Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "125"
csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 125 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 255 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_
Found 248 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])]) 

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 125, Node N09:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459810 RF_maintenance 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459809 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 8.164267 10.658641 21.979001 23.325496 29.224225 27.537810 -1.411597 -2.636428 0.0614 0.0579 0.0089 1.159089 1.150079
2459808 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.077155 17.612568 23.221182 25.137564 22.128615 25.056888 1.044134 1.400095 0.0735 0.0613 0.0071 0.862784 0.858360
2459807 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459806 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 20.320077 21.870805 36.281807 38.150588 46.132531 46.061267 4.921998 10.083701 0.0289 0.0293 0.0006 0.907084 0.901305
2459805 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459804 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 21.075664 20.991780 48.744139 50.510952 23.031561 24.352156 3.055023 4.145812 0.0288 0.0285 0.0002 1.076625 1.084542
2459803 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 25.273184 24.715412 63.819935 65.902397 24.416582 26.100196 11.155486 14.986531 0.0284 0.0291 0.0005 0.000000 0.000000
2459802 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 22.762790 23.201785 44.685378 46.556659 41.646044 40.954935 4.706363 7.369262 0.0283 0.0299 0.0007 1.133695 1.134471
2459801 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 20.975396 20.997190 47.731980 49.270300 42.611065 44.254943 13.516120 19.490411 0.0298 0.0296 0.0005 1.153497 1.151406
2459800 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 22.375766 22.341454 47.707606 49.124224 24.164049 25.078188 17.929771 23.975612 0.0301 0.0300 0.0009 1.226921 1.220913
2459799 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 20.549246 21.679258 33.325485 35.067018 60.777651 59.384292 1.406715 3.284240 0.0292 0.0296 0.0003 1.275589 1.270328
2459798 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459797 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 17.991541 18.254362 46.252825 47.587152 26.949461 27.282380 14.872422 19.958097 0.0304 0.0305 0.0008 1.248837 1.233142
2459796 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 19.612044 19.305561 58.063597 60.535545 23.864591 23.653132 15.639513 20.168384 0.0293 0.0317 0.0020 0.952257 0.987223
2459795 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 22.206070 22.688095 48.149102 50.231206 26.838789 26.677084 14.417628 19.080479 0.0299 0.0311 0.0007 1.285896 1.292218
2459794 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459793 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459792 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459791 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 19.418179 19.441555 61.612401 63.870584 31.889569 31.243931 2.506584 3.642635 0.0330 0.0378 0.0025 1.218449 1.216321
2459790 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459789 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459788 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459787 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 25.631886 26.437848 49.696814 50.151036 33.821729 33.445732 7.352651 10.846514 0.0294 0.0299 0.0009 1.170665 1.218471
2459786 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 26.965091 27.521529 59.982397 61.651074 52.312142 50.013284 10.948871 15.876334 0.0296 0.0323 0.0014 1.246050 1.376466
2459785 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.987651 17.759221 59.678044 61.744643 45.288217 43.508646 0.416237 0.960531 0.0285 0.0312 0.0015 1.107535 1.101367
2459784 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459783 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459782 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 20.201160 20.505548 8.592316 9.266647 13.718112 12.578650 2.549084 2.853025 0.0282 0.0314 0.0026 1.280863 1.318938
2459781 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 3.377364 3.492181 6.604281 6.837188 16.113346 16.156805 1.091367 1.328093 0.0283 0.0312 0.0021 1.166821 1.163408
2459778 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 13.762110 14.302177 10.632671 11.401598 23.861368 22.149837 1.531468 2.181952 0.0284 0.0301 0.0018 1.247193 1.255490
2459776 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 20.433859 22.327872 8.249291 8.334258 36.401448 37.661418 0.919926 1.464391 0.0286 0.0307 0.0016 1.215905 1.233580
2459774 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0303 0.0325 0.0021 nan nan
2459773 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 23.092794 24.828514 80.872896 83.008083 21.785158 19.508991 8.501250 13.599769 0.0303 0.0340 0.0030 1.300215 1.317924
2459772 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 13.690787 15.036602 32.060103 33.424701 5.035954 4.063248 5.011156 8.951804 0.0313 0.0369 0.0038 1.267165 1.333850
2459771 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 13.342887 14.664674 30.435719 31.728927 4.729797 3.927588 3.670213 6.491905 0.0310 0.0360 0.0037 1.277517 1.348991
2459770 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 21.294444 23.433593 53.010392 54.850248 15.367271 13.047549 4.674053 7.787471 0.0300 0.0332 0.0020 1.302946 1.374714
2459769 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 24.248994 26.431136 67.203621 69.669131 19.150230 16.582126 4.099582 7.075907 0.0306 0.0335 0.0026 1.272942 1.318380
2459768 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 24.936670 27.579920 74.572759 77.148668 18.962072 15.738943 7.543759 12.908083 0.0309 0.0366 0.0037 1.341394 1.344425
2459767 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 17.505714 19.324701 32.895896 34.174775 5.528066 4.752742 5.344258 9.119810 0.0344 0.0383 0.0022 1.250636 1.303404
2459766 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.073484 17.886345 30.289179 31.422437 5.321693 4.381222 3.677972 6.203895 0.0307 0.0346 0.0028 1.260634 1.317637
2459765 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 29.492094 32.711945 86.481896 89.578949 21.112994 17.067517 6.898817 12.669816 0.0293 0.0321 0.0024 1.327973 1.334154
2459764 RF_maintenance - - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459763 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459761 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459760 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 24.924888 28.560575 68.571175 71.280577 37.924961 28.816414 13.802727 24.174176 0.0298 0.0319 0.0015 1.445151 1.456530
2459759 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 10.708103 11.569916 24.269231 25.283502 3.348747 2.880035 3.001834 5.486646 0.0285 0.0324 0.0029 1.180829 1.216245
2459758 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 17.145862 19.329163 36.363854 38.234207 7.925277 5.407610 3.748798 7.580134 0.0293 0.0324 0.0020 1.207179 1.245822
2459757 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 12.118630 13.112962 34.613814 35.867253 6.900340 5.944933 4.291927 7.851936 0.0288 0.0316 0.0021 1.165316 1.196306
2459755 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459754 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459753 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459752 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459750 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459749 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459748 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459747 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459746 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459745 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459744 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459743 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459742 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459741 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459740 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459738 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459736 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459734 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459733 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459732 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459731 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459730 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459728 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459726 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459724 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459723 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459722 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459720 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459719 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459718 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459717 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459716 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459715 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459713 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459712 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 388.478080 388.047298 inf inf 1911.435681 2061.806318 8772.226535 9111.054580 nan nan nan 0.000000 0.000000
2459711 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - 3.073499 2.735086 1.103516 1.299166 0.317864 0.562532 0.792045 2.752294 0.0377 0.0431 0.0034 nan nan
2459710 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - 2.703357 2.310538 1.124449 1.240910 -0.176516 0.764692 0.672406 3.566915 0.0413 0.0446 0.0023 nan nan
2459708 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 21.603847 24.075445 102.206592 106.307560 27.056281 24.829883 14.705639 24.066062 0.0332 0.0379 0.0030 0.000000 0.000000
2459707 RF_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.001305 -0.164349 0.822885 0.898218 0.609763 0.505383 0.262777 1.735141 0.0330 0.0396 0.0022 0.000000 0.000000
2459706 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - 2.088262 1.833566 0.931561 0.982777 0.067289 0.355217 0.509327 3.119630 0.0360 0.0369 0.0024 nan nan
2459705 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 11.649464 11.522312 4.397373 5.011031 0.374630 0.835442 2.657965 10.405624 0.0326 0.0347 0.0006 nan nan
2459703 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 10.076593 10.207199 6.117068 7.075389 0.901232 3.635348 2.191049 2.051114 0.0313 0.0328 0.0010 nan nan
2459702 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 19.414167 24.810932 56.724810 59.955049 8.001046 11.204760 3.955968 7.500109 0.0331 0.0362 0.0020 0.000000 0.000000
2459701 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 18.913825 24.291813 30.999415 32.593105 7.802152 11.838872 3.085289 5.992860 0.0338 0.0371 0.0020 1.312205 1.316199
2459697 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2306.356709 2306.356709 2093.473025 2093.473025 1569.792170 1569.792170 4653.232734 4653.232734 1.0000 1.0000 0.0000 0.000000 0.000000
2459696 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 633.114533 633.114533 575.241474 575.241474 587.596717 587.596717 2335.451569 2335.451569 1.0000 1.0000 0.0000 0.000000 0.000000
2459695 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 570.253520 570.253520 579.290204 579.290204 534.521590 534.521590 1718.295142 1718.295142 1.0000 1.0000 0.0000 0.000000 0.000000
2459694 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 25.389230 28.493648 65.221667 67.660165 19.540315 18.597147 4.458058 7.834057 0.0366 0.0408 0.0030 1.523790 1.664729
2459693 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 14.867352 17.255683 62.585183 65.666429 21.926783 16.020161 21.950345 19.981470 0.0403 0.0414 0.0017 1.311147 1.299548
2459692 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 13.727411 15.284123 33.771476 35.473612 8.163065 7.538225 8.889556 10.423674 0.0380 0.0423 0.0024 1.391794 1.488627
2459691 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 17.942006 21.711059 58.480790 61.996441 11.136682 9.640263 5.236049 10.295566 0.0364 0.0395 0.0020 1.485877 1.694731
2459690 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 18.480964 20.875789 62.788573 65.923375 16.161460 12.844278 7.150532 13.918046 0.0333 0.0378 0.0028 1.273015 1.486072
2459689 RF_maintenance 100.00% - - - - - 20.008141 25.586971 46.264166 48.342669 23.532225 25.892427 4.526565 8.897082 nan nan nan nan nan
2459688 RF_maintenance 100.00% - - - 100.00% 0.00% nan nan nan nan nan nan nan nan nan nan nan 1.253786 1.333992
2459687 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 16.289216 17.087776 56.757698 58.800264 2.038730 5.047711 7.824786 12.399794 0.0347 0.0398 0.0061 nan nan
2459686 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.840199 18.386914 42.504583 44.018839 11.873998 9.774151 -0.138298 1.088058 0.0347 0.0376 0.0026 1.356493 1.455586
2459685 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 19.207743 20.659069 41.677439 43.088051 12.051473 9.894041 0.000199 1.084566 0.0330 0.0357 0.0022 1.224922 1.223401
2459684 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 19.522684 22.098438 52.207662 54.324798 7.712496 6.510783 0.152820 1.552148 0.0344 0.0402 0.0030 1.274397 1.337108
2459676 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 21.055914 24.775924 62.125351 65.219942 17.444136 18.698482 2.562587 6.277519 0.0331 0.0375 0.0028 1.126513 1.124073
2459675 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 19.756496 23.343475 51.755695 54.203106 23.893035 22.179287 2.291413 5.529905 0.0332 0.0391 0.0034 1.283080 1.361445
2459674 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 20.548285 23.471094 53.668029 56.322981 16.454344 15.980197 2.076890 4.788198 0.0342 0.0381 0.0031 1.330280 1.405987
2459673 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 24.964356 29.656714 73.259781 76.290358 29.512984 30.202615 3.742713 7.391658 0.0375 0.0452 0.0051 0.000000 0.000000
2459672 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 17.623813 19.512198 53.686658 56.378605 11.012920 9.874555 0.487639 1.643697 0.0362 0.0398 0.0032 0.000000 0.000000
2459671 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 24.437442 25.954455 55.136916 57.402588 32.805066 36.376423 4.921363 8.733588 0.0367 0.0406 0.0043 0.000000 0.000000
2459670 RF_maintenance 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459669 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 11.536580 12.480511 4.125545 5.050401 0.706059 2.464702 2.614810 10.923488 0.0335 0.0332 0.0014 nan nan
2459668 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 20.473944 22.474052 74.849959 78.085000 31.973558 31.630799 31.028913 30.452071 0.0353 0.0408 0.0039 1.274418 1.432190
2459665 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 50.257870 65.500932 119.995698 125.345552 41.416961 54.366694 1234.200139 1417.369049 0.0171 0.0167 0.0005 1.082719 1.086380
2459664 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 30.532964 50.368347 126.650383 201.326613 86.382592 303.419203 455.486817 1310.464829 0.0175 0.0163 0.0008 nan nan
2459663 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 47.878618 74.998402 206.428510 238.318044 49.138777 100.181252 543.440767 1241.293203 0.0175 0.0165 0.0008 0.947892 0.937710
2459662 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 26.425857 43.412120 58.165032 96.828921 301.826840 782.529104 1076.263548 2660.991348 0.0170 0.0164 0.0007 nan nan
2459661 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 41.344761 58.167258 174.288547 177.299331 46.296015 44.490955 201.705845 306.646084 0.0171 0.0167 0.0004 1.145002 1.142032
2459660 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.883752 18.494374 74.128325 77.815563 32.283196 31.789384 6.126693 7.095494 0.0385 0.0432 0.0042 1.420073 1.581448
2459659 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 19.293210 21.280782 62.275798 65.175294 32.209242 32.308461 6.837645 12.448027 0.0370 0.0410 0.0031 1.386545 1.566415
2459658 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 20.131187 23.379599 53.788085 55.988033 22.083699 22.430725 7.388459 13.746955 0.0365 0.0435 0.0040 1.242747 1.331209
2459657 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 21.811083 23.757016 68.707354 71.813567 29.145408 29.627479 14.468768 12.148084 0.0390 0.0430 0.0031 1.333897 1.445632
2459656 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 22.264071 25.501413 50.120710 52.764032 27.703677 28.347564 5.795094 11.019770 0.0359 0.0413 0.0036 1.286850 1.483603
2459655 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 14.394758 14.720307 3.804305 4.781197 2.087325 7.519812 1.426798 7.529651 0.0321 0.0330 0.0013 nan nan
2459653 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 23.371007 27.216952 53.394243 55.650104 27.482860 28.574036 1.692838 3.677243 0.0351 0.0406 0.0040 1.242548 1.359533
2459652 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 28.428817 32.140631 72.252878 75.628563 29.061470 29.969447 2.768516 5.785514 0.0350 0.0411 0.0041 1.286625 1.442980
2459651 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 30.766752 33.442699 79.426168 82.373648 12.901428 13.320511 18.830742 18.301620 0.0459 0.0516 0.0051 1.486034 1.800185
2459650 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 20.673417 23.367130 68.607607 71.338058 25.367646 24.402612 21.272270 22.094247 0.0420 0.0491 0.0042 1.408171 1.549252
2459649 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 20.338732 24.690064 53.544679 56.611406 28.113228 29.201298 6.377949 9.477902 0.0371 0.0435 0.0031 1.310156 1.426447
2459648 RF_maintenance 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459647 RF_maintenance 100.00% 81.63% 81.63% 0.00% 100.00% 0.00% -0.696418 -0.696418 1033.636511 1033.636511 31033.532235 31033.532235 0.811657 0.811657 0.2478 0.2478 0.0000 0.053859 0.053859
2459646 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 18.654478 21.424596 63.654114 67.057768 27.988753 30.137057 3.265596 7.630859 0.0421 0.0465 0.0003 1.315360 1.397549
2459645 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 18.894922 22.375249 68.678995 72.514693 27.235370 27.913194 14.288002 23.266947 0.0432 0.0474 0.0005 1.351344 1.484444
2459642 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 19.093422 21.958418 81.542258 85.777226 29.129653 32.849435 2.749843 6.248777 0.0405 0.0439 0.0004 1.362262 1.478918
2459641 RF_maintenance - 55.70% 44.30% 0.00% - - nan nan nan nan nan nan nan nan 0.4864 0.5013 0.0164 nan nan
2459640 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 21.646774 24.771157 66.959438 70.218909 28.077175 32.094040 1.529434 4.058000 0.0404 0.0446 0.0009 1.291838 1.327982
2459639 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 18.099328 21.756328 63.497026 66.743139 25.584773 28.435178 2.346366 4.852969 0.0398 0.0457 0.0019 1.272614 1.352858
2459638 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0408 0.0445 0.0001 nan nan
2459637 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 17.943282 20.280006 75.667335 79.630586 29.927876 35.006768 1.631626 4.613949 0.0410 0.0455 0.0006 1.363805 1.442394
2459636 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 18.705336 20.936088 73.473698 77.096885 22.598513 27.106332 -0.163968 1.449592 0.0400 0.0438 0.0002 1.333568 1.410466
2459635 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 21.289596 24.972822 69.812979 73.865227 31.298891 36.176017 0.659852 2.254336 0.0383 0.0428 0.0009 1.299913 1.296345
2459634 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 9.999232 0.378454 152134.372429 0.378026 8.480244 0.265578 8.472029 0.266153 1.0000 1.0000 0.0000 0.073324 0.073716
2459633 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 20.827927 25.533730 78.755147 83.023735 32.782615 38.564531 1.896050 4.868781 0.0342 0.0390 0.0026 1.297720 1.305711
2459632 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 19.942272 23.116722 67.045372 70.470273 21.524676 25.892287 0.533874 2.338973 0.0342 0.0384 0.0029 1.299920 1.390815
2459631 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 23.840406 27.568455 74.601647 78.298280 26.995023 32.142854 1.784842 4.646151 0.0360 0.0406 0.0032 1.307520 1.312408
2459630 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 26.652182 31.421399 66.350355 69.934890 33.116927 41.019434 2.576737 6.287780 0.0358 0.0421 0.0043 1.282775 1.293917
2459629 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 22.845418 26.245026 76.362592 80.056863 27.107678 33.114198 3.353206 6.379357 0.0351 0.0397 0.0036 1.430551 1.539928
2459628 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 18.350109 20.938198 61.611158 64.904614 24.081846 29.086569 2.355975 5.723904 0.0357 0.0401 0.0035 1.374131 1.466065
2459627 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.398901 0.398901 0.401542 0.401542 0.462576 0.462576 0.462535 0.462535 1.0000 1.0000 0.0000 0.051086 0.051086
2459626 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 19.109445 21.748551 57.167290 60.405991 27.452989 33.455575 4.549232 9.117836 0.0363 0.0413 0.0031 1.312044 1.421453
2459625 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 18.734950 21.198134 63.448119 66.662078 29.801138 37.367826 0.599218 2.828802 0.0362 0.0406 0.0037 1.332454 1.417510
2459624 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 21.480475 23.772113 57.456948 60.715640 37.279220 46.109890 2.459888 6.741152 0.0382 0.0433 0.0038 1.392341 1.497080
2459623 RF_maintenance 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459622 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 22.077182 26.927291 110.826822 116.041395 18.446530 22.854989 1.068282 4.066432 0.0349 0.0394 0.0022 0.000000 0.000000
2459621 RF_maintenance 100.00% - - - 100.00% 0.00% 20.706011 27.274885 68.140870 72.897604 25.694157 27.895844 5.689257 9.730961 nan nan nan 0.000000 0.000000
2459620 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 13.093308 14.451006 4.395089 5.450902 0.771350 2.268570 2.395487 11.683921 0.0344 0.0332 0.0017 nan nan
2459619 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 17.097804 19.007717 64.480920 67.499556 30.299773 37.661120 0.481401 2.211528 0.0375 0.0413 0.0022 0.000000 0.000000
2459618 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 20.722958 23.787183 70.750542 74.492488 29.360237 37.364827 2.198202 5.938347 0.0363 0.0395 0.0021 1.614949 1.860510
2459617 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.594966 18.988201 63.003088 66.282108 30.562443 38.289616 3.750492 8.397863 0.0377 0.0403 0.0023 1.128958 1.132079
2459616 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 18.184617 20.552729 96.833697 101.435917 34.327077 43.493678 1.753755 3.990063 0.0369 0.0409 0.0023 0.000000 0.000000
2459615 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459614 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 21.051780 23.217276 67.068512 70.282798 23.103166 29.042338 1.152701 4.171267 0.0375 0.0398 0.0021 0.000000 0.000000
2459613 RF_maintenance 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459612 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 38.184634 14.938232 66.694423 72.002401 46.830161 50.781571 74.123752 30.517883 0.0346 0.0357 0.0023 0.000000 0.000000
2459611 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 31.336553 18.670368 48.211214 51.373131 26.156097 30.941599 25.446811 9.730928 0.0333 0.0378 0.0031 1.303109 1.274545
2459610 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 346.286924 349.082888 inf inf 28.106269 48.858949 141.826306 539.875843 nan nan nan 0.000000 0.000000
2459609 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 38.005991 24.102380 77.891175 82.859983 23.602649 30.055267 23.856815 14.943666 0.0328 0.0364 0.0025 1.355486 1.331643
2459608 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 32.119863 22.539850 89.414345 94.964678 27.808964 35.012709 9.229689 3.945336 0.0327 0.0374 0.0030 1.321733 1.300041
2459607 RF_maintenance 100.00% 98.92% 98.92% 0.00% 100.00% 0.00% 10.279053 11.695398 23.750530 24.229749 37.298286 37.921541 -1.505353 -1.334508 0.0491 0.0513 0.0011 1.275705 1.276272
2459605 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - 0.665098 -0.604284 1.318384 1.163623 0.875687 0.007933 0.932153 0.100137 0.0344 0.0294 0.0030 nan nan
2459604 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 37.437004 22.363521 75.343758 80.167940 34.063745 43.665113 28.471231 18.719699 0.0342 0.0398 0.0037 1.343657 1.410649
2459603 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 17.400394 18.576780 77.329195 80.620347 10.682588 12.604565 2.971675 3.190316 0.0380 0.0415 0.0028 1.347793 1.426972
2459602 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 33.054535 20.159852 90.908469 96.621636 20.176983 25.101829 23.816738 12.122493 0.0333 0.0384 0.0032 1.334543 1.391305
2459598 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 31.219734 22.741174 70.804584 75.454124 28.675684 35.202049 14.819068 6.151441 0.0349 0.0429 0.0044 1.323379 1.364273
2459597 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 29.607254 19.334195 79.784438 85.011701 23.110343 29.666637 27.382062 8.751481 0.0343 0.0400 0.0041 1.300546 1.333540
2459596 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 28.855979 17.564617 64.580323 68.692705 28.584333 34.661179 11.536947 3.990003 0.0380 0.0430 0.0037 1.342229 1.384495
2459595 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 45.179264 29.731571 76.571698 80.338290 20.557261 16.980577 26.464430 25.826167 0.0398 0.0466 0.0045 1.292251 1.263809
2459594 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 40.321848 8.097567 60.269531 73.972476 20.292273 26.026078 33.139558 28.264785 0.0342 0.0394 0.0038 1.255190 1.232853
2459593 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 33.046139 20.620676 72.294650 77.655071 30.136274 36.518587 21.916361 10.852070 0.0326 0.0406 0.0047 1.316768 1.329247
2459592 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - 2.683592 1.662194 2.517572 2.882917 1.624611 1.814960 2.762034 0.780639 0.0340 0.0360 0.0033 nan nan
2459591 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 26.977066 18.908426 85.902215 90.322453 26.297859 32.113293 10.409833 2.159157 0.0349 0.0390 0.0029 1.335318 1.457965
2459590 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 37.700927 21.921184 79.564115 84.304065 28.056184 34.009013 15.879569 4.092680 0.0371 0.0426 0.0043 1.252810 1.266937
2459589 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 34.538793 21.167906 74.015496 78.167186 16.637989 21.658293 21.999582 16.780246 0.0333 0.0404 0.0045 1.248457 1.226416
2459588 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 45.364600 17.005388 85.946242 95.446247 21.676170 25.030737 22.303487 13.482794 0.0334 0.0413 0.0045 1.318014 1.369754
2459587 RF_maintenance 100.00% - - - 100.00% 0.00% 33.935383 25.078164 119.904703 127.101356 -1.596167 7.370426 -4.675000 10.224048 nan nan nan 1.319224 1.724290
2459586 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 31.591569 18.384607 28.524224 29.677703 9.701447 11.304346 19.267000 6.469690 0.0331 0.0398 0.0043 1.303844 1.411450
2459585 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 27.834082 25.199312 7.336995 8.157115 9.090048 10.068573 5.548928 4.228621 0.0300 0.0310 0.0011 0.000000 0.000000
2459584 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 26.300741 29.029404 98.762078 102.650227 15.855149 17.976086 35.461686 34.350010 0.0334 0.0398 0.0031 0.000000 0.000000
2459583 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 17.428568 18.670828 30.870627 31.992464 19.223512 22.935316 -0.339843 0.215646 0.0372 0.0408 0.0029 0.000000 0.000000
2459582 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 15.417067 16.681806 27.695020 29.043808 22.476724 27.332001 -0.294610 0.240273 0.0347 0.0381 0.0024 1.240783 1.252307
2459581 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 21.693704 23.929828 32.116035 32.729875 18.049341 22.156644 -0.129448 0.331286 0.0347 0.0398 0.0026 1.184809 1.188233
2459580 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.408062 17.576803 32.215272 33.546717 19.679208 23.167225 -0.554001 0.107716 0.0360 0.0406 0.0030 0.000000 0.000000
2459579 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 15.922965 17.233369 36.484774 38.167651 22.005272 26.548497 0.417637 1.353710 0.0339 0.0376 0.0024 1.214632 1.223046
2459578 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - 2.046014 1.773821 0.546818 0.414148 -0.485171 1.574353 -0.824937 1.232392 0.0344 0.0309 0.0026 nan nan
2459577 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 21.293868 21.264371 29.878007 30.607004 20.345240 24.474449 -0.247827 0.285918 0.0330 0.0377 0.0034 1.215727 1.282467
2459576 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.325405 16.790277 23.748319 24.609576 17.978328 21.392400 0.312775 0.917985 0.0350 0.0381 0.0021 1.300220 1.412494
2459575 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.436446 17.312376 23.529926 24.439737 15.072484 16.720954 7.239183 6.373008 0.0370 0.0412 0.0028 1.242648 1.244452
2459574 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 15.223264 15.197468 22.595119 23.375182 20.328544 23.925052 0.867182 0.584266 0.0381 0.0411 0.0021 1.306716 1.377420
2459573 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.038186 16.021615 38.877117 40.164929 23.527611 27.616531 0.155421 1.255405 0.0371 0.0405 0.0024 1.250441 1.254847
2459572 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459571 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - 1.562798 1.459326 0.370193 0.366438 -0.573895 0.255666 -0.912620 1.154643 0.0333 0.0307 0.0030 nan nan
2459570 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459569 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 20.325214 19.190840 29.972000 30.637466 10.714709 10.864442 8.292917 9.105389 0.0391 0.0430 0.0033 1.218552 1.221465
2459566 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 15.687135 15.712077 29.623986 30.459657 18.067544 21.190435 -0.655884 -0.240442 0.0335 0.0352 0.0013 1.244606 1.241502
2459565 RF_maintenance 100.00% - - - 100.00% 0.00% 4287.746435 4287.746435 4026.123085 4026.123085 -0.635090 -0.635090 -1.849535 -1.849535 nan nan nan 0.000000 0.000000
2459564 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 14.321414 14.107425 31.496057 32.438929 2.171774 2.272241 0.074080 1.025725 0.0331 0.0379 0.0029 1.243678 1.288922
2459563 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 15.998178 15.946219 59.741117 61.953946 18.929580 21.870295 0.182106 2.179745 0.0349 0.0390 0.0032 1.207554 1.208384
2459562 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 10.286935 10.268160 15.444566 15.958106 2.264325 2.576887 0.211515 0.591551 0.0346 0.0376 0.0020 1.213348 1.266782
2459561 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 11.139042 11.460965 14.700222 15.174605 2.616301 2.842999 0.347470 0.928456 0.0355 0.0396 0.0023 1.194233 1.238065
2459560 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 10.240068 10.638798 15.109178 15.388484 2.154102 2.739224 0.136345 0.461378 0.0351 0.0391 0.0025 1.211675 1.257579
2459559 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 12.565148 12.897151 16.507316 16.908219 2.558825 3.151449 0.370632 0.827696 0.0365 0.0412 0.0030 1.225756 1.270756
2459558 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 17.204047 16.614408 30.930572 32.326441 20.947042 22.690498 0.432721 1.171786 0.0364 0.0404 0.0030 1.222373 1.228565
2459557 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0307 0.0293 0.0015 nan nan
2459556 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 17.648543 16.978961 33.403255 35.010769 18.884871 20.625317 1.064059 2.762640 0.0376 0.0411 0.0025 1.284579 1.338832
2459554 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0336 0.0366 0.0025 nan nan
2459553 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0368 0.0380 0.0013 nan nan
2459552 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 20.286909 20.075644 45.095545 46.082755 28.106133 31.738296 2.448690 2.864849 0.0353 0.0390 0.0028 1.229643 1.231040
2459551 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 9.842363 9.392490 18.277596 18.729313 3.099462 4.027800 0.372217 0.929704 0.0340 0.0366 0.0028 1.253254 1.286473
2459550 RF_maintenance - 99.18% 99.18% 0.00% - - nan nan nan nan nan nan nan nan 0.0424 0.0409 0.0015 nan nan
2459549 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 15.274230 15.265263 33.865568 34.810841 20.077014 22.261171 0.177216 0.904509 0.0334 0.0363 0.0027 1.213971 1.221953
2459542 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.470483 -0.057944 -0.400903 -0.555786 2.298446 1.075824 0.460707 -0.952804 0.7757 0.7779 0.3300 4.373255 3.504576
2459541 RF_maintenance 0.00% 1.34% 1.34% 0.00% 100.00% 0.00% 0.515144 -0.592891 1.628861 0.495188 0.535178 1.361365 1.207079 -0.501325 0.7676 0.7648 0.3073 5.809807 5.291979
2459540 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.546221 -0.009283 0.677531 -1.351146 -0.269872 1.158460 1.109965 -0.556384 0.7742 0.7691 0.3200 3.432208 3.086004
2459536 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.754117 8.405318 2.892614 1.527930 1.020866 2.134528 4.633696 0.373320 0.7578 0.7492 0.3915 5.402627 4.792323
2459535 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.411643 -1.195616 0.804159 -1.229924 0.040393 0.935877 1.563363 -0.583949 0.8020 0.7905 0.3312 4.514741 3.330044
2459534 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459533 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.740288 -0.682503 1.546768 1.316575 -0.559653 0.765034 3.921752 -0.750137 0.7475 0.7464 0.3802 4.048438 3.462263
2459532 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.972755 -0.236410 2.327934 1.380097 -0.706170 -0.012140 1.413752 -0.889936 0.7468 0.7437 0.3823 5.570926 4.424780
2459530 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.242934 -1.726243 0.911189 -1.060880 0.647045 -0.909980 2.156452 -0.168837 0.7657 0.7559 0.3759 5.594955 3.951698
2459527 RF_maintenance 0.00% - - - 100.00% 0.00% nan nan nan nan nan nan nan nan nan nan nan 0.000000 0.000000
2459524 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.237370 -0.008867 1.633468 1.556116 -0.445516 0.278583 1.540806 -0.737969 0.9176 0.9477 0.2554 0.000000 0.000000
2459523 RF_maintenance 100.00% - - - 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459522 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.658440 0.337860 1.569529 1.212087 -0.705845 0.108507 -0.559760 -0.327324 0.7168 0.7296 0.3264 4.899412 4.676188
2459513 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - -1.083857 -0.378736 -0.146215 0.857623 -1.025897 -0.746124 1.022724 0.222862 0.0365 0.0375 0.0057 nan nan
2459508 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.485041 0.802978 1.199000 0.683868 -0.330566 0.072430 0.610676 0.599615 0.9323 0.9594 0.1398 0.000000 0.000000
2459505 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.492471 0.119212 1.341106 0.053869 -0.847839 -0.003238 -0.451697 -0.100480 0.8931 0.8760 0.1788 15.666275 17.264099
2459503 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.673794 1.678980 1.907197 0.863964 1.627065 1.834702 0.987266 -0.765766 0.8940 0.8859 0.4006 0.000000 0.000000
2459501 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.083079 3.619049 0.838009 1.895855 -0.119620 1.320709 -0.016106 -0.489055 0.8380 0.8739 0.3696 0.000000 0.000000
2459500 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.080419 2.624689 0.733625 1.727775 1.377674 2.017784 0.130806 -1.045271 0.8676 0.8909 0.3787 0.000000 0.000000
2459499 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.314837 2.800887 1.387601 1.750441 1.675882 1.829651 0.946856 -0.984699 0.8823 0.9327 0.1929 0.000000 0.000000
2459498 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.186468 2.055291 1.096664 1.392487 1.341598 1.131849 1.991639 -0.342898 0.8775 0.8954 0.4053 0.000000 0.000000
2459497 RF_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.124935 2.267913 0.781942 1.420737 1.455948 1.139014 -0.253743 -1.004952 0.0775 0.1198 0.0112 0.000000 0.000000
2459496 RF_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.779882 3.501489 1.291467 1.259796 2.264980 0.808225 0.723963 -0.994925 0.0770 0.1209 0.0120 0.000000 0.000000
2459495 RF_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.265122 1.786304 1.124497 1.222294 2.216455 0.722137 1.088964 -1.054058 0.0952 0.1250 0.0156 0.000000 0.000000
2459494 RF_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.302084 2.632799 0.976779 1.704849 2.047992 1.138200 0.417838 -1.020658 0.0782 0.1271 0.0127 0.000000 0.000000
2459492 RF_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.539463 1.300614 0.239425 1.184573 -0.464689 -0.581516 0.088170 -1.770197 0.0843 0.0989 0.0067 0.000000 0.000000
2459491 RF_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% -0.045953 0.837369 0.492488 0.554142 0.058777 -0.683085 0.824125 -0.736304 0.0988 0.0879 0.0071 0.000000 0.000000
2459490 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.071788 4.991241 0.360375 0.414972 0.090178 0.279114 4.359691 -0.276931 0.0935 0.0985 0.0103 0.000000 0.000000
2459489 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.011489 5.576719 0.612715 0.611787 0.606995 0.138438 0.329170 -0.601506 0.0933 0.1009 0.0081 0.000000 0.000000
2459488 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.293644 12.672398 0.790088 1.445323 -0.254511 1.085798 1.775736 -0.106380 0.0959 0.0974 0.0087 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 125: 2459810

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 125: 2459809

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance ee Temporal Variability 29.224225 10.658641 8.164267 23.325496 21.979001 27.537810 29.224225 -2.636428 -1.411597

Antenna 125: 2459808

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance nn Power 25.137564 17.612568 16.077155 25.137564 23.221182 25.056888 22.128615 1.400095 1.044134

Antenna 125: 2459807

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 125: 2459806

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance ee Temporal Variability 46.132531 20.320077 21.870805 36.281807 38.150588 46.132531 46.061267 4.921998 10.083701

Antenna 125: 2459805

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 125: 2459804

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance nn Power 50.510952 20.991780 21.075664 50.510952 48.744139 24.352156 23.031561 4.145812 3.055023

Antenna 125: 2459803

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance nn Power 65.902397 25.273184 24.715412 63.819935 65.902397 24.416582 26.100196 11.155486 14.986531

Antenna 125: 2459802

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance nn Power 46.556659 23.201785 22.762790 46.556659 44.685378 40.954935 41.646044 7.369262 4.706363

Antenna 125: 2459801

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance nn Power 49.270300 20.997190 20.975396 49.270300 47.731980 44.254943 42.611065 19.490411 13.516120

Antenna 125: 2459800

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance nn Power 49.124224 22.341454 22.375766 49.124224 47.707606 25.078188 24.164049 23.975612 17.929771

Antenna 125: 2459799

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance ee Temporal Variability 60.777651 21.679258 20.549246 35.067018 33.325485 59.384292 60.777651 3.284240 1.406715

Antenna 125: 2459798

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 125: 2459797

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance nn Power 47.587152 18.254362 17.991541 47.587152 46.252825 27.282380 26.949461 19.958097 14.872422

Antenna 125: 2459796

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance nn Power 60.535545 19.612044 19.305561 58.063597 60.535545 23.864591 23.653132 15.639513 20.168384

Antenna 125: 2459795

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance nn Power 50.231206 22.688095 22.206070 50.231206 48.149102 26.677084 26.838789 19.080479 14.417628

Antenna 125: 2459794

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 125: 2459793

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 125: 2459792

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 125: 2459791

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance nn Power 63.870584 19.418179 19.441555 61.612401 63.870584 31.889569 31.243931 2.506584 3.642635

Antenna 125: 2459790

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 125: 2459789

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 125: 2459788

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 125: 2459787

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance nn Power 50.151036 25.631886 26.437848 49.696814 50.151036 33.821729 33.445732 7.352651 10.846514

Antenna 125: 2459786

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance nn Power 61.651074 27.521529 26.965091 61.651074 59.982397 50.013284 52.312142 15.876334 10.948871

Antenna 125: 2459785

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance nn Power 61.744643 17.759221 16.987651 61.744643 59.678044 43.508646 45.288217 0.960531 0.416237

Antenna 125: 2459784

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 125: 2459783

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 125: 2459782

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance nn Shape 20.505548 20.505548 20.201160 9.266647 8.592316 12.578650 13.718112 2.853025 2.549084

Antenna 125: 2459781

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance nn Temporal Variability 16.156805 3.377364 3.492181 6.604281 6.837188 16.113346 16.156805 1.091367 1.328093

Antenna 125: 2459778

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance ee Temporal Variability 23.861368 14.302177 13.762110 11.401598 10.632671 22.149837 23.861368 2.181952 1.531468

Antenna 125: 2459776

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance nn Temporal Variability 37.661418 20.433859 22.327872 8.249291 8.334258 36.401448 37.661418 0.919926 1.464391

Antenna 125: 2459773

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance nn Power 83.008083 24.828514 23.092794 83.008083 80.872896 19.508991 21.785158 13.599769 8.501250

Antenna 125: 2459772

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance nn Power 33.424701 13.690787 15.036602 32.060103 33.424701 5.035954 4.063248 5.011156 8.951804

Antenna 125: 2459771

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance nn Power 31.728927 14.664674 13.342887 31.728927 30.435719 3.927588 4.729797 6.491905 3.670213

Antenna 125: 2459770

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance nn Power 54.850248 23.433593 21.294444 54.850248 53.010392 13.047549 15.367271 7.787471 4.674053

Antenna 125: 2459769

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance nn Power 69.669131 26.431136 24.248994 69.669131 67.203621 16.582126 19.150230 7.075907 4.099582

Antenna 125: 2459768

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance nn Power 77.148668 24.936670 27.579920 74.572759 77.148668 18.962072 15.738943 7.543759 12.908083

Antenna 125: 2459767

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance nn Power 34.174775 17.505714 19.324701 32.895896 34.174775 5.528066 4.752742 5.344258 9.119810

Antenna 125: 2459766

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance nn Power 31.422437 17.886345 16.073484 31.422437 30.289179 4.381222 5.321693 6.203895 3.677972

Antenna 125: 2459765

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance nn Power 89.578949 32.711945 29.492094 89.578949 86.481896 17.067517 21.112994 12.669816 6.898817

Antenna 125: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 125: 2459761

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 125: 2459760

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance nn Power 71.280577 24.924888 28.560575 68.571175 71.280577 37.924961 28.816414 13.802727 24.174176

Antenna 125: 2459759

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance nn Power 25.283502 10.708103 11.569916 24.269231 25.283502 3.348747 2.880035 3.001834 5.486646

Antenna 125: 2459758

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance nn Power 38.234207 17.145862 19.329163 36.363854 38.234207 7.925277 5.407610 3.748798 7.580134

Antenna 125: 2459757

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance nn Power 35.867253 13.112962 12.118630 35.867253 34.613814 5.944933 6.900340 7.851936 4.291927

Antenna 125: 2459755

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 125: 2459754

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 125: 2459753

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 125: 2459752

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 125: 2459750

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 125: 2459749

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 125: 2459748

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 125: 2459747

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 125: 2459746

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
125 Nnan Not Found nn Shape nan nan nan inf inf nan nan nan nan

Antenna 125: 2459745

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 125: 2459744

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 125: 2459743

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 125: 2459742

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 125: 2459741

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 125: 2459740

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 125: 2459738

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 125: 2459736

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 125: 2459734

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 125: 2459733

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 125: 2459732

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 125: 2459731

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 125: 2459730

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 125: 2459728

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 125: 2459726

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 125: 2459724

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 125: 2459723

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 125: 2459722

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 125: 2459720

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 125: 2459719

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 125: 2459718

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 125: 2459717

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 125: 2459716

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 125: 2459715

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 125: 2459713

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 125: 2459712

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance nn Power inf 388.047298 388.478080 inf inf 2061.806318 1911.435681 9111.054580 8772.226535

Antenna 125: 2459711

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance ee Shape 3.073499 2.735086 3.073499 1.299166 1.103516 0.562532 0.317864 2.752294 0.792045

Antenna 125: 2459710

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance nn Temporal Discontinuties 3.566915 2.310538 2.703357 1.240910 1.124449 0.764692 -0.176516 3.566915 0.672406

Antenna 125: 2459708

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance nn Power 106.307560 21.603847 24.075445 102.206592 106.307560 27.056281 24.829883 14.705639 24.066062

Antenna 125: 2459707

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance nn Temporal Discontinuties 1.735141 -0.164349 0.001305 0.898218 0.822885 0.505383 0.609763 1.735141 0.262777

Antenna 125: 2459706

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance nn Temporal Discontinuties 3.119630 1.833566 2.088262 0.982777 0.931561 0.355217 0.067289 3.119630 0.509327

Antenna 125: 2459705

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance ee Shape 11.649464 11.522312 11.649464 5.011031 4.397373 0.835442 0.374630 10.405624 2.657965

Antenna 125: 2459703

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance nn Shape 10.207199 10.207199 10.076593 7.075389 6.117068 3.635348 0.901232 2.051114 2.191049

Antenna 125: 2459702

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance nn Power 59.955049 19.414167 24.810932 56.724810 59.955049 8.001046 11.204760 3.955968 7.500109

Antenna 125: 2459701

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance nn Power 32.593105 24.291813 18.913825 32.593105 30.999415 11.838872 7.802152 5.992860 3.085289

Antenna 125: 2459697

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance ee Temporal Discontinuties 4653.232734 2306.356709 2306.356709 2093.473025 2093.473025 1569.792170 1569.792170 4653.232734 4653.232734

Antenna 125: 2459696

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance nn Temporal Discontinuties 2335.451569 633.114533 633.114533 575.241474 575.241474 587.596717 587.596717 2335.451569 2335.451569

Antenna 125: 2459695

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance ee Temporal Discontinuties 1718.295142 570.253520 570.253520 579.290204 579.290204 534.521590 534.521590 1718.295142 1718.295142

Antenna 125: 2459694

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance nn Power 67.660165 28.493648 25.389230 67.660165 65.221667 18.597147 19.540315 7.834057 4.458058

Antenna 125: 2459693

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
125 9 RF_maintenance nn Power 65.666429 14.867352 17.255683 62.585183 65.666429 21.926783 16.020161 21.950345 19.981470

Antenna 125: 2459692

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
125 9 RF_maintenance nn Power 35.473612 13.727411 15.284123 33.771476 35.473612 8.163065 7.538225 8.889556 10.423674

Antenna 125: 2459691

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
125 9 RF_maintenance nn Power 61.996441 17.942006 21.711059 58.480790 61.996441 11.136682 9.640263 5.236049 10.295566

Antenna 125: 2459690

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
125 9 RF_maintenance nn Power 65.923375 18.480964 20.875789 62.788573 65.923375 16.161460 12.844278 7.150532 13.918046

Antenna 125: 2459689

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
125 9 RF_maintenance nn Power 48.342669 20.008141 25.586971 46.264166 48.342669 23.532225 25.892427 4.526565 8.897082

In [ ]: