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 = "23"
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 23 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 23, Node N00:

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)
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% 28.106342 24.653405 76.054950 75.451715 45.365531 29.893932 188.782800 170.705279 0.0173 0.0165 0.0004 1.073624 1.073011
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% 63.453392 51.951440 156.157746 131.098852 253.599171 108.705921 2836.557690 1325.689222 0.0167 0.0167 0.0006 0.000000 0.000000
2459759 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 37.916530 30.999428 61.493252 50.468105 26.520533 12.880589 995.566589 434.382193 0.0166 0.0166 0.0004 1.095482 1.103220
2459758 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 62.761622 53.382508 98.646046 84.173057 114.528014 52.091348 1699.824758 858.589817 0.0167 0.0164 0.0004 1.066573 1.071111
2459757 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 44.771324 44.529056 91.788105 80.099898 26.627033 11.185339 1580.582678 831.422969 0.0167 0.0165 0.0004 1.072597 1.075947
2459755 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 57.534209 62.763813 79.455701 69.996152 97.583826 54.891151 839.847454 579.829773 0.0171 0.0168 0.0004 1.088548 1.091326
2459754 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 37.152473 45.305916 61.329655 57.785013 38.700875 45.522193 590.226727 552.638166 0.0173 0.0169 0.0005 1.068502 1.070142
2459753 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 57.607564 76.397799 83.602770 76.228604 96.852755 60.884242 1060.191798 726.187161 0.0172 0.0166 0.0005 1.117209 1.116694
2459752 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 52.649398 74.250549 167.438387 171.258763 205.446013 144.109670 831.186923 708.818613 0.0182 0.0167 0.0007 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% 54.714649 48.003770 78.548643 67.344910 80.129171 43.604526 1044.483065 590.013463 0.0167 0.0167 0.0005 0.783618 0.787854
2459748 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 69.999949 47.048410 125.667119 92.240877 235.135647 68.128264 2622.885413 775.704873 0.0164 0.0169 0.0003 1.113278 1.120304
2459747 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 26.076074 27.394566 38.475671 33.583319 212.593200 165.815029 1126.408845 856.182414 0.0175 0.0172 0.0006 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% - - 28.034878 27.503949 58.115965 37.849477 129.595296 48.065037 2272.880631 762.152251 0.0172 0.0169 0.0002 nan nan
2459732 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 35.664845 35.050914 54.330036 40.723561 176.340820 63.289825 1801.419927 925.996927 0.0170 0.0170 0.0004 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% - - 29.441270 33.015696 58.978298 42.434790 149.757353 95.762481 1720.999865 933.130936 0.0173 0.0168 0.0006 nan nan
2459728 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 24.984630 32.081036 48.074007 46.889645 145.551415 141.650795 771.648561 786.837670 0.0174 0.0167 0.0006 nan nan
2459726 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 19.059545 18.349984 43.151589 31.273980 231.995861 72.872704 1249.443147 440.343396 0.0171 0.0168 0.0002 nan nan
2459724 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 26.023870 31.681839 42.483553 33.295532 196.344783 118.613902 1473.674388 829.138013 0.0176 0.0172 0.0005 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% 95.167375 76.515154 241.869330 192.827750 52.976171 30.120397 2283.758469 992.173377 0.0175 0.0170 0.0008 1.084661 1.093988
2459720 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 18.610940 18.569714 45.100892 30.808001 399.878302 167.843773 729.222419 303.525347 0.0176 0.0175 0.0011 nan nan
2459719 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 21.384497 21.551536 41.930130 26.330830 502.195715 166.863262 1404.215605 539.322843 0.0172 0.0174 0.0007 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% - - 20.481643 22.851902 29.140900 36.779900 109.749560 192.549708 781.444389 1355.982147 0.0187 0.0165 0.0017 nan nan
2459715 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 84.404470 64.519142 234.213883 207.549126 35.565494 31.822057 2160.919455 1050.680768 0.0172 0.0165 0.0004 1.105022 1.108577
2459713 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 27.100446 27.746631 47.390243 30.183895 233.014219 55.735863 1585.226089 537.773961 0.0171 0.0174 0.0007 nan nan
2459712 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 275.144481 89.851030 340.864217 260.370805 1484.615830 560.128625 7155.834943 2636.984246 0.0163 0.0168 0.0004 1.132598 1.144159
2459711 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 6.672681 7.484180 16.756185 16.597450 22.593752 25.188896 187.969733 231.512952 0.0181 0.0173 0.0005 nan nan
2459710 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 7.151088 7.539482 27.460510 20.475953 167.953015 90.242505 600.992793 372.849946 0.0170 0.0169 0.0004 nan nan
2459708 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 49.540445 77.739955 204.979906 220.666826 35.012080 28.874270 1810.027842 2360.211801 0.0174 0.0166 0.0007 0.000000 0.000000
2459707 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 2.558930 3.586847 6.038704 5.396141 3.679363 1.477861 398.319815 330.854774 0.0174 0.0170 0.0005 0.000000 0.000000
2459706 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 6.059852 6.974239 20.834711 20.611303 39.976920 34.532065 472.051730 422.121786 0.0180 0.0170 0.0008 nan nan
2459705 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 21.969780 28.719479 52.732328 52.468207 105.988269 113.731921 1181.403467 1074.550934 0.0178 0.0169 0.0008 nan nan
2459703 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 25.115983 22.506317 54.262626 54.240819 333.296122 144.648825 504.972133 473.906972 0.0217 0.0225 0.0017 nan nan
2459702 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
2459701 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 47.200067 59.865146 66.774521 75.792768 58.299203 87.047346 501.959716 737.775328 0.0182 0.0173 0.0008 1.232834 1.218478
2459697 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 257.982387 257.982387 235.749376 235.749376 193.889916 193.889916 464.027983 464.027983 1.0000 1.0000 0.0000 29033.858887 29033.858887
2459696 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
2459695 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
2459694 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
2459693 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 26.219484 38.084547 167.433119 123.708788 172.935376 64.912729 178.748470 67.692710 0.0195 0.0197 0.0006 1.237831 1.248820
2459692 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
2459691 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 37.019220 108.200665 121.827046 193.694944 60.560485 128.251260 662.962306 2139.766357 0.0210 0.0188 0.0016 1.257716 1.247082
2459690 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
2459689 RF_maintenance 100.00% - - - - - nan nan inf inf nan nan nan nan 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 1.137504 1.141507
2459687 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 47.068766 73.448400 145.207661 141.498843 459.767433 594.574148 1420.280937 1431.797702 0.0248 0.0220 0.0017 nan nan
2459686 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 42.882716 54.372602 98.912279 106.312568 73.539548 48.236477 203.916742 161.771803 0.0174 0.0162 0.0008 1.130458 1.131414
2459685 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
2459684 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 45.703945 60.264290 113.651586 128.616016 38.332089 40.376585 194.344651 226.611359 0.0176 0.0164 0.0010 1.114298 1.107942
2459676 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
2459675 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 43.432701 74.003537 106.788563 108.852891 53.903430 87.371378 381.598624 431.365850 0.0188 0.0169 0.0012 1.152735 1.142359
2459674 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 48.122046 57.495039 108.470264 110.304832 41.615859 64.054450 322.112802 392.355260 0.0192 0.0168 0.0018 1.143199 1.140034
2459673 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 55.817152 81.949964 149.008119 160.188036 33.202540 30.163802 544.692701 695.797889 0.0183 0.0165 0.0014 0.000000 0.000000
2459672 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 45.166182 73.133433 119.891825 117.906844 60.286863 44.734972 245.792450 199.991236 0.0178 0.0168 0.0006 0.000000 0.000000
2459671 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 78.575665 69.365810 127.319183 101.167044 55.856308 31.025212 925.289444 402.197792 0.0190 0.0202 0.0015 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% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459668 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 35.001635 57.660158 149.462658 152.061935 39.720652 36.101214 443.492442 608.765251 0.0184 0.0171 0.0009 1.154701 1.153205
2459665 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 51.899770 61.072528 122.434442 113.976654 32.780586 27.456949 1043.041541 888.813641 0.0185 0.0173 0.0008 1.088171 1.089817
2459664 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 42.251025 76.171315 213.895513 195.539315 299.034984 225.602283 1220.256473 1037.535666 0.0186 0.0168 0.0011 nan nan
2459663 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 66.273241 110.896735 242.440629 257.024900 89.898552 90.408565 1035.615192 1280.019862 0.0181 0.0167 0.0009 1.180904 1.177863
2459662 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 26.203036 29.442101 55.820445 48.821301 219.466907 174.160620 638.028779 613.247679 0.0190 0.0175 0.0008 nan nan
2459661 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 78.358041 50.184044 243.946690 187.526866 65.679099 39.410988 655.356683 238.005704 0.0176 0.0169 0.0006 1.145944 1.149461
2459660 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 59.399005 38.574042 220.697966 167.033530 72.322272 38.137016 1255.380017 416.075688 0.0165 0.0165 0.0004 1.116967 1.121644
2459659 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
2459658 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 48.944837 83.759355 117.597225 122.358689 32.518615 32.154447 1132.829591 1326.968114 0.0182 0.0166 0.0008 1.129953 1.130031
2459657 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 41.533455 57.562502 152.296473 131.548234 38.899269 33.953908 531.984906 365.979997 0.0179 0.0174 0.0011 1.154722 1.163679
2459656 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 42.081543 70.441121 99.551548 103.869116 40.872078 35.720227 752.523685 850.676486 0.0189 0.0172 0.0009 1.060503 1.055438
2459655 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 32.073171 36.693876 67.902731 57.095433 175.568865 86.044021 810.519248 607.045832 0.0181 0.0182 0.0010 nan nan
2459653 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 45.998366 72.732102 107.133776 119.266257 52.338326 43.279927 271.427408 487.125320 0.0186 0.0165 0.0013 1.129258 1.121869
2459652 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 96.229554 101.689121 198.467406 157.976757 102.764811 63.419917 1421.333124 627.026325 0.0172 0.0168 0.0003 1.154168 1.159672
2459651 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
2459650 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 47.055355 71.409804 171.322325 140.123724 65.505616 39.465281 150.216610 85.488883 0.0175 0.0171 0.0005 1.137174 1.145795
2459649 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 45.615337 67.374043 121.222807 107.552809 35.493062 39.682361 789.166600 532.128689 0.0181 0.0176 0.0013 1.136883 1.142140
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% 0.436423 0.436423 1035.603290 1035.603290 31034.991946 31034.991946 6.334858 6.334858 0.2085 0.2085 0.0000 0.025191 0.025191
2459646 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 43.482585 58.488988 139.688503 133.213769 44.757796 41.958955 745.748072 617.907493 0.0199 0.0179 0.0008 1.147662 1.149610
2459645 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 84.700237 54.642571 194.730963 136.286636 86.665133 40.375291 361.714327 113.162176 0.0182 0.0180 0.0004 1.041973 1.055138
2459642 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 62.835015 62.325425 215.130805 165.108231 70.616115 39.466872 1203.258006 478.399262 0.0187 0.0183 0.0009 1.040182 1.051542
2459641 RF_maintenance - 55.70% 55.70% 0.00% - - nan nan nan nan nan nan nan nan 0.4668 0.4612 0.0063 nan nan
2459640 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 72.697985 67.060745 174.175085 135.281570 74.673621 35.779501 509.582263 297.329610 0.0179 0.0176 0.0010 1.120824 1.133580
2459639 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 95.495217 68.761237 186.808495 150.547125 98.154211 38.040608 844.374491 387.711012 0.0177 0.0169 0.0004 1.115942 1.121537
2459638 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0177 0.0172 0.0001 nan nan
2459637 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 41.798017 51.647531 167.242038 146.930422 50.629817 47.115471 500.642243 335.893361 0.0184 0.0182 0.0007 1.143832 1.152707
2459636 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 55.005994 63.794842 181.896219 168.392190 44.225936 35.350824 311.532564 259.940876 0.0183 0.0170 0.0007 1.146738 1.146867
2459635 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 56.123262 57.726264 169.539136 142.341213 70.123916 47.201208 363.855432 253.396172 0.0181 0.0176 0.0007 1.152841 1.162300
2459634 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.475666 -0.475666 -0.473532 -0.473532 -0.482720 -0.482720 -0.482733 -0.482733 1.0000 1.0000 0.0000 0.045593 0.045593
2459633 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 65.082201 62.530148 194.248967 162.874790 49.825369 57.055963 687.500427 438.590772 0.0173 0.0171 0.0005 1.101454 1.113035
2459632 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
2459631 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 84.721349 74.562548 193.824816 155.613631 51.289562 43.871180 854.148154 431.715086 0.0167 0.0171 0.0005 1.140660 1.148672
2459630 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 75.323094 85.999952 152.904931 140.751354 53.555289 65.985000 704.924482 557.577046 0.0174 0.0168 0.0005 1.174241 1.176322
2459629 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 97.361969 76.143506 217.985634 156.069981 73.922721 47.657529 1004.425332 390.194862 0.0166 0.0170 0.0007 1.109666 1.120030
2459628 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 57.378918 59.523579 151.201226 132.742071 60.692199 37.759331 834.088805 494.788501 0.0183 0.0170 0.0014 1.084759 1.088596
2459627 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
2459626 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 49.796475 71.263153 127.801329 125.788004 55.653738 40.600793 892.009857 832.111276 0.0170 0.0166 0.0004 1.072981 1.071841
2459625 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 76.696001 57.937340 178.193822 131.601134 81.725419 49.663397 722.237893 230.236044 0.0170 0.0173 0.0005 1.122717 1.134391
2459624 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 52.291276 81.610062 130.023133 115.436833 62.214381 45.120563 734.978702 456.996557 0.0179 0.0174 0.0006 1.131825 1.136069
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% 73.231955 60.938679 285.888359 222.787768 39.126529 30.081061 690.026374 342.598641 0.0180 0.0178 0.0010 0.000000 0.000000
2459621 RF_maintenance 100.00% - - - 100.00% 0.00% 47.731123 81.192092 150.624337 183.769985 28.706935 53.971578 559.062729 1119.357797 nan nan nan 1.084990 1.080861
2459620 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 32.274791 36.514765 91.250354 105.904504 151.958209 171.687471 995.903577 1231.807550 0.0190 0.0176 0.0011 nan nan
2459619 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 62.340392 55.348249 166.766819 130.872774 64.072319 45.436238 446.905627 215.798015 0.0183 0.0186 0.0008 0.000000 0.000000
2459618 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 53.395565 63.956722 152.903620 140.412593 46.665408 54.751323 545.229346 462.855175 0.0191 0.0184 0.0006 0.000000 0.000000
2459617 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 46.856115 74.411791 136.438578 146.510422 55.264839 65.153460 725.869682 826.128074 0.0183 0.0175 0.0007 0.000000 0.000000
2459616 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
2459615 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 66.199596 66.154448 148.698851 126.723309 43.255109 30.212719 655.386682 391.113296 0.0180 0.0181 0.0006 0.000000 0.000000
2459614 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 54.293106 73.941386 141.438205 140.917723 27.784878 39.225118 361.694987 393.918339 0.0195 0.0186 0.0007 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% 237.822110 93.869734 199.919493 145.879088 51.199397 78.504518 297.610492 666.093486 0.0203 0.0204 0.0005 0.000000 0.000000
2459611 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 264.817112 67.823044 114.647036 98.873117 36.010771 34.124330 328.232326 341.479743 0.0174 0.0174 0.0007 1.109968 1.094282
2459610 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 337.964384 109.819107 192.458962 129.578014 31.361760 54.623566 178.048884 242.781447 0.0170 0.0172 0.0007 1.090109 1.104496
2459609 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 376.374597 96.740370 287.927581 166.436493 26.500028 41.901288 218.297320 333.653366 0.0167 0.0177 0.0014 1.025968 1.041416
2459608 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 269.432532 82.868726 197.092913 188.469083 33.393329 54.121100 111.564694 198.086786 0.0179 0.0175 0.0004 1.104983 1.069034
2459607 RF_maintenance 100.00% 96.22% 96.22% 0.00% 100.00% 0.00% 10.812757 12.279117 25.197487 25.498808 40.754344 40.922718 -2.512272 -1.907070 0.0456 0.0461 0.0006 1.127029 1.137499
2459605 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 20.791199 7.589472 42.242713 41.832694 67.738518 117.790889 78.080636 81.358025 0.0195 0.0174 0.0016 nan nan
2459604 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 237.413858 126.781612 152.131157 164.135911 45.425803 53.926257 229.263531 377.506488 0.0182 0.0166 0.0012 1.160843 1.136210
2459603 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 43.218207 69.547509 178.945069 170.779223 16.427636 18.967422 33.775804 24.891927 0.0180 0.0172 0.0006 1.109941 1.111225
2459602 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 291.489409 121.867248 210.303866 210.752224 25.058605 37.399809 246.502754 437.234110 0.0180 0.0167 0.0009 1.124324 1.104288
2459598 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 262.642274 112.191364 153.728229 166.246388 39.153010 43.521281 174.369441 283.332341 0.0184 0.0168 0.0012 1.160526 1.123507
2459597 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 259.040019 67.317302 175.341689 189.791759 29.642551 42.570212 313.701189 511.774404 0.0185 0.0167 0.0008 1.131247 1.104149
2459596 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 263.911944 96.649317 144.084010 153.068158 34.447407 57.465150 134.741594 261.218430 0.0177 0.0167 0.0008 1.102732 1.105025
2459595 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 240.695911 114.585408 158.844026 159.263241 25.764020 28.724516 77.096509 90.777745 0.0180 0.0167 0.0006 1.134786 1.111647
2459594 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 74.260076 97.461710 116.274078 171.641849 20.811251 32.277733 48.795644 91.801024 0.0185 0.0162 0.0016 1.150850 1.114279
2459593 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 235.628394 59.671540 158.755321 156.226171 33.944580 68.973116 92.913379 137.297372 0.0194 0.0177 0.0008 1.111053 1.090280
2459592 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 30.060151 7.331431 64.003315 51.389960 35.244209 55.949593 64.887056 71.916074 0.0190 0.0178 0.0014 nan nan
2459591 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 287.011438 69.678234 190.652856 186.235760 34.244778 68.109075 140.360361 208.664265 0.0187 0.0169 0.0013 1.126142 1.081504
2459590 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 284.672923 97.832713 177.332843 161.499148 37.513162 45.106201 189.773451 165.428948 0.0176 0.0180 0.0005 1.143963 1.117548
2459589 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 333.993221 338.840088 inf inf 19.825287 51.551706 86.889889 365.162246 nan nan nan 0.000000 0.000000
2459588 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 193.974932 61.441433 214.922552 197.944023 22.513186 41.104010 54.232202 69.012587 0.0172 0.0173 0.0006 1.095720 1.074774
2459587 RF_maintenance 100.00% - - - 100.00% 0.00% 345.490094 67.326415 391.545757 250.004453 26.813401 55.885975 190.723985 356.046526 nan nan nan 0.000000 0.000000
2459586 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 254.283856 70.508030 59.491948 54.476987 11.874645 16.656258 208.395942 256.880010 0.0178 0.0178 0.0008 1.147797 1.136537
2459585 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 102.895216 52.849851 38.588521 35.975398 19.901356 8.771227 377.493288 432.180871 0.0185 0.0170 0.0008 0.000000 0.000000
2459584 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 92.904856 103.414445 269.101933 222.811344 33.737768 21.238715 166.521090 90.079599 0.0178 0.0169 0.0010 1.092438 0.906762
2459583 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 49.495729 65.403651 80.610254 67.728848 36.160276 25.756135 281.642658 182.701656 0.0180 0.0173 0.0005 1.141201 1.145678
2459582 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 42.113148 49.500837 67.055659 59.553589 34.563500 42.837254 241.849606 167.270662 0.0182 0.0171 0.0014 1.113760 1.118076
2459581 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 66.273844 56.028512 82.526332 67.947108 52.217607 31.399380 354.668105 181.683452 0.0181 0.0174 0.0013 1.112610 1.119490
2459580 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 40.747222 51.891508 74.274215 71.219768 39.345072 34.539968 221.884088 208.677997 0.0181 0.0169 0.0007 1.120847 1.120042
2459579 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 36.538853 52.149587 79.074985 78.323548 43.410676 41.799119 304.760105 313.166268 0.0185 0.0171 0.0007 1.144674 1.142212
2459578 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 7.109395 7.316857 37.849264 29.609052 279.357774 108.448690 1191.390758 624.656968 0.0175 0.0169 0.0005 nan nan
2459577 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 48.503424 63.089403 70.111928 62.120301 49.760127 31.757948 245.186330 161.852567 0.0188 0.0171 0.0005 1.116028 1.120388
2459576 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 62.479810 61.307982 63.804631 49.177221 52.364055 36.015792 441.140536 188.528560 0.0177 0.0171 0.0008 0.774838 0.777921
2459575 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 34.701366 46.052028 58.470972 49.654576 25.652360 19.989379 44.992610 24.558671 0.0180 0.0174 0.0006 0.000000 0.000000
2459574 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 44.811799 44.146912 56.399968 53.416889 52.106934 36.827693 247.630546 118.707399 0.0176 0.0169 0.0006 1.151743 1.150539
2459573 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 46.463924 50.774608 96.917997 77.757321 47.040410 35.120807 485.369273 197.877707 0.0180 0.0173 0.0007 0.000000 0.000000
2459572 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 37.683979 52.675908 51.281533 50.800436 30.305086 35.154591 528.567960 506.145029 0.0181 0.0171 0.0007 1.069724 1.067723
2459571 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 6.751462 6.483619 46.303860 36.426738 265.542828 125.070342 1654.154190 896.045497 0.0170 0.0167 0.0005 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% 45.418007 55.339206 71.327988 62.155303 17.999309 15.980086 34.095675 22.931658 0.0180 0.0175 0.0013 1.086751 1.090947
2459566 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 42.319669 50.461137 71.850973 64.902324 42.419174 44.825848 197.887472 143.092462 0.0185 0.0169 0.0012 1.035442 1.036338
2459565 RF_maintenance 0.00% - - - 100.00% 0.00% -1.318369 -1.318369 -1.270881 -1.270881 -0.651706 -0.651706 -0.774639 -0.774639 nan nan nan 0.000000 0.000000
2459564 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 102.156831 64.829247 108.226413 71.153800 22.906208 8.589977 456.131347 184.120508 0.0171 0.0169 0.0007 1.100866 1.109153
2459563 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 52.494452 74.706906 157.389950 144.688746 58.875142 41.083457 456.905293 353.568041 0.0174 0.0166 0.0006 0.000000 0.000000
2459562 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 36.926684 38.079378 37.542221 33.311669 16.652357 6.518594 208.554149 148.654548 0.0169 0.0175 0.0010 1.117342 1.123398
2459561 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 34.062206 37.870452 36.338108 30.918755 11.594234 8.993143 377.059748 217.156141 0.0173 0.0172 0.0007 1.044727 1.051919
2459560 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 30.103851 44.882746 35.419942 34.337336 7.373243 7.238068 244.409071 206.044488 0.0182 0.0167 0.0012 0.788487 0.781238
2459559 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 40.739921 43.384506 39.015866 36.487898 10.978964 11.641607 242.098222 222.270723 0.0182 0.0167 0.0016 1.097424 1.099562
2459558 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 52.953365 57.714615 78.832170 66.816467 38.636362 30.646337 501.940854 254.956389 0.0179 0.0169 0.0005 1.116766 1.122599
2459557 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0181 0.0171 0.0009 nan nan
2459556 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 84.224029 61.515956 107.608890 71.058645 72.614721 29.142795 1652.835547 444.188567 0.0173 0.0172 0.0008 1.089558 1.102302
2459554 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0174 0.0167 0.0006 nan nan
2459553 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0168 0.0170 0.0006 nan nan
2459552 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 56.335860 90.782596 113.739755 108.633467 72.539933 59.567465 418.552707 374.485007 0.0173 0.0166 0.0006 0.000000 0.000000
2459551 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 49.914680 36.042917 54.007185 38.928163 22.439773 12.104015 563.611441 210.517617 0.0178 0.0167 0.0012 1.084889 1.093730
2459550 RF_maintenance - 96.71% 96.71% 0.00% - - nan nan nan nan nan nan nan nan 0.0389 0.0390 0.0003 nan nan
2459549 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 51.211012 58.116338 88.340246 71.173680 39.158835 29.150373 457.029548 244.648549 0.0176 0.0174 0.0007 1.087681 1.093556
2459542 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 63.144969 61.366679 195.403577 145.558991 9.200896 3.375923 662.449724 249.168869 0.0167 0.0170 0.0006 1.083912 1.091694
2459541 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 10.823376 10.964194 46.519149 43.328104 703.197054 614.593357 22.006220 39.491910 0.0177 0.0171 0.0006 1.109824 1.108940
2459540 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 53.815957 49.561140 43.888486 33.673346 36.134565 15.312501 250.400514 126.417122 0.0171 0.0170 0.0006 1.122375 1.135133
2459536 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 109.315660 95.185555 168.510910 135.691996 102.621853 48.777181 1328.042059 718.459724 0.0169 0.0166 0.0004 1.141769 1.148987
2459535 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 35.386098 38.855180 35.341896 31.589869 23.911875 22.738842 208.357707 194.089278 0.0174 0.0168 0.0006 1.094214 1.100965
2459534 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 26.043866 42.010822 29.695465 29.474381 18.051760 14.967883 132.993468 135.981898 0.0182 0.0171 0.0006 1.129167 1.128291
2459533 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 73.258266 63.811158 93.885318 68.455619 58.393362 36.140897 750.306346 304.508728 0.0169 0.0176 0.0010 1.102069 1.115363
2459532 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 62.656186 85.763586 105.858484 91.541503 54.562962 31.426213 403.104455 226.465999 0.0177 0.0169 0.0005 1.104463 1.110134
2459530 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 33.886700 40.855373 31.783299 29.271935 14.855970 12.079666 214.601198 170.697108 0.0180 0.0170 0.0006 1.102219 1.106725
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 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 75.613049 59.454418 147.519316 98.907923 149.601989 90.252284 494.876334 181.887372 0.0168 0.0168 0.0007 0.000000 0.000000
2459523 RF_maintenance 100.00% - - - 100.00% 0.00% 58.336979 82.392919 106.322982 105.159296 60.887984 65.168616 366.189011 341.287235 nan nan nan 1.390362 1.362447
2459522 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 71.225347 60.833817 128.453755 98.426808 166.783244 86.017876 804.411499 343.636625 0.0182 0.0171 0.0008 1.099743 1.105535
2459513 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 7.343000 8.220912 34.551212 26.944087 236.253906 155.246703 1046.447166 553.106167 0.0187 0.0177 0.0009 nan nan
2459508 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 79.002135 59.903068 133.352543 110.304486 127.913437 41.106447 143.214322 83.692269 0.0171 0.0170 0.0007 0.000000 0.000000
2459505 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 52.642456 62.611880 94.172954 88.673766 69.144553 47.049525 314.550779 278.426725 0.0107 0.0097 0.0018 1.129295 1.136206
2459503 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 76.473019 64.415997 192.705347 154.817956 83.871317 41.485947 796.483694 371.903248 0.0067 0.0072 0.0073 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 23: 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
23 N00 RF_maintenance ee Temporal Discontinuties 188.782800 28.106342 24.653405 76.054950 75.451715 45.365531 29.893932 188.782800 170.705279

Antenna 23: 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
23 N00 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 23: 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
23 N00 RF_maintenance ee Temporal Discontinuties 2836.557690 63.453392 51.951440 156.157746 131.098852 253.599171 108.705921 2836.557690 1325.689222

Antenna 23: 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
23 N00 RF_maintenance ee Temporal Discontinuties 995.566589 37.916530 30.999428 61.493252 50.468105 26.520533 12.880589 995.566589 434.382193

Antenna 23: 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
23 N00 RF_maintenance ee Temporal Discontinuties 1699.824758 62.761622 53.382508 98.646046 84.173057 114.528014 52.091348 1699.824758 858.589817

Antenna 23: 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
23 N00 RF_maintenance ee Temporal Discontinuties 1580.582678 44.529056 44.771324 80.099898 91.788105 11.185339 26.627033 831.422969 1580.582678

Antenna 23: 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
23 N00 RF_maintenance ee Temporal Discontinuties 839.847454 57.534209 62.763813 79.455701 69.996152 97.583826 54.891151 839.847454 579.829773

Antenna 23: 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
23 N00 RF_maintenance ee Temporal Discontinuties 590.226727 37.152473 45.305916 61.329655 57.785013 38.700875 45.522193 590.226727 552.638166

Antenna 23: 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
23 N00 RF_maintenance ee Temporal Discontinuties 1060.191798 76.397799 57.607564 76.228604 83.602770 60.884242 96.852755 726.187161 1060.191798

Antenna 23: 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
23 N00 RF_maintenance ee Temporal Discontinuties 831.186923 52.649398 74.250549 167.438387 171.258763 205.446013 144.109670 831.186923 708.818613

Antenna 23: 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
23 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 23: 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
23 N00 RF_maintenance ee Temporal Discontinuties 1044.483065 54.714649 48.003770 78.548643 67.344910 80.129171 43.604526 1044.483065 590.013463

Antenna 23: 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
23 N00 RF_maintenance ee Temporal Discontinuties 2622.885413 69.999949 47.048410 125.667119 92.240877 235.135647 68.128264 2622.885413 775.704873

Antenna 23: 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
23 N00 RF_maintenance ee Temporal Discontinuties 1126.408845 26.076074 27.394566 38.475671 33.583319 212.593200 165.815029 1126.408845 856.182414

Antenna 23: 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
23 N00 Not Found nn Shape nan nan nan inf inf nan nan nan nan

Antenna 23: 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
23 N00 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 23: 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
23 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 23: 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
23 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 23: 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
23 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 23: 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
23 N00 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 23: 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
23 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 23: 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
23 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 23: 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
23 N00 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 23: 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
23 N00 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 23: 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
23 N00 RF_maintenance ee Temporal Discontinuties 2272.880631 27.503949 28.034878 37.849477 58.115965 48.065037 129.595296 762.152251 2272.880631

Antenna 23: 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
23 N00 RF_maintenance ee Temporal Discontinuties 1801.419927 35.050914 35.664845 40.723561 54.330036 63.289825 176.340820 925.996927 1801.419927

Antenna 23: 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
23 N00 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 23: 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
23 N00 RF_maintenance ee Temporal Discontinuties 1720.999865 29.441270 33.015696 58.978298 42.434790 149.757353 95.762481 1720.999865 933.130936

Antenna 23: 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
23 N00 RF_maintenance nn Temporal Discontinuties 786.837670 32.081036 24.984630 46.889645 48.074007 141.650795 145.551415 786.837670 771.648561

Antenna 23: 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
23 N00 RF_maintenance ee Temporal Discontinuties 1249.443147 18.349984 19.059545 31.273980 43.151589 72.872704 231.995861 440.343396 1249.443147

Antenna 23: 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
23 N00 RF_maintenance ee Temporal Discontinuties 1473.674388 31.681839 26.023870 33.295532 42.483553 118.613902 196.344783 829.138013 1473.674388

Antenna 23: 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
23 N00 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 23: 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
23 N00 RF_maintenance ee Temporal Discontinuties 2283.758469 95.167375 76.515154 241.869330 192.827750 52.976171 30.120397 2283.758469 992.173377

Antenna 23: 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
23 N00 RF_maintenance ee Temporal Discontinuties 729.222419 18.610940 18.569714 45.100892 30.808001 399.878302 167.843773 729.222419 303.525347

Antenna 23: 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
23 N00 RF_maintenance ee Temporal Discontinuties 1404.215605 21.551536 21.384497 26.330830 41.930130 166.863262 502.195715 539.322843 1404.215605

Antenna 23: 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
23 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 23: 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
23 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 23: 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
23 N00 RF_maintenance nn Temporal Discontinuties 1355.982147 20.481643 22.851902 29.140900 36.779900 109.749560 192.549708 781.444389 1355.982147

Antenna 23: 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
23 N00 RF_maintenance ee Temporal Discontinuties 2160.919455 84.404470 64.519142 234.213883 207.549126 35.565494 31.822057 2160.919455 1050.680768

Antenna 23: 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
23 N00 RF_maintenance ee Temporal Discontinuties 1585.226089 27.746631 27.100446 30.183895 47.390243 55.735863 233.014219 537.773961 1585.226089

Antenna 23: 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
23 N00 RF_maintenance ee Temporal Discontinuties 7155.834943 89.851030 275.144481 260.370805 340.864217 560.128625 1484.615830 2636.984246 7155.834943

Antenna 23: 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
23 N00 RF_maintenance nn Temporal Discontinuties 231.512952 7.484180 6.672681 16.597450 16.756185 25.188896 22.593752 231.512952 187.969733

Antenna 23: 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
23 N00 RF_maintenance ee Temporal Discontinuties 600.992793 7.539482 7.151088 20.475953 27.460510 90.242505 167.953015 372.849946 600.992793

Antenna 23: 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
23 N00 RF_maintenance nn Temporal Discontinuties 2360.211801 49.540445 77.739955 204.979906 220.666826 35.012080 28.874270 1810.027842 2360.211801

Antenna 23: 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
23 N00 RF_maintenance ee Temporal Discontinuties 398.319815 3.586847 2.558930 5.396141 6.038704 1.477861 3.679363 330.854774 398.319815

Antenna 23: 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
23 N00 RF_maintenance ee Temporal Discontinuties 472.051730 6.974239 6.059852 20.611303 20.834711 34.532065 39.976920 422.121786 472.051730

Antenna 23: 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
23 N00 RF_maintenance ee Temporal Discontinuties 1181.403467 28.719479 21.969780 52.468207 52.732328 113.731921 105.988269 1074.550934 1181.403467

Antenna 23: 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
23 N00 RF_maintenance ee Temporal Discontinuties 504.972133 22.506317 25.115983 54.240819 54.262626 144.648825 333.296122 473.906972 504.972133

Antenna 23: 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
23 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 23: 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
23 N00 RF_maintenance nn Temporal Discontinuties 737.775328 59.865146 47.200067 75.792768 66.774521 87.047346 58.299203 737.775328 501.959716

Antenna 23: 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
23 N00 RF_maintenance ee Temporal Discontinuties 464.027983 257.982387 257.982387 235.749376 235.749376 193.889916 193.889916 464.027983 464.027983

Antenna 23: 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
23 N00 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 23: 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
23 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 23: 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
23 N00 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 23: 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
23 0 RF_maintenance ee Temporal Discontinuties 178.748470 26.219484 38.084547 167.433119 123.708788 172.935376 64.912729 178.748470 67.692710

Antenna 23: 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
23 0 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 23: 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
23 0 RF_maintenance nn Temporal Discontinuties 2139.766357 37.019220 108.200665 121.827046 193.694944 60.560485 128.251260 662.962306 2139.766357

Antenna 23: 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
23 0 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 23: 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
23 0 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 23: 2459688

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
23 0 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 23: 2459687

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
23 0 RF_maintenance nn Temporal Discontinuties 1431.797702 73.448400 47.068766 141.498843 145.207661 594.574148 459.767433 1431.797702 1420.280937

Antenna 23: 2459686

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
23 0 RF_maintenance ee Temporal Discontinuties 203.916742 54.372602 42.882716 106.312568 98.912279 48.236477 73.539548 161.771803 203.916742

Antenna 23: 2459685

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
23 0 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 23: 2459684

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
23 0 RF_maintenance nn Temporal Discontinuties 226.611359 45.703945 60.264290 113.651586 128.616016 38.332089 40.376585 194.344651 226.611359

Antenna 23: 2459676

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
23 0 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 23: 2459675

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
23 0 RF_maintenance nn Temporal Discontinuties 431.365850 43.432701 74.003537 106.788563 108.852891 53.903430 87.371378 381.598624 431.365850

Antenna 23: 2459674

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
23 0 RF_maintenance nn Temporal Discontinuties 392.355260 57.495039 48.122046 110.304832 108.470264 64.054450 41.615859 392.355260 322.112802

Antenna 23: 2459673

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
23 0 RF_maintenance nn Temporal Discontinuties 695.797889 55.817152 81.949964 149.008119 160.188036 33.202540 30.163802 544.692701 695.797889

Antenna 23: 2459672

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
23 0 RF_maintenance ee Temporal Discontinuties 245.792450 73.133433 45.166182 117.906844 119.891825 44.734972 60.286863 199.991236 245.792450

Antenna 23: 2459671

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
23 0 RF_maintenance ee Temporal Discontinuties 925.289444 69.365810 78.575665 101.167044 127.319183 31.025212 55.856308 402.197792 925.289444

Antenna 23: 2459670

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
23 0 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 23: 2459669

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
23 0 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 23: 2459668

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
23 0 RF_maintenance nn Temporal Discontinuties 608.765251 35.001635 57.660158 149.462658 152.061935 39.720652 36.101214 443.492442 608.765251

Antenna 23: 2459665

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
23 0 RF_maintenance ee Temporal Discontinuties 1043.041541 51.899770 61.072528 122.434442 113.976654 32.780586 27.456949 1043.041541 888.813641

Antenna 23: 2459664

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
23 0 RF_maintenance ee Temporal Discontinuties 1220.256473 42.251025 76.171315 213.895513 195.539315 299.034984 225.602283 1220.256473 1037.535666

Antenna 23: 2459663

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
23 0 RF_maintenance nn Temporal Discontinuties 1280.019862 110.896735 66.273241 257.024900 242.440629 90.408565 89.898552 1280.019862 1035.615192

Antenna 23: 2459662

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
23 0 RF_maintenance ee Temporal Discontinuties 638.028779 26.203036 29.442101 55.820445 48.821301 219.466907 174.160620 638.028779 613.247679

Antenna 23: 2459661

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
23 0 RF_maintenance ee Temporal Discontinuties 655.356683 50.184044 78.358041 187.526866 243.946690 39.410988 65.679099 238.005704 655.356683

Antenna 23: 2459660

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
23 0 RF_maintenance ee Temporal Discontinuties 1255.380017 59.399005 38.574042 220.697966 167.033530 72.322272 38.137016 1255.380017 416.075688

Antenna 23: 2459659

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
23 0 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 23: 2459658

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
23 0 RF_maintenance nn Temporal Discontinuties 1326.968114 83.759355 48.944837 122.358689 117.597225 32.154447 32.518615 1326.968114 1132.829591

Antenna 23: 2459657

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
23 0 RF_maintenance ee Temporal Discontinuties 531.984906 57.562502 41.533455 131.548234 152.296473 33.953908 38.899269 365.979997 531.984906

Antenna 23: 2459656

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
23 0 RF_maintenance nn Temporal Discontinuties 850.676486 70.441121 42.081543 103.869116 99.551548 35.720227 40.872078 850.676486 752.523685

Antenna 23: 2459655

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
23 0 RF_maintenance ee Temporal Discontinuties 810.519248 32.073171 36.693876 67.902731 57.095433 175.568865 86.044021 810.519248 607.045832

Antenna 23: 2459653

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
23 0 RF_maintenance nn Temporal Discontinuties 487.125320 72.732102 45.998366 119.266257 107.133776 43.279927 52.338326 487.125320 271.427408

Antenna 23: 2459652

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
23 0 RF_maintenance ee Temporal Discontinuties 1421.333124 96.229554 101.689121 198.467406 157.976757 102.764811 63.419917 1421.333124 627.026325

Antenna 23: 2459651

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
23 0 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 23: 2459650

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
23 0 RF_maintenance ee Power 171.322325 71.409804 47.055355 140.123724 171.322325 39.465281 65.505616 85.488883 150.216610

Antenna 23: 2459649

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
23 0 RF_maintenance ee Temporal Discontinuties 789.166600 45.615337 67.374043 121.222807 107.552809 35.493062 39.682361 789.166600 532.128689

Antenna 23: 2459648

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
23 0 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 23: 2459647

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
23 0 RF_maintenance ee Temporal Variability 31034.991946 0.436423 0.436423 1035.603290 1035.603290 31034.991946 31034.991946 6.334858 6.334858

Antenna 23: 2459646

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
23 0 RF_maintenance ee Temporal Discontinuties 745.748072 43.482585 58.488988 139.688503 133.213769 44.757796 41.958955 745.748072 617.907493

Antenna 23: 2459645

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
23 0 RF_maintenance ee Temporal Discontinuties 361.714327 84.700237 54.642571 194.730963 136.286636 86.665133 40.375291 361.714327 113.162176

Antenna 23: 2459642

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
23 0 RF_maintenance ee Temporal Discontinuties 1203.258006 62.835015 62.325425 215.130805 165.108231 70.616115 39.466872 1203.258006 478.399262

Antenna 23: 2459640

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
23 0 RF_maintenance ee Temporal Discontinuties 509.582263 72.697985 67.060745 174.175085 135.281570 74.673621 35.779501 509.582263 297.329610

Antenna 23: 2459639

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
23 0 RF_maintenance ee Temporal Discontinuties 844.374491 95.495217 68.761237 186.808495 150.547125 98.154211 38.040608 844.374491 387.711012

Antenna 23: 2459638

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
23 0 RF_maintenance ee Temporal Discontinuties 196.488606 33.901623 65.602641 174.682940 151.313224 58.421639 38.938473 196.488606 142.368362

Antenna 23: 2459637

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
23 0 RF_maintenance ee Temporal Discontinuties 500.642243 41.798017 51.647531 167.242038 146.930422 50.629817 47.115471 500.642243 335.893361

Antenna 23: 2459636

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
23 0 RF_maintenance ee Temporal Discontinuties 311.532564 55.005994 63.794842 181.896219 168.392190 44.225936 35.350824 311.532564 259.940876

Antenna 23: 2459635

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
23 0 RF_maintenance ee Temporal Discontinuties 363.855432 57.726264 56.123262 142.341213 169.539136 47.201208 70.123916 253.396172 363.855432
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