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 = "14"
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 14 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 14, 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% 66.947915 61.227069 86.192837 78.776845 50.574641 24.398380 269.542865 151.080936 0.0178 0.0169 0.0005 1.087260 1.082776
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% 156.613639 88.940560 178.883071 153.755013 313.638457 205.923709 3979.276104 2481.728793 0.0175 0.0166 0.0007 1.052745 1.051252
2459759 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 45.517416 40.941818 50.479705 50.196030 12.406108 16.605088 402.979911 493.745682 0.0183 0.0174 0.0008 1.091899 1.090676
2459758 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 66.637613 80.088496 78.357845 82.822949 48.908212 77.741342 687.018064 1011.244195 0.0181 0.0171 0.0008 1.077002 1.074347
2459757 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 71.050068 57.324183 86.477514 82.505404 14.570671 15.919042 1207.279978 1325.707839 0.0182 0.0169 0.0008 1.070338 1.069478
2459755 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 66.367048 77.293199 69.028780 71.001201 82.993082 74.687042 601.750749 576.507405 0.0181 0.0173 0.0007 1.058285 1.058014
2459754 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 156.951638 58.748532 81.285518 61.654097 95.731105 99.101458 1099.333266 729.807179 0.0181 0.0173 0.0006 1.110758 1.114233
2459753 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 91.606312 77.293643 82.438065 76.819527 96.450800 71.545267 923.827242 818.623303 0.0184 0.0171 0.0008 1.129911 1.119054
2459752 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 66.450924 94.313521 156.894594 174.649795 104.028201 166.719792 564.913252 850.701049 0.0195 0.0172 0.0013 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% 73.210989 87.574747 75.527158 86.203389 73.220631 101.680739 900.189701 1467.806274 0.0179 0.0164 0.0015 1.057115 1.048404
2459748 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 88.585088 75.547612 102.655054 99.104035 94.418597 75.436094 963.858935 1025.780353 0.0182 0.0171 0.0007 1.100035 1.096284
2459747 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 38.223112 29.915603 58.496939 42.714366 458.620765 345.113286 2894.391060 1880.101922 0.0182 0.0174 0.0007 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% - - 27.297569 35.380870 39.230171 46.470024 56.125201 91.814051 920.896365 1494.029201 0.0199 0.0173 0.0018 nan nan
2459732 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 35.541444 46.279205 40.190120 56.783084 82.927902 238.969989 967.956296 2030.494387 0.0197 0.0174 0.0023 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% - - 51.454820 34.267884 62.970493 43.439804 184.739143 59.962370 2119.388321 961.095369 0.0188 0.0177 0.0008 nan nan
2459728 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 34.042170 29.738846 63.312694 49.028235 298.722345 166.749284 1674.506818 947.826682 0.0189 0.0177 0.0011 nan nan
2459726 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 27.292268 24.219867 40.272912 46.757882 133.534562 296.083297 870.042830 1842.947090 0.0186 0.0169 0.0010 nan nan
2459724 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 35.889155 28.273017 55.517706 35.435954 453.640570 183.206598 2538.207464 1201.654735 0.0182 0.0180 0.0006 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% 240.193597 148.158031 268.059159 248.857680 75.454677 39.920477 2636.515512 2267.457066 0.0181 0.0170 0.0008 1.111132 1.106151
2459720 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 22.612370 25.494457 47.902825 45.364196 509.253260 417.881271 803.833648 904.764530 0.0188 0.0172 0.0020 nan nan
2459719 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 22.625074 27.676310 35.639514 35.793272 362.535816 368.621463 1051.846021 1317.728374 0.0190 0.0179 0.0010 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% - - 31.238237 24.383047 45.876333 38.030538 318.822365 302.835690 2254.762548 1620.982906 0.0193 0.0173 0.0014 nan nan
2459715 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 155.135320 94.417922 242.197694 208.633295 40.848487 32.739913 2155.826634 1724.933042 0.0180 0.0169 0.0004 1.104292 1.102408
2459713 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 27.713789 39.900358 36.314881 48.755823 103.993038 284.779335 894.337405 1960.168590 0.0194 0.0174 0.0019 nan nan
2459712 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 123.342962 228.543094 280.320252 339.453118 865.895490 1545.988225 3925.390520 6372.374804 0.0178 0.0165 0.0008 1.100146 1.091280
2459711 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 8.541269 8.154285 23.328889 19.355963 47.845318 35.780033 530.555036 306.235174 0.0191 0.0179 0.0004 nan nan
2459710 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 8.081861 15.124187 27.900784 33.703031 171.978168 216.488499 738.200690 1063.883631 0.0181 0.0169 0.0010 nan nan
2459708 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 272.250916 70.173591 307.137118 192.818682 58.827252 31.530830 3141.426775 1431.520282 0.0176 0.0179 0.0008 0.885905 0.894877
2459707 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 3.903702 2.968343 5.717398 4.706985 1.837704 0.276766 345.737128 236.637195 0.0191 0.0181 0.0005 0.000000 0.000000
2459706 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 6.817516 7.243726 21.508368 17.093700 53.508085 48.937292 550.756447 401.775912 0.0192 0.0184 0.0005 nan nan
2459705 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 30.882343 25.710261 65.180144 48.369554 154.155562 120.746764 1329.244190 1179.568026 0.0192 0.0180 0.0008 nan nan
2459703 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 31.875702 25.741551 86.385600 67.665642 1188.421176 514.558576 698.892233 549.546763 0.0231 0.0213 0.0029 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% 151.483913 94.165258 89.526702 78.953857 120.546895 155.986885 1222.828843 1271.484970 0.0183 0.0176 0.0004 1.253468 1.250820
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 11051.514404 11051.514404
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% 93.659571 65.371994 166.686899 157.429211 177.429023 205.840984 207.862449 185.174705 0.0206 0.0198 0.0006 1.247295 1.247286
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% 72.206370 89.528566 130.346902 153.614017 71.713247 207.283633 1062.638740 2397.299736 0.0212 0.0194 0.0013 1.260436 1.255174
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 1.137449 1.131528
2459687 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 125.536488 79.977114 153.130820 155.245633 714.030067 598.781418 1151.257604 2236.503185 0.0256 0.0294 0.0039 nan nan
2459686 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 45.916117 67.804054 83.080609 90.842850 35.711172 65.792075 120.195515 192.601942 0.0194 0.0174 0.0021 1.124979 1.117939
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% 105.055429 105.214643 124.282400 133.025263 63.809260 77.490726 331.013213 391.309021 0.0184 0.0170 0.0008 1.096175 1.099171
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% 80.325009 86.835442 115.755109 120.709762 127.533080 117.954349 598.214700 675.370803 0.0196 0.0171 0.0015 1.127785 1.125505
2459674 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 76.384078 121.599815 119.068270 150.923321 75.602738 247.222899 549.285806 1343.841334 0.0197 0.0169 0.0024 1.136521 1.130237
2459673 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 105.916083 95.101328 160.022293 157.493800 51.364305 55.089823 720.903618 815.311102 0.0187 0.0173 0.0010 1.070569 1.056997
2459672 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 194.151647 84.543842 159.679709 123.548582 73.285614 88.805146 331.158305 293.184463 0.0187 0.0173 0.0005 0.000000 0.000000
2459671 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 134.808474 125.470857 136.574684 139.205944 90.026833 106.410110 1122.456075 1406.407432 0.0199 0.0187 0.0011 1.344187 1.335523
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% 79.871331 79.592716 162.105469 155.234959 40.634909 50.021522 655.021138 643.151732 0.0187 0.0176 0.0012 1.112198 1.113466
2459665 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 156.560193 137.908210 144.117680 161.770437 50.085639 116.578844 1442.605070 2819.510002 0.0189 0.0174 0.0012 1.101406 1.098863
2459664 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 36.484615 78.176695 146.844859 178.903446 132.683570 194.487506 585.191140 891.065573 0.0199 0.0182 0.0019 nan nan
2459663 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 108.113090 87.043372 251.481720 225.806160 83.549816 88.616843 1099.390925 843.324841 0.0191 0.0177 0.0005 1.160311 1.164559
2459662 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 43.668344 39.041894 107.696137 73.943819 1055.128271 417.486150 3716.858624 1698.505313 0.0196 0.0177 0.0009 nan nan
2459661 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 142.022374 80.691588 208.131068 185.539630 54.827837 52.083802 315.118908 329.210506 0.0192 0.0179 0.0007 1.132526 1.135932
2459660 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 88.515583 58.198003 179.900426 158.105227 49.768542 51.527798 608.601255 476.288947 0.0182 0.0175 0.0005 1.120373 1.124566
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% 104.574842 65.164886 130.878192 118.513808 31.011876 43.335245 1519.859486 1520.083561 0.0184 0.0174 0.0004 1.093479 1.097138
2459657 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 68.073416 98.132752 148.951090 187.967736 42.967205 75.331627 541.466445 1314.798774 0.0190 0.0166 0.0025 1.121346 1.113546
2459656 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 110.981094 93.816499 126.238133 119.950171 44.268138 62.433093 1346.247724 1506.613116 0.0192 0.0171 0.0025 1.157446 1.150297
2459655 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 33.946815 46.407202 67.864887 71.454416 135.369916 191.768740 797.077022 940.178013 0.0193 0.0179 0.0011 nan nan
2459653 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 136.588307 113.304250 134.588530 140.528811 49.164610 154.369128 549.863825 964.421692 0.0192 0.0168 0.0012 1.121630 1.117019
2459652 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 99.704062 104.893693 156.737651 174.744136 58.635002 62.114433 647.281749 1045.112549 0.0190 0.0171 0.0012 1.113599 1.109175
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% 155.699458 56.774270 182.264460 147.223247 64.607989 34.276707 132.655684 104.521059 0.0193 0.0175 0.0006 1.120570 1.123304
2459649 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 176.836298 85.963486 152.623897 123.306442 55.033515 52.982488 945.172919 934.229436 0.0181 0.0171 0.0010 1.104421 1.107729
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% 0.040007 0.040007 1036.481913 1036.481913 31035.072812 31035.072812 6.470028 6.470028 0.2085 0.2085 0.0000 0.051738 0.051738
2459646 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 138.440658 86.187287 173.892788 146.941239 78.074603 57.578957 1296.515356 818.779819 0.0200 0.0182 0.0005 1.099128 1.101868
2459645 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 77.373727 110.951361 150.945253 181.561834 46.918889 103.751774 159.511065 360.729506 0.0208 0.0178 0.0017 1.109158 1.101315
2459642 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 313.597836 96.414602 322.890572 192.522575 104.753712 75.731204 1601.345281 725.400681 0.0184 0.0182 0.0005 1.116447 1.123600
2459641 RF_maintenance - 55.70% 55.70% 0.00% - - nan nan nan nan nan nan nan nan 0.4666 0.4613 0.0033 nan nan
2459640 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 275.858282 132.171003 231.265793 195.672783 89.819282 146.965762 964.249275 907.774744 0.0188 0.0169 0.0014 1.103213 1.101873
2459639 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 117.159705 79.836597 163.849082 143.423427 61.487283 59.281403 632.384897 442.852658 0.0188 0.0179 0.0006 1.092751 1.097474
2459638 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0199 0.0179 0.0019 nan nan
2459637 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 58.048076 98.338540 163.258882 231.138887 50.988004 117.023505 432.372411 1134.212911 0.0195 0.0175 0.0023 1.114375 1.101442
2459636 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 62.629603 87.885560 152.925894 167.343459 32.523407 44.474227 136.922081 227.386363 0.0200 0.0179 0.0015 1.115730 1.110643
2459635 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 64.295850 131.896046 148.494107 223.004985 45.977254 157.430005 242.346684 904.007306 0.0196 0.0173 0.0027 1.118858 1.102849
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 0.111815 0.111815
2459633 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 123.898910 83.369921 203.948678 186.692664 78.869405 74.828927 595.005278 625.247563 0.0186 0.0175 0.0007 1.100430 1.101023
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% 241.652997 121.351893 221.833309 179.644314 80.107967 101.164587 920.489795 681.376632 0.0177 0.0167 0.0006 1.114728 1.117582
2459630 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 256.865900 136.796861 206.007298 175.210923 90.103351 134.320506 1395.435836 1290.975540 0.0183 0.0169 0.0012 1.103578 1.104119
2459629 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 150.069600 122.778430 200.601204 200.101715 56.810970 83.625571 688.027843 995.395324 0.0179 0.0169 0.0004 1.134964 1.133987
2459628 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 113.514524 69.777937 164.209354 133.570570 64.279435 41.002740 1039.180475 603.619535 0.0185 0.0176 0.0009 1.092724 1.098044
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% 97.676879 103.346424 139.290139 151.945017 57.587149 90.791772 1108.914249 1666.476483 0.0174 0.0168 0.0007 1.079358 1.076648
2459625 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 110.883969 79.131833 159.518834 151.449026 88.431252 68.589879 418.283372 498.182854 0.0185 0.0177 0.0008 1.103576 1.104707
2459624 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 115.562787 98.284075 143.564783 125.931948 61.753113 64.764029 847.711869 632.128561 0.0184 0.0177 0.0005 1.108907 1.113231
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% 110.481813 90.809969 275.133843 277.575023 37.668416 46.305196 608.756225 667.334348 0.0193 0.0176 0.0014 0.000000 0.000000
2459621 RF_maintenance 100.00% - - - 100.00% 0.00% 228.729722 102.253729 206.663842 169.530527 53.955511 67.463462 968.317075 836.661998 nan nan nan 2.028417 2.017141
2459620 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 60.242094 45.660949 125.634107 77.437787 289.343866 134.304057 1965.158169 887.056220 0.0201 0.0193 0.0007 nan nan
2459619 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 69.148431 86.271879 141.608694 144.840963 52.637546 43.905420 266.534285 270.562108 0.0200 0.0188 0.0008 0.000000 0.000000
2459618 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 204.695460 115.528459 213.216883 200.119959 72.410006 70.778115 1182.882777 1154.575601 0.0188 0.0182 0.0008 1.183825 1.180626
2459617 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 87.304764 98.110309 151.535037 163.802323 83.566445 84.402529 885.455842 1208.689896 0.0192 0.0177 0.0014 1.176750 1.168972
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% 106.188983 84.942987 146.792538 129.951143 40.871612 33.949664 644.512262 369.363462 0.0191 0.0185 0.0004 1.237944 1.250853
2459614 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 80.613984 126.575537 142.558166 171.860597 45.034337 68.363783 363.886655 620.217463 0.0197 0.0181 0.0023 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% 200.127728 167.912195 185.521422 177.202848 94.773116 90.991638 943.266153 912.010950 0.0204 0.0213 0.0023 0.000000 0.000000
2459611 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 217.282674 75.763164 145.465885 101.934102 78.420142 72.589374 1022.174135 372.854486 0.0182 0.0177 0.0007 1.115042 1.132164
2459610 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 213.537469 104.172159 162.035503 133.949488 66.653182 52.663568 451.371621 258.672979 0.0186 0.0177 0.0007 1.123526 1.130035
2459609 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 225.050789 120.062033 208.362295 176.387215 61.710186 47.946990 702.277308 386.132666 0.0183 0.0182 0.0007 1.141462 1.147716
2459608 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 255.056512 107.272150 268.086194 201.740691 56.787409 35.204196 479.213082 206.119570 0.0181 0.0182 0.0007 1.158088 1.165640
2459607 RF_maintenance 100.00% 96.22% 96.22% 0.00% 100.00% 0.00% 10.840392 12.284780 25.180281 25.496454 40.711105 40.915692 -2.334357 -1.953764 0.0547 0.0548 0.0003 1.130659 1.139759
2459605 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 18.574518 8.461572 73.368746 48.388581 216.825688 171.195574 195.878806 130.618496 0.0197 0.0182 0.0012 nan nan
2459604 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 198.619324 221.198074 181.699690 197.211364 78.193512 77.101935 527.040421 593.564407 0.0185 0.0168 0.0008 1.146215 1.142713
2459603 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 176.646652 103.371434 232.908922 181.945983 44.941804 24.871768 54.288606 30.429123 0.0186 0.0177 0.0005 1.143948 1.149754
2459602 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 128.911598 155.819563 212.156413 239.168894 30.101221 43.650585 457.310328 709.555038 0.0193 0.0169 0.0014 1.122732 1.116599
2459598 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 172.658448 128.234078 178.885871 177.336188 60.289884 73.594458 419.149135 432.937578 0.0192 0.0174 0.0018 1.117257 1.117266
2459597 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 144.229873 106.994651 207.665604 198.868366 51.240757 63.362568 662.796918 624.708689 0.0190 0.0171 0.0007 1.108742 1.110498
2459596 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 152.330580 162.551168 162.834956 176.623114 60.843533 71.826031 300.805604 403.710026 0.0184 0.0171 0.0011 1.109437 1.106728
2459595 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 257.614542 290.893636 194.811400 216.453284 40.146996 42.638437 129.122006 187.464858 0.0185 0.0167 0.0014 1.104242 1.098693
2459594 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 93.159507 71.555823 160.552033 139.527949 31.951454 31.517824 88.462442 87.161768 0.0190 0.0182 0.0010 1.131112 1.137275
2459593 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 51.794619 96.783559 153.375484 179.681219 55.218441 69.551862 127.051142 212.752223 0.0196 0.0181 0.0018 1.112991 1.104249
2459592 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 7.050176 15.211903 71.476620 71.187833 98.920932 77.166199 131.163714 86.706301 0.0203 0.0177 0.0023 nan nan
2459591 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 91.354454 95.333975 192.676371 203.426543 41.428474 69.137590 184.511612 332.748104 0.0200 0.0175 0.0017 1.130444 1.127884
2459590 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 180.189369 128.114993 189.513973 178.680286 54.276354 72.304912 283.586420 251.439484 0.0183 0.0185 0.0005 1.119683 1.123603
2459589 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 339.590075 338.910602 inf inf 50.646717 53.963088 374.099921 392.775205 nan nan nan 0.000000 0.000000
2459588 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 184.947163 68.731276 272.330437 201.860407 39.166854 36.018667 58.402499 67.238134 0.0180 0.0177 0.0006 1.102158 1.110228
2459587 RF_maintenance 100.00% - - - 100.00% 0.00% 309.026610 108.640695 428.490795 287.881202 116.472788 54.620135 744.984436 398.265432 nan nan nan 1.157899 1.170531
2459586 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 130.007072 105.155244 62.599512 61.722888 18.368678 18.538533 347.642736 397.914934 0.0185 0.0177 0.0014 1.131090 1.131888
2459585 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 65.857432 66.322395 46.864436 47.114438 12.960716 14.373833 696.882857 690.353595 0.0197 0.0175 0.0011 0.000000 0.000000
2459584 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 142.825524 146.858218 252.767025 275.889810 21.257713 35.959112 116.352747 153.879327 0.0193 0.0170 0.0013 1.240562 1.230855
2459583 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 170.058174 76.814102 91.694759 78.265167 35.733682 54.725758 262.566544 289.160032 0.0186 0.0175 0.0008 1.190993 1.184771
2459582 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 133.535061 90.356085 87.935345 72.982661 80.013501 60.337313 367.613530 259.376566 0.0179 0.0172 0.0006 1.126197 1.131305
2459581 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 205.739316 110.168438 94.190565 82.203882 40.029519 42.229036 338.485630 407.559178 0.0191 0.0172 0.0015 1.123387 1.124647
2459580 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 119.061761 76.983812 90.077770 78.462780 33.353492 50.708562 247.282775 253.539909 0.0185 0.0174 0.0006 1.121894 1.124374
2459579 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 148.750570 82.378979 102.654315 90.396263 61.897870 78.156491 515.967151 451.499855 0.0186 0.0173 0.0008 1.125874 1.126216
2459578 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 16.681707 9.525942 54.461560 31.321794 434.689890 180.797188 2017.438437 1040.357507 0.0188 0.0176 0.0004 nan nan
2459577 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 162.403544 119.389500 88.150864 76.746538 87.591003 44.600107 420.484102 350.044632 0.0181 0.0172 0.0004 1.106860 1.110743
2459576 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 167.038340 80.902709 69.556339 57.649994 64.587457 39.425920 490.652045 383.335888 0.0186 0.0172 0.0008 1.106704 1.107322
2459575 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 125.075187 66.860690 72.042363 56.607575 34.423929 47.169070 56.000377 37.688984 0.0191 0.0178 0.0005 0.000000 0.000000
2459574 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 75.572604 55.764262 55.589875 49.936894 54.467391 37.179890 216.558598 152.153611 0.0187 0.0179 0.0004 1.084873 1.091111
2459573 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 73.574685 102.020256 91.104260 110.045687 44.266706 85.430489 262.651781 531.963236 0.0193 0.0171 0.0015 0.000000 0.000000
2459572 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 78.625107 83.709044 55.534409 55.516487 29.466695 34.296939 595.835059 627.819247 0.0184 0.0175 0.0006 1.066568 1.068808
2459571 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 9.502643 11.395731 42.449542 41.456273 221.128272 212.189014 1531.026508 1257.287337 0.0186 0.0176 0.0009 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% 157.219322 130.529988 89.970363 94.682705 38.638809 46.166970 52.130866 88.111775 0.0181 0.0166 0.0016 1.100607 1.095086
2459566 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 115.219785 82.920200 78.665766 75.206054 48.862281 63.556344 247.906373 199.082555 0.0191 0.0172 0.0015 0.000000 0.000000
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% 154.671049 64.081502 91.928730 70.860960 12.507200 9.011439 297.726015 215.871423 0.0182 0.0176 0.0005 1.110349 1.116046
2459563 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 155.436690 80.562358 172.944736 157.062426 42.872935 53.453716 463.654504 483.319821 0.0187 0.0172 0.0011 0.000000 0.000000
2459562 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 73.957299 50.664929 39.112236 32.802519 11.445226 6.933566 187.299461 139.277388 0.0175 0.0182 0.0014 1.113111 1.127295
2459561 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 159.486019 52.852304 51.510909 35.494858 18.325625 14.863853 548.484357 337.005389 0.0178 0.0175 0.0005 1.093578 1.105893
2459560 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 109.755813 47.786691 43.121714 33.705191 10.386938 9.093026 297.115155 207.206520 0.0187 0.0177 0.0005 1.099842 1.111924
2459559 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 73.468435 69.146242 40.632108 38.854580 10.894215 9.233880 316.283853 241.448775 0.0184 0.0171 0.0015 1.113087 1.116094
2459558 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 69.385548 131.847253 72.437150 96.405183 41.422050 92.612706 299.025296 670.147353 0.0195 0.0167 0.0020 1.136303 1.128087
2459557 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0183 0.0181 -0.0001 nan nan
2459556 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 201.611399 95.329409 115.643061 83.296850 56.432304 43.333199 1453.468445 757.923028 0.0183 0.0173 0.0006 1.125888 1.131616
2459554 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0180 0.0169 0.0006 nan nan
2459553 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0179 0.0175 0.0005 nan nan
2459552 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 94.364605 78.561866 109.211740 96.567114 49.829752 50.799960 243.113793 280.703320 0.0186 0.0178 0.0005 0.000000 0.000000
2459551 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 53.865366 73.057773 43.699748 51.198263 12.341702 23.873399 302.010421 569.119341 0.0184 0.0167 0.0012 1.119564 1.117045
2459550 RF_maintenance - 96.71% 96.71% 0.00% - - nan nan nan nan nan nan nan nan 0.0464 0.0450 0.0012 nan nan
2459549 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 190.931847 65.116227 119.799300 75.414692 80.439371 42.652007 797.613247 316.725054 0.0185 0.0179 0.0010 1.120993 1.132282
2459542 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 161.693358 81.288648 197.822354 151.775019 7.490351 3.707969 532.999902 240.860852 0.0177 0.0177 0.0006 1.119129 1.125406
2459541 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 11.129893 10.681245 42.914099 43.584187 647.681571 643.860605 49.582448 34.504346 0.0190 0.0174 0.0013 1.144274 1.140570
2459540 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 121.273658 88.043890 45.051297 44.035757 25.243406 46.502582 210.854386 286.710602 0.0184 0.0171 0.0010 1.151393 1.141850
2459536 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 153.330011 123.315502 147.397664 149.780339 59.860081 103.454544 794.865256 1071.031022 0.0182 0.0169 0.0010 1.129219 1.131248
2459535 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 66.723367 74.148830 36.149711 38.715201 12.009059 39.652135 161.473117 310.592992 0.0181 0.0170 0.0013 1.121540 1.120883
2459534 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 92.671001 50.339546 36.117863 31.115973 15.699841 14.379046 163.658206 148.661700 0.0183 0.0177 0.0006 1.123293 1.126669
2459533 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 102.952110 72.495879 83.109918 70.392935 43.511012 41.190960 540.183050 383.752488 0.0183 0.0180 0.0007 1.135148 1.138552
2459532 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 144.228951 90.587265 112.271159 109.537963 56.746435 58.014473 455.914702 442.824194 0.0189 0.0170 0.0007 1.135009 1.137586
2459530 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 78.067620 71.368386 34.701885 36.251714 15.332121 25.509348 221.703835 335.931477 0.0184 0.0172 0.0007 1.123502 1.125067
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% 120.903500 78.206592 124.899512 108.152829 131.408218 103.990400 311.202282 263.542789 0.0185 0.0170 0.0005 0.000000 0.000000
2459523 RF_maintenance 100.00% - - - 100.00% 0.00% 165.659976 160.171229 124.437983 142.545391 68.951824 129.029974 512.396678 1024.129688 nan nan nan 1.361750 1.360840
2459522 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 88.804174 88.026834 105.671177 110.567289 90.601385 78.079207 434.988510 381.532319 0.0188 0.0174 0.0014 1.178336 1.165125
2459513 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 11.103564 13.349034 39.706959 33.225884 250.109796 237.141570 1233.574088 993.335725 0.0204 0.0185 0.0014 nan nan
2459508 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 73.185952 78.602619 101.037644 96.553763 42.706682 39.437139 73.951099 71.325888 0.0188 0.0182 0.0008 0.000000 0.000000
2459505 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 78.771754 115.055011 94.349393 113.926518 59.986274 76.760741 367.462531 563.980919 0.0118 0.0092 0.0049 1.137311 1.118043
2459503 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 86.646867 101.192735 166.560961 163.891705 56.543431 61.253168 548.648302 403.381309 0.0092 0.0082 0.0038 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 14: 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
14 N00 RF_maintenance ee Temporal Discontinuties 269.542865 66.947915 61.227069 86.192837 78.776845 50.574641 24.398380 269.542865 151.080936

Antenna 14: 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
14 N00 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 14: 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
14 N00 RF_maintenance ee Temporal Discontinuties 3979.276104 156.613639 88.940560 178.883071 153.755013 313.638457 205.923709 3979.276104 2481.728793

Antenna 14: 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
14 N00 RF_maintenance nn Temporal Discontinuties 493.745682 45.517416 40.941818 50.479705 50.196030 12.406108 16.605088 402.979911 493.745682

Antenna 14: 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
14 N00 RF_maintenance nn Temporal Discontinuties 1011.244195 66.637613 80.088496 78.357845 82.822949 48.908212 77.741342 687.018064 1011.244195

Antenna 14: 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
14 N00 RF_maintenance nn Temporal Discontinuties 1325.707839 57.324183 71.050068 82.505404 86.477514 15.919042 14.570671 1325.707839 1207.279978

Antenna 14: 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
14 N00 RF_maintenance ee Temporal Discontinuties 601.750749 66.367048 77.293199 69.028780 71.001201 82.993082 74.687042 601.750749 576.507405

Antenna 14: 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
14 N00 RF_maintenance ee Temporal Discontinuties 1099.333266 156.951638 58.748532 81.285518 61.654097 95.731105 99.101458 1099.333266 729.807179

Antenna 14: 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
14 N00 RF_maintenance ee Temporal Discontinuties 923.827242 77.293643 91.606312 76.819527 82.438065 71.545267 96.450800 818.623303 923.827242

Antenna 14: 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
14 N00 RF_maintenance nn Temporal Discontinuties 850.701049 66.450924 94.313521 156.894594 174.649795 104.028201 166.719792 564.913252 850.701049

Antenna 14: 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
14 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 14: 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
14 N00 RF_maintenance nn Temporal Discontinuties 1467.806274 73.210989 87.574747 75.527158 86.203389 73.220631 101.680739 900.189701 1467.806274

Antenna 14: 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
14 N00 RF_maintenance nn Temporal Discontinuties 1025.780353 88.585088 75.547612 102.655054 99.104035 94.418597 75.436094 963.858935 1025.780353

Antenna 14: 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
14 N00 RF_maintenance ee Temporal Discontinuties 2894.391060 38.223112 29.915603 58.496939 42.714366 458.620765 345.113286 2894.391060 1880.101922

Antenna 14: 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
14 N00 Not Found nn Shape nan nan nan inf inf nan nan nan nan

Antenna 14: 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
14 N00 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 14: 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
14 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 14: 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
14 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 14: 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
14 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 14: 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
14 N00 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 14: 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
14 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 14: 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
14 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 14: 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
14 N00 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 14: 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
14 N00 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 14: 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
14 N00 RF_maintenance nn Temporal Discontinuties 1494.029201 35.380870 27.297569 46.470024 39.230171 91.814051 56.125201 1494.029201 920.896365

Antenna 14: 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
14 N00 RF_maintenance nn Temporal Discontinuties 2030.494387 46.279205 35.541444 56.783084 40.190120 238.969989 82.927902 2030.494387 967.956296

Antenna 14: 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
14 N00 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 14: 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
14 N00 RF_maintenance ee Temporal Discontinuties 2119.388321 51.454820 34.267884 62.970493 43.439804 184.739143 59.962370 2119.388321 961.095369

Antenna 14: 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
14 N00 RF_maintenance ee Temporal Discontinuties 1674.506818 29.738846 34.042170 49.028235 63.312694 166.749284 298.722345 947.826682 1674.506818

Antenna 14: 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
14 N00 RF_maintenance nn Temporal Discontinuties 1842.947090 24.219867 27.292268 46.757882 40.272912 296.083297 133.534562 1842.947090 870.042830

Antenna 14: 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
14 N00 RF_maintenance ee Temporal Discontinuties 2538.207464 28.273017 35.889155 35.435954 55.517706 183.206598 453.640570 1201.654735 2538.207464

Antenna 14: 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
14 N00 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 14: 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
14 N00 RF_maintenance ee Temporal Discontinuties 2636.515512 240.193597 148.158031 268.059159 248.857680 75.454677 39.920477 2636.515512 2267.457066

Antenna 14: 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
14 N00 RF_maintenance nn Temporal Discontinuties 904.764530 22.612370 25.494457 47.902825 45.364196 509.253260 417.881271 803.833648 904.764530

Antenna 14: 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
14 N00 RF_maintenance nn Temporal Discontinuties 1317.728374 27.676310 22.625074 35.793272 35.639514 368.621463 362.535816 1317.728374 1051.846021

Antenna 14: 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
14 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 14: 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
14 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 14: 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
14 N00 RF_maintenance ee Temporal Discontinuties 2254.762548 31.238237 24.383047 45.876333 38.030538 318.822365 302.835690 2254.762548 1620.982906

Antenna 14: 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
14 N00 RF_maintenance ee Temporal Discontinuties 2155.826634 155.135320 94.417922 242.197694 208.633295 40.848487 32.739913 2155.826634 1724.933042

Antenna 14: 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
14 N00 RF_maintenance nn Temporal Discontinuties 1960.168590 39.900358 27.713789 48.755823 36.314881 284.779335 103.993038 1960.168590 894.337405

Antenna 14: 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
14 N00 RF_maintenance nn Temporal Discontinuties 6372.374804 228.543094 123.342962 339.453118 280.320252 1545.988225 865.895490 6372.374804 3925.390520

Antenna 14: 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
14 N00 RF_maintenance ee Temporal Discontinuties 530.555036 8.154285 8.541269 19.355963 23.328889 35.780033 47.845318 306.235174 530.555036

Antenna 14: 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
14 N00 RF_maintenance nn Temporal Discontinuties 1063.883631 15.124187 8.081861 33.703031 27.900784 216.488499 171.978168 1063.883631 738.200690

Antenna 14: 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
14 N00 RF_maintenance ee Temporal Discontinuties 3141.426775 272.250916 70.173591 307.137118 192.818682 58.827252 31.530830 3141.426775 1431.520282

Antenna 14: 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
14 N00 RF_maintenance ee Temporal Discontinuties 345.737128 2.968343 3.903702 4.706985 5.717398 0.276766 1.837704 236.637195 345.737128

Antenna 14: 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
14 N00 RF_maintenance ee Temporal Discontinuties 550.756447 7.243726 6.817516 17.093700 21.508368 48.937292 53.508085 401.775912 550.756447

Antenna 14: 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
14 N00 RF_maintenance ee Temporal Discontinuties 1329.244190 25.710261 30.882343 48.369554 65.180144 120.746764 154.155562 1179.568026 1329.244190

Antenna 14: 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
14 N00 RF_maintenance ee Temporal Variability 1188.421176 25.741551 31.875702 67.665642 86.385600 514.558576 1188.421176 549.546763 698.892233

Antenna 14: 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
14 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 14: 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
14 N00 RF_maintenance nn Temporal Discontinuties 1271.484970 94.165258 151.483913 78.953857 89.526702 155.986885 120.546895 1271.484970 1222.828843

Antenna 14: 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
14 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 14: 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
14 N00 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 14: 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
14 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 14: 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
14 N00 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 14: 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
14 0 RF_maintenance ee Temporal Discontinuties 207.862449 93.659571 65.371994 166.686899 157.429211 177.429023 205.840984 207.862449 185.174705

Antenna 14: 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
14 0 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 14: 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
14 0 RF_maintenance nn Temporal Discontinuties 2397.299736 72.206370 89.528566 130.346902 153.614017 71.713247 207.283633 1062.638740 2397.299736

Antenna 14: 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
14 0 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 14: 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
14 0 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 14: 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
14 0 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 14: 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
14 0 RF_maintenance nn Temporal Discontinuties 2236.503185 79.977114 125.536488 155.245633 153.130820 598.781418 714.030067 2236.503185 1151.257604

Antenna 14: 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
14 0 RF_maintenance nn Temporal Discontinuties 192.601942 67.804054 45.916117 90.842850 83.080609 65.792075 35.711172 192.601942 120.195515

Antenna 14: 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
14 0 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 14: 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
14 0 RF_maintenance nn Temporal Discontinuties 391.309021 105.055429 105.214643 124.282400 133.025263 63.809260 77.490726 331.013213 391.309021

Antenna 14: 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
14 0 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 14: 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
14 0 RF_maintenance nn Temporal Discontinuties 675.370803 80.325009 86.835442 115.755109 120.709762 127.533080 117.954349 598.214700 675.370803

Antenna 14: 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
14 0 RF_maintenance nn Temporal Discontinuties 1343.841334 121.599815 76.384078 150.923321 119.068270 247.222899 75.602738 1343.841334 549.285806

Antenna 14: 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
14 0 RF_maintenance nn Temporal Discontinuties 815.311102 105.916083 95.101328 160.022293 157.493800 51.364305 55.089823 720.903618 815.311102

Antenna 14: 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
14 0 RF_maintenance ee Temporal Discontinuties 331.158305 84.543842 194.151647 123.548582 159.679709 88.805146 73.285614 293.184463 331.158305

Antenna 14: 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
14 0 RF_maintenance nn Temporal Discontinuties 1406.407432 125.470857 134.808474 139.205944 136.574684 106.410110 90.026833 1406.407432 1122.456075

Antenna 14: 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
14 0 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 14: 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
14 0 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 14: 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
14 0 RF_maintenance ee Temporal Discontinuties 655.021138 79.871331 79.592716 162.105469 155.234959 40.634909 50.021522 655.021138 643.151732

Antenna 14: 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
14 0 RF_maintenance nn Temporal Discontinuties 2819.510002 156.560193 137.908210 144.117680 161.770437 50.085639 116.578844 1442.605070 2819.510002

Antenna 14: 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
14 0 RF_maintenance nn Temporal Discontinuties 891.065573 36.484615 78.176695 146.844859 178.903446 132.683570 194.487506 585.191140 891.065573

Antenna 14: 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
14 0 RF_maintenance ee Temporal Discontinuties 1099.390925 87.043372 108.113090 225.806160 251.481720 88.616843 83.549816 843.324841 1099.390925

Antenna 14: 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
14 0 RF_maintenance ee Temporal Discontinuties 3716.858624 43.668344 39.041894 107.696137 73.943819 1055.128271 417.486150 3716.858624 1698.505313

Antenna 14: 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
14 0 RF_maintenance nn Temporal Discontinuties 329.210506 80.691588 142.022374 185.539630 208.131068 52.083802 54.827837 329.210506 315.118908

Antenna 14: 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
14 0 RF_maintenance ee Temporal Discontinuties 608.601255 88.515583 58.198003 179.900426 158.105227 49.768542 51.527798 608.601255 476.288947

Antenna 14: 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
14 0 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 14: 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
14 0 RF_maintenance nn Temporal Discontinuties 1520.083561 65.164886 104.574842 118.513808 130.878192 43.335245 31.011876 1520.083561 1519.859486

Antenna 14: 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
14 0 RF_maintenance nn Temporal Discontinuties 1314.798774 98.132752 68.073416 187.967736 148.951090 75.331627 42.967205 1314.798774 541.466445

Antenna 14: 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
14 0 RF_maintenance nn Temporal Discontinuties 1506.613116 93.816499 110.981094 119.950171 126.238133 62.433093 44.268138 1506.613116 1346.247724

Antenna 14: 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
14 0 RF_maintenance nn Temporal Discontinuties 940.178013 33.946815 46.407202 67.864887 71.454416 135.369916 191.768740 797.077022 940.178013

Antenna 14: 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
14 0 RF_maintenance nn Temporal Discontinuties 964.421692 113.304250 136.588307 140.528811 134.588530 154.369128 49.164610 964.421692 549.863825

Antenna 14: 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
14 0 RF_maintenance nn Temporal Discontinuties 1045.112549 99.704062 104.893693 156.737651 174.744136 58.635002 62.114433 647.281749 1045.112549

Antenna 14: 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
14 0 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 14: 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
14 0 RF_maintenance ee Power 182.264460 56.774270 155.699458 147.223247 182.264460 34.276707 64.607989 104.521059 132.655684

Antenna 14: 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
14 0 RF_maintenance ee Temporal Discontinuties 945.172919 176.836298 85.963486 152.623897 123.306442 55.033515 52.982488 945.172919 934.229436

Antenna 14: 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
14 0 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 14: 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
14 0 RF_maintenance ee Temporal Variability 31035.072812 0.040007 0.040007 1036.481913 1036.481913 31035.072812 31035.072812 6.470028 6.470028

Antenna 14: 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
14 0 RF_maintenance ee Temporal Discontinuties 1296.515356 138.440658 86.187287 173.892788 146.941239 78.074603 57.578957 1296.515356 818.779819

Antenna 14: 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
14 0 RF_maintenance nn Temporal Discontinuties 360.729506 77.373727 110.951361 150.945253 181.561834 46.918889 103.751774 159.511065 360.729506

Antenna 14: 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
14 0 RF_maintenance ee Temporal Discontinuties 1601.345281 313.597836 96.414602 322.890572 192.522575 104.753712 75.731204 1601.345281 725.400681

Antenna 14: 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
14 0 RF_maintenance ee Temporal Discontinuties 964.249275 275.858282 132.171003 231.265793 195.672783 89.819282 146.965762 964.249275 907.774744

Antenna 14: 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
14 0 RF_maintenance ee Temporal Discontinuties 632.384897 117.159705 79.836597 163.849082 143.423427 61.487283 59.281403 632.384897 442.852658

Antenna 14: 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
14 0 RF_maintenance nn Power 151.987435 81.956627 74.816135 131.814874 151.987435 30.348344 45.299612 82.202627 104.986130

Antenna 14: 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
14 0 RF_maintenance nn Temporal Discontinuties 1134.212911 58.048076 98.338540 163.258882 231.138887 50.988004 117.023505 432.372411 1134.212911

Antenna 14: 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
14 0 RF_maintenance nn Temporal Discontinuties 227.386363 62.629603 87.885560 152.925894 167.343459 32.523407 44.474227 136.922081 227.386363

Antenna 14: 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
14 0 RF_maintenance nn Temporal Discontinuties 904.007306 131.896046 64.295850 223.004985 148.494107 157.430005 45.977254 904.007306 242.346684
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