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 = "58"
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 58 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 159 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 156 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 58, Node N05:

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)
2459976 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 10.012218 12.956314 9.782533 10.501519 9.330660 10.776930 2.180930 1.746906 0.0346 0.0345 0.0017 nan nan
2459975 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 10.151585 12.924466 9.996521 10.643174 10.461376 12.029722 0.564721 0.371493 0.0329 0.0327 0.0017 nan nan
2459974 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 9.649333 12.110880 10.765666 11.429289 10.547758 12.095908 2.274441 1.317605 0.0329 0.0326 0.0015 nan nan
2459973 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 9.832646 12.211650 10.296432 11.122983 7.517812 8.351108 0.485520 0.054301 0.0341 0.0341 0.0015 nan nan
2459972 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 9.311675 11.617854 10.286784 10.815305 12.020589 14.635275 2.942912 2.747998 0.0364 0.0342 0.0020 nan nan
2459971 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 9.087514 11.479795 9.709517 10.295877 11.295245 13.200741 0.785721 0.319126 0.0368 0.0365 0.0019 nan nan
2459970 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 9.993116 12.636847 10.105630 10.804961 10.512882 12.288482 0.565372 0.353721 0.0328 0.0326 0.0017 nan nan
2459969 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 10.466670 12.936991 9.752989 10.409106 9.849534 11.313429 1.306238 0.951973 0.0350 0.0347 0.0014 nan nan
2459968 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 6.072787 6.256644 10.636997 11.523899 14.669038 17.115279 6.162204 6.086938 0.0376 0.0372 0.0014 nan nan
2459967 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 9.912020 12.331960 10.767639 11.306631 11.771186 14.074310 0.861523 0.466427 0.0351 0.0350 0.0015 nan nan
2459966 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 10.749263 13.449503 10.130243 10.839032 11.722320 14.041240 1.652128 0.935888 0.0343 0.0343 0.0014 nan nan
2459965 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 9.711175 12.588314 9.527084 10.208436 8.577679 9.620236 2.542812 3.322729 0.0361 0.0361 0.0009 nan nan
2459964 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 9.320941 11.724585 10.594019 11.224711 9.717773 11.567548 6.560525 6.678559 0.0352 0.0351 0.0016 nan nan
2459963 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 10.767938 12.280154 11.739879 12.295891 3.122148 3.514923 3.190349 3.454154 0.0414 0.0408 0.0006 nan nan
2459962 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 10.532990 12.740901 11.862779 12.341587 8.197263 10.227314 2.526720 2.512548 0.0355 0.0353 0.0015 nan nan
2459961 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 9.482293 11.514302 10.266648 11.041254 12.371574 13.698314 5.580470 6.167942 0.0343 0.0345 0.0015 nan nan
2459960 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 10.420026 13.280774 9.997911 10.675289 10.265704 11.896981 2.885016 2.999123 0.0363 0.0393 0.0010 nan nan
2459959 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 10.359116 13.161641 10.949429 11.712086 9.284140 10.612826 0.494375 0.853995 0.0353 0.0345 0.0022 nan nan
2459958 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 10.219021 12.654564 9.506617 10.147669 9.821197 10.937914 1.352814 1.437882 0.0324 0.0323 0.0018 nan nan
2459957 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 9.347969 11.565228 9.694975 10.285493 11.399727 13.163799 1.916203 1.608384 0.0335 0.0337 0.0015 nan nan
2459956 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 10.278017 12.315690 9.639206 10.353638 10.537489 10.827400 7.515340 6.715229 0.0316 0.0319 0.0018 nan nan
2459955 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 8.694632 10.421183 9.009944 9.547116 10.248349 11.685123 1.102108 0.842793 0.0306 0.0311 0.0018 nan nan
2459954 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 9.810046 11.821106 9.145585 9.802655 10.164109 11.834767 1.331802 1.135346 0.0309 0.0312 0.0019 nan nan
2459953 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 9.514236 11.393092 9.850765 10.491352 11.347567 12.741188 1.992349 1.736738 0.0329 0.0331 0.0020 nan nan
2459952 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 10.554410 12.632180 10.025641 10.778554 8.513029 9.756065 3.661391 3.423364 0.0329 0.0330 0.0018 nan nan
2459951 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 8.708953 10.322776 10.519843 11.109114 7.728749 8.649801 1.967205 1.520923 0.0368 0.0366 0.0017 nan nan
2459950 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 10.548455 12.265843 10.973478 11.526303 9.936625 11.735947 0.604397 -0.047532 0.0329 0.0329 0.0017 nan nan
2459949 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 10.616667 12.374654 10.962426 11.606577 8.605002 9.714397 1.083968 0.659735 0.0355 0.0353 0.0017 nan nan
2459948 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 9.867987 11.964700 12.949616 13.909063 8.041508 8.413025 3.030604 4.302434 0.0446 0.0432 0.0018 nan nan
2459947 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 10.055935 11.840615 9.442585 10.037148 7.574870 8.846986 6.465723 3.287247 0.0408 0.0401 0.0017 nan nan
2459946 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 9.386776 11.118723 8.649020 9.522503 10.708464 11.852948 3.071520 2.607728 0.0338 0.0339 0.0019 nan nan
2459945 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 9.138758 10.657220 8.549869 9.282456 8.732674 9.143345 2.319216 1.851179 0.0375 0.0374 0.0017 nan nan
2459944 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 8.841537 10.455906 8.924158 9.634145 8.032802 8.425053 1.804605 1.867510 0.0356 0.0353 0.0016 nan nan
2459943 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 8.078166 9.507988 8.972166 9.644426 6.790257 7.010738 0.322977 0.225020 0.0365 0.0360 0.0017 nan nan
2459942 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 10.322959 12.016169 9.303059 9.964954 8.858770 9.401921 2.617100 1.861691 0.0394 0.0386 0.0016 nan nan
2459941 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 9.796498 11.605817 8.468809 9.301836 8.424645 9.446395 1.911616 1.905093 0.0347 0.0344 0.0017 nan nan
2459940 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 9.436146 11.152378 8.444847 9.291820 7.890839 8.836097 2.010194 1.810453 0.0350 0.0348 0.0016 nan nan
2459939 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 9.399083 10.981708 8.341319 9.030363 7.224441 7.880777 2.279680 1.709478 0.0352 0.0349 0.0017 nan nan
2459938 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 8.996013 10.465955 9.200479 9.875851 6.515452 7.182934 1.127957 0.915355 0.0379 0.0368 0.0014 nan nan
2459937 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 9.759861 11.466740 9.250892 9.898428 7.433174 7.892797 4.055247 4.774181 0.0419 0.0408 0.0017 nan nan
2459936 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 8.976279 10.846811 11.470728 11.946464 8.665554 9.376456 6.848485 6.382807 0.0366 0.0363 0.0015 nan nan
2459935 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 9.507992 11.338400 8.232881 9.122983 8.923680 9.515220 2.545229 2.075828 0.0327 0.0325 0.0019 nan nan
2459934 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 12.343880 14.044485 8.945776 9.670466 8.632110 8.671115 1.171283 0.638810 0.0356 0.0350 0.0018 nan nan
2459933 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 10.187989 11.515953 9.455874 10.145520 8.459267 8.325594 0.925304 0.257470 0.0360 0.0356 0.0014 nan nan
2459932 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 12.084135 14.550495 9.357415 10.256474 3.336920 2.665626 3.235168 2.270408 0.0383 0.0374 0.0016 nan nan
2459931 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 11.373176 13.180089 10.032127 10.688951 6.684368 7.404649 1.639485 1.260102 0.0388 0.0384 0.0015 nan nan
2459930 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 9.634953 11.161619 8.500851 9.356895 6.484734 7.039687 2.233192 1.371067 0.0367 0.0362 0.0016 nan nan
2459929 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 5.134907 10.359743 10.955876 11.478035 1.596437 1.785172 1.801221 1.344496 0.0415 0.0407 0.0004 nan nan
2459928 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 9.220565 10.467158 10.213127 10.890597 8.749632 9.103750 2.735880 2.149944 0.0339 0.0339 0.0014 nan nan
2459927 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 10.243662 12.300669 9.552555 10.306667 3.259245 1.327213 1.962860 1.488103 0.0456 0.0445 0.0017 nan nan
2459926 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 8.829595 12.345170 8.599903 9.106056 1.055012 1.382684 0.805936 1.000146 0.0371 0.0367 0.0000 nan nan
2459925 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 7.732009 8.375363 11.108515 11.754580 4.934797 5.977993 3.205034 2.032039 0.0374 0.0373 0.0009 nan nan
2459924 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 9.787318 11.353348 10.472182 10.945904 7.035097 7.413654 2.054445 1.873435 0.0357 0.0357 0.0013 nan nan
2459923 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 10.994336 12.820231 10.085557 10.912723 5.962795 5.888373 2.729352 1.908381 0.0375 0.0377 0.0011 nan nan
2459922 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 9.731396 11.525518 7.342074 8.052659 9.877309 9.963670 0.985906 0.760534 0.0359 0.0359 0.0018 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% - - 9.072165 10.236281 7.262310 7.981119 7.048620 7.186797 2.537976 2.027496 0.0370 0.0365 0.0020 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% - - 11.111015 12.507192 8.595666 9.219516 6.964916 6.797397 4.365770 2.752079 0.0362 0.0357 0.0013 nan nan
2459917 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 9.285658 10.408669 8.796766 9.425897 4.927291 7.582463 1.608812 0.945816 0.0337 0.0339 0.0015 nan nan
2459916 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 9.659281 10.907512 8.781264 9.318827 7.391160 7.820387 3.443659 2.766318 0.0368 0.0364 0.0010 nan nan
2459915 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 10.205075 11.666171 10.399861 10.946748 7.912864 7.694115 4.772461 3.377855 0.0433 0.0423 0.0011 nan nan
2459914 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 11.092633 12.888330 11.060755 11.691520 8.649754 9.223438 7.275570 6.895862 0.0373 0.0369 0.0008 nan nan
2459913 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 11.121681 12.798659 9.284254 9.989577 9.011563 9.231391 6.981718 3.157162 0.0352 0.0354 0.0013 nan nan
2459912 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 9.359025 10.900300 8.210079 9.095558 8.702067 8.040100 1.788416 1.456638 0.0371 0.0370 0.0017 nan nan
2459911 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 8.970193 10.228023 8.754334 9.476673 8.584286 7.421856 2.186725 1.796001 0.0353 0.0351 0.0015 nan nan
2459910 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 9.172493 10.566395 8.720829 9.419948 8.758607 7.736866 1.189584 0.718868 0.0346 0.0349 0.0015 nan nan
2459909 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 9.627506 10.973301 8.472511 9.203402 7.469803 6.289469 1.174015 0.591812 0.0340 0.0344 0.0016 nan nan
2459908 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 23.113898 11.644427 -0.627356 8.909347 5.192680 5.772094 6.103975 2.772254 0.3772 0.0367 0.2589 nan nan
2459907 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 0.650451 11.800795 -1.257064 9.576304 3.417218 6.167842 2.462805 1.645728 0.6860 0.0419 0.5186 nan nan
2459906 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 22.112702 11.909089 -0.718058 10.003952 6.678702 8.437408 4.196972 1.547211 0.3695 0.0358 0.2501 nan nan
2459905 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 21.215437 11.078435 -0.702646 9.672035 8.364927 13.475688 4.095205 0.882967 0.0662 0.0268 0.0197 nan nan
2459904 RF_maintenance 100.00% 91.14% 100.00% 0.00% - - 0.487337 11.171947 -0.812230 10.657828 0.199551 10.283502 7.960211 6.050487 0.1155 0.0271 0.0648 nan nan
2459903 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 0.825545 11.882772 -0.634935 10.409807 -0.264134 7.870712 3.137204 2.482608 0.6771 0.0357 0.4601 nan nan
2459902 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 1.270703 13.236881 -0.737388 10.798310 -0.750668 8.216141 1.235925 0.958270 0.6830 0.0374 0.4606 nan nan
2459901 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 1.076953 13.441657 -0.618968 9.818836 0.312089 7.194012 1.230846 1.233454 0.6683 0.0400 0.4433 nan nan
2459900 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 0.738256 13.803051 -0.755146 10.366364 -0.689839 7.727714 1.005977 0.932544 0.6345 0.0370 0.4563 nan nan
2459898 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 0.475428 11.202998 -0.821711 9.829420 -0.178449 9.330744 2.632050 2.420295 0.6846 0.0363 0.4970 nan nan
2459897 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 0.352593 10.959485 -0.935102 10.056199 -0.484072 10.011912 1.530119 1.515379 0.0531 0.0262 0.0253 nan nan
2459896 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 0.539140 11.081446 -0.750890 10.119521 -0.072862 10.970143 0.966198 1.181261 0.0531 0.0263 0.0247 nan nan
2459895 RF_maintenance 100.00% 7.62% 100.00% 0.00% - - 0.136274 13.697836 -0.941827 12.735456 -0.298723 11.028019 -0.583774 5.547025 0.6758 0.0332 0.3838 nan nan
2459894 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 0.334833 12.962981 -0.934799 9.158009 0.697118 10.624618 3.577449 3.443407 0.7000 0.0359 0.4330 nan nan
2459893 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 0.531091 13.397401 -0.804545 9.685098 -0.434271 9.252520 2.368017 2.896593 0.6992 0.0371 0.4714 nan nan
2459892 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 0.638194 13.181172 -0.804299 11.217415 0.835201 7.088089 1.147298 1.615630 0.6965 0.0422 0.4985 nan nan
2459891 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 0.166735 12.131670 -1.037663 11.174811 0.779638 10.378276 2.507100 2.171385 0.6920 0.0366 0.5008 nan nan
2459890 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 0.053474 12.370723 -1.058078 13.349710 0.626362 9.110842 0.558991 0.296217 0.6949 0.0361 0.5022 nan nan
2459889 RF_maintenance 100.00% 0.00% 100.00% 0.00% - - 0.056770 14.043965 -1.181974 10.780655 0.373947 13.049432 3.576193 4.347165 0.7028 0.0393 0.5023 nan nan
2459888 RF_maintenance 100.00% 0.00% 30.29% 0.00% - - 6.056443 -0.126931 -0.700102 1.331158 10.425208 87.414225 2.140261 1.728494 0.6973 0.5368 0.3986 nan nan
2459887 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 1.267323 1.776635 2.428741 2.893015 2.828234 2.480612 -1.406294 -1.477814 0.6924 0.6999 0.3721 nan nan
2459886 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 12.150625 1.658350 2.546235 2.816341 3.511410 3.069930 1.136972 1.093986 0.7173 0.7546 0.3150 nan nan
2459885 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 18.189794 20.952208 61.658237 63.769685 14.188846 19.418381 17.531797 12.346430 0.0366 0.0341 0.0015 nan nan
2459884 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 9.874423 11.919185 11.562718 12.267676 7.972806 9.906714 2.840301 2.282815 0.0354 0.0329 0.0018 nan nan
2459883 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 14.153126 16.767964 55.770752 57.478891 7.939934 10.876027 10.130486 9.337544 0.0383 0.0349 0.0020 nan nan
2459882 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 23.517616 27.324839 62.194035 64.658601 11.217645 15.264794 4.251075 3.603478 0.0391 0.0359 0.0019 nan nan
2459881 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 13.249748 15.563365 71.026520 73.538080 22.039846 30.492026 10.493832 17.782456 0.0367 0.0341 0.0006 nan nan
2459880 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 16.172326 18.916406 58.831361 60.426986 6.775586 9.270054 3.646926 2.830402 0.0360 0.0334 0.0016 nan nan
2459879 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 8.201139 10.033116 10.355047 10.989715 1.454722 2.043180 4.744588 4.050641 0.0356 0.0326 0.0022 nan nan
2459878 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 14.548564 16.933614 71.241381 73.100688 11.601472 15.760831 11.786155 9.340822 0.0391 0.0362 0.0018 nan nan
2459876 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 16.558132 19.070344 51.195198 53.560443 29.954951 44.157733 9.596541 8.123667 0.0388 0.0358 0.0020 nan nan
2459875 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 17.334244 20.513636 67.086226 69.611018 13.411502 20.774108 5.069215 9.423878 0.0378 0.0354 0.0017 nan nan
2459874 digital_maintenance 100.00% 100.00% 100.00% 0.00% - - 24.525630 28.588807 34.960322 36.589881 18.317284 27.594968 7.047386 5.863419 0.0377 0.0348 0.0018 nan nan
2459873 digital_maintenance 100.00% 100.00% 100.00% 0.00% - - 18.541291 21.471293 45.245849 47.297259 7.356572 11.274908 3.214762 2.796873 0.0383 0.0362 0.0016 nan nan
2459872 digital_maintenance 100.00% 100.00% 100.00% 0.00% - - 16.047053 19.074026 57.961308 60.663289 20.320935 31.533339 4.647622 3.475849 0.0347 0.0325 0.0018 nan nan
2459871 digital_maintenance 100.00% 100.00% 100.00% 0.00% - - 12.883596 15.575057 62.520505 64.791737 18.224086 26.106035 2.653746 1.938533 0.0362 0.0336 0.0018 nan nan
2459870 digital_maintenance 100.00% 100.00% 100.00% 0.00% - - 21.850477 25.538555 47.059696 48.905732 11.029413 18.302230 10.378254 9.423895 0.0369 0.0335 0.0022 nan nan
2459869 digital_maintenance 100.00% 100.00% 100.00% 0.00% - - 18.350077 20.351257 47.023105 48.569540 15.930409 23.191376 7.259771 6.278522 0.0391 0.0358 0.0022 nan nan
2459868 digital_maintenance 100.00% 100.00% 100.00% 0.00% - - 19.913826 23.660412 71.220454 73.638130 10.944404 17.236357 7.210589 5.565003 0.0363 0.0334 0.0018 nan nan
2459867 digital_maintenance 100.00% 100.00% 100.00% 0.00% - - 13.787187 16.973451 55.929408 58.285720 5.871565 10.036196 4.787894 3.434607 0.0365 0.0332 0.0024 nan nan
2459866 digital_maintenance 100.00% 100.00% 100.00% 0.00% - - 15.976249 19.236195 52.713924 55.114419 6.678954 11.356949 3.159837 2.522608 0.0404 0.0365 0.0023 nan nan
2459865 digital_maintenance 100.00% 100.00% 100.00% 0.00% - - 17.537205 21.707485 64.035749 67.170204 15.886938 24.141765 15.903296 12.970215 0.0345 0.0321 0.0018 nan nan
2459864 digital_maintenance 100.00% 100.00% 100.00% 0.00% - - 21.446668 26.404103 25.597533 27.477140 8.329402 13.489447 7.315286 6.609157 0.0347 0.0321 0.0018 nan nan
2459863 digital_maintenance 100.00% 100.00% 100.00% 0.00% - - 12.837278 15.923060 8.100957 8.866602 3.081911 5.188336 3.536090 2.710161 0.0355 0.0327 0.0017 nan nan
2459862 digital_maintenance 100.00% 100.00% 100.00% 0.00% - - 12.596156 16.113958 29.240533 31.578592 12.579681 19.085551 2.808738 2.101927 0.0381 0.0352 0.0018 nan nan
2459861 digital_maintenance 100.00% 100.00% 100.00% 0.00% - - 9.736722 11.900785 8.171341 9.099159 2.602209 3.300136 3.024032 2.498928 0.0344 0.0321 0.0018 nan nan
2459860 digital_maintenance 100.00% 100.00% 100.00% 0.00% - - 10.662248 13.154097 24.531084 26.347789 14.829581 21.820400 2.975675 2.215078 0.0356 0.0327 0.0020 nan nan
2459859 digital_maintenance 100.00% 100.00% 100.00% 0.00% - - 8.869075 11.193102 8.838717 9.778148 2.297334 2.885207 1.647427 1.164560 0.0368 0.0337 0.0016 nan nan
2459858 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 9.556783 11.884321 9.144094 10.026078 2.366092 3.050427 3.067003 2.530397 0.0355 0.0332 0.0016 1.127509 1.123357
2459857 digital_maintenance 100.00% 100.00% 100.00% 0.00% - - 7.061738 6.446334 1.428644 1.640468 1.499582 2.943093 9.755672 8.598534 0.0255 0.0240 0.0009 nan nan
2459856 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 14.422373 17.963582 23.073412 24.662207 6.747806 12.367409 4.236059 3.963897 0.0371 0.0336 0.0021 1.153819 1.149349
2459855 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 15.020490 17.600597 24.100542 25.536734 2.743211 4.327797 1.901462 1.334143 0.0369 0.0339 0.0017 1.149653 1.146712
2459854 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 15.046196 15.902427 18.458065 19.489701 3.776567 4.251412 4.235618 3.761810 0.0375 0.0342 0.0016 1.148179 1.144144
2459853 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 12.630936 15.700276 25.074350 27.012031 7.119570 11.121337 5.017723 4.347638 0.0389 0.0352 0.0021 1.158040 1.152649
2459852 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 14.140699 16.799798 25.817632 28.228954 15.691258 20.076315 16.873923 16.542281 0.0345 0.0318 0.0016 1.144578 1.141759
2459851 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 9.858340 21.015767 26.550557 30.192701 21.571601 43.618153 14.857156 21.607826 0.0609 0.0483 0.0080 1.187269 1.171732
2459850 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 11.978275 18.592303 22.950170 25.130504 10.363400 19.961295 8.241577 17.094340 0.0279 0.0263 0.0016 1.147802 1.143827
2459849 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 13.943287 16.937911 46.330830 49.646543 7.152335 13.042382 5.139051 6.615631 0.0282 0.0264 0.0019 1.178669 1.174447
2459848 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 12.698532 15.199694 29.727901 32.414797 14.360842 21.903535 4.079544 4.328012 0.0280 0.0264 0.0017 1.169238 1.165286
2459847 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 14.715068 17.761102 27.743006 30.596106 21.903283 28.272135 2.135129 1.548366 0.0275 0.0260 0.0016 1.171138 1.166386
2459846 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 24.147604 26.377415 33.702278 35.570169 21.706525 21.096693 5.631938 4.846579 0.0295 0.0276 0.0030 1.217586 1.197340
2459845 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.114651 19.409549 39.380954 41.847648 10.218570 16.732479 3.183368 2.014713 0.0436 0.0398 0.0024 1.132520 1.127421
2459844 digital_maintenance 100.00% 100.00% 100.00% 0.00% - - 14.879169 15.452362 5.864911 8.517685 3.079212 2.442691 12.694035 11.455551 0.0253 0.0238 0.0009 nan nan
2459843 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 16.366531 19.254533 18.917034 20.471857 64.610921 71.087180 1.442209 0.911971 0.0457 0.0410 0.0049 1.257227 1.254190

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 58: 2459976

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
58 N05 RF_maintenance nn Shape 12.956314 12.956314 10.012218 10.501519 9.782533 10.776930 9.330660 1.746906 2.180930

Antenna 58: 2459975

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
58 N05 RF_maintenance nn Shape 12.924466 10.151585 12.924466 9.996521 10.643174 10.461376 12.029722 0.564721 0.371493

Antenna 58: 2459974

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
58 N05 RF_maintenance nn Shape 12.110880 9.649333 12.110880 10.765666 11.429289 10.547758 12.095908 2.274441 1.317605

Antenna 58: 2459973

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
58 N05 RF_maintenance nn Shape 12.211650 9.832646 12.211650 10.296432 11.122983 7.517812 8.351108 0.485520 0.054301

Antenna 58: 2459972

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
58 N05 RF_maintenance nn Temporal Variability 14.635275 9.311675 11.617854 10.286784 10.815305 12.020589 14.635275 2.942912 2.747998

Antenna 58: 2459971

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
58 N05 RF_maintenance nn Temporal Variability 13.200741 9.087514 11.479795 9.709517 10.295877 11.295245 13.200741 0.785721 0.319126

Antenna 58: 2459970

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
58 N05 RF_maintenance nn Shape 12.636847 12.636847 9.993116 10.804961 10.105630 12.288482 10.512882 0.353721 0.565372

Antenna 58: 2459969

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
58 N05 RF_maintenance nn Shape 12.936991 10.466670 12.936991 9.752989 10.409106 9.849534 11.313429 1.306238 0.951973

Antenna 58: 2459968

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
58 N05 RF_maintenance nn Temporal Variability 17.115279 6.072787 6.256644 10.636997 11.523899 14.669038 17.115279 6.162204 6.086938

Antenna 58: 2459967

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
58 N05 RF_maintenance nn Temporal Variability 14.074310 9.912020 12.331960 10.767639 11.306631 11.771186 14.074310 0.861523 0.466427

Antenna 58: 2459966

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
58 N05 RF_maintenance nn Temporal Variability 14.041240 13.449503 10.749263 10.839032 10.130243 14.041240 11.722320 0.935888 1.652128

Antenna 58: 2459965

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
58 N05 RF_maintenance nn Shape 12.588314 12.588314 9.711175 10.208436 9.527084 9.620236 8.577679 3.322729 2.542812

Antenna 58: 2459962

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
58 N05 RF_maintenance nn Shape 12.740901 12.740901 10.532990 12.341587 11.862779 10.227314 8.197263 2.512548 2.526720

Antenna 58: 2459961

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
58 N05 RF_maintenance nn Temporal Variability 13.698314 11.514302 9.482293 11.041254 10.266648 13.698314 12.371574 6.167942 5.580470

Antenna 58: 2459960

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
58 N05 RF_maintenance nn Shape 13.280774 13.280774 10.420026 10.675289 9.997911 11.896981 10.265704 2.999123 2.885016

Antenna 58: 2459959

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
58 N05 RF_maintenance nn Shape 13.161641 10.359116 13.161641 10.949429 11.712086 9.284140 10.612826 0.494375 0.853995

Antenna 58: 2459958

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
58 N05 RF_maintenance nn Shape 12.654564 12.654564 10.219021 10.147669 9.506617 10.937914 9.821197 1.437882 1.352814

Antenna 58: 2459957

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
58 N05 RF_maintenance nn Temporal Variability 13.163799 11.565228 9.347969 10.285493 9.694975 13.163799 11.399727 1.608384 1.916203

Antenna 58: 2459956

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
58 N05 RF_maintenance nn Shape 12.315690 12.315690 10.278017 10.353638 9.639206 10.827400 10.537489 6.715229 7.515340

Antenna 58: 2459955

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
58 N05 RF_maintenance nn Temporal Variability 11.685123 8.694632 10.421183 9.009944 9.547116 10.248349 11.685123 1.102108 0.842793

Antenna 58: 2459954

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
58 N05 RF_maintenance nn Temporal Variability 11.834767 11.821106 9.810046 9.802655 9.145585 11.834767 10.164109 1.135346 1.331802

Antenna 58: 2459953

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
58 N05 RF_maintenance nn Temporal Variability 12.741188 11.393092 9.514236 10.491352 9.850765 12.741188 11.347567 1.736738 1.992349

Antenna 58: 2459952

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
58 N05 RF_maintenance nn Shape 12.632180 12.632180 10.554410 10.778554 10.025641 9.756065 8.513029 3.423364 3.661391

Antenna 58: 2459951

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
58 N05 RF_maintenance nn Power 11.109114 10.322776 8.708953 11.109114 10.519843 8.649801 7.728749 1.520923 1.967205

Antenna 58: 2459950

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
58 N05 RF_maintenance nn Shape 12.265843 12.265843 10.548455 11.526303 10.973478 11.735947 9.936625 -0.047532 0.604397

Antenna 58: 2459949

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
58 N05 RF_maintenance nn Shape 12.374654 10.616667 12.374654 10.962426 11.606577 8.605002 9.714397 1.083968 0.659735

Antenna 58: 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
58 N05 RF_maintenance nn Power 13.909063 9.867987 11.964700 12.949616 13.909063 8.041508 8.413025 3.030604 4.302434

Antenna 58: 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
58 N05 RF_maintenance nn Shape 11.840615 11.840615 10.055935 10.037148 9.442585 8.846986 7.574870 3.287247 6.465723

Antenna 58: 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
58 N05 RF_maintenance nn Temporal Variability 11.852948 11.118723 9.386776 9.522503 8.649020 11.852948 10.708464 2.607728 3.071520

Antenna 58: 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
58 N05 RF_maintenance nn Shape 10.657220 10.657220 9.138758 9.282456 8.549869 9.143345 8.732674 1.851179 2.319216

Antenna 58: 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
58 N05 RF_maintenance nn Shape 10.455906 8.841537 10.455906 8.924158 9.634145 8.032802 8.425053 1.804605 1.867510

Antenna 58: 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
58 N05 RF_maintenance nn Power 9.644426 9.507988 8.078166 9.644426 8.972166 7.010738 6.790257 0.225020 0.322977

Antenna 58: 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
58 N05 RF_maintenance nn Shape 12.016169 12.016169 10.322959 9.964954 9.303059 9.401921 8.858770 1.861691 2.617100

Antenna 58: 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
58 N05 RF_maintenance nn Shape 11.605817 11.605817 9.796498 9.301836 8.468809 9.446395 8.424645 1.905093 1.911616

Antenna 58: 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
58 N05 RF_maintenance nn Shape 11.152378 11.152378 9.436146 9.291820 8.444847 8.836097 7.890839 1.810453 2.010194

Antenna 58: 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
58 N05 RF_maintenance nn Shape 10.981708 10.981708 9.399083 9.030363 8.341319 7.880777 7.224441 1.709478 2.279680

Antenna 58: 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
58 N05 RF_maintenance nn Shape 10.465955 10.465955 8.996013 9.875851 9.200479 7.182934 6.515452 0.915355 1.127957

Antenna 58: 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
58 N05 RF_maintenance nn Shape 11.466740 9.759861 11.466740 9.250892 9.898428 7.433174 7.892797 4.055247 4.774181

Antenna 58: 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
58 N05 RF_maintenance nn Power 11.946464 8.976279 10.846811 11.470728 11.946464 8.665554 9.376456 6.848485 6.382807

Antenna 58: 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
58 N05 RF_maintenance nn Shape 11.338400 11.338400 9.507992 9.122983 8.232881 9.515220 8.923680 2.075828 2.545229

Antenna 58: 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
58 N05 RF_maintenance nn Shape 14.044485 12.343880 14.044485 8.945776 9.670466 8.632110 8.671115 1.171283 0.638810

Antenna 58: 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
58 N05 RF_maintenance nn Shape 11.515953 11.515953 10.187989 10.145520 9.455874 8.325594 8.459267 0.257470 0.925304

Antenna 58: 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
58 N05 RF_maintenance nn Shape 14.550495 14.550495 12.084135 10.256474 9.357415 2.665626 3.336920 2.270408 3.235168

Antenna 58: 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
58 N05 RF_maintenance nn Shape 13.180089 11.373176 13.180089 10.032127 10.688951 6.684368 7.404649 1.639485 1.260102

Antenna 58: 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
58 N05 RF_maintenance nn Shape 11.161619 9.634953 11.161619 8.500851 9.356895 6.484734 7.039687 2.233192 1.371067

Antenna 58: 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
58 N05 RF_maintenance nn Power 11.478035 10.359743 5.134907 11.478035 10.955876 1.785172 1.596437 1.344496 1.801221

Antenna 58: 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
58 N05 RF_maintenance nn Power 10.890597 10.467158 9.220565 10.890597 10.213127 9.103750 8.749632 2.149944 2.735880

Antenna 58: 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
58 N05 RF_maintenance nn Shape 12.300669 12.300669 10.243662 10.306667 9.552555 1.327213 3.259245 1.488103 1.962860

Antenna 58: 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
58 N05 RF_maintenance nn Shape 12.345170 12.345170 8.829595 9.106056 8.599903 1.382684 1.055012 1.000146 0.805936

Antenna 58: 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
58 N05 RF_maintenance nn Power 11.754580 7.732009 8.375363 11.108515 11.754580 4.934797 5.977993 3.205034 2.032039

Antenna 58: 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
58 N05 RF_maintenance nn Shape 11.353348 9.787318 11.353348 10.472182 10.945904 7.035097 7.413654 2.054445 1.873435

Antenna 58: 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
58 N05 RF_maintenance nn Shape 12.820231 12.820231 10.994336 10.912723 10.085557 5.888373 5.962795 1.908381 2.729352

Antenna 58: 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
58 N05 RF_maintenance nn Shape 11.525518 11.525518 9.731396 8.052659 7.342074 9.963670 9.877309 0.760534 0.985906

Antenna 58: 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
58 N05 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 58: 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
58 N05 RF_maintenance nn Shape 10.236281 10.236281 9.072165 7.981119 7.262310 7.186797 7.048620 2.027496 2.537976

Antenna 58: 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
58 N05 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 58: 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
58 N05 RF_maintenance nn Shape 12.507192 12.507192 11.111015 9.219516 8.595666 6.797397 6.964916 2.752079 4.365770

Antenna 58: 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
58 N05 RF_maintenance nn Shape 10.408669 10.408669 9.285658 9.425897 8.796766 7.582463 4.927291 0.945816 1.608812

Antenna 58: 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
58 N05 RF_maintenance nn Shape 10.907512 9.659281 10.907512 8.781264 9.318827 7.391160 7.820387 3.443659 2.766318

Antenna 58: 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
58 N05 RF_maintenance nn Shape 11.666171 10.205075 11.666171 10.399861 10.946748 7.912864 7.694115 4.772461 3.377855

Antenna 58: 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
58 N05 RF_maintenance nn Shape 12.888330 11.092633 12.888330 11.060755 11.691520 8.649754 9.223438 7.275570 6.895862

Antenna 58: 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
58 N05 RF_maintenance nn Shape 12.798659 12.798659 11.121681 9.989577 9.284254 9.231391 9.011563 3.157162 6.981718

Antenna 58: 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
58 N05 RF_maintenance nn Shape 10.900300 10.900300 9.359025 9.095558 8.210079 8.040100 8.702067 1.456638 1.788416

Antenna 58: 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
58 N05 RF_maintenance nn Shape 10.228023 10.228023 8.970193 9.476673 8.754334 7.421856 8.584286 1.796001 2.186725

Antenna 58: 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
58 N05 RF_maintenance nn Shape 10.566395 10.566395 9.172493 9.419948 8.720829 7.736866 8.758607 0.718868 1.189584

Antenna 58: 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
58 N05 RF_maintenance nn Shape 10.973301 10.973301 9.627506 9.203402 8.472511 6.289469 7.469803 0.591812 1.174015

Antenna 58: 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
58 N05 RF_maintenance ee Shape 23.113898 23.113898 11.644427 -0.627356 8.909347 5.192680 5.772094 6.103975 2.772254

Antenna 58: 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
58 N05 RF_maintenance nn Shape 11.800795 11.800795 0.650451 9.576304 -1.257064 6.167842 3.417218 1.645728 2.462805

Antenna 58: 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
58 N05 RF_maintenance ee Shape 22.112702 11.909089 22.112702 10.003952 -0.718058 8.437408 6.678702 1.547211 4.196972

Antenna 58: 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
58 N05 RF_maintenance ee Shape 21.215437 11.078435 21.215437 9.672035 -0.702646 13.475688 8.364927 0.882967 4.095205

Antenna 58: 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
58 N05 RF_maintenance nn Shape 11.171947 11.171947 0.487337 10.657828 -0.812230 10.283502 0.199551 6.050487 7.960211

Antenna 58: 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
58 N05 RF_maintenance nn Shape 11.882772 11.882772 0.825545 10.409807 -0.634935 7.870712 -0.264134 2.482608 3.137204

Antenna 58: 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
58 N05 RF_maintenance nn Shape 13.236881 1.270703 13.236881 -0.737388 10.798310 -0.750668 8.216141 1.235925 0.958270

Antenna 58: 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
58 N05 RF_maintenance nn Shape 13.441657 1.076953 13.441657 -0.618968 9.818836 0.312089 7.194012 1.230846 1.233454

Antenna 58: 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
58 N05 RF_maintenance nn Shape 13.803051 0.738256 13.803051 -0.755146 10.366364 -0.689839 7.727714 1.005977 0.932544

Antenna 58: 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
58 N05 RF_maintenance nn Shape 11.202998 11.202998 0.475428 9.829420 -0.821711 9.330744 -0.178449 2.420295 2.632050

Antenna 58: 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
58 N05 RF_maintenance nn Shape 10.959485 10.959485 0.352593 10.056199 -0.935102 10.011912 -0.484072 1.515379 1.530119

Antenna 58: 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
58 N05 RF_maintenance nn Shape 11.081446 11.081446 0.539140 10.119521 -0.750890 10.970143 -0.072862 1.181261 0.966198

Antenna 58: 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
58 N05 RF_maintenance nn Shape 13.697836 0.136274 13.697836 -0.941827 12.735456 -0.298723 11.028019 -0.583774 5.547025

Antenna 58: 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
58 N05 RF_maintenance nn Shape 12.962981 12.962981 0.334833 9.158009 -0.934799 10.624618 0.697118 3.443407 3.577449

Antenna 58: 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
58 N05 RF_maintenance nn Shape 13.397401 0.531091 13.397401 -0.804545 9.685098 -0.434271 9.252520 2.368017 2.896593

Antenna 58: 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
58 N05 RF_maintenance nn Shape 13.181172 13.181172 0.638194 11.217415 -0.804299 7.088089 0.835201 1.615630 1.147298

Antenna 58: 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
58 N05 RF_maintenance nn Shape 12.131670 0.166735 12.131670 -1.037663 11.174811 0.779638 10.378276 2.507100 2.171385

Antenna 58: 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
58 N05 RF_maintenance nn Power 13.349710 12.370723 0.053474 13.349710 -1.058078 9.110842 0.626362 0.296217 0.558991

Antenna 58: 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
58 N05 RF_maintenance nn Shape 14.043965 0.056770 14.043965 -1.181974 10.780655 0.373947 13.049432 3.576193 4.347165

Antenna 58: 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
58 N05 RF_maintenance nn Temporal Variability 87.414225 -0.126931 6.056443 1.331158 -0.700102 87.414225 10.425208 1.728494 2.140261

Antenna 58: 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
58 N05 RF_maintenance nn Power 2.893015 1.776635 1.267323 2.893015 2.428741 2.480612 2.828234 -1.477814 -1.406294

Antenna 58: 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
58 N05 RF_maintenance ee Shape 12.150625 12.150625 1.658350 2.546235 2.816341 3.511410 3.069930 1.136972 1.093986

Antenna 58: 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
58 N05 RF_maintenance nn Power 63.769685 20.952208 18.189794 63.769685 61.658237 19.418381 14.188846 12.346430 17.531797

Antenna 58: 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
58 N05 RF_maintenance nn Power 12.267676 11.919185 9.874423 12.267676 11.562718 9.906714 7.972806 2.282815 2.840301

Antenna 58: 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
58 N05 RF_maintenance nn Power 57.478891 16.767964 14.153126 57.478891 55.770752 10.876027 7.939934 9.337544 10.130486

Antenna 58: 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
58 N05 RF_maintenance nn Power 64.658601 27.324839 23.517616 64.658601 62.194035 15.264794 11.217645 3.603478 4.251075

Antenna 58: 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
58 N05 RF_maintenance nn Power 73.538080 15.563365 13.249748 73.538080 71.026520 30.492026 22.039846 17.782456 10.493832

Antenna 58: 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
58 N05 RF_maintenance nn Power 60.426986 18.916406 16.172326 60.426986 58.831361 9.270054 6.775586 2.830402 3.646926

Antenna 58: 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
58 N05 RF_maintenance nn Power 10.989715 10.033116 8.201139 10.989715 10.355047 2.043180 1.454722 4.050641 4.744588

Antenna 58: 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
58 N05 RF_maintenance nn Power 73.100688 16.933614 14.548564 73.100688 71.241381 15.760831 11.601472 9.340822 11.786155

Antenna 58: 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
58 N05 RF_maintenance nn Power 53.560443 16.558132 19.070344 51.195198 53.560443 29.954951 44.157733 9.596541 8.123667

Antenna 58: 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
58 N05 RF_maintenance nn Power 69.611018 17.334244 20.513636 67.086226 69.611018 13.411502 20.774108 5.069215 9.423878

Antenna 58: 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
58 N05 digital_maintenance nn Power 36.589881 24.525630 28.588807 34.960322 36.589881 18.317284 27.594968 7.047386 5.863419

Antenna 58: 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
58 N05 digital_maintenance nn Power 47.297259 18.541291 21.471293 45.245849 47.297259 7.356572 11.274908 3.214762 2.796873
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