From baca42b1d643fb44fa4d91dce733082c7ea91465 Mon Sep 17 00:00:00 2001
From: Adam Paquette <acp263@nau.edu>
Date: Fri, 4 May 2018 00:44:32 -0700
Subject: [PATCH] Small notebook clean ups
---
notebooks/Socet2ISIS.ipynb | 1942 +++++++++++++++++++++++++++++++++---
1 file changed, 1820 insertions(+), 122 deletions(-)
diff --git a/notebooks/Socet2ISIS.ipynb b/notebooks/Socet2ISIS.ipynb
index d4068c8..507c738 100644
--- a/notebooks/Socet2ISIS.ipynb
+++ b/notebooks/Socet2ISIS.ipynb
@@ -2,7 +2,7 @@
"cells": [
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
@@ -13,8 +13,10 @@
"\n",
"import pandas as pd\n",
"import numpy as np\n",
+ "import math\n",
+ "import pyproj\n",
"\n",
- "sys.path.insert(0, \"/home/tthatcher/Desktop/Projects/Plio/plio\")\n",
+ "sys.path.insert(0, \"/home/tthatcher/Desktop/Projects/?Plio/plio\")\n",
"\n",
"from plio.examples import get_path\n",
"from plio.io.io_bae import read_gpf, read_ipf"
@@ -22,7 +24,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
@@ -76,41 +78,13 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {
- "scrolled": false
- },
- "outputs": [],
- "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",
- "\n",
- "gpf_df = read_gpf(gpf_file).set_index('point_id')\n",
- "ipf_df = read_ipf(ipf_list).set_index('pt_id')\n",
- "\n",
- "point_diff = ipf_df.index.difference(gpf_df.index)\n",
- "\n",
- "if len(point_diff) != 0:\n",
- " warnings.warn(\"The following points found in ipf files missing from gpf file: \\n\\n{}. \\\n",
- " \\n\\nContinuing, but these points will be missing from the control network\".format(list(point_diff)))\n",
- "\n",
- "new_df = ipf_df.merge(gpf_df, left_index=True, right_index=True)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
+ "execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
- "import math\n",
- "import pyproj\n",
- "\n",
"# converts columns l. and s. to isis\n",
- "def line_sample_size(record):\n",
- " with open(atf_dict['PATH'] + '/' + record['ipf_file'] + '.sup') as f:\n",
+ "def line_sample_size(record, path):\n",
+ " with open(os.path.join(path, record['ipf_file'] + '.sup')) as f:\n",
" for i, line in enumerate(f):\n",
" if i == 3:\n",
" line_size = line.split(' ')\n",
@@ -162,7 +136,7 @@
"\n",
"# gets eRadius and pRadius from a .prj file\n",
"def get_axis(file):\n",
- " with open(atf_dict['PATH'] + '/' + file) as f:\n",
+ " with open(file) as f:\n",
" from collections import defaultdict\n",
"\n",
" files = defaultdict(list)\n",
@@ -195,106 +169,1830 @@
" lon, lat, height = pyproj.transform(lla, ecef, record['long_X_East'], record['lat_Y_North'], record['ht'])\n",
" return lon, lat, height\n",
"\n",
- "def socet2isis(prj_file):\n",
+ "def apply_transformation(atf_dict, df):\n",
+ " prj_file = os.path.join(atf_dict['PATH'], atf_dict['PROJECT'].split('\\\\')[-1])\n",
+ " \n",
" eRadius, pRadius = get_axis(prj_file)\n",
- " new_df['s.'], new_df['l.'] = (zip(*new_df.apply(sample_size, axis=1)))\n",
- " new_df['known'] = new_df.apply(known, axis=1)\n",
- " new_df['lat_Y_North'] = new_df.apply(lat_ISIS_coord, semi_major = eRadius, semi_minor = pRadius, axis=1)\n",
- " new_df['long_X_East'] = new_df.apply(lon_ISIS_coord, semi_major = eRadius, semi_minor = pRadius, axis=1)\n",
- " new_df['long_X_East'], new_df['lat_Y_North'], new_df['ht'] = zip(*new_df.apply(body_fix, semi_major = eRadius, semi_minor = pRadius, axis = 1))\n",
- "\n",
- "socet2isis('CTX_Athabasca_Middle.prj')"
+ " df['s.'], df['l.'] = (zip(*df.apply(line_sample_size, path = atf_dict['PATH'], axis=1)))\n",
+ " df['known'] = df.apply(known, axis=1)\n",
+ " df['lat_Y_North'] = df.apply(lat_ISIS_coord, semi_major = eRadius, semi_minor = pRadius, axis=1)\n",
+ " df['long_X_East'] = df.apply(lon_ISIS_coord, semi_major = eRadius, semi_minor = pRadius, axis=1)\n",
+ " df['long_X_East'], df['lat_Y_North'], df['ht'] = zip(*df.apply(body_fix, semi_major = eRadius, semi_minor = pRadius, axis = 1))"
]
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
- "source": [
- "new_df"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "metadata": {},
- "outputs": [],
+ "execution_count": 8,
+ "metadata": {
+ "scrolled": false
+ },
+ "outputs": [
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+ " <tr>\n",
+ " <th>15</th>\n",
+ " <td>4_8344_8845_4r_mt_z</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>12584.568359</td>\n",
+ " <td>4578.463135</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>-0.038169</td>\n",
+ " <td>-0.009286</td>\n",
+ " <td>...</td>\n",
+ " <td>Constrained</td>\n",
+ " <td>128406.803199</td>\n",
+ " <td>3.391150e+06</td>\n",
+ " <td>6176.347780</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>2.000000</td>\n",
+ " <td>3.108341</td>\n",
+ " <td>37.727723</td>\n",
+ " <td>-0.091345</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>16</th>\n",
+ " <td>5_8344_8845_4r</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>7134.696045</td>\n",
+ " <td>113.482666</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.197372</td>\n",
+ " <td>0.427726</td>\n",
+ " <td>...</td>\n",
+ " <td>Free</td>\n",
+ " <td>128517.312267</td>\n",
+ " <td>3.391209e+06</td>\n",
+ " <td>6419.274479</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>5.000000</td>\n",
+ " <td>-12.889142</td>\n",
+ " <td>51.259099</td>\n",
+ " <td>357.103948</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>17</th>\n",
+ " <td>5_8344_8845_4r</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>6535.984131</td>\n",
+ " <td>239.156494</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.062022</td>\n",
+ " <td>-0.109977</td>\n",
+ " <td>...</td>\n",
+ " <td>Free</td>\n",
+ " <td>128517.312267</td>\n",
+ " <td>3.391209e+06</td>\n",
+ " <td>6419.274479</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>5.000000</td>\n",
+ " <td>-12.889142</td>\n",
+ " <td>51.259099</td>\n",
+ " <td>357.103948</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>18</th>\n",
+ " <td>5_8344_8845_4r</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>10589.505402</td>\n",
+ " <td>3193.742798</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>-0.003147</td>\n",
+ " <td>-0.370465</td>\n",
+ " <td>...</td>\n",
+ " <td>Free</td>\n",
+ " <td>128517.312267</td>\n",
+ " <td>3.391209e+06</td>\n",
+ " <td>6419.274479</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>5.000000</td>\n",
+ " <td>-12.889142</td>\n",
+ " <td>51.259099</td>\n",
+ " <td>357.103948</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>19</th>\n",
+ " <td>5_8344_8845_4r</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>16071.753662</td>\n",
+ " <td>3081.683167</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.028646</td>\n",
+ " <td>0.071183</td>\n",
+ " <td>...</td>\n",
+ " <td>Free</td>\n",
+ " <td>128517.312267</td>\n",
+ " <td>3.391209e+06</td>\n",
+ " <td>6419.274479</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>5.000000</td>\n",
+ " <td>-12.889142</td>\n",
+ " <td>51.259099</td>\n",
+ " <td>357.103948</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>20</th>\n",
+ " <td>6_8344_8845_4r</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>7102.087646</td>\n",
+ " <td>1949.583435</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.285198</td>\n",
+ " <td>0.772034</td>\n",
+ " <td>...</td>\n",
+ " <td>Free</td>\n",
+ " <td>128377.511876</td>\n",
+ " <td>3.391240e+06</td>\n",
+ " <td>6403.215835</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>3.121641</td>\n",
+ " <td>-31.093062</td>\n",
+ " <td>66.736732</td>\n",
+ " <td>356.122636</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>21</th>\n",
+ " <td>6_8344_8845_4r</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>6494.826904</td>\n",
+ " <td>1981.567139</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>-0.072678</td>\n",
+ " <td>-0.056104</td>\n",
+ " <td>...</td>\n",
+ " <td>Free</td>\n",
+ " <td>128377.511876</td>\n",
+ " <td>3.391240e+06</td>\n",
+ " <td>6403.215835</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>3.121641</td>\n",
+ " <td>-31.093062</td>\n",
+ " <td>66.736732</td>\n",
+ " <td>356.122636</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>22</th>\n",
+ " <td>6_8344_8845_4r</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>10557.184998</td>\n",
+ " <td>5027.936035</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>-0.181958</td>\n",
+ " <td>-0.675581</td>\n",
+ " <td>...</td>\n",
+ " <td>Free</td>\n",
+ " <td>128377.511876</td>\n",
+ " <td>3.391240e+06</td>\n",
+ " <td>6403.215835</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>3.121641</td>\n",
+ " <td>-31.093062</td>\n",
+ " <td>66.736732</td>\n",
+ " <td>356.122636</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>23</th>\n",
+ " <td>6_8344_8845_4r</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>16024.696533</td>\n",
+ " <td>4573.034546</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.252450</td>\n",
+ " <td>0.087870</td>\n",
+ " <td>...</td>\n",
+ " <td>Free</td>\n",
+ " <td>128377.511876</td>\n",
+ " <td>3.391240e+06</td>\n",
+ " <td>6403.215835</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>3.121641</td>\n",
+ " <td>-31.093062</td>\n",
+ " <td>66.736732</td>\n",
+ " <td>356.122636</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>24</th>\n",
+ " <td>7_8344_8845_4r_mt_z</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>2189.197876</td>\n",
+ " <td>1236.767822</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.033596</td>\n",
+ " <td>-0.072372</td>\n",
+ " <td>...</td>\n",
+ " <td>Constrained</td>\n",
+ " <td>128482.050675</td>\n",
+ " <td>3.391230e+06</td>\n",
+ " <td>6084.815920</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>2.000000</td>\n",
+ " <td>24.733822</td>\n",
+ " <td>11.439326</td>\n",
+ " <td>-0.027924</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>25</th>\n",
+ " <td>7_8344_8845_4r_mt_z</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>1586.072266</td>\n",
+ " <td>1276.635132</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.215250</td>\n",
+ " <td>-0.040427</td>\n",
+ " <td>...</td>\n",
+ " <td>Constrained</td>\n",
+ " <td>128482.050675</td>\n",
+ " <td>3.391230e+06</td>\n",
+ " <td>6084.815920</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>2.000000</td>\n",
+ " <td>24.733822</td>\n",
+ " <td>11.439326</td>\n",
+ " <td>-0.027924</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>26</th>\n",
+ " <td>7_8344_8845_4r_mt_z</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>5647.930176</td>\n",
+ " <td>4310.226440</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>-0.003882</td>\n",
+ " <td>0.065814</td>\n",
+ " <td>...</td>\n",
+ " <td>Constrained</td>\n",
+ " <td>128482.050675</td>\n",
+ " <td>3.391230e+06</td>\n",
+ " <td>6084.815920</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>2.000000</td>\n",
+ " <td>24.733822</td>\n",
+ " <td>11.439326</td>\n",
+ " <td>-0.027924</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>27</th>\n",
+ " <td>7_8344_8845_4r_mt_z</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>11111.006592</td>\n",
+ " <td>3943.333252</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>-0.059065</td>\n",
+ " <td>0.087813</td>\n",
+ " <td>...</td>\n",
+ " <td>Constrained</td>\n",
+ " <td>128482.050675</td>\n",
+ " <td>3.391230e+06</td>\n",
+ " <td>6084.815920</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>2.000000</td>\n",
+ " <td>24.733822</td>\n",
+ " <td>11.439326</td>\n",
+ " <td>-0.027924</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>28</th>\n",
+ " <td>8_8344-8845_4r_mt_z</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>5542.947632</td>\n",
+ " <td>1464.650391</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.323130</td>\n",
+ " <td>-0.233976</td>\n",
+ " <td>...</td>\n",
+ " <td>Constrained</td>\n",
+ " <td>128427.996026</td>\n",
+ " <td>3.391164e+06</td>\n",
+ " <td>6303.984552</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>2.000000</td>\n",
+ " <td>-10.407533</td>\n",
+ " <td>49.477076</td>\n",
+ " <td>-0.403329</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>29</th>\n",
+ " <td>8_8344-8845_4r_mt_z</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>4937.825317</td>\n",
+ " <td>1515.654663</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>-0.241922</td>\n",
+ " <td>0.382924</td>\n",
+ " <td>...</td>\n",
+ " <td>Constrained</td>\n",
+ " <td>128427.996026</td>\n",
+ " <td>3.391164e+06</td>\n",
+ " <td>6303.984552</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>2.000000</td>\n",
+ " <td>-10.407533</td>\n",
+ " <td>49.477076</td>\n",
+ " <td>-0.403329</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>...</th>\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",
+ " <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",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>889</th>\n",
+ " <td>P03_002226_1895_XI_09N203W_40</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>1</td>\n",
+ " <td>5362.762207</td>\n",
+ " <td>1847.786255</td>\n",
+ " <td>0.471376</td>\n",
+ " <td>0.471376</td>\n",
+ " <td>0.026312</td>\n",
+ " <td>-0.000174</td>\n",
+ " <td>...</td>\n",
+ " <td>Free</td>\n",
+ " <td>128675.128168</td>\n",
+ " <td>3.391229e+06</td>\n",
+ " <td>6084.840832</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>75.767937</td>\n",
+ " <td>-35.657850</td>\n",
+ " <td>644.763531</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>890</th>\n",
+ " <td>P03_002226_1895_XI_09N203W_40</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>1</td>\n",
+ " <td>10844.760986</td>\n",
+ " <td>1974.836243</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.157509</td>\n",
+ " <td>-0.001441</td>\n",
+ " <td>...</td>\n",
+ " <td>Free</td>\n",
+ " <td>128675.128168</td>\n",
+ " <td>3.391229e+06</td>\n",
+ " <td>6084.840832</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>75.767937</td>\n",
+ " <td>-35.657850</td>\n",
+ " <td>644.763531</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>891</th>\n",
+ " <td>P03_002226_1895_XI_09N203W_45</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>1</td>\n",
+ " <td>7024.168457</td>\n",
+ " <td>2755.803833</td>\n",
+ " <td>0.108634</td>\n",
+ " <td>0.108634</td>\n",
+ " <td>-0.166444</td>\n",
+ " <td>0.001138</td>\n",
+ " <td>...</td>\n",
+ " <td>Free</td>\n",
+ " <td>128588.618783</td>\n",
+ " <td>3.391240e+06</td>\n",
+ " <td>6187.548595</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>50.184150</td>\n",
+ " <td>-4.046041</td>\n",
+ " <td>588.777387</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>892</th>\n",
+ " <td>P03_002226_1895_XI_09N203W_45</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>1</td>\n",
+ " <td>12503.000000</td>\n",
+ " <td>2703.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.395202</td>\n",
+ " <td>0.013016</td>\n",
+ " <td>...</td>\n",
+ " <td>Free</td>\n",
+ " <td>128588.618783</td>\n",
+ " <td>3.391240e+06</td>\n",
+ " <td>6187.548595</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>50.184150</td>\n",
+ " <td>-4.046041</td>\n",
+ " <td>588.777387</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>893</th>\n",
+ " <td>P03_002226_1895_XI_09N203W_50</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>1</td>\n",
+ " <td>11733.504395</td>\n",
+ " <td>136.169922</td>\n",
+ " <td>0.018251</td>\n",
+ " <td>0.018251</td>\n",
+ " <td>0.107224</td>\n",
+ " <td>-0.000834</td>\n",
+ " <td>...</td>\n",
+ " <td>Free</td>\n",
+ " <td>128739.414854</td>\n",
+ " <td>3.391176e+06</td>\n",
+ " <td>6517.800017</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>28.483787</td>\n",
+ " <td>17.892238</td>\n",
+ " <td>313.761748</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>894</th>\n",
+ " <td>P03_002226_1895_XI_09N203W_50</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>1</td>\n",
+ " <td>17243.623779</td>\n",
+ " <td>722.720093</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.305437</td>\n",
+ " <td>-0.095675</td>\n",
+ " <td>...</td>\n",
+ " <td>Free</td>\n",
+ " <td>128739.414854</td>\n",
+ " <td>3.391176e+06</td>\n",
+ " <td>6517.800017</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>28.483787</td>\n",
+ " <td>17.892238</td>\n",
+ " <td>313.761748</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>895</th>\n",
+ " <td>P03_002226_1895_XI_09N203W_51</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>1</td>\n",
+ " <td>11567.785522</td>\n",
+ " <td>2162.878784</td>\n",
+ " <td>0.100262</td>\n",
+ " <td>0.100262</td>\n",
+ " <td>0.030784</td>\n",
+ " <td>-0.000255</td>\n",
+ " <td>...</td>\n",
+ " <td>Free</td>\n",
+ " <td>128587.804938</td>\n",
+ " <td>3.391218e+06</td>\n",
+ " <td>6491.728748</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>9.182400</td>\n",
+ " <td>30.510452</td>\n",
+ " <td>320.356309</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>896</th>\n",
+ " <td>P03_002226_1895_XI_09N203W_51</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>1</td>\n",
+ " <td>17061.000000</td>\n",
+ " <td>2268.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.360690</td>\n",
+ " <td>0.000383</td>\n",
+ " <td>...</td>\n",
+ " <td>Free</td>\n",
+ " <td>128587.804938</td>\n",
+ " <td>3.391218e+06</td>\n",
+ " <td>6491.728748</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>9.182400</td>\n",
+ " <td>30.510452</td>\n",
+ " <td>320.356309</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>897</th>\n",
+ " <td>P03_002226_1895_XI_09N203W_52</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>1</td>\n",
+ " <td>11948.254272</td>\n",
+ " <td>2194.436432</td>\n",
+ " <td>0.041556</td>\n",
+ " <td>0.041556</td>\n",
+ " <td>0.057196</td>\n",
+ " <td>-0.000404</td>\n",
+ " <td>...</td>\n",
+ " <td>Free</td>\n",
+ " <td>128582.668391</td>\n",
+ " <td>3.391247e+06</td>\n",
+ " <td>6516.654553</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>4.852962</td>\n",
+ " <td>33.470674</td>\n",
+ " <td>288.119520</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>898</th>\n",
+ " <td>P03_002226_1895_XI_09N203W_52</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>1</td>\n",
+ " <td>17442.000000</td>\n",
+ " <td>2292.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.351335</td>\n",
+ " <td>0.001304</td>\n",
+ " <td>...</td>\n",
+ " <td>Free</td>\n",
+ " <td>128582.668391</td>\n",
+ " <td>3.391247e+06</td>\n",
+ " <td>6516.654553</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>4.852962</td>\n",
+ " <td>33.470674</td>\n",
+ " <td>288.119520</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>899</th>\n",
+ " <td>P03_002226_1895_XI_09N203W_58</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>1</td>\n",
+ " <td>12983.731934</td>\n",
+ " <td>2198.718445</td>\n",
+ " <td>0.072085</td>\n",
+ " <td>0.072085</td>\n",
+ " <td>-0.069529</td>\n",
+ " <td>0.000512</td>\n",
+ " <td>...</td>\n",
+ " <td>Free</td>\n",
+ " <td>128573.104159</td>\n",
+ " <td>3.391278e+06</td>\n",
+ " <td>6585.004506</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>-6.163682</td>\n",
+ " <td>40.349016</td>\n",
+ " <td>193.553359</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>900</th>\n",
+ " <td>P03_002226_1895_XI_09N203W_58</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>1</td>\n",
+ " <td>18480.000000</td>\n",
+ " <td>2297.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.527048</td>\n",
+ " <td>0.001467</td>\n",
+ " <td>...</td>\n",
+ " <td>Free</td>\n",
+ " <td>128573.104159</td>\n",
+ " <td>3.391278e+06</td>\n",
+ " <td>6585.004506</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>-6.163682</td>\n",
+ " <td>40.349016</td>\n",
+ " <td>193.553359</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>901</th>\n",
+ " <td>P03_002226_1895_XI_09N203W_59</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>1</td>\n",
+ " <td>12877.165039</td>\n",
+ " <td>2050.385132</td>\n",
+ " <td>0.077120</td>\n",
+ " <td>0.077120</td>\n",
+ " <td>0.152207</td>\n",
+ " <td>-0.001089</td>\n",
+ " <td>...</td>\n",
+ " <td>Free</td>\n",
+ " <td>128585.799796</td>\n",
+ " <td>3.391282e+06</td>\n",
+ " <td>6579.103533</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>-3.413067</td>\n",
+ " <td>38.993002</td>\n",
+ " <td>204.076131</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>902</th>\n",
+ " <td>P03_002226_1895_XI_09N203W_59</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>1</td>\n",
+ " <td>18374.000000</td>\n",
+ " <td>2180.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.300264</td>\n",
+ " <td>-0.005505</td>\n",
+ " <td>...</td>\n",
+ " <td>Free</td>\n",
+ " <td>128585.799796</td>\n",
+ " <td>3.391282e+06</td>\n",
+ " <td>6579.103533</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>-3.413067</td>\n",
+ " <td>38.993002</td>\n",
+ " <td>204.076131</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>903</th>\n",
+ " <td>P03_002226_1895_XI_09N203W_60</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>1</td>\n",
+ " <td>12995.899414</td>\n",
+ " <td>4428.867554</td>\n",
+ " <td>0.046734</td>\n",
+ " <td>0.046734</td>\n",
+ " <td>0.130090</td>\n",
+ " <td>-0.000687</td>\n",
+ " <td>...</td>\n",
+ " <td>Free</td>\n",
+ " <td>128400.976264</td>\n",
+ " <td>3.391302e+06</td>\n",
+ " <td>6568.745835</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>-30.567305</td>\n",
+ " <td>50.125398</td>\n",
+ " <td>188.794152</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>904</th>\n",
+ " <td>P03_002226_1895_XI_09N203W_60</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>1</td>\n",
+ " <td>18473.000000</td>\n",
+ " <td>4087.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.311524</td>\n",
+ " <td>0.112654</td>\n",
+ " <td>...</td>\n",
+ " <td>Free</td>\n",
+ " <td>128400.976264</td>\n",
+ " <td>3.391302e+06</td>\n",
+ " <td>6568.745835</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>-30.567305</td>\n",
+ " <td>50.125398</td>\n",
+ " <td>188.794152</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>905</th>\n",
+ " <td>P03_002226_1895_XI_09N203W_69</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>1</td>\n",
+ " <td>17364.199219</td>\n",
+ " <td>327.482178</td>\n",
+ " <td>0.029037</td>\n",
+ " <td>0.029037</td>\n",
+ " <td>0.065413</td>\n",
+ " <td>-0.000619</td>\n",
+ " <td>...</td>\n",
+ " <td>Free</td>\n",
+ " <td>128674.800478</td>\n",
+ " <td>3.391337e+06</td>\n",
+ " <td>6888.154986</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>-30.549414</td>\n",
+ " <td>71.615979</td>\n",
+ " <td>-335.034008</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>906</th>\n",
+ " <td>P03_002226_1895_XI_09N203W_69</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>1</td>\n",
+ " <td>22886.000000</td>\n",
+ " <td>864.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.644605</td>\n",
+ " <td>-0.157313</td>\n",
+ " <td>...</td>\n",
+ " <td>Free</td>\n",
+ " <td>128674.800478</td>\n",
+ " <td>3.391337e+06</td>\n",
+ " <td>6888.154986</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>-30.549414</td>\n",
+ " <td>71.615979</td>\n",
+ " <td>-335.034008</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>907</th>\n",
+ " <td>P03_002226_1895_XI_09N203W_70</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>1</td>\n",
+ " <td>17249.494629</td>\n",
+ " <td>2711.870987</td>\n",
+ " <td>0.019142</td>\n",
+ " <td>0.019142</td>\n",
+ " <td>-0.126211</td>\n",
+ " <td>0.000823</td>\n",
+ " <td>...</td>\n",
+ " <td>Free</td>\n",
+ " <td>128492.690578</td>\n",
+ " <td>3.391346e+06</td>\n",
+ " <td>6862.561805</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>-58.842156</td>\n",
+ " <td>56.249779</td>\n",
+ " <td>-304.048490</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>908</th>\n",
+ " <td>P03_002226_1895_XI_09N203W_70</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>1</td>\n",
+ " <td>22751.000000</td>\n",
+ " <td>2706.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.841690</td>\n",
+ " <td>0.038539</td>\n",
+ " <td>...</td>\n",
+ " <td>Free</td>\n",
+ " <td>128492.690578</td>\n",
+ " <td>3.391346e+06</td>\n",
+ " <td>6862.561805</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>-58.842156</td>\n",
+ " <td>56.249779</td>\n",
+ " <td>-304.048490</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>909</th>\n",
+ " <td>P03_002226_1895_XI_09N203W_73</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>1</td>\n",
+ " <td>17252.721191</td>\n",
+ " <td>4263.836304</td>\n",
+ " <td>0.052744</td>\n",
+ " <td>0.052744</td>\n",
+ " <td>-0.226624</td>\n",
+ " <td>0.001462</td>\n",
+ " <td>...</td>\n",
+ " <td>Free</td>\n",
+ " <td>128371.105466</td>\n",
+ " <td>3.391324e+06</td>\n",
+ " <td>6850.789846</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>-78.122640</td>\n",
+ " <td>47.514722</td>\n",
+ " <td>-295.531269</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>910</th>\n",
+ " <td>P03_002226_1895_XI_09N203W_73</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>1</td>\n",
+ " <td>22741.000000</td>\n",
+ " <td>3961.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.928108</td>\n",
+ " <td>0.156281</td>\n",
+ " <td>...</td>\n",
+ " <td>Free</td>\n",
+ " <td>128371.105466</td>\n",
+ " <td>3.391324e+06</td>\n",
+ " <td>6850.789846</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>-78.122640</td>\n",
+ " <td>47.514722</td>\n",
+ " <td>-295.531269</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>911</th>\n",
+ " <td>P03_002226_1895_XI_09N203W_75</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>1</td>\n",
+ " <td>18502.730469</td>\n",
+ " <td>529.157959</td>\n",
+ " <td>0.082464</td>\n",
+ " <td>0.082464</td>\n",
+ " <td>-0.190923</td>\n",
+ " <td>0.001432</td>\n",
+ " <td>...</td>\n",
+ " <td>Free</td>\n",
+ " <td>128648.482025</td>\n",
+ " <td>3.391346e+06</td>\n",
+ " <td>6961.778315</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>-44.796170</td>\n",
+ " <td>78.481424</td>\n",
+ " <td>-503.347488</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>912</th>\n",
+ " <td>P03_002226_1895_XI_09N203W_75</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>1</td>\n",
+ " <td>24026.000000</td>\n",
+ " <td>1014.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.987080</td>\n",
+ " <td>-0.150590</td>\n",
+ " <td>...</td>\n",
+ " <td>Free</td>\n",
+ " <td>128648.482025</td>\n",
+ " <td>3.391346e+06</td>\n",
+ " <td>6961.778315</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>-44.796170</td>\n",
+ " <td>78.481424</td>\n",
+ " <td>-503.347488</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>913</th>\n",
+ " <td>P03_002226_1895_XI_09N203W_77</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>1</td>\n",
+ " <td>18758.159180</td>\n",
+ " <td>2569.342466</td>\n",
+ " <td>0.042625</td>\n",
+ " <td>0.042625</td>\n",
+ " <td>0.017827</td>\n",
+ " <td>-0.000155</td>\n",
+ " <td>...</td>\n",
+ " <td>Free</td>\n",
+ " <td>128488.835196</td>\n",
+ " <td>3.391355e+06</td>\n",
+ " <td>6963.148746</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>-74.111380</td>\n",
+ " <td>58.509410</td>\n",
+ " <td>-523.498450</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>914</th>\n",
+ " <td>P03_002226_1895_XI_09N203W_77</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>24264.000000</td>\n",
+ " <td>2592.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.809740</td>\n",
+ " <td>0.032106</td>\n",
+ " <td>...</td>\n",
+ " <td>Free</td>\n",
+ " <td>128488.835196</td>\n",
+ " <td>3.391355e+06</td>\n",
+ " <td>6963.148746</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>-74.111380</td>\n",
+ " <td>58.509410</td>\n",
+ " <td>-523.498450</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>915</th>\n",
+ " <td>P03_002226_1895_XI_09N203W_78</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>1</td>\n",
+ " <td>19063.603516</td>\n",
+ " <td>2722.018570</td>\n",
+ " <td>0.404660</td>\n",
+ " <td>0.404660</td>\n",
+ " <td>-0.081565</td>\n",
+ " <td>0.000531</td>\n",
+ " <td>...</td>\n",
+ " <td>Free</td>\n",
+ " <td>128473.854659</td>\n",
+ " <td>3.391356e+06</td>\n",
+ " <td>6982.122470</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>-79.631963</td>\n",
+ " <td>56.827213</td>\n",
+ " <td>-568.949425</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>916</th>\n",
+ " <td>P03_002226_1895_XI_09N203W_78</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>1</td>\n",
+ " <td>24569.000000</td>\n",
+ " <td>2713.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.934600</td>\n",
+ " <td>0.046266</td>\n",
+ " <td>...</td>\n",
+ " <td>Free</td>\n",
+ " <td>128473.854659</td>\n",
+ " <td>3.391356e+06</td>\n",
+ " <td>6982.122470</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>-79.631963</td>\n",
+ " <td>56.827213</td>\n",
+ " <td>-568.949425</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>917</th>\n",
+ " <td>P03_002226_1895_XI_09N203W_79</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>1</td>\n",
+ " <td>18911.627930</td>\n",
+ " <td>4200.053345</td>\n",
+ " <td>0.048931</td>\n",
+ " <td>0.048931</td>\n",
+ " <td>-0.186676</td>\n",
+ " <td>0.001189</td>\n",
+ " <td>...</td>\n",
+ " <td>Free</td>\n",
+ " <td>128360.041397</td>\n",
+ " <td>3.391348e+06</td>\n",
+ " <td>6960.718265</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>-97.331379</td>\n",
+ " <td>41.418386</td>\n",
+ " <td>-531.562532</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>918</th>\n",
+ " <td>P03_002226_1895_XI_09N203W_79</td>\n",
+ " <td>1</td>\n",
+ " <td>0</td>\n",
+ " <td>1</td>\n",
+ " <td>24404.000000</td>\n",
+ " <td>3907.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>1.015781</td>\n",
+ " <td>0.174187</td>\n",
+ " <td>...</td>\n",
+ " <td>Free</td>\n",
+ " <td>128360.041397</td>\n",
+ " <td>3.391348e+06</td>\n",
+ " <td>6960.718265</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.0</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>-97.331379</td>\n",
+ " <td>41.418386</td>\n",
+ " <td>-531.562532</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>919 rows × 25 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
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+ "5 2_8344_8845_4r 1 0 0 127.934814 \n",
+ "6 2_8344_8845_4r 1 0 0 4193.808594 \n",
+ "7 2_8344_8845_4r 1 0 0 9648.685059 \n",
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+ "14 4_8344_8845_4r_mt_z 1 0 0 7124.632812 \n",
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+ "18 5_8344_8845_4r 1 0 0 10589.505402 \n",
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+ "\n",
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+ "\n",
+ " known lat_Y_North long_X_East ht sig0 sig1 \\\n",
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+ "1 Free 128580.921397 3.391207e+06 5990.723423 0.0 0.0 \n",
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+ "7 Free 128441.872032 3.391210e+06 5983.451630 0.0 0.0 \n",
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+ "9 Constrained 128549.488243 3.391178e+06 6191.069521 0.0 0.0 \n",
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+ "17 Free 128517.312267 3.391209e+06 6419.274479 0.0 0.0 \n",
+ "18 Free 128517.312267 3.391209e+06 6419.274479 0.0 0.0 \n",
+ "19 Free 128517.312267 3.391209e+06 6419.274479 0.0 0.0 \n",
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+ "23 Free 128377.511876 3.391240e+06 6403.215835 0.0 0.0 \n",
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+ "\n",
+ " sig2 res0 res1 res2 \n",
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+ "909 0.000000 -78.122640 47.514722 -295.531269 \n",
+ "910 0.000000 -78.122640 47.514722 -295.531269 \n",
+ "911 0.000000 -44.796170 78.481424 -503.347488 \n",
+ "912 0.000000 -44.796170 78.481424 -503.347488 \n",
+ "913 0.000000 -74.111380 58.509410 -523.498450 \n",
+ "914 0.000000 -74.111380 58.509410 -523.498450 \n",
+ "915 0.000000 -79.631963 56.827213 -568.949425 \n",
+ "916 0.000000 -79.631963 56.827213 -568.949425 \n",
+ "917 0.000000 -97.331379 41.418386 -531.562532 \n",
+ "918 0.000000 -97.331379 41.418386 -531.562532 \n",
+ "\n",
+ "[919 rows x 25 columns]"
+ ]
+ },
+ "execution_count": 8,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "@singledispatch\n",
- "def read_ipf(arg):\n",
- " return str(arg)\n",
- "# new_df['known'] = new_df.apply(known, axis=1)\n",
+ "def socet2isis(atf_file, cube_path):\n",
+ " atf_dict = read_atf(get_path(atf_file))\n",
"\n",
- "@read_ipf.register(str)\n",
- "def read_ipf_str(input_data):\n",
- " \"\"\"\n",
- " Read a socet ipf file into a pandas data frame\n",
+ " gpf_file = os.path.join(atf_dict['PATH'], atf_dict['GP_FILE']);\n",
+ " ipf_list = [os.path.join(atf_dict['PATH'], i) for i in atf_dict['IMAGE_IPF']]\n",
"\n",
- " Parameters\n",
- " ----------\n",
- " input_data : str\n",
- " path to the an input data file\n",
+ " gpf_df = read_gpf(gpf_file)\n",
+ " ipf_df = read_ipf(ipf_list)\n",
"\n",
- " Returns\n",
- " -------\n",
- " df : pd.DataFrame\n",
- " containing the ipf data with appropriate column names and indices\n",
- " \"\"\"\n",
+ " point_diff = ipf_df.index.difference(gpf_df.index)\n",
"\n",
- " # Check that the number of rows is matching the expected number\n",
- " with open(input_data, 'r') as f:\n",
- " for i, l in enumerate(f):\n",
- " if i == 1:\n",
- " cnt = int(l)\n",
- " elif i == 2:\n",
- " col = l\n",
- " break\n",
- " \n",
- " columns = np.genfromtxt(input_data, skip_header=2, dtype='unicode',\n",
- " max_rows = 1, delimiter = ',')\n",
+ " if len(point_diff) != 0:\n",
+ " warnings.warn(\"The following points found in ipf files missing from gpf file: \\n\\n{}. \\\n",
+ " \\n\\nContinuing, but these points will be missing from the control network\".format(list(point_diff)))\n",
"\n",
- " # TODO: Add unicode conversion\n",
- " d = [line.split() for line in open(input_data, 'r')]\n",
- " d = np.hstack(np.array(d[3:]))\n",
- " \n",
- " d = d.reshape(-1, 12)\n",
- " \n",
- " df = pd.DataFrame(d, columns=columns)\n",
- " file = os.path.split(os.path.splitext(input_data)[0])[1]\n",
- " df['ipf_file'] = pd.Series(np.full((len(df['pt_id'])), file), index = df.index)\n",
+ " socet_df = ipf_df.merge(gpf_df, left_on = 'pt_id', right_on = 'point_id')\n",
"\n",
- " assert int(cnt) == len(df), 'Dataframe length {} does not match point length {}.'.format(int(cnt), len(df))\n",
+ " apply_transformation(atf_dict, socet_df)\n",
" \n",
- " # Soft conversion of numeric types to numerics, allows str in first col for point_id\n",
- " df = df.apply(pd.to_numeric, errors='ignore')\n",
- "\n",
- " return df\n",
- "\n",
- "@read_ipf.register(list)\n",
- "def read_ipf_list(input_data_list):\n",
- " \"\"\"\n",
- " Read a socet ipf file into a pandas data frame\n",
- "\n",
- " Parameters\n",
- " ----------\n",
- " input_data_list : list\n",
- " list of paths to the a set of input data files\n",
- "\n",
- " Returns\n",
- " -------\n",
- " df : pd.DataFrame\n",
- " containing the ipf data with appropriate column names and indices\n",
- " \"\"\"\n",
- " frames = []\n",
- "\n",
- " for input_file in input_data_list:\n",
- " frames.append(read_ipf(input_file))\n",
- "\n",
- " df = pd.concat(frames)\n",
- "\n",
- " return df"
+ " return socet_df\n",
+ " \n",
+ "socet2isis('CTX_Athabasca_Middle_step0.atf', 'Banana')"
]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {},
+ "outputs": [],
+ "source": []
}
],
"metadata": {
@@ -313,7 +2011,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.6.4"
+ "version": "3.6.3"
}
},
"nbformat": 4,
--
GitLab