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 = "11"
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 11 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 11, 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% 136.686105 56.459037 95.273696 85.478465 31.888191 40.355090 189.065473 176.213216 0.0175 0.0169 0.0009 1.164327 1.172737
2459761 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 296.138304 100.184738 156.480125 126.286316 53.012437 43.128636 1153.173779 1006.744662 0.0187 0.0169 0.0014 1.136719 1.136102
2459760 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
2459759 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
2459758 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 119.079220 76.428783 85.113645 87.554304 55.369408 52.929425 686.672360 848.353049 0.0180 0.0165 0.0022 1.099846 1.095742
2459757 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 103.012389 74.050647 79.574381 90.161486 9.717336 13.893978 607.662806 849.190627 0.0184 0.0167 0.0022 1.088326 1.084171
2459755 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 96.539975 99.285908 76.765994 80.721173 77.457699 81.292823 660.560530 771.426714 0.0182 0.0173 0.0009 1.027309 1.028723
2459754 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 98.973411 75.143214 64.213701 72.189978 58.307470 92.896778 683.406372 970.970044 0.0186 0.0171 0.0018 1.098852 1.095863
2459753 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 233.838364 95.016905 99.260574 81.449805 80.599037 61.650973 935.668058 742.178056 0.0184 0.0168 0.0016 1.109358 1.105850
2459752 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 217.536212 101.279662 216.984000 208.739595 198.679293 246.961306 969.502695 1181.769697 0.0186 0.0170 0.0013 1.237518 1.259965
2459750 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459749 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459748 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 85.538127 83.628795 92.201229 97.704272 39.706371 60.172590 575.750602 635.590423 0.0185 0.0174 0.0006 1.134196 1.131888
2459747 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 41.660760 35.042306 48.053434 45.522780 259.897685 241.002373 1492.327692 1460.739650 0.0185 0.0179 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% - - 30.457914 33.878665 39.584618 51.193516 45.384783 48.381999 729.700693 1012.600477 0.0201 0.0174 0.0021 nan nan
2459732 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 39.315388 47.354086 42.288724 43.212238 58.861330 47.193134 766.363711 647.625720 0.0197 0.0188 0.0009 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% - - 55.998406 49.229369 52.580732 51.268112 72.726373 60.368233 983.754078 1012.357270 0.0194 0.0180 0.0009 nan nan
2459728 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 40.053044 27.871780 52.253912 47.695075 112.993402 191.296201 599.790670 928.239818 0.0190 0.0182 0.0006 nan nan
2459726 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 21.255377 25.542339 33.154789 33.818749 75.941597 90.319809 456.261115 656.810555 0.0188 0.0180 0.0005 nan nan
2459724 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 26.851161 34.714296 36.688565 40.122482 128.081621 193.432842 912.611737 1220.710381 0.0198 0.0184 0.0010 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% 270.745812 116.094352 262.904239 211.093125 34.795820 23.528540 2145.750325 1293.532600 0.0183 0.0176 0.0007 1.105848 1.112124
2459720 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 19.603543 24.835652 38.495516 41.289800 155.268086 328.320159 347.324697 505.395074 0.0192 0.0182 0.0010 nan nan
2459719 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 53.987130 28.139405 58.171006 34.486621 472.847495 304.736191 1682.792797 688.889486 0.0189 0.0178 0.0013 nan nan
2459718 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 40.541288 32.733720 50.206929 45.687544 287.717529 322.741430 1202.950155 962.737710 0.0194 0.0177 0.0008 nan nan
2459717 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 32.227828 26.464216 39.074075 35.682864 203.956912 145.258305 1163.121076 1175.519594 0.0193 0.0176 0.0008 nan nan
2459716 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 66.981868 26.143153 50.598692 35.859278 201.748510 150.521954 1305.589992 1108.492578 0.0193 0.0181 0.0005 nan nan
2459715 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459713 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 59.080594 32.183003 52.182570 43.208165 138.433589 123.612013 1276.041420 1104.099858 0.0192 0.0169 0.0025 nan nan
2459712 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 388.985773 388.799836 inf inf 1755.381991 1829.155308 7796.627234 7621.215414 nan nan nan 0.000000 0.000000
2459711 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 9.143240 10.789178 24.153118 21.407093 52.689630 34.912820 508.578179 286.423065 0.0193 0.0174 0.0016 nan nan
2459710 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459708 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
2459707 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 6.016014 5.993680 6.072626 6.344506 1.135045 3.682104 282.738070 365.268564 0.0190 0.0179 0.0013 0.901941 0.884997
2459706 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 14.612133 7.664150 27.041021 23.201630 61.732652 47.003773 716.781012 557.902421 0.0193 0.0177 0.0015 nan nan
2459705 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 50.650651 31.968134 77.550773 54.139851 144.869963 103.125721 1472.173932 982.968384 0.0191 0.0186 0.0006 nan nan
2459703 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 36.562933 30.672855 82.905830 97.777187 479.809328 496.154478 1070.708519 1119.011990 0.0233 0.0210 0.0007 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% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459697 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 84.083763 84.083763 77.514796 77.514796 60.981258 60.981258 128.242583 128.242583 1.0000 1.0000 0.0000 0.000000 0.000000
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% 38.020862 44.077680 135.582884 129.720963 74.106360 67.435945 88.479018 72.614413 0.0218 0.0202 0.0013 1.325528 1.327320
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% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
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 1.150090 1.146285
2459687 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 231.660892 74.751497 172.857899 142.281700 394.734378 404.163860 344.409177 455.842732 0.0255 0.0225 0.0073 nan nan
2459686 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 117.515012 97.009544 98.711565 106.253449 53.486681 72.823127 177.143383 198.324310 0.0195 0.0167 0.0026 1.106453 1.102254
2459685 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 201.674863 120.733454 108.526848 116.448948 66.898148 150.083278 233.890425 423.070067 0.0186 0.0165 0.0021 1.135883 1.128314
2459684 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 203.431226 84.285149 149.474914 123.242599 86.175941 58.224680 399.116715 305.083742 0.0184 0.0171 0.0009 1.091814 1.090996
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% 162.900239 124.939346 126.768975 141.038697 88.937331 148.059797 521.448897 781.620035 0.0194 0.0167 0.0028 1.139754 1.133404
2459674 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 199.206577 123.458696 135.124697 131.671815 71.541104 67.573916 611.813722 498.717623 0.0196 0.0175 0.0010 1.113500 1.109723
2459673 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 130.715944 105.799493 166.645471 175.128524 28.529364 42.343502 627.592834 828.069575 0.0187 0.0168 0.0018 0.858376 0.798196
2459672 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 131.961499 76.954256 129.706595 125.008854 52.707062 62.026808 257.393703 251.481971 0.0193 0.0170 0.0019 0.000000 0.000000
2459671 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 141.083938 110.784648 125.698146 138.974574 53.066519 58.470448 848.699802 1134.548429 0.0207 0.0181 0.0033 1.189439 1.149234
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% - - 52.015848 51.435033 102.892434 107.476453 165.194304 185.736812 1528.643225 1629.410110 0.0191 0.0167 0.0022 nan nan
2459668 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 161.865387 72.546221 188.950006 183.071512 40.429610 52.496408 853.194538 946.693201 0.0185 0.0167 0.0015 1.102871 1.101530
2459665 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 328.939725 88.954095 190.447035 143.455263 59.355770 55.055138 1668.019891 1801.521554 0.0188 0.0172 0.0037 1.089850 1.092687
2459664 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 243.802424 74.093087 304.873774 218.219769 279.751567 285.768548 1233.971381 1182.251639 0.0200 0.0174 0.0031 nan nan
2459663 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 169.535920 101.976615 280.218328 266.005930 97.700613 96.376108 1377.232844 1431.964341 0.0191 0.0170 0.0021 1.127286 1.125959
2459662 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 42.285388 38.926915 85.338541 75.839599 441.976979 465.522315 1670.164489 1596.227245 0.0199 0.0174 0.0026 nan nan
2459661 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 137.389733 98.124043 196.097144 206.149262 38.353123 42.681159 292.861876 356.905245 0.0190 0.0172 0.0026 1.153345 1.148576
2459660 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
2459659 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 112.952720 85.463128 152.686509 149.614828 43.626650 51.859142 1267.037954 1411.925835 0.0188 0.0168 0.0013 1.119048 1.119754
2459658 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 104.333324 79.689596 127.859672 125.167466 33.383557 29.717960 1119.198027 1249.695448 0.0186 0.0170 0.0015 1.130486 1.130627
2459657 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 111.295004 86.221165 150.412861 172.952866 31.612243 58.210819 504.941714 906.770529 0.0190 0.0166 0.0037 1.110909 1.106385
2459656 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 199.137708 103.518764 141.444112 132.929967 47.401919 47.228592 1627.191581 1574.847799 0.0195 0.0165 0.0023 1.140073 1.136665
2459655 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 103.185083 53.051183 111.040340 89.321146 266.204067 203.946275 1495.382671 1253.666791 0.0191 0.0168 0.0017 nan nan
2459653 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 295.671325 99.910997 150.190783 122.256472 45.781953 54.480103 438.617724 434.361904 0.0189 0.0171 0.0012 1.170724 1.176540
2459652 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 185.443717 123.375273 180.884578 184.702164 45.983117 61.267116 615.527744 801.517556 0.0190 0.0172 0.0012 1.085842 1.082091
2459651 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 249.393237 87.177196 223.197811 186.094609 36.039880 36.987278 65.907276 47.759694 0.0188 0.0170 0.0009 1.078829 1.081818
2459650 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 222.692167 82.412761 202.851829 158.922331 59.034646 43.294999 146.342921 95.547155 0.0192 0.0172 0.0015 1.095359 1.099545
2459649 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
2459648 RF_maintenance 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459647 RF_maintenance 0.00% 81.63% 81.63% 0.00% 100.00% 0.00% 1.036217 1.036217 1.028219 1.028219 -0.584967 -0.584967 -0.324116 -0.324116 0.2085 0.2085 0.0000 0.034293 0.034293
2459646 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 214.010582 72.938159 167.011008 148.080872 51.614739 52.799300 814.336586 785.511351 0.0198 0.0180 0.0013 1.079335 1.081184
2459645 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 190.361661 102.546485 191.476900 175.658724 59.548346 69.488920 249.030868 253.767835 0.0203 0.0176 0.0021 1.108254 1.106507
2459642 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 296.794885 93.436032 242.387402 197.094720 47.782718 46.815765 543.073308 746.483441 0.0196 0.0181 0.0017 1.098000 1.102944
2459641 RF_maintenance - 55.70% 55.70% 0.00% - - nan nan nan nan nan nan nan nan 0.4663 0.4611 0.0036 nan nan
2459640 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 163.005055 93.209175 173.588102 160.814089 55.802030 45.891456 524.463773 476.319128 0.0189 0.0172 0.0013 1.114206 1.118118
2459639 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 213.746406 71.433407 179.865829 158.297926 55.516646 67.115322 506.481716 517.307260 0.0188 0.0172 0.0014 1.098888 1.100176
2459638 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0190 0.0183 0.0002 nan nan
2459637 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 260.360353 77.210096 257.096668 197.176330 84.322754 73.301616 906.593401 729.674894 0.0188 0.0177 0.0009 1.093486 1.100535
2459636 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 283.770762 94.534430 255.445688 189.772414 45.866559 39.277549 333.537841 268.812883 0.0192 0.0175 0.0009 1.096595 1.100844
2459635 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 207.544759 110.845828 198.370826 184.626455 66.628159 76.727495 443.482003 415.475434 0.0197 0.0176 0.0009 1.105377 1.109839
2459634 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.549019 -0.549019 -0.550252 -0.550252 -0.557031 -0.557031 -0.556876 -0.556876 1.0000 1.0000 0.0000 0.048930 0.048930
2459633 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 247.651658 86.893279 214.817182 189.402894 52.632605 80.525997 575.108693 600.444145 0.0187 0.0178 0.0007 1.120305 1.122264
2459632 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 221.394668 71.833909 171.900392 147.672475 35.830593 32.833336 299.661929 338.658870 0.0189 0.0176 0.0016 1.107166 1.108542
2459631 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
2459630 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 390.103964 120.844595 199.839627 157.833380 56.819355 52.145194 506.695512 707.023247 0.0181 0.0171 0.0011 1.200969 1.205848
2459629 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
2459628 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 198.606348 81.360256 160.779060 160.767915 43.545944 73.900285 650.704829 947.215279 0.0193 0.0168 0.0023 1.101781 1.099840
2459627 RF_maintenance 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.641413 -0.641413 -0.642219 -0.642219 -0.642237 -0.642237 -0.642386 -0.642386 1.0000 1.0000 0.0000 0.024907 0.024907
2459626 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
2459625 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 288.338335 83.311398 192.043355 151.904997 43.788377 63.319798 323.875955 411.699509 0.0184 0.0177 0.0014 1.137581 1.142724
2459624 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 300.867447 83.514284 161.422907 132.097641 60.131171 64.275715 664.410395 848.063002 0.0189 0.0173 0.0012 1.147352 1.149180
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% 230.065479 116.292655 302.639289 296.621807 33.263598 59.384640 569.971702 647.454514 0.0195 0.0174 0.0019 1.160304 1.052067
2459621 RF_maintenance 100.00% - - - 100.00% 0.00% 113.433341 81.379895 154.590643 161.815078 34.807008 46.983336 493.691132 754.773440 nan nan nan 0.884007 0.885142
2459620 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 93.738553 45.332385 125.502569 117.953270 222.871122 291.869116 1667.567096 1936.281016 0.0201 0.0183 0.0020 nan nan
2459619 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 164.375707 79.613348 178.299360 159.562795 65.880398 70.529344 432.897816 374.632305 0.0199 0.0185 0.0009 0.000000 0.000000
2459618 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 361.616105 97.206445 283.238472 190.743287 41.125836 87.213364 318.427334 1108.126051 0.0196 0.0180 0.0016 0.000000 0.000000
2459617 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
2459616 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 156.225910 94.821615 246.231977 254.189087 75.197760 79.967356 611.268224 617.683075 0.0204 0.0184 0.0018 0.942665 0.932888
2459615 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459614 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 155.633597 111.702531 175.777421 184.499525 42.683277 56.875196 707.401192 732.216061 0.0197 0.0176 0.0019 0.000000 0.000000
2459613 RF_maintenance 100.00% - - - - - 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% 236.939295 170.996391 217.688136 177.726465 54.388318 82.707347 421.547044 936.105815 0.0202 0.0205 -0.0001 0.000000 0.000000
2459611 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 290.357767 91.109290 138.884961 116.336164 36.265371 50.111318 359.834693 533.468164 0.0184 0.0172 0.0019 1.141427 1.120166
2459610 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 313.733215 173.413430 161.257522 160.616663 32.051877 51.298164 172.813787 401.058874 0.0189 0.0169 0.0020 1.168602 1.147438
2459609 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 352.327947 134.273768 219.543551 180.828152 27.832406 52.109745 214.085178 400.918580 0.0186 0.0182 0.0009 1.166080 1.146474
2459608 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 299.049333 214.911235 252.584154 261.169585 33.207745 64.974175 129.754581 487.000532 0.0181 0.0172 0.0017 1.223109 1.193641
2459607 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
2459605 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 27.781702 7.587614 75.509215 41.548381 53.731815 87.899284 75.593881 73.997616 0.0196 0.0189 0.0010 nan nan
2459604 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 290.130638 218.844738 171.893184 195.525353 43.458813 68.455999 227.837977 545.750552 0.0188 0.0166 0.0024 1.188331 1.158015
2459603 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 167.888956 83.108618 198.151641 174.653455 19.295460 22.144115 31.250791 27.426387 0.0194 0.0181 0.0007 1.122866 1.125279
2459602 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 306.366468 142.342814 248.679205 233.333762 24.645808 56.083797 287.072173 574.129231 0.0189 0.0170 0.0025 1.142963 1.118747
2459598 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 286.794803 156.910455 197.053963 188.052744 38.371728 58.856111 274.269120 504.112305 0.0190 0.0173 0.0011 1.099229 1.065152
2459597 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 295.113668 102.666608 230.696510 214.631170 29.235489 60.888376 342.908300 859.173003 0.0188 0.0168 0.0017 1.135601 1.111010
2459596 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 284.935959 134.448774 177.635378 166.121397 36.266001 76.362452 157.136519 322.545487 0.0186 0.0171 0.0014 1.133059 1.114359
2459595 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 368.522018 164.172647 225.728583 178.694864 21.971366 40.660941 61.432912 119.665966 0.0187 0.0168 0.0014 1.136252 1.110418
2459594 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 67.974271 89.585900 143.708493 160.965667 20.975881 38.160663 49.985194 111.484086 0.0189 0.0168 0.0016 1.151076 1.123348
2459593 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 202.022663 94.781378 161.456853 188.645621 38.725128 79.628320 143.690418 233.741382 0.0193 0.0177 0.0030 1.137402 1.105885
2459592 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 31.427013 9.886567 81.934471 71.613272 41.438751 111.440434 93.655767 112.244401 0.0194 0.0182 0.0006 nan nan
2459591 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 301.579495 98.817114 215.325422 220.007741 35.612449 55.739995 177.478108 355.625632 0.0197 0.0169 0.0026 1.148646 1.104414
2459590 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 320.714083 199.249633 201.745663 208.234264 33.764620 51.899244 188.278684 288.535194 0.0183 0.0169 0.0016 1.184462 1.149383
2459589 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 332.117681 343.853789 inf inf 19.955631 55.669644 86.872966 405.295894 nan nan nan 0.000000 0.000000
2459588 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 187.481259 102.376888 221.684257 223.638096 23.143802 40.483737 55.540429 66.289371 0.0180 0.0176 0.0004 1.143277 1.122787
2459587 RF_maintenance 100.00% - - - 100.00% 0.00% 324.410580 168.953937 336.914182 332.535970 27.083113 76.695510 235.328810 572.504953 nan nan nan 0.000000 0.000000
2459586 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 307.710177 319.842999 inf inf 10.354580 11.700025 196.680143 597.699199 nan nan nan 0.000000 0.000000
2459585 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 111.281848 69.926560 42.467838 48.465403 18.271397 10.290416 424.943759 710.613252 0.0193 0.0175 0.0016 0.000000 0.000000
2459584 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 221.549377 134.314983 268.699559 261.303281 32.804368 22.599320 134.446309 137.716706 0.0191 0.0173 0.0015 0.000000 0.000000
2459583 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
2459582 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 291.277419 62.899567 136.809289 74.081958 85.113396 49.333372 433.199213 314.478801 0.0197 0.0170 0.0016 1.129864 1.138022
2459581 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 265.196729 87.496833 98.673170 84.995299 35.198491 40.628182 288.372176 348.544627 0.0192 0.0169 0.0021 1.106324 1.106200
2459580 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 246.032978 79.478966 106.413537 87.539770 42.029449 47.975484 292.155325 283.152961 0.0186 0.0171 0.0012 1.117831 1.118927
2459579 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 134.312894 67.959740 103.232921 92.947794 46.900082 48.068392 624.459108 457.744529 0.0186 0.0171 0.0013 1.079258 1.076814
2459578 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 18.143071 10.249865 44.469487 39.265454 250.093921 188.390280 1174.972057 1006.850060 0.0196 0.0171 0.0028 nan nan
2459577 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 370.742556 84.673085 121.205327 78.102896 37.176858 55.961619 231.248002 372.566459 0.0195 0.0167 0.0035 1.115331 1.118185
2459576 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 279.521903 66.406966 84.203059 59.501596 30.009697 43.681997 177.537543 402.594045 0.0188 0.0170 0.0024 1.087966 1.089060
2459575 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 137.472465 59.260582 71.174987 57.266049 33.934952 21.088717 61.155318 33.042845 0.0192 0.0177 0.0008 0.931660 0.937078
2459574 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 153.635355 72.121786 65.556280 60.398741 50.425956 61.804300 257.342751 262.645130 0.0187 0.0171 0.0014 0.997621 0.993738
2459573 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 163.895645 89.128757 104.687920 111.500910 40.189866 63.730166 307.838871 561.654693 0.0191 0.0170 0.0022 0.733269 0.725669
2459572 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 214.457773 82.754223 69.710789 58.560882 25.270786 37.684563 541.729199 708.435723 0.0183 0.0172 0.0012 1.004984 1.003563
2459571 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 13.307700 10.085524 40.228985 42.520879 134.708740 212.660557 905.200108 1326.733216 0.0187 0.0170 0.0021 nan nan
2459570 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 223.419125 114.528029 83.404349 84.572533 16.646521 29.902401 431.044140 576.386181 0.0184 0.0169 0.0017 0.000000 0.000000
2459569 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 161.591154 76.499606 83.849824 71.148171 28.352058 27.187054 39.018018 34.459573 0.0182 0.0172 0.0007 1.010488 1.010394
2459566 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 207.012623 60.929869 89.217231 69.126552 54.744559 39.558316 221.378720 180.127553 0.0191 0.0173 0.0014 0.966769 0.969426
2459565 RF_maintenance 0.00% - - - 100.00% 0.00% 0.674491 0.674491 0.714579 0.714579 1.371796 1.371796 0.680147 0.680147 nan nan nan 0.000000 0.000000
2459564 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 128.377350 75.911739 77.096424 76.349261 9.194121 9.135087 208.414588 192.193408 0.0191 0.0171 0.0018 1.107991 1.104090
2459563 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 211.150627 74.245051 166.131817 144.510760 40.002527 32.603597 293.725108 299.106837 0.0190 0.0174 0.0018 0.000000 0.000000
2459562 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
2459561 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 163.545344 62.053224 50.674438 36.104332 17.371287 12.766188 519.677562 342.809952 0.0180 0.0176 0.0007 1.069832 1.073487
2459560 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 195.743492 43.942056 50.303254 36.570436 5.401739 8.251995 160.829258 246.973539 0.0185 0.0173 0.0013 0.967283 0.963526
2459559 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
2459558 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 224.397072 71.874039 89.371542 79.352297 42.451567 42.302652 324.731848 392.346105 0.0191 0.0169 0.0012 1.125332 1.127466
2459557 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0190 0.0182 0.0007 nan nan
2459556 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 250.069171 77.100931 104.633911 90.492749 41.339799 48.920019 809.155734 919.531104 0.0181 0.0168 0.0027 1.124046 1.124194
2459554 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0184 0.0165 0.0026 nan nan
2459553 RF_maintenance - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0180 0.0170 0.0011 nan nan
2459552 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 256.357970 95.345410 130.411563 117.396292 64.110455 55.153707 360.680130 367.952215 0.0187 0.0167 0.0020 0.000000 0.000000
2459551 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
2459550 RF_maintenance - 99.18% 99.18% 0.00% - - nan nan nan nan nan nan nan nan 0.0393 0.0377 0.0017 nan nan
2459549 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 207.957603 67.974703 99.746840 85.529667 41.134719 47.575069 402.166366 418.499651 0.0184 0.0172 0.0021 1.139324 1.141319
2459542 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 170.664246 85.274328 189.696427 173.000203 4.763086 5.170456 301.092668 385.277817 0.0178 0.0170 0.0011 1.119400 1.120104
2459541 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 10.902909 10.673016 42.963132 43.591288 653.896594 644.511277 47.063379 34.082289 0.0194 0.0177 0.0015 1.105669 1.104209
2459540 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 204.459649 89.726947 46.381069 39.773994 19.122055 34.467051 148.661296 158.034311 0.0186 0.0173 0.0012 1.129822 1.132329
2459536 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 302.805354 134.549468 179.434474 147.251105 77.147013 79.599845 1011.161406 664.461052 0.0181 0.0175 0.0005 1.096069 1.097947
2459535 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 183.441585 82.735891 49.751269 38.869236 37.344750 45.828756 295.094943 196.469638 0.0180 0.0175 0.0007 1.112262 1.118784
2459534 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 140.000905 67.924133 38.570402 35.419910 19.376667 22.211878 184.308864 189.170454 0.0182 0.0178 0.0005 1.118599 1.118824
2459533 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 282.442915 104.227816 103.568490 86.201500 37.031581 52.655771 441.394855 600.543440 0.0182 0.0172 0.0008 1.129226 1.130389
2459532 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 266.773775 122.337933 123.123407 116.644920 46.292572 104.022607 277.960874 471.945509 0.0189 0.0170 0.0013 1.140170 1.138908
2459530 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 162.047942 57.628472 40.874666 36.292477 18.365773 20.613541 225.322723 305.016318 0.0184 0.0169 0.0014 1.134928 1.139977
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% 199.189787 211.741581 133.302783 168.987949 166.717409 280.067218 263.546460 596.405703 0.0184 0.0169 0.0008 0.000000 0.000000
2459523 RF_maintenance 100.00% - - - 100.00% 0.00% 279.970626 129.759150 138.779776 118.766810 78.312649 71.291545 630.775251 394.258844 nan nan nan 1.409679 1.415601
2459522 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 315.251007 100.172649 171.932094 125.310936 161.115182 130.915836 718.208124 547.373936 0.0187 0.0175 0.0007 1.118373 1.116827
2459513 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 14.868507 12.274073 40.945605 40.409372 235.966251 268.400083 1158.462497 1091.362362 0.0204 0.0185 0.0014 nan nan
2459508 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 220.061853 85.814166 122.695104 107.747514 50.934397 59.705222 74.361323 80.362894 0.0187 0.0181 0.0010 0.000000 0.000000
2459505 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 142.302657 171.945390 105.132739 115.855157 67.178666 89.297719 381.304718 452.146470 0.0120 0.0104 0.0053 1.115102 1.107747
2459503 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 177.560754 102.088230 197.626439 173.722424 67.063307 53.301743 527.866493 432.353740 0.0092 0.0085 0.0068 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 11: 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
11 N00 RF_maintenance ee Temporal Discontinuties 189.065473 136.686105 56.459037 95.273696 85.478465 31.888191 40.355090 189.065473 176.213216

Antenna 11: 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
11 N00 RF_maintenance ee Temporal Discontinuties 1153.173779 100.184738 296.138304 126.286316 156.480125 43.128636 53.012437 1006.744662 1153.173779

Antenna 11: 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
11 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 11: 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
11 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 11: 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
11 N00 RF_maintenance nn Temporal Discontinuties 848.353049 119.079220 76.428783 85.113645 87.554304 55.369408 52.929425 686.672360 848.353049

Antenna 11: 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
11 N00 RF_maintenance nn Temporal Discontinuties 849.190627 74.050647 103.012389 90.161486 79.574381 13.893978 9.717336 849.190627 607.662806

Antenna 11: 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
11 N00 RF_maintenance nn Temporal Discontinuties 771.426714 96.539975 99.285908 76.765994 80.721173 77.457699 81.292823 660.560530 771.426714

Antenna 11: 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
11 N00 RF_maintenance nn Temporal Discontinuties 970.970044 98.973411 75.143214 64.213701 72.189978 58.307470 92.896778 683.406372 970.970044

Antenna 11: 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
11 N00 RF_maintenance ee Temporal Discontinuties 935.668058 95.016905 233.838364 81.449805 99.260574 61.650973 80.599037 742.178056 935.668058

Antenna 11: 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
11 N00 RF_maintenance nn Temporal Discontinuties 1181.769697 217.536212 101.279662 216.984000 208.739595 198.679293 246.961306 969.502695 1181.769697

Antenna 11: 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
11 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 11: 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
11 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 11: 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
11 N00 RF_maintenance nn Temporal Discontinuties 635.590423 85.538127 83.628795 92.201229 97.704272 39.706371 60.172590 575.750602 635.590423

Antenna 11: 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
11 N00 RF_maintenance ee Temporal Discontinuties 1492.327692 41.660760 35.042306 48.053434 45.522780 259.897685 241.002373 1492.327692 1460.739650

Antenna 11: 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
11 N00 Not Found nn Shape nan nan nan inf inf nan nan nan nan

Antenna 11: 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
11 N00 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 11: 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
11 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 11: 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
11 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 11: 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
11 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 11: 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
11 N00 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 11: 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
11 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 11: 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
11 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 11: 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
11 N00 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 11: 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
11 N00 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 11: 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
11 N00 RF_maintenance nn Temporal Discontinuties 1012.600477 33.878665 30.457914 51.193516 39.584618 48.381999 45.384783 1012.600477 729.700693

Antenna 11: 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
11 N00 RF_maintenance ee Temporal Discontinuties 766.363711 47.354086 39.315388 43.212238 42.288724 47.193134 58.861330 647.625720 766.363711

Antenna 11: 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
11 N00 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 11: 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
11 N00 RF_maintenance nn Temporal Discontinuties 1012.357270 55.998406 49.229369 52.580732 51.268112 72.726373 60.368233 983.754078 1012.357270

Antenna 11: 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
11 N00 RF_maintenance nn Temporal Discontinuties 928.239818 27.871780 40.053044 47.695075 52.253912 191.296201 112.993402 928.239818 599.790670

Antenna 11: 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
11 N00 RF_maintenance nn Temporal Discontinuties 656.810555 25.542339 21.255377 33.818749 33.154789 90.319809 75.941597 656.810555 456.261115

Antenna 11: 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
11 N00 RF_maintenance nn Temporal Discontinuties 1220.710381 34.714296 26.851161 40.122482 36.688565 193.432842 128.081621 1220.710381 912.611737

Antenna 11: 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
11 N00 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 11: 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
11 N00 RF_maintenance ee Temporal Discontinuties 2145.750325 270.745812 116.094352 262.904239 211.093125 34.795820 23.528540 2145.750325 1293.532600

Antenna 11: 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
11 N00 RF_maintenance nn Temporal Discontinuties 505.395074 19.603543 24.835652 38.495516 41.289800 155.268086 328.320159 347.324697 505.395074

Antenna 11: 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
11 N00 RF_maintenance ee Temporal Discontinuties 1682.792797 28.139405 53.987130 34.486621 58.171006 304.736191 472.847495 688.889486 1682.792797

Antenna 11: 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
11 N00 RF_maintenance ee Temporal Discontinuties 1202.950155 40.541288 32.733720 50.206929 45.687544 287.717529 322.741430 1202.950155 962.737710

Antenna 11: 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
11 N00 RF_maintenance nn Temporal Discontinuties 1175.519594 32.227828 26.464216 39.074075 35.682864 203.956912 145.258305 1163.121076 1175.519594

Antenna 11: 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
11 N00 RF_maintenance ee Temporal Discontinuties 1305.589992 66.981868 26.143153 50.598692 35.859278 201.748510 150.521954 1305.589992 1108.492578

Antenna 11: 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
11 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 11: 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
11 N00 RF_maintenance ee Temporal Discontinuties 1276.041420 32.183003 59.080594 43.208165 52.182570 123.612013 138.433589 1104.099858 1276.041420

Antenna 11: 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
11 N00 RF_maintenance nn Power inf 388.799836 388.985773 inf inf 1829.155308 1755.381991 7621.215414 7796.627234

Antenna 11: 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
11 N00 RF_maintenance ee Temporal Discontinuties 508.578179 10.789178 9.143240 21.407093 24.153118 34.912820 52.689630 286.423065 508.578179

Antenna 11: 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
11 N00 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 11: 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
11 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 11: 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
11 N00 RF_maintenance nn Temporal Discontinuties 365.268564 5.993680 6.016014 6.344506 6.072626 3.682104 1.135045 365.268564 282.738070

Antenna 11: 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
11 N00 RF_maintenance ee Temporal Discontinuties 716.781012 7.664150 14.612133 23.201630 27.041021 47.003773 61.732652 557.902421 716.781012

Antenna 11: 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
11 N00 RF_maintenance ee Temporal Discontinuties 1472.173932 31.968134 50.650651 54.139851 77.550773 103.125721 144.869963 982.968384 1472.173932

Antenna 11: 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
11 N00 RF_maintenance nn Temporal Discontinuties 1119.011990 30.672855 36.562933 97.777187 82.905830 496.154478 479.809328 1119.011990 1070.708519

Antenna 11: 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
11 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 11: 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
11 N00 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 11: 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
11 N00 RF_maintenance ee Temporal Discontinuties 128.242583 84.083763 84.083763 77.514796 77.514796 60.981258 60.981258 128.242583 128.242583

Antenna 11: 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
11 N00 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 11: 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
11 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 11: 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
11 N00 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 11: 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
11 0 RF_maintenance ee Power 135.582884 38.020862 44.077680 135.582884 129.720963 74.106360 67.435945 88.479018 72.614413

Antenna 11: 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
11 0 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 11: 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
11 0 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 11: 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
11 0 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 11: 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
11 0 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 11: 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
11 0 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 11: 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
11 0 RF_maintenance nn Temporal Discontinuties 455.842732 74.751497 231.660892 142.281700 172.857899 404.163860 394.734378 455.842732 344.409177

Antenna 11: 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
11 0 RF_maintenance nn Temporal Discontinuties 198.324310 97.009544 117.515012 106.253449 98.711565 72.823127 53.486681 198.324310 177.143383

Antenna 11: 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
11 0 RF_maintenance nn Temporal Discontinuties 423.070067 120.733454 201.674863 116.448948 108.526848 150.083278 66.898148 423.070067 233.890425

Antenna 11: 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
11 0 RF_maintenance ee Temporal Discontinuties 399.116715 203.431226 84.285149 149.474914 123.242599 86.175941 58.224680 399.116715 305.083742

Antenna 11: 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
11 0 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 11: 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
11 0 RF_maintenance nn Temporal Discontinuties 781.620035 162.900239 124.939346 126.768975 141.038697 88.937331 148.059797 521.448897 781.620035

Antenna 11: 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
11 0 RF_maintenance ee Temporal Discontinuties 611.813722 123.458696 199.206577 131.671815 135.124697 67.573916 71.541104 498.717623 611.813722

Antenna 11: 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
11 0 RF_maintenance nn Temporal Discontinuties 828.069575 130.715944 105.799493 166.645471 175.128524 28.529364 42.343502 627.592834 828.069575

Antenna 11: 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
11 0 RF_maintenance ee Temporal Discontinuties 257.393703 76.954256 131.961499 125.008854 129.706595 62.026808 52.707062 251.481971 257.393703

Antenna 11: 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
11 0 RF_maintenance nn Temporal Discontinuties 1134.548429 110.784648 141.083938 138.974574 125.698146 58.470448 53.066519 1134.548429 848.699802

Antenna 11: 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
11 0 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 11: 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
11 0 RF_maintenance nn Temporal Discontinuties 1629.410110 51.435033 52.015848 107.476453 102.892434 185.736812 165.194304 1629.410110 1528.643225

Antenna 11: 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
11 0 RF_maintenance nn Temporal Discontinuties 946.693201 161.865387 72.546221 188.950006 183.071512 40.429610 52.496408 853.194538 946.693201

Antenna 11: 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
11 0 RF_maintenance nn Temporal Discontinuties 1801.521554 328.939725 88.954095 190.447035 143.455263 59.355770 55.055138 1668.019891 1801.521554

Antenna 11: 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
11 0 RF_maintenance ee Temporal Discontinuties 1233.971381 243.802424 74.093087 304.873774 218.219769 279.751567 285.768548 1233.971381 1182.251639

Antenna 11: 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
11 0 RF_maintenance nn Temporal Discontinuties 1431.964341 101.976615 169.535920 266.005930 280.218328 96.376108 97.700613 1431.964341 1377.232844

Antenna 11: 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
11 0 RF_maintenance ee Temporal Discontinuties 1670.164489 42.285388 38.926915 85.338541 75.839599 441.976979 465.522315 1670.164489 1596.227245

Antenna 11: 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
11 0 RF_maintenance nn Temporal Discontinuties 356.905245 98.124043 137.389733 206.149262 196.097144 42.681159 38.353123 356.905245 292.861876

Antenna 11: 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
11 0 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 11: 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
11 0 RF_maintenance nn Temporal Discontinuties 1411.925835 85.463128 112.952720 149.614828 152.686509 51.859142 43.626650 1411.925835 1267.037954

Antenna 11: 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
11 0 RF_maintenance nn Temporal Discontinuties 1249.695448 79.689596 104.333324 125.167466 127.859672 29.717960 33.383557 1249.695448 1119.198027

Antenna 11: 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
11 0 RF_maintenance nn Temporal Discontinuties 906.770529 86.221165 111.295004 172.952866 150.412861 58.210819 31.612243 906.770529 504.941714

Antenna 11: 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
11 0 RF_maintenance ee Temporal Discontinuties 1627.191581 103.518764 199.137708 132.929967 141.444112 47.228592 47.401919 1574.847799 1627.191581

Antenna 11: 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
11 0 RF_maintenance ee Temporal Discontinuties 1495.382671 103.185083 53.051183 111.040340 89.321146 266.204067 203.946275 1495.382671 1253.666791

Antenna 11: 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
11 0 RF_maintenance ee Temporal Discontinuties 438.617724 99.910997 295.671325 122.256472 150.190783 54.480103 45.781953 434.361904 438.617724

Antenna 11: 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
11 0 RF_maintenance nn Temporal Discontinuties 801.517556 185.443717 123.375273 180.884578 184.702164 45.983117 61.267116 615.527744 801.517556

Antenna 11: 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
11 0 RF_maintenance ee Shape 249.393237 249.393237 87.177196 223.197811 186.094609 36.039880 36.987278 65.907276 47.759694

Antenna 11: 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
11 0 RF_maintenance ee Shape 222.692167 82.412761 222.692167 158.922331 202.851829 43.294999 59.034646 95.547155 146.342921

Antenna 11: 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
11 0 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 11: 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
11 0 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 11: 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
11 0 RF_maintenance ee Shape 1.036217 1.036217 1.036217 1.028219 1.028219 -0.584967 -0.584967 -0.324116 -0.324116

Antenna 11: 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
11 0 RF_maintenance ee Temporal Discontinuties 814.336586 214.010582 72.938159 167.011008 148.080872 51.614739 52.799300 814.336586 785.511351

Antenna 11: 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
11 0 RF_maintenance nn Temporal Discontinuties 253.767835 190.361661 102.546485 191.476900 175.658724 59.548346 69.488920 249.030868 253.767835

Antenna 11: 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
11 0 RF_maintenance nn Temporal Discontinuties 746.483441 296.794885 93.436032 242.387402 197.094720 47.782718 46.815765 543.073308 746.483441

Antenna 11: 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
11 0 RF_maintenance ee Temporal Discontinuties 524.463773 163.005055 93.209175 173.588102 160.814089 55.802030 45.891456 524.463773 476.319128

Antenna 11: 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
11 0 RF_maintenance nn Temporal Discontinuties 517.307260 213.746406 71.433407 179.865829 158.297926 55.516646 67.115322 506.481716 517.307260

Antenna 11: 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
11 0 RF_maintenance ee Shape 250.592531 250.592531 59.347666 181.837899 150.143361 39.983658 51.621467 125.955158 121.206263

Antenna 11: 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
11 0 RF_maintenance ee Temporal Discontinuties 906.593401 260.360353 77.210096 257.096668 197.176330 84.322754 73.301616 906.593401 729.674894

Antenna 11: 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
11 0 RF_maintenance ee Temporal Discontinuties 333.537841 283.770762 94.534430 255.445688 189.772414 45.866559 39.277549 333.537841 268.812883

Antenna 11: 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
11 0 RF_maintenance ee Temporal Discontinuties 443.482003 110.845828 207.544759 184.626455 198.370826 76.727495 66.628159 415.475434 443.482003
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