataframe length {} does not match point length {}.'.format(int(cnt), len(df))\n",
+ "\n",
+ " return d\n",
+ "\n",
+ "def read_ipfs(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",
+ "\n",
+ " columns = np.genfromtxt(input_data_list[0], skip_header=2, dtype='unicode',\n",
+ " max_rows = 1, delimiter = ',')\n",
+ "\n",
+ " d_total = []\n",
+ "\n",
+ " for input_file in input_data_list:\n",
+ " d = read_ipf(input_file)\n",
+ " for point in d:\n",
+ " d_total.append(point)\n",
+ "\n",
+ " df = pd.DataFrame(d_total, columns=columns)\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"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "['/home/tthatcher/Desktop/Projects/Plio/plio/plio/examples/SocetSet/P20_008845_1894_XN_09N203W.ipf', '/home/tthatcher/Desktop/Projects/Plio/plio/plio/examples/SocetSet/P03_002371_1888_XI_08N204W.ipf', '/home/tthatcher/Desktop/Projects/Plio/plio/plio/examples/SocetSet/P01_001540_1889_XI_08N204W.ipf', '/home/tthatcher/Desktop/Projects/Plio/plio/plio/examples/SocetSet/P01_001606_1897_XI_09N203W.ipf', '/home/tthatcher/Desktop/Projects/Plio/plio/plio/examples/SocetSet/P03_002226_1895_XI_09N203W.ipf']\n"
+ ]
+ }
+ ],
+ "source": [
+ "gpf_file = get_path('CTX_Athabasca_Middle.gpf');\n",
+ "\n",
+ "ipf_list = [get_path('P20_008845_1894_XN_09N203W.ipf'),\n",
+ " get_path('P03_002371_1888_XI_08N204W.ipf'),\n",
+ " get_path('P01_001540_1889_XI_08N204W.ipf'),\n",
+ " get_path('P01_001606_1897_XI_09N203W.ipf'),\n",
+ " get_path('P03_002226_1895_XI_09N203W.ipf'),]\n",
+ "\n",
+ "# ipf_list = [get_path('P20_008845_1894_XN_09N203W.ipf')]\n",
+ "\n",
+ "print(ipf_list)\n",
+ "gpf_df = read_gpf(gpf_file).set_index('point_id')\n",
+ "ipf_df = read_ipfs(ipf_list).set_index('pt_id')\n",
+ "# ipf_df.to_csv(\"/Users/adampaquette/repos/plio/plio/examples/SocetSet/P20_008845_1894_XN_09N203W.csv\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 41,
+ "metadata": {},
+ "outputs": [
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+ " <td>1</td>\n",
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+ " <tr>\n",
+ " <th>13_8344_8845_4r</th>\n",
+ " <td>1</td>\n",
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+ " <th>13_8344_8845_4r</th>\n",
+ " <td>1</td>\n",
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+ " <th>14_8344_8845_4r</th>\n",
+ " <td>1</td>\n",
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+ " <th>14_8344_8845_4r</th>\n",
+ " <td>1</td>\n",
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+ " <td>1</td>\n",
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+ " <td>1</td>\n",
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+ " <td>1</td>\n",
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+ " <td>1</td>\n",
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+ " <td>1</td>\n",
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+ " <th>19_8344_8845_2r_mt_z</th>\n",
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+ " <td>1</td>\n",
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+ " <th>20_8344_8845_2r_mt_z</th>\n",
+ " <td>1</td>\n",
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+ " <td>...</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>P20_008845_1894_XN_09N203W_16</th>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>2</td>\n",
+ " <td>2865.000000</td>\n",
+ " <td>2024.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>-0.053859</td>\n",
+ " <td>0.035981</td>\n",
+ " <td>0.0</td>\n",
+ " <td>...</td>\n",
+ " <td>0</td>\n",
+ " <td>0.171351</td>\n",
+ " <td>2.721519</td>\n",
+ " <td>-2499.843797</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>-43.211361</td>\n",
+ " <td>193.404135</td>\n",
+ " <td>-393.931834</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>P20_008845_1894_XN_09N203W_16</th>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>1</td>\n",
+ " <td>8611.724609</td>\n",
+ " <td>-1352.647949</td>\n",
+ " <td>0.015722</td>\n",
+ " <td>0.015722</td>\n",
+ " <td>-0.153906</td>\n",
+ " <td>-0.039881</td>\n",
+ " <td>0.0</td>\n",
+ " <td>...</td>\n",
+ " <td>0</td>\n",
+ " <td>0.171351</td>\n",
+ " <td>2.721519</td>\n",
+ " <td>-2499.843797</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>-43.211361</td>\n",
+ " <td>193.404135</td>\n",
+ " <td>-393.931834</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>P20_008845_1894_XN_09N203W_16</th>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>1</td>\n",
+ " <td>8914.713867</td>\n",
+ " <td>-1261.989868</td>\n",
+ " <td>0.023530</td>\n",
+ " <td>0.023530</td>\n",
+ " <td>0.691574</td>\n",
+ " <td>-0.075730</td>\n",
+ " <td>0.0</td>\n",
+ " <td>...</td>\n",
+ " <td>0</td>\n",
+ " <td>0.171351</td>\n",
+ " <td>2.721519</td>\n",
+ " <td>-2499.843797</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>-43.211361</td>\n",
+ " <td>193.404135</td>\n",
+ " <td>-393.931834</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>P20_008845_1894_XN_09N203W_17</th>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>2</td>\n",
+ " <td>3175.000000</td>\n",
+ " <td>1974.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>-0.064058</td>\n",
+ " <td>0.044374</td>\n",
+ " <td>0.0</td>\n",
+ " <td>...</td>\n",
+ " <td>0</td>\n",
+ " <td>0.171907</td>\n",
+ " <td>2.721537</td>\n",
+ " <td>-2504.618390</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>-44.880108</td>\n",
+ " <td>199.649337</td>\n",
+ " <td>-441.559606</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>P20_008845_1894_XN_09N203W_17</th>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>1</td>\n",
+ " <td>8921.941406</td>\n",
+ " <td>-1402.745361</td>\n",
+ " <td>0.017650</td>\n",
+ " <td>0.017650</td>\n",
+ " <td>-0.016220</td>\n",
+ " <td>-0.049595</td>\n",
+ " <td>0.0</td>\n",
+ " <td>...</td>\n",
+ " <td>0</td>\n",
+ " <td>0.171907</td>\n",
+ " <td>2.721537</td>\n",
+ " <td>-2504.618390</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>-44.880108</td>\n",
+ " <td>199.649337</td>\n",
+ " <td>-441.559606</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>P20_008845_1894_XN_09N203W_17</th>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>1</td>\n",
+ " <td>9224.031250</td>\n",
+ " <td>-1309.074219</td>\n",
+ " <td>0.030802</td>\n",
+ " <td>0.030802</td>\n",
+ " <td>0.567955</td>\n",
+ " <td>-0.078411</td>\n",
+ " <td>0.0</td>\n",
+ " <td>...</td>\n",
+ " <td>0</td>\n",
+ " <td>0.171907</td>\n",
+ " <td>2.721537</td>\n",
+ " <td>-2504.618390</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>-44.880108</td>\n",
+ " <td>199.649337</td>\n",
+ " <td>-441.559606</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>P20_008845_1894_XN_09N203W_18</th>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>2</td>\n",
+ " <td>2872.000000</td>\n",
+ " <td>1565.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.256228</td>\n",
+ " <td>0.218860</td>\n",
+ " <td>0.0</td>\n",
+ " <td>...</td>\n",
+ " <td>0</td>\n",
+ " <td>0.171455</td>\n",
+ " <td>2.722281</td>\n",
+ " <td>-2514.431453</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>-38.388316</td>\n",
+ " <td>195.050373</td>\n",
+ " <td>-391.289238</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>P20_008845_1894_XN_09N203W_18</th>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>1</td>\n",
+ " <td>8617.777344</td>\n",
+ " <td>-1818.614380</td>\n",
+ " <td>0.114295</td>\n",
+ " <td>0.114295</td>\n",
+ " <td>-0.500861</td>\n",
+ " <td>-0.252638</td>\n",
+ " <td>0.0</td>\n",
+ " <td>...</td>\n",
+ " <td>0</td>\n",
+ " <td>0.171455</td>\n",
+ " <td>2.722281</td>\n",
+ " <td>-2514.431453</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>-38.388316</td>\n",
+ " <td>195.050373</td>\n",
+ " <td>-391.289238</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>P20_008845_1894_XN_09N203W_18</th>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>1</td>\n",
+ " <td>8918.806641</td>\n",
+ " <td>-1701.755249</td>\n",
+ " <td>0.022017</td>\n",
+ " <td>0.022017</td>\n",
+ " <td>0.734173</td>\n",
+ " <td>-0.074947</td>\n",
+ " <td>0.0</td>\n",
+ " <td>...</td>\n",
+ " <td>0</td>\n",
+ " <td>0.171455</td>\n",
+ " <td>2.722281</td>\n",
+ " <td>-2514.431453</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>-38.388316</td>\n",
+ " <td>195.050373</td>\n",
+ " <td>-391.289238</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>P20_008845_1894_XN_09N203W_2</th>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>-3389.000000</td>\n",
+ " <td>-2155.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>-0.073150</td>\n",
+ " <td>-0.271173</td>\n",
+ " <td>0.0</td>\n",
+ " <td>...</td>\n",
+ " <td>0</td>\n",
+ " <td>0.161184</td>\n",
+ " <td>2.729925</td>\n",
+ " <td>-2535.712262</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>42.067289</td>\n",
+ " <td>-12.658160</td>\n",
+ " <td>627.742625</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>P20_008845_1894_XN_09N203W_2</th>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>1</td>\n",
+ " <td>-5474.326660</td>\n",
+ " <td>842.207031</td>\n",
+ " <td>0.275627</td>\n",
+ " <td>0.275627</td>\n",
+ " <td>0.164525</td>\n",
+ " <td>0.349547</td>\n",
+ " <td>0.0</td>\n",
+ " <td>...</td>\n",
+ " <td>0</td>\n",
+ " <td>0.161184</td>\n",
+ " <td>2.729925</td>\n",
+ " <td>-2535.712262</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>42.067289</td>\n",
+ " <td>-12.658160</td>\n",
+ " <td>627.742625</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>P20_008845_1894_XN_09N203W_2</th>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>-4613.785645</td>\n",
+ " <td>643.217224</td>\n",
+ " <td>0.091086</td>\n",
+ " <td>0.091086</td>\n",
+ " <td>0.132736</td>\n",
+ " <td>0.239899</td>\n",
+ " <td>0.0</td>\n",
+ " <td>...</td>\n",
+ " <td>0</td>\n",
+ " <td>0.161184</td>\n",
+ " <td>2.729925</td>\n",
+ " <td>-2535.712262</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>42.067289</td>\n",
+ " <td>-12.658160</td>\n",
+ " <td>627.742625</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>P20_008845_1894_XN_09N203W_3</th>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>-2913.000000</td>\n",
+ " <td>-2000.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>-0.088180</td>\n",
+ " <td>-0.049593</td>\n",
+ " <td>0.0</td>\n",
+ " <td>...</td>\n",
+ " <td>0</td>\n",
+ " <td>0.161992</td>\n",
+ " <td>2.729563</td>\n",
+ " <td>-2525.215515</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>36.033823</td>\n",
+ " <td>-4.170818</td>\n",
+ " <td>616.480181</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>P20_008845_1894_XN_09N203W_3</th>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>1</td>\n",
+ " <td>-4997.791504</td>\n",
+ " <td>1000.375854</td>\n",
+ " <td>0.132941</td>\n",
+ " <td>0.132941</td>\n",
+ " <td>0.257260</td>\n",
+ " <td>0.117777</td>\n",
+ " <td>0.0</td>\n",
+ " <td>...</td>\n",
+ " <td>0</td>\n",
+ " <td>0.161992</td>\n",
+ " <td>2.729563</td>\n",
+ " <td>-2525.215515</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>36.033823</td>\n",
+ " <td>-4.170818</td>\n",
+ " <td>616.480181</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>P20_008845_1894_XN_09N203W_3</th>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>-4137.536133</td>\n",
+ " <td>774.480347</td>\n",
+ " <td>0.185544</td>\n",
+ " <td>0.185544</td>\n",
+ " <td>0.199301</td>\n",
+ " <td>0.065777</td>\n",
+ " <td>0.0</td>\n",
+ " <td>...</td>\n",
+ " <td>0</td>\n",
+ " <td>0.161992</td>\n",
+ " <td>2.729563</td>\n",
+ " <td>-2525.215515</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>36.033823</td>\n",
+ " <td>-4.170818</td>\n",
+ " <td>616.480181</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>P20_008845_1894_XN_09N203W_4</th>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>1</td>\n",
+ " <td>-3226.000000</td>\n",
+ " <td>167.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>-0.195774</td>\n",
+ " <td>-0.000066</td>\n",
+ " <td>0.0</td>\n",
+ " <td>...</td>\n",
+ " <td>0</td>\n",
+ " <td>0.160994</td>\n",
+ " <td>2.725912</td>\n",
+ " <td>-2562.446851</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>-7.233876</td>\n",
+ " <td>33.324946</td>\n",
+ " <td>574.887719</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>P20_008845_1894_XN_09N203W_5</th>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>1</td>\n",
+ " <td>-2934.000000</td>\n",
+ " <td>-6.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>-0.049005</td>\n",
+ " <td>0.437424</td>\n",
+ " <td>0.0</td>\n",
+ " <td>...</td>\n",
+ " <td>0</td>\n",
+ " <td>0.161544</td>\n",
+ " <td>2.726149</td>\n",
+ " <td>-2560.812028</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>7.498790</td>\n",
+ " <td>33.109007</td>\n",
+ " <td>581.149470</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>P20_008845_1894_XN_09N203W_5</th>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>-4165.228516</td>\n",
+ " <td>2507.076660</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.447100</td>\n",
+ " <td>-0.219764</td>\n",
+ " <td>0.0</td>\n",
+ " <td>...</td>\n",
+ " <td>0</td>\n",
+ " <td>0.161544</td>\n",
+ " <td>2.726149</td>\n",
+ " <td>-2560.812028</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>7.498790</td>\n",
+ " <td>33.109007</td>\n",
+ " <td>581.149470</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>P20_008845_1894_XN_09N203W_6</th>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>3</td>\n",
+ " <td>-3378.000000</td>\n",
+ " <td>1532.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.026541</td>\n",
+ " <td>0.063346</td>\n",
+ " <td>0.0</td>\n",
+ " <td>...</td>\n",
+ " <td>0</td>\n",
+ " <td>0.160447</td>\n",
+ " <td>2.723639</td>\n",
+ " <td>-2605.266130</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>7.687475</td>\n",
+ " <td>59.859663</td>\n",
+ " <td>375.680663</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>P20_008845_1894_XN_09N203W_6</th>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>1</td>\n",
+ " <td>2367.587646</td>\n",
+ " <td>-1849.272095</td>\n",
+ " <td>0.025110</td>\n",
+ " <td>0.025110</td>\n",
+ " <td>-0.040890</td>\n",
+ " <td>-0.136247</td>\n",
+ " <td>0.0</td>\n",
+ " <td>...</td>\n",
+ " <td>0</td>\n",
+ " <td>0.160447</td>\n",
+ " <td>2.723639</td>\n",
+ " <td>-2605.266130</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>7.687475</td>\n",
+ " <td>59.859663</td>\n",
+ " <td>375.680663</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>P20_008845_1894_XN_09N203W_6</th>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>1</td>\n",
+ " <td>2675.137207</td>\n",
+ " <td>-1730.558105</td>\n",
+ " <td>0.064276</td>\n",
+ " <td>0.064276</td>\n",
+ " <td>0.546035</td>\n",
+ " <td>-0.185103</td>\n",
+ " <td>0.0</td>\n",
+ " <td>...</td>\n",
+ " <td>0</td>\n",
+ " <td>0.160447</td>\n",
+ " <td>2.723639</td>\n",
+ " <td>-2605.266130</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>7.687475</td>\n",
+ " <td>59.859663</td>\n",
+ " <td>375.680663</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>P20_008845_1894_XN_09N203W_7</th>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>3</td>\n",
+ " <td>-3378.000000</td>\n",
+ " <td>1672.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.055623</td>\n",
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+ " <td>...</td>\n",
+ " <td>0</td>\n",
+ " <td>0.160419</td>\n",
+ " <td>2.723407</td>\n",
+ " <td>-2619.498291</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>6.358447</td>\n",
+ " <td>61.278242</td>\n",
+ " <td>375.840988</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>P20_008845_1894_XN_09N203W_7</th>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>1</td>\n",
+ " <td>2367.507813</td>\n",
+ " <td>-1706.241821</td>\n",
+ " <td>0.047435</td>\n",
+ " <td>0.047435</td>\n",
+ " <td>-0.157931</td>\n",
+ " <td>-0.042074</td>\n",
+ " <td>0.0</td>\n",
+ " <td>...</td>\n",
+ " <td>0</td>\n",
+ " <td>0.160419</td>\n",
+ " <td>2.723407</td>\n",
+ " <td>-2619.498291</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>6.358447</td>\n",
+ " <td>61.278242</td>\n",
+ " <td>375.840988</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>P20_008845_1894_XN_09N203W_7</th>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>1</td>\n",
+ " <td>2675.892578</td>\n",
+ " <td>-1596.527100</td>\n",
+ " <td>0.058218</td>\n",
+ " <td>0.058218</td>\n",
+ " <td>0.589561</td>\n",
+ " <td>-0.111421</td>\n",
+ " <td>0.0</td>\n",
+ " <td>...</td>\n",
+ " <td>0</td>\n",
+ " <td>0.160419</td>\n",
+ " <td>2.723407</td>\n",
+ " <td>-2619.498291</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>6.358447</td>\n",
+ " <td>61.278242</td>\n",
+ " <td>375.840988</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>P20_008845_1894_XN_09N203W_8</th>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>3</td>\n",
+ " <td>-2793.000000</td>\n",
+ " <td>1837.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>-0.117483</td>\n",
+ " <td>-0.229337</td>\n",
+ " <td>0.0</td>\n",
+ " <td>...</td>\n",
+ " <td>0</td>\n",
+ " <td>0.161417</td>\n",
+ " <td>2.723012</td>\n",
+ " <td>-2608.028730</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>-0.219662</td>\n",
+ " <td>71.414267</td>\n",
+ " <td>336.409684</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>P20_008845_1894_XN_09N203W_8</th>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>1</td>\n",
+ " <td>2953.094727</td>\n",
+ " <td>-1538.956543</td>\n",
+ " <td>0.023364</td>\n",
+ " <td>0.023364</td>\n",
+ " <td>0.177406</td>\n",
+ " <td>0.403161</td>\n",
+ " <td>0.0</td>\n",
+ " <td>...</td>\n",
+ " <td>0</td>\n",
+ " <td>0.161417</td>\n",
+ " <td>2.723012</td>\n",
+ " <td>-2608.028730</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>-0.219662</td>\n",
+ " <td>71.414267</td>\n",
+ " <td>336.409684</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>P20_008845_1894_XN_09N203W_8</th>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>1</td>\n",
+ " <td>3261.290039</td>\n",
+ " <td>-1439.873169</td>\n",
+ " <td>0.023538</td>\n",
+ " <td>0.023538</td>\n",
+ " <td>0.575510</td>\n",
+ " <td>0.180705</td>\n",
+ " <td>0.0</td>\n",
+ " <td>...</td>\n",
+ " <td>0</td>\n",
+ " <td>0.161417</td>\n",
+ " <td>2.723012</td>\n",
+ " <td>-2608.028730</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>-0.219662</td>\n",
+ " <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>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>0.165741</td>\n",
+ " <td>2.729053</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>0.165741</td>\n",
+ " <td>2.729053</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>0.165741</td>\n",
+ " <td>2.729053</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>809 rows × 22 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " val fid_val no_obs l. s. \\\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 -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 -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 -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 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 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 0 756.099792 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 -3138.269531 442.515503 \n",
+ "18_8344_8845_2r 1 0 0 -1773.864990 354.084259 \n",
+ "19_8344_8845_2r_mt_z 1 0 0 -92.482826 723.305237 \n",
+ "1_8344_8845_4r 1 0 0 -4058.982422 -2318.010742 \n",
+ "1_8344_8845_4r 1 0 0 -6144.898438 677.674805 \n",
+ "1_8344_8845_4r 1 0 0 -5284.357910 504.304413 \n",
+ "20_8344_8845_2r_mt_z 1 0 0 1434.079712 742.064026 \n",
+ "21_8344_8845_4r_xyz 1 0 0 -838.991028 -614.524109 \n",
+ "21_8344_8845_4r_xyz 1 0 0 -2919.093018 2467.773926 \n",
+ "... ... ... ... ... ... \n",
+ "P20_008845_1894_XN_09N203W_16 1 0 2 2865.000000 2024.000000 \n",
+ "P20_008845_1894_XN_09N203W_16 1 0 1 8611.724609 -1352.647949 \n",
+ "P20_008845_1894_XN_09N203W_16 1 0 1 8914.713867 -1261.989868 \n",
+ "P20_008845_1894_XN_09N203W_17 1 0 2 3175.000000 1974.000000 \n",
+ "P20_008845_1894_XN_09N203W_17 1 0 1 8921.941406 -1402.745361 \n",
+ "P20_008845_1894_XN_09N203W_17 1 0 1 9224.031250 -1309.074219 \n",
+ "P20_008845_1894_XN_09N203W_18 1 0 2 2872.000000 1565.000000 \n",
+ "P20_008845_1894_XN_09N203W_18 1 0 1 8617.777344 -1818.614380 \n",
+ "P20_008845_1894_XN_09N203W_18 1 0 1 8918.806641 -1701.755249 \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 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 -3226.000000 167.000000 \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 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 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 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 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 0.063678 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 -0.247307 -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 -0.251753 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 -0.131265 -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 0.389532 -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 -0.170850 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 0.165338 -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 -0.023370 -0.248643 0.0 \n",
+ "18_8344_8845_2r 0.000000 0.000000 -0.002223 -0.000684 0.0 \n",
+ "19_8344_8845_2r_mt_z 0.000000 0.000000 -0.214498 0.145192 0.0 \n",
+ "1_8344_8845_4r 0.000000 0.000000 -0.062556 -0.214713 0.0 \n",
+ "1_8344_8845_4r 0.000000 0.000000 -0.069161 0.311984 0.0 \n",
+ "1_8344_8845_4r 0.000000 0.000000 0.002209 0.194239 0.0 \n",
+ "20_8344_8845_2r_mt_z 0.000000 0.000000 -0.058132 -0.171782 0.0 \n",
+ "21_8344_8845_4r_xyz 0.000000 0.000000 -0.131313 0.997120 0.0 \n",
+ "21_8344_8845_4r_xyz 0.000000 0.000000 -0.469767 -0.745137 0.0 \n",
+ "... ... ... ... ... ... \n",
+ "P20_008845_1894_XN_09N203W_16 0.000000 0.000000 -0.053859 0.035981 0.0 \n",
+ "P20_008845_1894_XN_09N203W_16 0.015722 0.015722 -0.153906 -0.039881 0.0 \n",
+ "P20_008845_1894_XN_09N203W_16 0.023530 0.023530 0.691574 -0.075730 0.0 \n",
+ "P20_008845_1894_XN_09N203W_17 0.000000 0.000000 -0.064058 0.044374 0.0 \n",
+ "P20_008845_1894_XN_09N203W_17 0.017650 0.017650 -0.016220 -0.049595 0.0 \n",
+ "P20_008845_1894_XN_09N203W_17 0.030802 0.030802 0.567955 -0.078411 0.0 \n",
+ "P20_008845_1894_XN_09N203W_18 0.000000 0.000000 0.256228 0.218860 0.0 \n",
+ "P20_008845_1894_XN_09N203W_18 0.114295 0.114295 -0.500861 -0.252638 0.0 \n",
+ "P20_008845_1894_XN_09N203W_18 0.022017 0.022017 0.734173 -0.074947 0.0 \n",
+ "P20_008845_1894_XN_09N203W_2 0.000000 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 0.000000 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 0.000000 0.000000 -0.195774 -0.000066 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 0.000000 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 0.000000 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 0.000000 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 0.000000 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",
+ "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",
+ "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",
+ "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",
+ "17_8344_8845_2r_mt_z ... 1 0.161092 2.725426 \n",
+ "18_8344_8845_2r ... 0 0.163515 2.725299 \n",
+ "19_8344_8845_2r_mt_z ... 1 0.166403 2.724323 \n",
+ "1_8344_8845_4r ... 0 0.160037 2.730339 \n",
+ "1_8344_8845_4r ... 0 0.160037 2.730339 \n",
+ "1_8344_8845_4r ... 0 0.160037 2.730339 \n",
+ "20_8344_8845_2r_mt_z ... 1 0.169088 2.723969 \n",
+ "21_8344_8845_4r_xyz ... 3 0.165360 2.726740 \n",
+ "21_8344_8845_4r_xyz ... 3 0.165360 2.726740 \n",
+ "... ... ... ... ... \n",
+ "P20_008845_1894_XN_09N203W_16 ... 0 0.171351 2.721519 \n",
+ "P20_008845_1894_XN_09N203W_16 ... 0 0.171351 2.721519 \n",
+ "P20_008845_1894_XN_09N203W_16 ... 0 0.171351 2.721519 \n",
+ "P20_008845_1894_XN_09N203W_17 ... 0 0.171907 2.721537 \n",
+ "P20_008845_1894_XN_09N203W_17 ... 0 0.171907 2.721537 \n",
+ "P20_008845_1894_XN_09N203W_17 ... 0 0.171907 2.721537 \n",
+ "P20_008845_1894_XN_09N203W_18 ... 0 0.171455 2.722281 \n",
+ "P20_008845_1894_XN_09N203W_18 ... 0 0.171455 2.722281 \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_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_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_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_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 sigma0 sigma1 sigma2 \\\n",
+ "10_8344_8845_4r -2523.828227 0.0 0.0 25.000000 \n",
+ "10_8344_8845_4r -2523.828227 0.0 0.0 25.000000 \n",
+ "10_8344_8845_4r -2523.828227 0.0 0.0 25.000000 \n",
+ "11_8344_8845_4r -2445.237027 0.0 0.0 30.000000 \n",
+ "11_8344_8845_4r -2445.237027 0.0 0.0 30.000000 \n",
+ "11_8344_8845_4r -2445.237027 0.0 0.0 30.000000 \n",
+ "12_8344_8845_4r -2606.935163 0.0 0.0 100.000000 \n",
+ "12_8344_8845_4r -2606.935163 0.0 0.0 100.000000 \n",
+ "12_8344_8845_4r -2606.935163 0.0 0.0 100.000000 \n",
+ "13_8344_8845_4r -2551.901554 0.0 0.0 4.536068 \n",
+ "13_8344_8845_4r -2551.901554 0.0 0.0 4.536068 \n",
+ "13_8344_8845_4r -2551.901554 0.0 0.0 4.536068 \n",
+ "14_8344_8845_4r -2505.953426 0.0 0.0 5.000000 \n",
+ "14_8344_8845_4r -2505.953426 0.0 0.0 5.000000 \n",
+ "14_8344_8845_4r -2505.953426 0.0 0.0 5.000000 \n",
+ "15_8344_8845_4r_mt_z -2502.470000 0.0 0.0 5.000000 \n",
+ "15_8344_8845_4r_mt_z -2502.470000 0.0 0.0 5.000000 \n",
+ "15_8344_8845_4r_mt_z -2502.470000 0.0 0.0 5.000000 \n",
+ "16_8344_8845_4r -2558.312931 0.0 0.0 1.707214 \n",
+ "16_8344_8845_4r -2558.312931 0.0 0.0 1.707214 \n",
+ "16_8344_8845_4r -2558.312931 0.0 0.0 1.707214 \n",
+ "17_8344_8845_2r_mt_z -2590.130000 0.0 0.0 2.000000 \n",
+ "18_8344_8845_2r -2608.227033 0.0 0.0 1.000000 \n",
+ "19_8344_8845_2r_mt_z -2597.460000 0.0 0.0 2.000000 \n",
+ "1_8344_8845_4r -2539.150747 0.0 0.0 4.000000 \n",
+ "1_8344_8845_4r -2539.150747 0.0 0.0 4.000000 \n",
+ "1_8344_8845_4r -2539.150747 0.0 0.0 4.000000 \n",
+ "20_8344_8845_2r_mt_z -2522.470000 0.0 0.0 2.000000 \n",
+ "21_8344_8845_4r_xyz -2209.490000 2.0 2.0 1.000000 \n",
+ "21_8344_8845_4r_xyz -2209.490000 2.0 2.0 1.000000 \n",
+ "... ... ... ... ... \n",
+ "P20_008845_1894_XN_09N203W_16 -2499.843797 0.0 0.0 0.000000 \n",
+ "P20_008845_1894_XN_09N203W_16 -2499.843797 0.0 0.0 0.000000 \n",
+ "P20_008845_1894_XN_09N203W_16 -2499.843797 0.0 0.0 0.000000 \n",
+ "P20_008845_1894_XN_09N203W_17 -2504.618390 0.0 0.0 0.000000 \n",
+ "P20_008845_1894_XN_09N203W_17 -2504.618390 0.0 0.0 0.000000 \n",
+ "P20_008845_1894_XN_09N203W_17 -2504.618390 0.0 0.0 0.000000 \n",
+ "P20_008845_1894_XN_09N203W_18 -2514.431453 0.0 0.0 0.000000 \n",
+ "P20_008845_1894_XN_09N203W_18 -2514.431453 0.0 0.0 0.000000 \n",
+ "P20_008845_1894_XN_09N203W_18 -2514.431453 0.0 0.0 0.000000 \n",
+ "P20_008845_1894_XN_09N203W_2 -2535.712262 0.0 0.0 0.000000 \n",
+ "P20_008845_1894_XN_09N203W_2 -2535.712262 0.0 0.0 0.000000 \n",
+ "P20_008845_1894_XN_09N203W_2 -2535.712262 0.0 0.0 0.000000 \n",
+ "P20_008845_1894_XN_09N203W_3 -2525.215515 0.0 0.0 0.000000 \n",
+ "P20_008845_1894_XN_09N203W_3 -2525.215515 0.0 0.0 0.000000 \n",
+ "P20_008845_1894_XN_09N203W_3 -2525.215515 0.0 0.0 0.000000 \n",
+ "P20_008845_1894_XN_09N203W_4 -2562.446851 0.0 0.0 0.000000 \n",
+ "P20_008845_1894_XN_09N203W_5 -2560.812028 0.0 0.0 0.000000 \n",
+ "P20_008845_1894_XN_09N203W_5 -2560.812028 0.0 0.0 0.000000 \n",
+ "P20_008845_1894_XN_09N203W_6 -2605.266130 0.0 0.0 0.000000 \n",
+ "P20_008845_1894_XN_09N203W_6 -2605.266130 0.0 0.0 0.000000 \n",
+ "P20_008845_1894_XN_09N203W_6 -2605.266130 0.0 0.0 0.000000 \n",
+ "P20_008845_1894_XN_09N203W_7 -2619.498291 0.0 0.0 0.000000 \n",
+ "P20_008845_1894_XN_09N203W_7 -2619.498291 0.0 0.0 0.000000 \n",
+ "P20_008845_1894_XN_09N203W_7 -2619.498291 0.0 0.0 0.000000 \n",
+ "P20_008845_1894_XN_09N203W_8 -2608.028730 0.0 0.0 0.000000 \n",
+ "P20_008845_1894_XN_09N203W_8 -2608.028730 0.0 0.0 0.000000 \n",
+ "P20_008845_1894_XN_09N203W_8 -2608.028730 0.0 0.0 0.000000 \n",
+ "P20_008845_1894_XN_09N203W_9 -2586.686862 0.0 0.0 0.000000 \n",
+ "P20_008845_1894_XN_09N203W_9 -2586.686862 0.0 0.0 0.000000 \n",
+ "P20_008845_1894_XN_09N203W_9 -2586.686862 0.0 0.0 0.000000 \n",
+ "\n",
+ " res0 res1 res2 \n",
+ "10_8344_8845_4r 18.301328 44.206259 416.201741 \n",
+ "10_8344_8845_4r 18.301328 44.206259 416.201741 \n",
+ "10_8344_8845_4r 18.301328 44.206259 416.201741 \n",
+ "11_8344_8845_4r -22.046575 103.403228 173.210013 \n",
+ "11_8344_8845_4r -22.046575 103.403228 173.210013 \n",
+ "11_8344_8845_4r -22.046575 103.403228 173.210013 \n",
+ "12_8344_8845_4r -7.549561 93.170584 180.058858 \n",
+ "12_8344_8845_4r -7.549561 93.170584 180.058858 \n",
+ "12_8344_8845_4r -7.549561 93.170584 180.058858 \n",
+ "13_8344_8845_4r -1.643694 74.244153 319.554535 \n",
+ "13_8344_8845_4r -1.643694 74.244153 319.554535 \n",
+ "13_8344_8845_4r -1.643694 74.244153 319.554535 \n",
+ "14_8344_8845_4r -50.069808 144.316524 -164.540707 \n",
+ "14_8344_8845_4r -50.069808 144.316524 -164.540707 \n",
+ "14_8344_8845_4r -50.069808 144.316524 -164.540707 \n",
+ "15_8344_8845_4r_mt_z -34.817656 145.864550 0.214023 \n",
+ "15_8344_8845_4r_mt_z -34.817656 145.864550 0.214023 \n",
+ "15_8344_8845_4r_mt_z -34.817656 145.864550 0.214023 \n",
+ "16_8344_8845_4r -29.465246 121.908506 19.874949 \n",
+ "16_8344_8845_4r -29.465246 121.908506 19.874949 \n",
+ "16_8344_8845_4r -29.465246 121.908506 19.874949 \n",
+ "17_8344_8845_2r_mt_z -10.779830 38.761214 0.236077 \n",
+ "18_8344_8845_2r -22.636068 54.092590 524.603661 \n",
+ "19_8344_8845_2r_mt_z -42.271359 76.834077 -0.138177 \n",
+ "1_8344_8845_4r 49.937532 -24.131687 639.699743 \n",
+ "1_8344_8845_4r 49.937532 -24.131687 639.699743 \n",
+ "1_8344_8845_4r 49.937532 -24.131687 639.699743 \n",
+ "20_8344_8845_2r_mt_z -56.910236 91.282891 0.161681 \n",
+ "21_8344_8845_4r_xyz -0.780598 -3.284978 -0.443885 \n",
+ "21_8344_8845_4r_xyz -0.780598 -3.284978 -0.443885 \n",
+ "... ... ... ... \n",
+ "P20_008845_1894_XN_09N203W_16 -43.211361 193.404135 -393.931834 \n",
+ "P20_008845_1894_XN_09N203W_16 -43.211361 193.404135 -393.931834 \n",
+ "P20_008845_1894_XN_09N203W_16 -43.211361 193.404135 -393.931834 \n",
+ "P20_008845_1894_XN_09N203W_17 -44.880108 199.649337 -441.559606 \n",
+ "P20_008845_1894_XN_09N203W_17 -44.880108 199.649337 -441.559606 \n",
+ "P20_008845_1894_XN_09N203W_17 -44.880108 199.649337 -441.559606 \n",
+ "P20_008845_1894_XN_09N203W_18 -38.388316 195.050373 -391.289238 \n",
+ "P20_008845_1894_XN_09N203W_18 -38.388316 195.050373 -391.289238 \n",
+ "P20_008845_1894_XN_09N203W_18 -38.388316 195.050373 -391.289238 \n",
+ "P20_008845_1894_XN_09N203W_2 42.067289 -12.658160 627.742625 \n",
+ "P20_008845_1894_XN_09N203W_2 42.067289 -12.658160 627.742625 \n",
+ "P20_008845_1894_XN_09N203W_2 42.067289 -12.658160 627.742625 \n",
+ "P20_008845_1894_XN_09N203W_3 36.033823 -4.170818 616.480181 \n",
+ "P20_008845_1894_XN_09N203W_3 36.033823 -4.170818 616.480181 \n",
+ "P20_008845_1894_XN_09N203W_3 36.033823 -4.170818 616.480181 \n",
+ "P20_008845_1894_XN_09N203W_4 -7.233876 33.324946 574.887719 \n",
+ "P20_008845_1894_XN_09N203W_5 7.498790 33.109007 581.149470 \n",
+ "P20_008845_1894_XN_09N203W_5 7.498790 33.109007 581.149470 \n",
+ "P20_008845_1894_XN_09N203W_6 7.687475 59.859663 375.680663 \n",
+ "P20_008845_1894_XN_09N203W_6 7.687475 59.859663 375.680663 \n",
+ "P20_008845_1894_XN_09N203W_6 7.687475 59.859663 375.680663 \n",
+ "P20_008845_1894_XN_09N203W_7 6.358447 61.278242 375.840988 \n",
+ "P20_008845_1894_XN_09N203W_7 6.358447 61.278242 375.840988 \n",
+ "P20_008845_1894_XN_09N203W_7 6.358447 61.278242 375.840988 \n",
+ "P20_008845_1894_XN_09N203W_8 -0.219662 71.414267 336.409684 \n",
+ "P20_008845_1894_XN_09N203W_8 -0.219662 71.414267 336.409684 \n",
+ "P20_008845_1894_XN_09N203W_8 -0.219662 71.414267 336.409684 \n",
+ "P20_008845_1894_XN_09N203W_9 15.191825 22.094037 544.874936 \n",
+ "P20_008845_1894_XN_09N203W_9 15.191825 22.094037 544.874936 \n",
+ "P20_008845_1894_XN_09N203W_9 15.191825 22.094037 544.874936 \n",
+ "\n",
+ "[809 rows x 22 columns]"
+ ]
+ },
+ "execution_count": 41,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "new_df = ipf_df.merge(gpf_df, left_index=True, right_index=True)\n",
+ "# print(new_df.columns)\n",
+ "new_df.index('')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 52,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "P20_008845_1894_XN_09N203W_7\n"
+ ]
+ },
+ {
+ "ename": "IndexError",
+ "evalue": "only integers, slices (`:`), ellipsis (`...`), numpy.newaxis (`None`) and integer or boolean arrays are valid indices",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[0;31mIndexError\u001b[0m Traceback (most recent call last)",
+ "\u001b[0;32m<ipython-input-52-9c95896b4ea2>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0msup_dict\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m{\u001b[0m\u001b[0;34m}\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mfiles\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mfiles_dict\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 6\u001b[0;31m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnew_df\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mfiles\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msplit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'.sup'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 7\u001b[0m \u001b[0msup_dict\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mfiles\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msplit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'.sup'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnew_df\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mfiles\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msplit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'.sup'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 8\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
+ "\u001b[0;32m~/anaconda3/envs/autocnet/lib/python3.6/site-packages/pandas/core/indexes/base.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 1741\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1742\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mis_scalar\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1743\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mgetitem\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1744\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1745\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mslice\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+ "\u001b[0;31mIndexError\u001b[0m: only integers, slices (`:`), ellipsis (`...`), numpy.newaxis (`None`) and integer or boolean arrays are valid indices"
+ ]
+ }
+ ],
+ "source": [
+ "files_dict = read_atf('CTX_Athabasca_Middle_step0.atf')['IMAGE_SUP']\n",
+ "\n",
+ "lines_samples_dict = {}\n",
+ "for key in files_dict:\n",
+ " with open(key) as f:\n",
+ " if f[0:5] == 'LINES':\n",
+ " lines_samples_dict[]\n",
+ " if f[0:7] == 'SAMPLES':\n",
+ " lines_samples_dict\n",
+ "print(new_df.index[800])\n",
+ "sup_dict = {}\n",
+ "for index in new_df['l.']:\n",
+ " if index in files_dict:\n",
+ " new_df['l.'] = \n",
+ "\n",
+ "print(sup_dict)\n",
+ " \n",
+ " atf_file = get_path(atf_file);\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)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "diff = ipf_df.index.difference(pd.unique(gpf_df.index))\n",
+ "\n",
+ "total_similar = 0\n",
+ "for i in gpf_df.index:\n",
+ " for j in pd.unique(ipf_df.index):\n",
+ " if i == j:\n",
+ " total_similar += 1\n",
+ "diff"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 61,
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "GEOGCS[\"unnamed ellipse\",\n",
+ " DATUM[\"unknown\",\n",
+ " SPHEROID[\"Unknown\",1737400,0]],\n",
+ " PRIMEM[\"Greenwich\",0],\n",
+ " UNIT[\"Degree\",0.017453292519943295]]\n",
+ "GEOGCS[\"unnamed ellipse\",\n",
+ " DATUM[\"unknown\",\n",
+ " SPHEROID[\"Unknown\",1737400,0]],\n",
+ " PRIMEM[\"Greenwich\",0],\n",
+ " UNIT[\"Degree\",0.017453292519943295]]\n"
+ ]
+ }
+ ],
+ "source": [
+ "\n",
+ "# double ToPlanetocentric3(const double lattitude, double eRadius, double pRadius)\n",
+ "# {\n",
+ "\n",
+ "# double mylat = (lattitude-90.0)*DegToRad;\n",
+ "# if(fabs(mylat)<90.0)\n",
+ "# {\n",
+ "# mylat = atan((tan(mylat) * (pRadius/eRadius) * (pRadius/eRadius)) );\n",
+ "# }\n",
+ "# return (mylat*RadToDeg)+90.0;\n",
+ "# }\n",
+ "\n",
+ "\n",
+ "\n",
+ "# double ToPlanetocentric4(const double lattitude, double eRadius, double pRadius)\n",
+ "# {\n",
+ "\n",
+ "# double mylat = (lattitude-90.0)*DegToRad;\n",
+ "# if(fabs(mylat)<90.0)\n",
+ "# {\n",
+ "# double oe = acos(pRadius/eRadius);\n",
+ "# double csqrd = cos(oe)*cos(oe);\n",
+ "# mylat = atan(csqrd*tan(mylat));\n",
+ "# }\n",
+ "# return (mylat*RadToDeg)+90.0;\n",
+ "# }\n",
+ "\n",
+ "\n",
+ "test = GeoDataset('/home/tthatcher/Desktop/Projects/Plio/plio/plio/examples/Apollo15/AS15-M-0295_SML_geo.tif')\n",
+ "\n",
+ "print(test.spatial_reference)\n",
+ "print(test.geospatial_coordinate_system)\n",
+ "def ToPlanetocentric3(lat, eRadius, pRadius):\n",
+ " mylat = math.radians(lat - 90.0)\n",
+ " \n",
+ " if(math.fabs(mylat) < 90.0):\n",
+ " mylat = math.atan(math.tan(mylat) * (pRadius/eRadius) * (pRadius/eRadius))\n",
+ " \n",
+ " return math.degrees(mylat) + 90.0\n",
+ "\n",
+ "def ToPlanetocentric4(lat, eRadius, pRadius):\n",
+ " mylat = math.radians(lat - 90.0)\n",
+ " \n",
+ " if(math.fabs(mylat) < 90.0):\n",
+ " oe = math.acos(pRadius/eRadius)\n",
+ " cos_squared = math.cos(oe)**2\n",
+ " mylat = math.atan(cos_squared*(math.tan(mylat)))\n",
+ " \n",
+ " return math.degrees(mylat) + 90.0"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.6.4"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}
--
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