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 = "203"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 203 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 131 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 129 auto_metrics notebooks in /home/obs/src/H6C_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 203, Node N18:

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)
2459948 RF_maintenance 100.00% 99.41% 99.30% 0.00% - - 251.655784 251.556772 inf inf 2883.660159 2831.073798 4506.847453 4358.616860 0.4779 0.5201 0.2508 nan nan
2459947 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan 0.0388 0.0344 -0.0782 nan nan
2459946 RF_maintenance 100.00% 99.84% 99.78% 0.00% - - nan nan inf inf nan nan nan nan 0.3837 0.4745 0.3435 nan nan
2459945 RF_maintenance 100.00% 99.08% 98.97% 0.00% - - nan nan inf inf nan nan nan nan 0.5802 0.5585 0.2168 nan nan
2459944 RF_maintenance 100.00% 99.35% 99.30% 0.00% - - nan nan inf inf nan nan nan nan 0.6330 0.5835 0.2057 nan nan
2459943 RF_maintenance 100.00% 99.46% 99.51% 0.00% - - nan nan inf inf nan nan nan nan 0.3260 0.3884 0.2734 nan nan
2459942 RF_maintenance 100.00% 99.95% 100.00% 0.00% - - nan nan inf inf nan nan nan nan 0.4032 0.0484 0.3994 nan nan
2459941 RF_maintenance 100.00% 99.03% 99.08% 0.00% - - nan nan inf inf nan nan nan nan 0.4771 0.4385 0.3751 nan nan
2459940 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459939 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 236.793654 236.738923 inf inf 3463.130481 3494.654586 5896.960501 6019.942351 nan nan nan nan nan
2459938 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459937 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459936 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 206.574284 206.524469 inf inf 4692.310471 4678.810743 1092.477167 1093.090722 nan nan nan nan nan
2459935 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459934 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459933 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 22.213045 22.571331 3.840976 4.408717 8.472208 8.349290 1.828128 1.742390 nan nan nan nan nan
2459932 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459931 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 24.397886 25.093809 4.232851 4.761959 6.689543 7.423386 2.798177 3.017169 nan nan nan nan nan
2459930 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459929 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 8.092600 12.649191 5.249251 5.635588 1.569620 1.771621 1.778668 1.318314 0.0337 0.0442 0.0033 nan nan
2459928 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 11.779997 12.374050 3.713832 4.262245 8.821566 9.133588 2.678604 2.966962 0.0334 0.0410 0.0016 nan nan
2459927 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459926 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 11.410440 14.235269 3.579020 3.986763 1.038875 1.362165 0.795826 1.003415 0.0340 0.0453 0.0033 nan nan
2459925 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 8.248545 9.413933 -0.651040 -0.138918 4.811154 5.883147 3.135164 1.998109 0.0367 0.0469 0.0031 nan nan
2459924 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 220.264129 220.708328 inf inf 4334.164738 4307.589758 2950.072403 2939.878481 nan nan nan nan nan
2459923 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459922 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459921 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459920 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 11.714848 12.191200 2.741320 3.367277 7.094257 7.213450 3.817415 4.640126 0.0339 0.0428 0.0016 nan nan
2459919 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459918 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 274.562517 274.381702 inf inf 2663.295847 2605.565141 6339.621478 6857.001172 nan nan nan nan nan
2459917 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 12.090228 12.387650 3.255574 3.772279 4.911516 7.498583 2.851938 3.287789 0.0331 0.0414 0.0019 nan nan
2459916 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 194.018007 193.942369 inf inf 4147.738301 4157.719021 8371.589406 8973.109730 nan nan nan nan nan
2459915 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 243.842316 243.765988 inf inf 3107.346794 3005.480260 6457.579093 6231.027135 nan nan nan nan nan
2459914 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459913 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459912 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459911 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 204.475549 204.315747 inf inf 4702.568543 4648.997754 6226.264267 6186.820379 nan nan nan nan nan
2459910 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 11.725113 12.471647 3.375224 3.964979 8.814607 7.760118 1.197853 1.503351 0.0341 0.0421 0.0022 nan nan
2459909 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 12.313679 12.963163 3.265104 3.890391 7.589717 6.394316 2.437266 2.707347 0.0333 0.0413 0.0020 nan nan
2459908 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459907 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459906 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 12.712978 13.958275 3.488997 4.155421 8.019144 8.506386 3.292088 4.072142 0.0336 0.0429 0.0029 nan nan
2459905 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459904 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 11.883241 13.086375 3.778137 4.438707 9.034839 10.223537 5.061452 5.495733 0.0336 0.0399 0.0009 nan nan
2459903 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 12.642651 13.911907 3.842141 4.452376 7.275063 7.944473 5.279890 5.762935 0.0330 0.0413 0.0020 nan nan
2459902 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 14.390983 15.480430 4.017290 4.489581 7.864638 8.311459 2.666111 2.960088 0.0343 0.0450 0.0040 nan nan
2459901 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 255.394892 254.804576 inf inf 7.546021 7.433312 -5.095461 -5.062084 nan nan nan nan nan
2459900 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459898 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 11.782201 13.120766 3.455803 4.108264 8.253342 9.352652 3.564572 4.758846 0.0347 0.0419 0.0015 nan nan
2459897 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 11.494510 12.822744 3.414435 4.269836 9.508659 10.056027 3.219736 4.501856 0.0334 0.0400 0.0009 nan nan
2459896 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 11.824720 12.992403 3.717206 4.366194 9.972259 10.965389 2.540391 3.011821 0.0337 0.0407 0.0015 nan nan
2459895 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 14.702066 15.905049 4.779273 5.194339 10.254265 11.040665 6.026973 5.575982 0.0338 0.0420 0.0020 nan nan
2459894 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 13.606948 15.187323 2.973552 3.725619 9.870537 10.564860 3.239564 4.001786 0.0341 0.0411 0.0015 nan nan
2459893 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 13.970022 15.665012 3.387534 4.126917 8.146599 9.211705 4.340443 5.448558 0.0346 0.0419 0.0016 nan nan
2459892 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 14.065135 15.477046 4.031849 4.742614 6.723175 7.154549 3.537594 4.411798 0.0346 0.0474 0.0057 nan nan
2459891 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 12.508402 14.225493 3.812858 4.683485 8.484898 10.268114 2.638259 3.606871 0.0336 0.0418 0.0021 nan nan
2459890 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 13.203979 14.468596 4.727055 5.307089 8.223101 9.124534 1.471508 1.832665 0.0334 0.0410 0.0017 nan nan
2459889 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 234.112408 234.046851 inf inf 6956.224754 6994.697167 10906.951674 10816.249757 nan nan nan nan nan
2459888 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 12.252918 13.678863 4.597153 5.207352 9.880381 11.738219 2.896071 3.243936 0.0353 0.0437 0.0028 nan nan
2459887 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 13.153345 14.666083 4.760641 5.118027 7.415916 10.276080 2.610814 3.247364 0.0342 0.0432 0.0028 nan nan
2459886 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 18.379022 19.830076 4.313075 4.734573 7.013310 8.597375 2.660565 2.295546 0.0368 0.0481 0.0047 nan nan
2459885 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 22.303782 23.724979 23.272896 24.627927 14.053472 19.219501 17.079074 12.413105 0.0337 0.0415 0.0018 nan nan
2459884 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 12.541601 13.720597 4.408054 4.971713 7.918962 9.791134 2.497081 3.070880 0.0328 0.0396 0.0010 nan nan
2459883 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 17.339687 18.935382 21.640747 22.678502 7.880817 10.744981 7.239629 9.192940 0.0328 0.0438 0.0040 nan nan
2459882 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459881 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 16.340183 17.625052 26.599091 28.227152 22.065768 30.499943 10.091219 20.558784 0.0335 0.0417 0.0023 nan nan
2459880 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 19.858533 21.455289 22.616849 23.501759 6.773679 9.170722 3.130184 3.954394 0.0326 0.0414 0.0023 nan nan
2459879 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459878 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 17.913223 19.111599 27.468762 28.443221 11.611552 15.674981 10.982947 11.898158 0.0348 0.0442 0.0032 nan nan
2459876 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 20.194714 21.510944 19.790757 21.528373 29.772561 43.915304 8.888361 11.096351 0.0356 0.0438 0.0020 nan nan
2459875 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 21.354472 23.205462 25.305732 27.003415 13.267963 20.607793 4.858877 10.579993 0.0337 0.0427 0.0026 nan nan
2459874 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 30.125749 32.485419 12.986376 14.180876 18.160846 27.390313 6.470003 7.917536 0.0350 0.0427 0.0019 nan nan
2459873 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 22.812983 24.317675 16.250906 17.738984 7.297983 11.187629 3.045559 3.748321 0.0357 0.0440 0.0026 nan nan
2459872 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 19.897515 21.585980 20.405282 22.368058 20.095170 31.279635 4.361251 5.026846 0.0335 0.0391 0.0007 nan nan
2459871 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 16.016373 17.671125 23.322743 24.835547 18.048623 25.873249 2.702950 2.540666 0.0336 0.0412 0.0014 nan nan
2459870 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 26.835842 28.958747 18.027835 19.311051 10.683432 17.886482 7.046143 7.010684 0.0344 0.0424 0.0018 nan nan
2459869 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 22.510187 23.302482 18.419183 19.417861 15.732045 22.915483 7.309277 6.884025 0.0345 0.0436 0.0019 nan nan
2459868 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 24.429259 26.652699 26.522537 28.064608 10.771902 17.029851 6.872570 7.489175 0.0349 0.0415 0.0010 nan nan
2459867 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 17.084345 19.136563 20.468281 22.126727 5.753871 9.907834 4.614824 5.091356 0.0342 0.0433 0.0027 nan nan
2459866 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 19.724305 21.700891 19.734639 21.494514 6.325541 11.001164 1.825538 2.021072 0.0362 0.0475 0.0046 nan nan
2459865 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 21.775230 24.678245 21.800617 24.158569 15.620928 23.890229 15.890719 13.752412 0.0328 0.0396 0.0007 nan nan
2459864 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 26.486043 29.714761 6.791545 8.304763 8.212066 13.373465 6.956328 8.461149 0.0341 0.0403 0.0008 nan nan
2459863 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 16.167157 18.176789 2.200996 2.852421 2.956357 5.090733 3.091533 3.990420 0.0335 0.0410 0.0013 nan nan
2459862 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 16.061578 18.412768 7.273566 9.173976 12.508379 18.979122 2.289867 2.982858 0.0356 0.0439 0.0020 nan nan
2459861 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 12.398548 13.752186 2.464310 3.280431 2.535741 3.217716 2.725194 3.348305 0.0341 0.0404 0.0009 nan nan
2459860 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 13.439004 15.023891 7.203665 8.680683 14.655435 21.635212 3.040495 2.869524 0.0340 0.0419 0.0018 nan nan
2459859 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 11.389915 12.863474 2.914384 3.735864 2.211533 2.790437 1.483661 1.941476 0.0344 0.0445 0.0036 nan nan
2459858 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 12.344194 13.715531 2.916053 3.675532 2.252240 2.913555 3.016591 3.319908 0.0345 0.0431 0.0023 1.223598 1.221896
2459857 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 4.501061 4.930424 1.023098 1.019246 1.880289 3.548304 9.615146 10.465176 0.0319 0.0365 0.0015 nan nan
2459856 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 18.233108 20.494589 7.139985 8.422128 6.572334 12.087162 4.171268 4.553670 0.0351 0.0435 0.0025 1.206841 1.213527
2459855 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 19.104372 20.385860 6.499971 7.588707 2.741513 4.300435 1.891451 2.009025 0.0350 0.0435 0.0020 1.192413 1.194626
2459854 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 19.168767 18.745671 4.601747 5.361514 3.932502 4.354346 5.967264 6.309187 0.0343 0.0458 0.0044 1.220605 1.223860
2459853 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 15.849040 17.867579 7.115040 8.699817 6.951099 10.915042 5.086129 5.579741 0.0344 0.0463 0.0044 1.223498 1.228277
2459852 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
2459851 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
2459850 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 15.239926 20.918789 6.221137 8.075911 10.272032 19.740205 8.816269 18.206772 0.0341 0.0544 0.0122 1.232833 1.236596
2459849 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 17.706171 19.650086 13.968186 16.673985 7.058955 12.895007 6.045155 7.696004 0.0342 0.0429 0.0020 1.187444 1.194947
2459848 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.192230 17.653118 7.132648 9.381233 14.323995 21.792859 4.581737 5.205311 0.0362 0.0440 0.0017 1.215688 1.222688
2459847 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
2459841 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459838 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 365.073154 365.302984 inf inf 14442.193990 14444.180092 5285.919950 5287.591547 nan nan nan 0.000000 0.000000
2459833 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459832 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
2459831 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459830 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
2459829 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
2459828 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
2459827 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
2459826 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
2459825 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
2459824 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
2459823 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
2459822 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
2459821 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
2459820 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
2459817 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
2459816 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
2459815 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
2459814 RF_maintenance 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 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

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 203: 2459948

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
203 N18 RF_maintenance ee Power inf 251.655784 251.556772 inf inf 2883.660159 2831.073798 4506.847453 4358.616860

Antenna 203: 2459947

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
203 N18 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 203: 2459946

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
203 N18 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 203: 2459945

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
203 N18 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 203: 2459944

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
203 N18 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 203: 2459943

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
203 N18 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 203: 2459942

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
203 N18 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 203: 2459941

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
203 N18 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 203: 2459940

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
203 N18 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 203: 2459939

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
203 N18 RF_maintenance nn Power inf 236.738923 236.793654 inf inf 3494.654586 3463.130481 6019.942351 5896.960501

Antenna 203: 2459938

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
203 N18 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 203: 2459937

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
203 N18 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 203: 2459936

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
203 N18 RF_maintenance ee Power inf 206.574284 206.524469 inf inf 4692.310471 4678.810743 1092.477167 1093.090722

Antenna 203: 2459935

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
203 N18 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 203: 2459934

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
203 N18 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 203: 2459933

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
203 N18 RF_maintenance nn Shape 22.571331 22.571331 22.213045 4.408717 3.840976 8.349290 8.472208 1.742390 1.828128

Antenna 203: 2459932

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
203 N18 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 203: 2459931

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
203 N18 RF_maintenance nn Shape 25.093809 24.397886 25.093809 4.232851 4.761959 6.689543 7.423386 2.798177 3.017169

Antenna 203: 2459930

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
203 N18 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 203: 2459929

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
203 N18 RF_maintenance nn Shape 12.649191 12.649191 8.092600 5.635588 5.249251 1.771621 1.569620 1.318314 1.778668

Antenna 203: 2459928

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
203 N18 RF_maintenance nn Shape 12.374050 12.374050 11.779997 4.262245 3.713832 9.133588 8.821566 2.966962 2.678604

Antenna 203: 2459927

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
203 N18 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 203: 2459926

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
203 N18 RF_maintenance nn Shape 14.235269 14.235269 11.410440 3.986763 3.579020 1.362165 1.038875 1.003415 0.795826

Antenna 203: 2459925

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
203 N18 RF_maintenance nn Shape 9.413933 8.248545 9.413933 -0.651040 -0.138918 4.811154 5.883147 3.135164 1.998109

Antenna 203: 2459924

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
203 N18 RF_maintenance ee Power inf 220.264129 220.708328 inf inf 4334.164738 4307.589758 2950.072403 2939.878481

Antenna 203: 2459923

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
203 N18 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 203: 2459922

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
203 N18 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 203: 2459921

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
203 N18 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 203: 2459920

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
203 N18 RF_maintenance nn Shape 12.191200 12.191200 11.714848 3.367277 2.741320 7.213450 7.094257 4.640126 3.817415

Antenna 203: 2459919

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
203 N18 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 203: 2459918

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
203 N18 RF_maintenance nn Power inf 274.381702 274.562517 inf inf 2605.565141 2663.295847 6857.001172 6339.621478

Antenna 203: 2459917

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
203 N18 RF_maintenance nn Shape 12.387650 12.387650 12.090228 3.772279 3.255574 7.498583 4.911516 3.287789 2.851938

Antenna 203: 2459916

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
203 N18 RF_maintenance ee Power inf 194.018007 193.942369 inf inf 4147.738301 4157.719021 8371.589406 8973.109730

Antenna 203: 2459915

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
203 N18 RF_maintenance ee Power inf 243.842316 243.765988 inf inf 3107.346794 3005.480260 6457.579093 6231.027135

Antenna 203: 2459914

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
203 N18 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 203: 2459913

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
203 N18 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 203: 2459912

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
203 N18 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 203: 2459911

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
203 N18 RF_maintenance nn Power inf 204.315747 204.475549 inf inf 4648.997754 4702.568543 6186.820379 6226.264267

Antenna 203: 2459910

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
203 N18 RF_maintenance nn Shape 12.471647 12.471647 11.725113 3.964979 3.375224 7.760118 8.814607 1.503351 1.197853

Antenna 203: 2459909

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
203 N18 RF_maintenance nn Shape 12.963163 12.963163 12.313679 3.890391 3.265104 6.394316 7.589717 2.707347 2.437266

Antenna 203: 2459908

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
203 N18 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 203: 2459907

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
203 N18 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 203: 2459906

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
203 N18 RF_maintenance nn Shape 13.958275 13.958275 12.712978 4.155421 3.488997 8.506386 8.019144 4.072142 3.292088

Antenna 203: 2459905

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
203 N18 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 203: 2459904

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
203 N18 RF_maintenance nn Shape 13.086375 13.086375 11.883241 4.438707 3.778137 10.223537 9.034839 5.495733 5.061452

Antenna 203: 2459903

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
203 N18 RF_maintenance nn Shape 13.911907 13.911907 12.642651 4.452376 3.842141 7.944473 7.275063 5.762935 5.279890

Antenna 203: 2459902

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
203 N18 RF_maintenance nn Shape 15.480430 14.390983 15.480430 4.017290 4.489581 7.864638 8.311459 2.666111 2.960088

Antenna 203: 2459901

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
203 N18 RF_maintenance ee Power inf 255.394892 254.804576 inf inf 7.546021 7.433312 -5.095461 -5.062084

Antenna 203: 2459900

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
203 N18 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 203: 2459898

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
203 N18 RF_maintenance nn Shape 13.120766 13.120766 11.782201 4.108264 3.455803 9.352652 8.253342 4.758846 3.564572

Antenna 203: 2459897

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
203 N18 RF_maintenance nn Shape 12.822744 12.822744 11.494510 4.269836 3.414435 10.056027 9.508659 4.501856 3.219736

Antenna 203: 2459896

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
203 N18 RF_maintenance nn Shape 12.992403 12.992403 11.824720 4.366194 3.717206 10.965389 9.972259 3.011821 2.540391

Antenna 203: 2459895

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
203 N18 RF_maintenance nn Shape 15.905049 14.702066 15.905049 4.779273 5.194339 10.254265 11.040665 6.026973 5.575982

Antenna 203: 2459894

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
203 N18 RF_maintenance nn Shape 15.187323 15.187323 13.606948 3.725619 2.973552 10.564860 9.870537 4.001786 3.239564

Antenna 203: 2459893

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
203 N18 RF_maintenance nn Shape 15.665012 13.970022 15.665012 3.387534 4.126917 8.146599 9.211705 4.340443 5.448558

Antenna 203: 2459892

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
203 N18 RF_maintenance nn Shape 15.477046 15.477046 14.065135 4.742614 4.031849 7.154549 6.723175 4.411798 3.537594

Antenna 203: 2459891

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
203 N18 RF_maintenance nn Shape 14.225493 12.508402 14.225493 3.812858 4.683485 8.484898 10.268114 2.638259 3.606871

Antenna 203: 2459890

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
203 N18 RF_maintenance nn Shape 14.468596 14.468596 13.203979 5.307089 4.727055 9.124534 8.223101 1.832665 1.471508

Antenna 203: 2459889

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
203 N18 RF_maintenance ee Power inf 234.112408 234.046851 inf inf 6956.224754 6994.697167 10906.951674 10816.249757

Antenna 203: 2459888

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
203 N18 RF_maintenance nn Shape 13.678863 13.678863 12.252918 5.207352 4.597153 11.738219 9.880381 3.243936 2.896071

Antenna 203: 2459887

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
203 N18 RF_maintenance nn Shape 14.666083 14.666083 13.153345 5.118027 4.760641 10.276080 7.415916 3.247364 2.610814

Antenna 203: 2459886

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
203 N18 RF_maintenance nn Shape 19.830076 18.379022 19.830076 4.313075 4.734573 7.013310 8.597375 2.660565 2.295546

Antenna 203: 2459885

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
203 N18 RF_maintenance nn Power 24.627927 23.724979 22.303782 24.627927 23.272896 19.219501 14.053472 12.413105 17.079074

Antenna 203: 2459884

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
203 N18 RF_maintenance nn Shape 13.720597 13.720597 12.541601 4.971713 4.408054 9.791134 7.918962 3.070880 2.497081

Antenna 203: 2459883

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
203 N18 RF_maintenance nn Power 22.678502 18.935382 17.339687 22.678502 21.640747 10.744981 7.880817 9.192940 7.239629

Antenna 203: 2459882

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
203 N18 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 203: 2459881

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
203 N18 RF_maintenance nn Temporal Variability 30.499943 17.625052 16.340183 28.227152 26.599091 30.499943 22.065768 20.558784 10.091219

Antenna 203: 2459880

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
203 N18 RF_maintenance nn Power 23.501759 21.455289 19.858533 23.501759 22.616849 9.170722 6.773679 3.954394 3.130184

Antenna 203: 2459879

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
203 N18 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 203: 2459878

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
203 N18 RF_maintenance nn Power 28.443221 19.111599 17.913223 28.443221 27.468762 15.674981 11.611552 11.898158 10.982947

Antenna 203: 2459876

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
203 N18 RF_maintenance nn Temporal Variability 43.915304 20.194714 21.510944 19.790757 21.528373 29.772561 43.915304 8.888361 11.096351

Antenna 203: 2459875

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
203 N18 RF_maintenance nn Power 27.003415 21.354472 23.205462 25.305732 27.003415 13.267963 20.607793 4.858877 10.579993

Antenna 203: 2459874

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
203 N18 RF_maintenance nn Shape 32.485419 30.125749 32.485419 12.986376 14.180876 18.160846 27.390313 6.470003 7.917536

Antenna 203: 2459873

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
203 N18 RF_maintenance nn Shape 24.317675 22.812983 24.317675 16.250906 17.738984 7.297983 11.187629 3.045559 3.748321

Antenna 203: 2459872

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
203 N18 RF_maintenance nn Temporal Variability 31.279635 21.585980 19.897515 22.368058 20.405282 31.279635 20.095170 5.026846 4.361251

Antenna 203: 2459871

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
203 N18 RF_maintenance nn Temporal Variability 25.873249 17.671125 16.016373 24.835547 23.322743 25.873249 18.048623 2.540666 2.702950

Antenna 203: 2459870

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
203 N18 RF_maintenance nn Shape 28.958747 26.835842 28.958747 18.027835 19.311051 10.683432 17.886482 7.046143 7.010684

Antenna 203: 2459869

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
203 N18 RF_maintenance nn Shape 23.302482 22.510187 23.302482 18.419183 19.417861 15.732045 22.915483 7.309277 6.884025

Antenna 203: 2459868

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
203 N18 RF_maintenance nn Power 28.064608 24.429259 26.652699 26.522537 28.064608 10.771902 17.029851 6.872570 7.489175

Antenna 203: 2459867

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
203 N18 RF_maintenance nn Power 22.126727 17.084345 19.136563 20.468281 22.126727 5.753871 9.907834 4.614824 5.091356

Antenna 203: 2459866

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
203 N18 RF_maintenance nn Shape 21.700891 21.700891 19.724305 21.494514 19.734639 11.001164 6.325541 2.021072 1.825538

Antenna 203: 2459865

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
203 N18 RF_maintenance nn Shape 24.678245 21.775230 24.678245 21.800617 24.158569 15.620928 23.890229 15.890719 13.752412

Antenna 203: 2459864

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
203 N18 RF_maintenance nn Shape 29.714761 29.714761 26.486043 8.304763 6.791545 13.373465 8.212066 8.461149 6.956328

Antenna 203: 2459863

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
203 N18 RF_maintenance nn Shape 18.176789 16.167157 18.176789 2.200996 2.852421 2.956357 5.090733 3.091533 3.990420

Antenna 203: 2459862

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
203 N18 RF_maintenance nn Temporal Variability 18.979122 16.061578 18.412768 7.273566 9.173976 12.508379 18.979122 2.289867 2.982858

Antenna 203: 2459861

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
203 N18 RF_maintenance nn Shape 13.752186 13.752186 12.398548 3.280431 2.464310 3.217716 2.535741 3.348305 2.725194

Antenna 203: 2459860

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
203 N18 RF_maintenance nn Temporal Variability 21.635212 13.439004 15.023891 7.203665 8.680683 14.655435 21.635212 3.040495 2.869524

Antenna 203: 2459859

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
203 N18 RF_maintenance nn Shape 12.863474 11.389915 12.863474 2.914384 3.735864 2.211533 2.790437 1.483661 1.941476

Antenna 203: 2459858

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
203 N18 RF_maintenance nn Shape 13.715531 13.715531 12.344194 3.675532 2.916053 2.913555 2.252240 3.319908 3.016591

Antenna 203: 2459857

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
203 N18 RF_maintenance nn Temporal Discontinuties 10.465176 4.930424 4.501061 1.019246 1.023098 3.548304 1.880289 10.465176 9.615146

Antenna 203: 2459856

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
203 N18 RF_maintenance nn Shape 20.494589 18.233108 20.494589 7.139985 8.422128 6.572334 12.087162 4.171268 4.553670

Antenna 203: 2459855

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
203 N18 RF_maintenance nn Shape 20.385860 20.385860 19.104372 7.588707 6.499971 4.300435 2.741513 2.009025 1.891451

Antenna 203: 2459854

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
203 N18 RF_maintenance ee Shape 19.168767 18.745671 19.168767 5.361514 4.601747 4.354346 3.932502 6.309187 5.967264

Antenna 203: 2459853

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
203 N18 RF_maintenance nn Shape 17.867579 17.867579 15.849040 8.699817 7.115040 10.915042 6.951099 5.579741 5.086129

Antenna 203: 2459852

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
203 N18 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 203: 2459851

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
203 N18 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 203: 2459850

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
203 N18 RF_maintenance nn Shape 20.918789 15.239926 20.918789 6.221137 8.075911 10.272032 19.740205 8.816269 18.206772

Antenna 203: 2459849

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
203 N18 RF_maintenance nn Shape 19.650086 17.706171 19.650086 13.968186 16.673985 7.058955 12.895007 6.045155 7.696004

Antenna 203: 2459848

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
203 N18 RF_maintenance nn Temporal Variability 21.792859 17.653118 16.192230 9.381233 7.132648 21.792859 14.323995 5.205311 4.581737

Antenna 203: 2459847

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
203 N18 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan
In [ ]: