Added warning to notebook (dec2e3f1) · Commits · aflab / astrogeology / Plio

notebooks/Socet2ISIS.ipynb

+14 −0

Original line number	Diff line number	Diff line
		%% Cell type:code id: tags:

		``` python
		import os
		import sys
		from functools import singledispatch
		import warnings

		import pandas as pd
		import numpy as np

		from plio.examples import get_path
		from plio.io.io_bae import read_gpf
		```

		%% Cell type:code id: tags:

		``` python
		# Reads a .atf file and outputs all of the
		# .ipf, .gpf, .sup, .prj, and path to locate the
		# .apf file (should be the same as all others)
		def read_atf(atf_file):
		with open(atf_file) as f:

		files = []
		ipf = []
		sup = []
		files_dict = []

		# Grabs every PRJ, GPF, SUP, and IPF image from the ATF file
		for line in f:
		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':
		files.append(line)

		files = np.array(files)

		# Creates appropriate arrays for certain files in the right format
		for file in files:
		file = file.strip()
		file = file.split(' ')

		# Grabs all the IPF files
		if file[1].endswith('.ipf'):
		ipf.append(file[1])

		# Grabs all the SUP files
		if file[1].endswith('.sup'):
		sup.append(file[1])

		files_dict.append(file)

		# Creates a dict out of file lists for GPF, PRJ, IPF, and ATF
		files_dict = (dict(files_dict))

		# Sets the value of IMAGE_IPF to all IPF images
		files_dict['IMAGE_IPF'] = ipf

		# Sets the value of IMAGE_SUP to all SUP images
		files_dict['IMAGE_SUP'] = sup

		# Sets the value of PATH to the path of the ATF file
		files_dict['PATH'] = os.path.dirname(os.path.abspath(atf_file))

		return files_dict

		@singledispatch
		def read_ipf(arg):
		return str(arg)

		@read_ipf.register(str)
		def read_ipf_str(input_data):
		"""
		Read a socet ipf file into a pandas data frame

		Parameters
		----------
		input_data : str
		path to the an input data file

		Returns
		-------
		df : pd.DataFrame
		containing the ipf data with appropriate column names and indices
		"""

		# Check that the number of rows is matching the expected number
		with open(input_data, 'r') as f:
		for i, l in enumerate(f):
		if i == 1:
		cnt = int(l)
		elif i == 2:
		col = l
		break

		columns = np.genfromtxt(input_data, skip_header=2, dtype='unicode',
		max_rows = 1, delimiter = ',')

		# TODO: Add unicode conversion
		d = [line.split() for line in open(input_data, 'r')]
		d = np.hstack(np.array(d[3:]))

		d = d.reshape(-1, 12)

		df = pd.DataFrame(d, columns=columns)
		df['ipf_file'] = pd.Series(np.full((len(df['pt_id'])), input_data), index = df.index)

		assert int(cnt) == len(df), 'Dataframe length {} does not match point length {}.'.format(int(cnt), len(df))

		# Soft conversion of numeric types to numerics, allows str in first col for point_id
		df = df.apply(pd.to_numeric, errors='ignore')

		return df

		@read_ipf.register(list)
		def read_ipf_list(input_data_list):
		"""
		Read a socet ipf file into a pandas data frame

		Parameters
		----------
		input_data_list : list
		list of paths to the a set of input data files

		Returns
		-------
		df : pd.DataFrame
		containing the ipf data with appropriate column names and indices
		"""
		frames = []

		for input_file in input_data_list:
		frames.append(read_ipf(input_file))

		df = pd.concat(frames)

		return df
		```

		%% Cell type:code id: tags:

		``` python
		atf_dict = read_atf(get_path('CTX_Athabasca_Middle_step0.atf'))

		gpf_file = os.path.join(atf_dict['PATH'], atf_dict['GP_FILE']);
		ipf_list = [os.path.join(atf_dict['PATH'], i) for i in atf_dict['IMAGE_IPF']]

		gpf_df = read_gpf(gpf_file).set_index('point_id')
		ipf_df = read_ipf(ipf_list).set_index('pt_id')

		point_diff = ipf_df.index.difference(gpf_df.index)

		if len(point_diff) != 0:
		warnings.warn("The following points found in ipf files missing from gpf file: \n\n{}. \
		\n\nContinuing, but these points will be missing from the control network".format(list(point_diff)))

		new_df = ipf_df.merge(gpf_df, left_index=True, right_index=True)
		new_df
		```

		%% Output

		/Users/adampaquette/anaconda/envs/pysat/lib/python3.6/site-packages/ipykernel_launcher.py:12: UserWarning: The following points found in ipf files missing from gpf file:

		['P03_002226_1895_XI_09N203W_15', 'P03_002226_1895_XI_09N203W_16', 'P03_002226_1895_XI_09N203W_17', 'P03_002226_1895_XI_09N203W_18', 'P03_002226_1895_XI_09N203W_19', 'P03_002226_1895_XI_09N203W_20', 'P03_002226_1895_XI_09N203W_21', 'P03_002226_1895_XI_09N203W_22', 'P03_002226_1895_XI_09N203W_24', 'P03_002226_1895_XI_09N203W_26', 'P03_002226_1895_XI_09N203W_30', 'P03_002226_1895_XI_09N203W_31', 'P03_002226_1895_XI_09N203W_32', 'P03_002226_1895_XI_09N203W_34', 'P03_002226_1895_XI_09N203W_36', 'P03_002226_1895_XI_09N203W_37', 'P03_002226_1895_XI_09N203W_44', 'P03_002226_1895_XI_09N203W_48', 'P03_002226_1895_XI_09N203W_49', 'P03_002226_1895_XI_09N203W_56', 'P03_002226_1895_XI_09N203W_57', 'P03_002226_1895_XI_09N203W_61', 'P03_002226_1895_XI_09N203W_62', 'P03_002226_1895_XI_09N203W_63', 'P03_002226_1895_XI_09N203W_65', 'P19_008344_1894_XN_09N203W_4', 'P20_008845_1894_XN_09N203W_15'].

		Continuing, but these points will be missing from the control network
		if sys.path[0] == '':

		val fid_val no_obs l. s. \
		10_8344_8845_4r 1 0 0 -2919.380615 1052.729004
		10_8344_8845_4r 1 0 0 -4044.697510 1008.950928
		10_8344_8845_4r 1 0 0 1700.584473 -2390.001709
		10_8344_8845_4r 1 0 0 2006.141113 -2234.915283
		11_8344_8845_4r 1 0 0 370.151917 2340.653076
		11_8344_8845_4r 1 0 0 -761.216064 2303.787109
		11_8344_8845_4r 1 0 0 4985.437988 -1070.364990
		11_8344_8845_4r 1 0 0 5293.700195 -993.390625
		12_8344_8845_4r 1 0 0 236.395218 984.833252
		12_8344_8845_4r 1 0 0 -889.364441 966.533997
		12_8344_8845_4r 1 0 0 4856.525391 -2439.154785
		12_8344_8845_4r 1 0 0 5158.205566 -2295.737549
		13_8344_8845_4r 1 0 0 -1431.023804 1817.888672
		13_8344_8845_4r 1 0 0 -2559.871338 1777.522827
		13_8344_8845_4r 1 0 0 3186.063232 -1598.743530
		13_8344_8845_4r 1 0 0 3493.876221 -1493.029175
		14_8344_8845_4r 1 0 0 3518.268066 2495.108643
		14_8344_8845_4r 1 0 0 2385.278320 2476.032227
		14_8344_8845_4r 1 0 0 8131.361816 -902.645325
		14_8344_8845_4r 1 0 0 8437.115234 -842.309326
		15_8344_8845_4r_mt_z 1 0 0 3522.998535 1049.406982
		15_8344_8845_4r_mt_z 1 0 0 2395.869385 1038.165405
		15_8344_8845_4r_mt_z 1 0 0 8142.054688 -2364.445557
		15_8344_8845_4r_mt_z 1 0 0 8440.085938 -2219.049805
		16_8344_8845_4r 1 0 0 1885.346313 1807.367065
		16_8344_8845_4r 1 0 0 756.099792 1785.494751
		16_8344_8845_4r 1 0 0 6502.070313 -1593.964233
		16_8344_8845_4r 1 0 0 6805.896973 -1493.774048
		17_8344_8845_2r_mt_z 1 0 0 -2015.364380 465.268188
		17_8344_8845_2r_mt_z 1 0 0 -3138.269531 442.515503
		... ... ... ... ... ...
		P20_008845_1894_XN_09N203W_18 1 0 1 8918.806641 -1701.755249
		P20_008845_1894_XN_09N203W_2 1 0 1 -2277.691406 -2240.823486
		P20_008845_1894_XN_09N203W_2 1 0 0 -3389.000000 -2155.000000
		P20_008845_1894_XN_09N203W_2 1 0 1 -5474.326660 842.207031
		P20_008845_1894_XN_09N203W_2 1 0 0 -4613.785645 643.217224
		P20_008845_1894_XN_09N203W_3 1 0 1 -1801.096436 -2078.479004
		P20_008845_1894_XN_09N203W_3 1 0 0 -2913.000000 -2000.000000
		P20_008845_1894_XN_09N203W_3 1 0 1 -4997.791504 1000.375854
		P20_008845_1894_XN_09N203W_3 1 0 0 -4137.536133 774.480347
		P20_008845_1894_XN_09N203W_4 1 0 1 -2103.971680 184.334869
		P20_008845_1894_XN_09N203W_4 1 0 1 -3226.000000 167.000000
		P20_008845_1894_XN_09N203W_5 1 0 1 -1813.285278 3.928788
		P20_008845_1894_XN_09N203W_5 1 0 1 -2934.000000 -6.000000
		P20_008845_1894_XN_09N203W_5 1 0 0 -4165.228516 2507.076660
		P20_008845_1894_XN_09N203W_6 1 0 1 -2250.549072 1572.788086
		P20_008845_1894_XN_09N203W_6 1 0 3 -3378.000000 1532.000000
		P20_008845_1894_XN_09N203W_6 1 0 1 2367.587646 -1849.272095
		P20_008845_1894_XN_09N203W_6 1 0 1 2675.137207 -1730.558105
		P20_008845_1894_XN_09N203W_7 1 0 1 -2249.931396 1712.971436
		P20_008845_1894_XN_09N203W_7 1 0 3 -3378.000000 1672.000000
		P20_008845_1894_XN_09N203W_7 1 0 1 2367.507813 -1706.241821
		P20_008845_1894_XN_09N203W_7 1 0 1 2675.892578 -1596.527100
		P20_008845_1894_XN_09N203W_8 1 0 1 -1664.131104 1875.622437
		P20_008845_1894_XN_09N203W_8 1 0 3 -2793.000000 1837.000000
		P20_008845_1894_XN_09N203W_8 1 0 1 2953.094727 -1538.956543
		P20_008845_1894_XN_09N203W_8 1 0 1 3261.290039 -1439.873169
		P20_008845_1894_XN_09N203W_9 1 0 1 332.072113 -2045.152222
		P20_008845_1894_XN_09N203W_9 1 0 0 -780.000000 -1953.000000
		P20_008845_1894_XN_09N203W_9 1 0 0 -2866.689453 1031.006104
		P20_008845_1894_XN_09N203W_9 1 0 0 -2002.366211 824.604126

		sig_l sig_s res_l res_s fid_x \
		10_8344_8845_4r 0.000000 0.000000 0.059914 0.930311 0.0
		10_8344_8845_4r 0.000000 0.000000 0.063678 0.661294 0.0
		10_8344_8845_4r 0.000000 0.000000 -0.063695 -1.055619 0.0
		10_8344_8845_4r 0.000000 0.000000 0.318779 -0.585138 0.0
		11_8344_8845_4r 0.000000 0.000000 -0.239226 -1.113693 0.0
		11_8344_8845_4r 0.000000 0.000000 -0.247307 -0.587299 0.0
		11_8344_8845_4r 0.000000 0.000000 0.239207 1.080801 0.0
		11_8344_8845_4r 0.000000 0.000000 0.672877 0.626316 0.0
		12_8344_8845_4r 0.000000 0.000000 0.073683 -0.237114 0.0
		12_8344_8845_4r 0.000000 0.000000 -0.251753 0.008170 0.0
		12_8344_8845_4r 0.000000 0.000000 0.133406 0.068024 0.0
		12_8344_8845_4r 0.000000 0.000000 0.487209 0.036399 0.0
		13_8344_8845_4r 0.000000 0.000000 -0.056901 -0.383259 0.0
		13_8344_8845_4r 0.000000 0.000000 -0.131265 -0.305102 0.0
		13_8344_8845_4r 0.000000 0.000000 0.019201 0.485372 0.0
		13_8344_8845_4r 0.000000 0.000000 0.568393 0.146750 0.0
		14_8344_8845_4r 0.000000 0.000000 0.268449 1.000455 0.0
		14_8344_8845_4r 0.000000 0.000000 0.389532 -0.299258 0.0
		14_8344_8845_4r 0.000000 0.000000 -0.469784 0.023018 0.0
		14_8344_8845_4r 0.000000 0.000000 0.289877 -0.829150 0.0
		15_8344_8845_4r_mt_z 0.000000 0.000000 0.466921 1.168062 0.0
		15_8344_8845_4r_mt_z 0.000000 0.000000 -0.170850 0.372485 0.0
		15_8344_8845_4r_mt_z 0.000000 0.000000 -0.072035 -0.832436 0.0
		15_8344_8845_4r_mt_z 0.000000 0.000000 0.274030 -0.850105 0.0
		16_8344_8845_4r 0.000000 0.000000 -0.028473 -0.238015 0.0
		16_8344_8845_4r 0.000000 0.000000 0.165338 -0.327408 0.0
		16_8344_8845_4r 0.000000 0.000000 -0.007916 0.463232 0.0
		16_8344_8845_4r 0.000000 0.000000 0.328896 0.019526 0.0
		17_8344_8845_2r_mt_z 0.000000 0.000000 0.010045 0.244017 0.0
		17_8344_8845_2r_mt_z 0.000000 0.000000 -0.023370 -0.248643 0.0
		... ... ... ... ... ...
		P20_008845_1894_XN_09N203W_18 0.022017 0.022017 0.734173 -0.074947 0.0
		P20_008845_1894_XN_09N203W_2 0.144273 0.144273 -0.061422 -0.263554 0.0
		P20_008845_1894_XN_09N203W_2 0.000000 0.000000 -0.073150 -0.271173 0.0
		P20_008845_1894_XN_09N203W_2 0.275627 0.275627 0.164525 0.349547 0.0
		P20_008845_1894_XN_09N203W_2 0.091086 0.091086 0.132736 0.239899 0.0
		P20_008845_1894_XN_09N203W_3 0.062058 0.062058 -0.198696 -0.105860 0.0
		P20_008845_1894_XN_09N203W_3 0.000000 0.000000 -0.088180 -0.049593 0.0
		P20_008845_1894_XN_09N203W_3 0.132941 0.132941 0.257260 0.117777 0.0
		P20_008845_1894_XN_09N203W_3 0.185544 0.185544 0.199301 0.065777 0.0
		P20_008845_1894_XN_09N203W_4 0.146920 0.146920 0.182557 -0.000683 0.0
		P20_008845_1894_XN_09N203W_4 0.000000 0.000000 -0.195774 -0.000066 0.0
		P20_008845_1894_XN_09N203W_5 0.019047 0.019047 -0.235171 -0.174079 0.0
		P20_008845_1894_XN_09N203W_5 0.000000 0.000000 -0.049005 0.437424 0.0
		P20_008845_1894_XN_09N203W_5 0.000000 0.000000 0.447100 -0.219764 0.0
		P20_008845_1894_XN_09N203W_6 0.025015 0.025015 -0.146990 0.192274 0.0
		P20_008845_1894_XN_09N203W_6 0.000000 0.000000 0.026541 0.063346 0.0
		P20_008845_1894_XN_09N203W_6 0.025110 0.025110 -0.040890 -0.136247 0.0
		P20_008845_1894_XN_09N203W_6 0.064276 0.064276 0.546035 -0.185103 0.0
		P20_008845_1894_XN_09N203W_7 0.010596 0.010596 -0.102909 0.079389 0.0
		P20_008845_1894_XN_09N203W_7 0.000000 0.000000 0.055623 0.013456 0.0
		P20_008845_1894_XN_09N203W_7 0.047435 0.047435 -0.157931 -0.042074 0.0
		P20_008845_1894_XN_09N203W_7 0.058218 0.058218 0.589561 -0.111421 0.0
		P20_008845_1894_XN_09N203W_8 0.017266 0.017266 -0.239689 -0.402891 0.0
		P20_008845_1894_XN_09N203W_8 0.000000 0.000000 -0.117483 -0.229337 0.0
		P20_008845_1894_XN_09N203W_8 0.023364 0.023364 0.177406 0.403161 0.0
		P20_008845_1894_XN_09N203W_8 0.023538 0.023538 0.575510 0.180705 0.0
		P20_008845_1894_XN_09N203W_9 0.232865 0.232865 0.095817 -0.483899 0.0
		P20_008845_1894_XN_09N203W_9 0.000000 0.000000 0.298743 -0.045963 0.0
		P20_008845_1894_XN_09N203W_9 0.000000 0.000000 -0.038437 0.471309 0.0
		P20_008845_1894_XN_09N203W_9 0.397616 0.397616 -0.141172 0.105223 0.0

		... known lat_Y_North long_X_East \
		10_8344_8845_4r ... 0 0.159378 2.724649
		10_8344_8845_4r ... 0 0.159378 2.724649
		10_8344_8845_4r ... 0 0.159378 2.724649
		10_8344_8845_4r ... 0 0.159378 2.724649
		11_8344_8845_4r ... 0 0.164905 2.721815
		11_8344_8845_4r ... 0 0.164905 2.721815
		11_8344_8845_4r ... 0 0.164905 2.721815
		11_8344_8845_4r ... 0 0.164905 2.721815
		12_8344_8845_4r ... 0 0.164949 2.724076
		12_8344_8845_4r ... 0 0.164949 2.724076
		12_8344_8845_4r ... 0 0.164949 2.724076
		12_8344_8845_4r ... 0 0.164949 2.724076
		13_8344_8845_4r ... 0 0.161840 2.723059
		13_8344_8845_4r ... 0 0.161840 2.723059
		13_8344_8845_4r ... 0 0.161840 2.723059
		13_8344_8845_4r ... 0 0.161840 2.723059
		14_8344_8845_4r ... 0 0.170415 2.720880
		14_8344_8845_4r ... 0 0.170415 2.720880
		14_8344_8845_4r ... 0 0.170415 2.720880
		14_8344_8845_4r ... 0 0.170415 2.720880
		15_8344_8845_4r_mt_z ... 1 0.170723 2.723266
		15_8344_8845_4r_mt_z ... 1 0.170723 2.723266
		15_8344_8845_4r_mt_z ... 1 0.170723 2.723266
		15_8344_8845_4r_mt_z ... 1 0.170723 2.723266
		16_8344_8845_4r ... 0 0.167682 2.722359
		16_8344_8845_4r ... 0 0.167682 2.722359
		16_8344_8845_4r ... 0 0.167682 2.722359
		16_8344_8845_4r ... 0 0.167682 2.722359
		17_8344_8845_2r_mt_z ... 1 0.161092 2.725426
		17_8344_8845_2r_mt_z ... 1 0.161092 2.725426
		... ... ... ... ...
		P20_008845_1894_XN_09N203W_18 ... 0 0.171455 2.722281
		P20_008845_1894_XN_09N203W_2 ... 0 0.161184 2.729925
		P20_008845_1894_XN_09N203W_2 ... 0 0.161184 2.729925
		P20_008845_1894_XN_09N203W_2 ... 0 0.161184 2.729925
		P20_008845_1894_XN_09N203W_2 ... 0 0.161184 2.729925
		P20_008845_1894_XN_09N203W_3 ... 0 0.161992 2.729563
		P20_008845_1894_XN_09N203W_3 ... 0 0.161992 2.729563
		P20_008845_1894_XN_09N203W_3 ... 0 0.161992 2.729563
		P20_008845_1894_XN_09N203W_3 ... 0 0.161992 2.729563
		P20_008845_1894_XN_09N203W_4 ... 0 0.160994 2.725912
		P20_008845_1894_XN_09N203W_4 ... 0 0.160994 2.725912
		P20_008845_1894_XN_09N203W_5 ... 0 0.161544 2.726149
		P20_008845_1894_XN_09N203W_5 ... 0 0.161544 2.726149
		P20_008845_1894_XN_09N203W_5 ... 0 0.161544 2.726149
		P20_008845_1894_XN_09N203W_6 ... 0 0.160447 2.723639
		P20_008845_1894_XN_09N203W_6 ... 0 0.160447 2.723639
		P20_008845_1894_XN_09N203W_6 ... 0 0.160447 2.723639
		P20_008845_1894_XN_09N203W_6 ... 0 0.160447 2.723639
		P20_008845_1894_XN_09N203W_7 ... 0 0.160419 2.723407
		P20_008845_1894_XN_09N203W_7 ... 0 0.160419 2.723407
		P20_008845_1894_XN_09N203W_7 ... 0 0.160419 2.723407
		P20_008845_1894_XN_09N203W_7 ... 0 0.160419 2.723407
		P20_008845_1894_XN_09N203W_8 ... 0 0.161417 2.723012
		P20_008845_1894_XN_09N203W_8 ... 0 0.161417 2.723012
		P20_008845_1894_XN_09N203W_8 ... 0 0.161417 2.723012
		P20_008845_1894_XN_09N203W_8 ... 0 0.161417 2.723012
		P20_008845_1894_XN_09N203W_9 ... 0 0.165741 2.729053
		P20_008845_1894_XN_09N203W_9 ... 0 0.165741 2.729053
		P20_008845_1894_XN_09N203W_9 ... 0 0.165741 2.729053
		P20_008845_1894_XN_09N203W_9 ... 0 0.165741 2.729053

		ht sig0 sig1 sig2 res0 \
		10_8344_8845_4r -2523.828227 0.0 0.0 25.000000 18.301328
		10_8344_8845_4r -2523.828227 0.0 0.0 25.000000 18.301328
		10_8344_8845_4r -2523.828227 0.0 0.0 25.000000 18.301328
		10_8344_8845_4r -2523.828227 0.0 0.0 25.000000 18.301328
		11_8344_8845_4r -2445.237027 0.0 0.0 30.000000 -22.046575
		11_8344_8845_4r -2445.237027 0.0 0.0 30.000000 -22.046575
		11_8344_8845_4r -2445.237027 0.0 0.0 30.000000 -22.046575
		11_8344_8845_4r -2445.237027 0.0 0.0 30.000000 -22.046575
		12_8344_8845_4r -2606.935163 0.0 0.0 100.000000 -7.549561
		12_8344_8845_4r -2606.935163 0.0 0.0 100.000000 -7.549561
		12_8344_8845_4r -2606.935163 0.0 0.0 100.000000 -7.549561
		12_8344_8845_4r -2606.935163 0.0 0.0 100.000000 -7.549561
		13_8344_8845_4r -2551.901554 0.0 0.0 4.536068 -1.643694
		13_8344_8845_4r -2551.901554 0.0 0.0 4.536068 -1.643694
		13_8344_8845_4r -2551.901554 0.0 0.0 4.536068 -1.643694
		13_8344_8845_4r -2551.901554 0.0 0.0 4.536068 -1.643694
		14_8344_8845_4r -2505.953426 0.0 0.0 5.000000 -50.069808
		14_8344_8845_4r -2505.953426 0.0 0.0 5.000000 -50.069808
		14_8344_8845_4r -2505.953426 0.0 0.0 5.000000 -50.069808
		14_8344_8845_4r -2505.953426 0.0 0.0 5.000000 -50.069808
		15_8344_8845_4r_mt_z -2502.470000 0.0 0.0 5.000000 -34.817656
		15_8344_8845_4r_mt_z -2502.470000 0.0 0.0 5.000000 -34.817656
		15_8344_8845_4r_mt_z -2502.470000 0.0 0.0 5.000000 -34.817656
		15_8344_8845_4r_mt_z -2502.470000 0.0 0.0 5.000000 -34.817656
		16_8344_8845_4r -2558.312931 0.0 0.0 1.707214 -29.465246
		16_8344_8845_4r -2558.312931 0.0 0.0 1.707214 -29.465246
		16_8344_8845_4r -2558.312931 0.0 0.0 1.707214 -29.465246
		16_8344_8845_4r -2558.312931 0.0 0.0 1.707214 -29.465246
		17_8344_8845_2r_mt_z -2590.130000 0.0 0.0 2.000000 -10.779830
		17_8344_8845_2r_mt_z -2590.130000 0.0 0.0 2.000000 -10.779830
		... ... ... ... ... ...
		P20_008845_1894_XN_09N203W_18 -2514.431453 0.0 0.0 0.000000 -38.388316
		P20_008845_1894_XN_09N203W_2 -2535.712262 0.0 0.0 0.000000 42.067289
		P20_008845_1894_XN_09N203W_2 -2535.712262 0.0 0.0 0.000000 42.067289
		P20_008845_1894_XN_09N203W_2 -2535.712262 0.0 0.0 0.000000 42.067289
		P20_008845_1894_XN_09N203W_2 -2535.712262 0.0 0.0 0.000000 42.067289
		P20_008845_1894_XN_09N203W_3 -2525.215515 0.0 0.0 0.000000 36.033823
		P20_008845_1894_XN_09N203W_3 -2525.215515 0.0 0.0 0.000000 36.033823
		P20_008845_1894_XN_09N203W_3 -2525.215515 0.0 0.0 0.000000 36.033823
		P20_008845_1894_XN_09N203W_3 -2525.215515 0.0 0.0 0.000000 36.033823
		P20_008845_1894_XN_09N203W_4 -2562.446851 0.0 0.0 0.000000 -7.233876
		P20_008845_1894_XN_09N203W_4 -2562.446851 0.0 0.0 0.000000 -7.233876
		P20_008845_1894_XN_09N203W_5 -2560.812028 0.0 0.0 0.000000 7.498790
		P20_008845_1894_XN_09N203W_5 -2560.812028 0.0 0.0 0.000000 7.498790
		P20_008845_1894_XN_09N203W_5 -2560.812028 0.0 0.0 0.000000 7.498790
		P20_008845_1894_XN_09N203W_6 -2605.266130 0.0 0.0 0.000000 7.687475
		P20_008845_1894_XN_09N203W_6 -2605.266130 0.0 0.0 0.000000 7.687475
		P20_008845_1894_XN_09N203W_6 -2605.266130 0.0 0.0 0.000000 7.687475
		P20_008845_1894_XN_09N203W_6 -2605.266130 0.0 0.0 0.000000 7.687475
		P20_008845_1894_XN_09N203W_7 -2619.498291 0.0 0.0 0.000000 6.358447
		P20_008845_1894_XN_09N203W_7 -2619.498291 0.0 0.0 0.000000 6.358447
		P20_008845_1894_XN_09N203W_7 -2619.498291 0.0 0.0 0.000000 6.358447
		P20_008845_1894_XN_09N203W_7 -2619.498291 0.0 0.0 0.000000 6.358447
		P20_008845_1894_XN_09N203W_8 -2608.028730 0.0 0.0 0.000000 -0.219662
		P20_008845_1894_XN_09N203W_8 -2608.028730 0.0 0.0 0.000000 -0.219662
		P20_008845_1894_XN_09N203W_8 -2608.028730 0.0 0.0 0.000000 -0.219662
		P20_008845_1894_XN_09N203W_8 -2608.028730 0.0 0.0 0.000000 -0.219662
		P20_008845_1894_XN_09N203W_9 -2586.686862 0.0 0.0 0.000000 15.191825
		P20_008845_1894_XN_09N203W_9 -2586.686862 0.0 0.0 0.000000 15.191825
		P20_008845_1894_XN_09N203W_9 -2586.686862 0.0 0.0 0.000000 15.191825
		P20_008845_1894_XN_09N203W_9 -2586.686862 0.0 0.0 0.000000 15.191825

		res1 res2
		10_8344_8845_4r 44.206259 416.201741
		10_8344_8845_4r 44.206259 416.201741
		10_8344_8845_4r 44.206259 416.201741
		10_8344_8845_4r 44.206259 416.201741
		11_8344_8845_4r 103.403228 173.210013
		11_8344_8845_4r 103.403228 173.210013
		11_8344_8845_4r 103.403228 173.210013
		11_8344_8845_4r 103.403228 173.210013
		12_8344_8845_4r 93.170584 180.058858
		12_8344_8845_4r 93.170584 180.058858
		12_8344_8845_4r 93.170584 180.058858
		12_8344_8845_4r 93.170584 180.058858
		13_8344_8845_4r 74.244153 319.554535
		13_8344_8845_4r 74.244153 319.554535
		13_8344_8845_4r 74.244153 319.554535
		13_8344_8845_4r 74.244153 319.554535
		14_8344_8845_4r 144.316524 -164.540707
		14_8344_8845_4r 144.316524 -164.540707
		14_8344_8845_4r 144.316524 -164.540707
		14_8344_8845_4r 144.316524 -164.540707
		15_8344_8845_4r_mt_z 145.864550 0.214023
		15_8344_8845_4r_mt_z 145.864550 0.214023
		15_8344_8845_4r_mt_z 145.864550 0.214023
		15_8344_8845_4r_mt_z 145.864550 0.214023
		16_8344_8845_4r 121.908506 19.874949
		16_8344_8845_4r 121.908506 19.874949
		16_8344_8845_4r 121.908506 19.874949
		16_8344_8845_4r 121.908506 19.874949
		17_8344_8845_2r_mt_z 38.761214 0.236077
		17_8344_8845_2r_mt_z 38.761214 0.236077
		... ... ...
		P20_008845_1894_XN_09N203W_18 195.050373 -391.289238
		P20_008845_1894_XN_09N203W_2 -12.658160 627.742625
		P20_008845_1894_XN_09N203W_2 -12.658160 627.742625
		P20_008845_1894_XN_09N203W_2 -12.658160 627.742625
		P20_008845_1894_XN_09N203W_2 -12.658160 627.742625
		P20_008845_1894_XN_09N203W_3 -4.170818 616.480181
		P20_008845_1894_XN_09N203W_3 -4.170818 616.480181
		P20_008845_1894_XN_09N203W_3 -4.170818 616.480181
		P20_008845_1894_XN_09N203W_3 -4.170818 616.480181
		P20_008845_1894_XN_09N203W_4 33.324946 574.887719
		P20_008845_1894_XN_09N203W_4 33.324946 574.887719
		P20_008845_1894_XN_09N203W_5 33.109007 581.149470
		P20_008845_1894_XN_09N203W_5 33.109007 581.149470
		P20_008845_1894_XN_09N203W_5 33.109007 581.149470
		P20_008845_1894_XN_09N203W_6 59.859663 375.680663
		P20_008845_1894_XN_09N203W_6 59.859663 375.680663
		P20_008845_1894_XN_09N203W_6 59.859663 375.680663
		P20_008845_1894_XN_09N203W_6 59.859663 375.680663
		P20_008845_1894_XN_09N203W_7 61.278242 375.840988
		P20_008845_1894_XN_09N203W_7 61.278242 375.840988
		P20_008845_1894_XN_09N203W_7 61.278242 375.840988
		P20_008845_1894_XN_09N203W_7 61.278242 375.840988
		P20_008845_1894_XN_09N203W_8 71.414267 336.409684
		P20_008845_1894_XN_09N203W_8 71.414267 336.409684
		P20_008845_1894_XN_09N203W_8 71.414267 336.409684
		P20_008845_1894_XN_09N203W_8 71.414267 336.409684
		P20_008845_1894_XN_09N203W_9 22.094037 544.874936
		P20_008845_1894_XN_09N203W_9 22.094037 544.874936
		P20_008845_1894_XN_09N203W_9 22.094037 544.874936
		P20_008845_1894_XN_09N203W_9 22.094037 544.874936

		[919 rows x 23 columns]

		%% Cell type:code id: tags:

		``` python
		```