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 = "200"
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 200 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 158 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 155 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 200, 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)
2459975 RF_maintenance 100.00% 100.00% 74.96% 0.00% - - 12.408239 36.390169 4.187512 0.806399 10.685693 6.302954 0.714997 16.452870 0.0392 0.1786 0.1151 nan nan
2459974 RF_maintenance 100.00% 100.00% 73.57% 0.00% - - 11.769995 34.168225 4.652694 0.957696 10.810174 5.794622 2.046239 24.957249 0.0391 0.1824 0.1182 nan nan
2459973 RF_maintenance 100.00% 100.00% 70.72% 0.00% - - 12.001600 34.025501 4.423956 1.233881 7.749911 3.307372 0.726711 13.314979 0.0381 0.1882 0.1239 nan nan
2459972 RF_maintenance 100.00% 100.00% 80.04% 0.00% - - 11.311171 31.129731 4.235059 1.261013 12.173240 8.374082 0.898542 14.693366 0.0408 0.1654 0.1042 nan nan
2459971 RF_maintenance 100.00% 100.00% 81.67% 0.00% - - 11.129608 29.523067 3.994953 1.377396 11.489479 7.961661 0.904519 16.925031 0.0430 0.1674 0.1029 nan nan
2459970 RF_maintenance 100.00% 100.00% 52.24% 0.00% - - 12.191809 36.051730 4.217352 0.962045 10.733521 8.008157 0.452772 -0.920372 0.0382 0.2209 0.1501 nan nan
2459969 RF_maintenance 100.00% 100.00% 43.08% 0.00% - - 12.819354 36.523861 4.268855 0.836258 10.062281 7.194067 0.412684 -1.369040 0.0411 0.2258 0.1538 nan nan
2459968 RF_maintenance 100.00% 100.00% 2.33% 0.00% - - 6.710021 13.463099 4.809316 -0.883926 14.828599 10.504133 6.226938 3.466008 0.0436 0.3415 0.2360 nan nan
2459967 RF_maintenance 100.00% 100.00% 53.60% 0.00% - - 12.192673 35.753387 4.429222 1.187440 12.008084 8.407256 0.489374 -0.411017 0.0414 0.2245 0.1522 nan nan
2459966 RF_maintenance 100.00% 100.00% 59.06% 0.00% - - 13.155669 38.540872 4.012346 1.024986 11.933558 8.339978 1.357285 0.072971 0.0412 0.2198 0.1483 nan nan
2459965 RF_maintenance 100.00% 100.00% 52.05% 0.00% - - 11.979203 35.391980 3.875239 0.860918 8.786060 5.300000 1.727616 1.271738 0.0418 0.2432 0.1642 nan nan
2459964 RF_maintenance 100.00% 98.32% 98.43% 0.00% - - 223.267514 223.203259 inf inf 4858.399785 4533.934753 4643.992007 4134.697944 0.3834 0.3964 0.3324 nan nan
2459963 RF_maintenance 100.00% 100.00% 32.07% 0.00% - - 12.998205 32.759496 5.355997 0.756343 3.055026 2.638185 3.144900 2.306173 0.0463 0.3612 0.2527 nan nan
2459962 RF_maintenance 100.00% 100.00% 41.16% 0.00% - - 12.885337 36.956566 4.983686 0.722085 8.200607 7.758298 2.471190 0.947619 0.0413 0.2693 0.1824 nan nan
2459961 RF_maintenance 100.00% 100.00% 8.59% 0.00% - - 10.993418 35.357975 4.388678 -0.239573 12.485043 12.520608 5.524469 4.250247 0.0410 0.3583 0.2448 nan nan
2459960 RF_maintenance 100.00% 100.00% 49.70% 0.00% - - 12.885613 39.836022 3.951780 0.878586 10.487356 7.466332 2.794770 1.225216 0.0431 0.2847 0.1747 nan nan
2459959 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459958 RF_maintenance 100.00% 100.00% 63.46% 0.00% - - 12.608140 39.413298 3.588353 0.935735 9.939350 6.374154 0.442431 0.532407 0.0378 0.2232 0.1387 nan nan
2459957 RF_maintenance 100.00% 100.00% 60.27% 0.00% - - 11.577816 34.084723 3.761872 1.019637 11.599387 8.403325 1.500374 1.356513 0.0414 0.2142 0.1442 nan nan
2459956 RF_maintenance 100.00% 100.00% 40.38% 0.00% - - 11.869955 38.804731 3.866820 0.485882 10.759090 6.347803 7.440549 4.198613 0.0397 0.2559 0.1770 nan nan
2459955 RF_maintenance 100.00% 100.00% 61.32% 0.00% - - 10.673600 32.051675 3.489003 0.965402 10.410546 7.464107 0.525632 0.221055 0.0392 0.2126 0.1449 nan nan
2459954 RF_maintenance 100.00% 100.00% 61.26% 0.00% - - 11.983172 35.900494 3.660360 1.162949 10.367307 7.214875 1.154819 0.176724 0.0378 0.2106 0.1435 nan nan
2459953 RF_maintenance 100.00% 100.00% 52.73% 0.00% - - 11.594347 34.256005 3.968657 1.117260 11.426656 9.858544 0.801293 0.049906 0.0400 0.2177 0.1484 nan nan
2459952 RF_maintenance 100.00% 100.00% 53.54% 0.00% - - 12.890929 38.329320 4.220626 1.173506 8.646277 7.644080 2.423677 1.301544 0.0383 0.2171 0.1478 nan nan
2459951 RF_maintenance 100.00% 100.00% 45.86% 0.00% - - 10.729054 30.634064 4.705056 0.793880 7.929859 6.187045 2.437722 -0.488417 0.0414 0.2210 0.1502 nan nan
2459950 RF_maintenance 100.00% 100.00% 51.05% 0.00% - - 12.903700 35.712150 4.973342 0.955285 10.149632 9.469574 0.785896 -0.185296 0.0386 0.2145 0.1451 nan nan
2459949 RF_maintenance 100.00% 100.00% 49.05% 0.00% - - 13.051328 37.513893 4.820599 0.717948 8.782025 7.034609 1.214673 -0.848658 0.0417 0.2158 0.1445 nan nan
2459948 RF_maintenance 100.00% 100.00% 10.22% 0.00% - - 12.194229 35.806198 5.458672 0.689447 8.276752 5.320081 2.832775 2.437457 0.0506 0.2384 0.1548 nan nan
2459947 RF_maintenance 100.00% 100.00% 44.46% 0.00% - - 12.422302 34.667506 3.993170 0.310928 7.712123 6.981885 6.534387 2.027993 0.0462 0.2299 0.1534 nan nan
2459946 RF_maintenance 100.00% 100.00% 48.84% 0.00% - - 11.554620 35.174629 3.270970 0.409118 10.920388 9.105086 2.742727 2.989877 0.0405 0.2275 0.1555 nan nan
2459945 RF_maintenance 100.00% 100.00% 44.65% 0.00% - - 11.215913 33.928079 3.417285 0.151124 8.911753 6.472607 2.047879 1.258408 0.0439 0.2310 0.1550 nan nan
2459944 RF_maintenance 100.00% 100.00% 49.76% 0.00% - - 10.882877 33.636787 3.630156 0.307246 8.167981 5.733812 0.971709 1.326763 0.0417 0.2348 0.1589 nan nan
2459943 RF_maintenance 100.00% 100.00% 37.55% 0.00% - - 9.984276 30.289960 3.835393 0.383711 7.022498 4.526954 0.320887 -0.257673 0.0422 0.2327 0.1573 nan nan
2459942 RF_maintenance 100.00% 100.00% 44.79% 0.00% - - 12.694777 37.886344 3.845514 0.402010 9.080346 6.164292 2.181251 0.472349 0.0445 0.2211 0.1458 nan nan
2459941 RF_maintenance 100.00% 100.00% 57.19% 0.00% - - 11.970291 36.020964 3.290440 0.372145 8.609619 5.701195 0.885089 -0.284648 0.0409 0.2089 0.1403 nan nan
2459940 RF_maintenance 100.00% 100.00% 49.16% 0.00% - - 11.633519 35.839103 3.361623 0.147272 8.095420 6.702938 1.942211 -0.079148 0.0403 0.2168 0.1469 nan nan
2459939 RF_maintenance 100.00% 100.00% 53.87% 0.00% - - 11.578285 35.044372 3.465114 0.245661 7.340333 5.453283 1.631846 -0.719288 0.0409 0.2154 0.1478 nan nan
2459938 RF_maintenance 100.00% 100.00% 40.18% 0.00% - - 11.050023 32.591217 3.873075 0.389961 6.678435 5.479706 1.394900 -0.606312 0.0427 0.2236 0.1487 nan nan
2459937 RF_maintenance 100.00% 100.00% 19.51% 0.00% - - 11.914626 35.533660 3.741070 0.276175 7.585405 5.646679 3.800345 2.786037 0.0491 0.2439 0.1628 nan nan
2459936 RF_maintenance 100.00% 100.00% 8.31% 0.00% - - 11.098677 29.085668 4.570574 0.620632 8.943336 5.064998 6.799480 4.823559 0.0425 0.3905 0.2764 nan nan
2459935 RF_maintenance 100.00% 100.00% 97.73% 0.00% - - 19.596596 41.330291 3.362020 0.284269 10.004091 9.613341 3.116216 0.368886 0.0395 0.1908 0.1213 nan nan
2459934 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 26.639797 52.752703 3.880002 0.582015 8.795431 6.544895 2.180561 0.931646 nan nan nan nan nan
2459933 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 21.823882 43.791031 4.074035 0.730466 8.542535 6.950808 1.235719 -0.265915 nan nan nan nan nan
2459932 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 25.639042 48.833207 4.394909 0.263638 3.141766 6.072404 3.847461 -1.080645 nan nan nan nan nan
2459931 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 23.954352 47.864050 4.477580 0.661663 6.735864 6.165452 1.886585 0.073605 nan nan nan nan nan
2459930 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 20.866743 41.732868 3.772089 0.469682 6.503437 6.166294 1.826779 -0.410841 nan nan nan nan nan
2459929 RF_maintenance 100.00% 100.00% 19.32% 0.00% - - 7.053291 51.366236 5.469186 -0.856965 1.556449 1.274576 1.775467 0.248323 0.0422 0.4068 0.2888 nan nan
2459928 RF_maintenance 100.00% 100.00% 31.95% 0.00% - - 11.294259 33.491073 3.962755 0.432488 8.881626 7.342048 1.907114 -0.182130 0.0395 0.2260 0.1528 nan nan
2459927 RF_maintenance 100.00% 100.00% 0.67% 0.00% - - 12.530961 33.660926 4.315412 0.122280 2.978011 6.430326 2.036996 -0.851720 0.0498 0.2178 0.1352 nan nan
2459926 RF_maintenance 100.00% 100.00% 3.51% 0.00% - - 10.929879 30.583769 3.778142 -0.571463 1.056192 1.097085 0.815982 0.363842 0.0486 0.4381 0.3145 nan nan
2459925 RF_maintenance 100.00% 100.00% 14.59% 0.00% - - 7.686571 30.284076 5.080603 -1.137534 4.811337 6.738676 3.087347 0.568427 0.0489 0.3684 0.2681 nan nan
2459924 RF_maintenance 100.00% 100.00% 46.16% 0.00% - - 12.182308 36.548954 4.508958 -0.049015 6.881975 6.817089 1.110468 0.688915 0.0460 0.2291 0.1572 nan nan
2459923 RF_maintenance 100.00% 100.00% 21.95% 0.00% - - 13.499240 40.007891 4.138027 0.058925 6.014987 4.902501 2.596166 0.670284 0.0495 0.3051 0.2156 nan nan
2459922 RF_maintenance 100.00% 100.00% 47.06% 0.00% - - 11.907818 37.225542 2.664937 0.485343 10.046421 8.663060 1.415805 0.823015 0.0470 0.2147 0.1510 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% 37.00% 0.00% - - 11.208823 34.896519 2.921470 0.112606 7.124743 5.745514 2.688430 0.092834 0.0485 0.2192 0.1525 nan nan
2459919 RF_maintenance 100.00% 100.00% 27.46% 0.00% - - 12.014082 35.453877 3.602530 0.511560 9.154304 9.380861 2.422536 -0.083452 0.0493 0.2352 0.1668 nan nan
2459918 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459917 RF_maintenance 100.00% 100.00% 39.26% 0.00% - - 11.544415 36.669322 3.475234 0.644051 4.801041 9.635322 1.887116 -0.436189 0.0458 0.2257 0.1633 nan nan
2459916 RF_maintenance 100.00% 100.00% 42.22% 0.00% - - 11.849957 34.848744 3.815592 0.411782 7.526443 6.550077 2.748296 -0.833090 0.0476 0.2365 0.1708 nan nan
2459915 RF_maintenance 100.00% 100.00% 1.84% 0.00% - - 12.487287 36.744781 4.345737 0.741066 8.161171 4.808003 4.188748 1.516509 0.0558 0.2579 0.1822 nan nan
2459914 RF_maintenance 100.00% 100.00% 27.71% 0.00% - - 13.517100 39.499101 4.446653 0.940447 8.807283 7.060347 6.942171 4.847805 0.0477 0.2870 0.2137 nan nan
2459913 RF_maintenance 100.00% 100.00% 46.62% 0.00% - - 13.511020 40.356607 3.617811 0.669161 9.154001 7.134539 6.585428 0.978303 0.0471 0.2289 0.1659 nan nan
2459912 RF_maintenance 100.00% 100.00% 54.27% 0.00% - - 11.425461 34.990428 3.177099 0.235789 8.763355 7.751714 1.686880 -0.242678 0.0475 0.2182 0.1565 nan nan
2459911 RF_maintenance 100.00% 100.00% 53.38% 0.00% - - 10.978341 32.983882 3.563950 0.371229 8.671931 6.230364 0.674440 -0.732152 0.0470 0.2145 0.1544 nan nan
2459910 RF_maintenance 100.00% 100.00% 42.16% 0.00% - - 11.215417 33.390531 3.591636 0.349730 8.897287 6.142904 0.705347 -0.939456 0.0465 0.2211 0.1574 nan nan
2459909 RF_maintenance 100.00% 100.00% 49.03% 0.00% - - 11.781827 35.131929 3.476914 0.151380 7.653188 4.770382 1.497385 -0.443897 0.0458 0.2187 0.1560 nan nan
2459908 RF_maintenance 100.00% 100.00% 35.12% 0.00% - - 12.417095 36.949850 3.406957 0.179608 6.469516 4.774345 1.754780 -0.875432 0.0473 0.2257 0.1626 nan nan
2459907 RF_maintenance 100.00% 100.00% 35.55% 0.00% - - 12.420600 36.921920 3.629053 0.182734 7.031123 5.214687 1.568216 -0.936670 0.0497 0.2235 0.1572 nan nan
2459906 RF_maintenance 100.00% 100.00% 44.11% 0.00% - - 12.156464 36.747195 3.721762 0.698726 8.079245 6.166343 1.974663 -0.521895 0.0466 0.2223 0.1540 nan nan
2459905 RF_maintenance 100.00% 100.00% 63.57% 0.00% - - 11.651689 34.923857 3.649562 0.585747 12.460723 12.883265 1.264347 -0.419534 0.0440 0.2066 0.1288 nan nan
2459904 RF_maintenance 100.00% 100.00% 45.78% 0.00% - - 11.375817 34.675500 4.028756 0.950707 9.086919 8.641990 3.177589 -1.275162 0.0448 0.2180 0.1347 nan nan
2459903 RF_maintenance 100.00% 100.00% 49.35% 0.00% - - 12.121744 36.444896 4.084351 0.606738 7.338270 6.839981 3.547772 -1.466636 0.0457 0.2158 0.1383 nan nan
2459902 RF_maintenance 100.00% 100.00% 37.91% 0.00% - - 13.853632 40.862129 4.270752 0.883163 7.941012 6.840694 1.724181 -0.839353 0.0487 0.2216 0.1398 nan nan
2459901 RF_maintenance 100.00% 100.00% 38.45% 0.00% - - 14.072538 39.950303 3.767517 0.296010 7.298205 4.899448 1.621044 -0.973766 0.0511 0.2141 0.1333 nan nan
2459900 RF_maintenance 100.00% 100.00% 70.42% 0.00% - - 12.705610 39.047771 4.087490 0.198860 9.311343 3.988008 1.672707 -0.783352 0.0475 0.1902 0.1270 nan nan
2459898 RF_maintenance 100.00% 100.00% 53.63% 0.00% - - 11.273405 34.840499 3.685254 0.425652 8.323265 9.271627 2.592618 -0.425421 0.0473 0.2164 0.1529 nan nan
2459897 RF_maintenance 100.00% 100.00% 51.54% 0.00% - - 11.011217 33.409458 3.645937 0.546740 9.576951 8.220199 2.425540 -0.777636 0.0438 0.2159 0.1216 nan nan
2459896 RF_maintenance 100.00% 100.00% 56.46% 0.00% - - 11.299026 33.937738 3.952409 0.496589 10.011650 10.369387 1.552080 -0.497741 0.0448 0.2161 0.1216 nan nan
2459895 RF_maintenance 100.00% 100.00% 32.43% 0.00% - - 14.116576 40.499060 5.071241 1.059311 10.334782 9.616761 6.030970 4.330134 0.0459 0.3238 0.1992 nan nan
2459894 RF_maintenance 100.00% 100.00% 52.92% 0.00% - - 13.053716 40.484433 3.183211 0.417714 9.918494 9.673402 2.325402 2.025916 0.0469 0.2231 0.1329 nan nan
2459893 RF_maintenance 100.00% 100.00% 54.22% 0.00% - - 13.369306 41.413449 3.610096 0.293801 8.176997 8.759740 3.446418 2.386677 0.0479 0.2211 0.1458 nan nan
2459892 RF_maintenance 100.00% 100.00% 49.89% 0.00% - - 13.467993 39.914717 4.293537 0.513307 6.806392 6.623381 2.281815 -0.360939 0.0515 0.2199 0.1473 nan nan
2459891 RF_maintenance 100.00% 100.00% 58.49% 0.00% - - 11.978520 36.522363 4.071073 0.723639 8.514517 10.719383 2.228786 -0.313832 0.0466 0.2118 0.1445 nan nan
2459890 RF_maintenance 100.00% 100.00% 64.63% 0.00% - - 12.646195 37.429779 5.036053 1.107743 8.281730 8.883806 0.922280 0.896375 0.0456 0.2093 0.1447 nan nan
2459889 RF_maintenance 100.00% 100.00% 57.38% 0.00% - - 14.024892 41.986468 3.764558 0.623783 11.181951 11.632906 3.414524 0.399657 0.0486 0.2154 0.1492 nan nan
2459888 RF_maintenance 100.00% 100.00% 32.83% 0.00% - - 11.763998 34.355957 4.889175 0.950146 9.879692 10.875809 2.455293 1.413388 0.0478 0.2343 0.1647 nan nan
2459887 RF_maintenance 100.00% 100.00% 60.56% 0.00% - - 12.563233 36.602377 5.054552 0.305794 7.432940 9.214808 1.634094 -0.075249 0.0475 0.2056 0.1389 nan nan
2459886 RF_maintenance 100.00% 100.00% 20.10% 0.00% - - 17.627436 46.682907 4.554315 0.643151 6.409770 6.981463 2.616948 1.444814 0.0515 0.2985 0.2126 nan nan
2459885 RF_maintenance 100.00% 100.00% 25.73% 0.00% - - 21.474700 57.916167 24.786646 24.783386 14.083262 18.919603 16.833927 8.967722 0.0470 0.2598 0.1691 nan nan
2459884 RF_maintenance 100.00% 100.00% 51.78% 0.00% - - 11.989889 36.020438 4.690277 0.971894 7.907129 9.476485 1.480155 -1.149635 0.0456 0.2158 0.1457 nan nan
2459883 RF_maintenance 100.00% 100.00% 42.59% 0.00% - - 16.717840 45.898123 22.993488 22.142395 7.890660 10.753621 4.936642 -1.608439 0.0480 0.2208 0.1505 nan nan
2459882 RF_maintenance 100.00% 100.00% 53.51% 0.00% - - 27.831634 74.828530 24.340242 25.633978 11.176840 15.220137 2.624296 0.010373 0.0494 0.2160 0.1479 nan nan
2459881 RF_maintenance 100.00% 100.00% 36.41% 0.00% - - 15.723871 42.988958 28.317614 28.810802 22.054574 29.246906 8.285375 9.087685 0.0468 0.3358 0.2413 nan nan
2459880 RF_maintenance 100.00% 100.00% 53.37% 0.00% - - 19.132579 52.357246 24.023714 23.565961 6.816050 9.493257 2.554154 -1.037436 0.0462 0.2148 0.1465 nan nan
2459879 RF_maintenance 100.00% 100.00% 56.75% 0.00% - - 10.110029 31.728294 4.314173 -0.911626 1.425602 3.029542 2.227046 -1.656919 0.0460 0.2122 0.1311 nan nan
2459878 RF_maintenance 100.00% 100.00% 41.05% 0.00% - - 17.198813 46.244502 29.183458 29.061179 11.636722 15.863349 8.033181 -1.889902 0.0498 0.2246 0.1313 nan nan
2459876 RF_maintenance 100.00% 100.00% 49.95% 0.00% - - 19.483814 49.939977 21.039842 19.710065 29.712877 40.079811 6.795571 -0.421002 0.0488 0.2139 0.1268 nan nan
2459875 RF_maintenance 100.00% 100.00% 24.49% 0.00% - - 20.587759 56.018401 26.927209 27.159488 13.180469 19.426848 3.965422 5.785410 0.0482 0.2401 0.1532 nan nan
2459874 RF_maintenance 100.00% 100.00% 32.98% 0.00% - - 29.056294 77.243898 13.852837 13.727384 18.066010 24.459061 4.937253 4.810327 0.0480 0.2243 0.1381 nan nan
2459873 RF_maintenance 100.00% 100.00% 50.43% 0.00% - - 21.923245 59.722894 17.349895 18.538789 7.299440 10.728214 2.094329 7.105237 0.0498 0.2137 0.1464 nan nan
2459872 RF_maintenance 100.00% 100.00% 51.76% 0.00% - - 19.102158 53.066130 21.854934 25.176764 20.030080 26.786575 3.135264 11.700760 0.0450 0.2107 0.1241 nan nan
2459871 RF_maintenance 100.00% 100.00% 39.31% 0.00% - - 15.372011 42.652945 24.853312 25.658470 17.983599 21.797447 1.713886 -0.396218 0.0461 0.2211 0.1317 nan nan
2459870 RF_maintenance 100.00% 100.00% 42.64% 0.00% - - 25.802367 69.173484 19.191046 18.757081 10.511671 17.296086 4.632672 0.614260 0.0477 0.2183 0.1434 nan nan
2459869 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459868 RF_maintenance 100.00% 100.00% 74.38% 0.00% - - 23.537277 63.230600 28.252874 29.551919 10.704571 14.651193 5.037306 12.687675 0.0479 0.1912 0.1198 nan nan
2459867 RF_maintenance 100.00% 100.00% 59.08% 0.00% - - 16.432612 46.141239 21.843513 23.360242 5.684970 9.838308 3.350580 12.874569 0.0473 0.2029 0.1322 nan nan
2459866 RF_maintenance 100.00% 100.00% 55.96% 0.00% - - 18.951152 51.502248 21.023741 21.382744 6.183698 11.158294 1.094889 5.395369 0.0513 0.2075 0.1313 nan nan
2459865 RF_maintenance 100.00% 100.00% 54.51% 0.00% - - 21.062411 58.669921 23.397008 28.492759 15.471161 19.712014 15.118092 16.639725 0.0451 0.2236 0.1405 nan nan
2459864 RF_maintenance 100.00% 100.00% 73.79% 0.00% - - 25.507938 71.226652 7.511135 13.500627 8.122205 10.974662 5.375575 27.606754 0.0465 0.1924 0.1295 nan nan
2459863 RF_maintenance 100.00% 100.00% 69.07% 0.00% - - 15.490109 46.404152 2.423006 0.876265 2.912886 6.158194 2.485027 13.704268 0.0467 0.1984 0.1304 nan nan
2459862 RF_maintenance 100.00% 100.00% 67.52% 0.00% - - 15.363819 49.723736 8.122559 16.096472 12.486635 18.591203 1.810810 7.772214 0.0492 0.1988 0.1215 nan nan
2459861 RF_maintenance 100.00% 100.00% 68.64% 0.00% - - 11.802616 35.123671 2.687213 -0.182523 2.499090 2.793679 1.984077 9.980680 0.0465 0.1965 0.1160 nan nan
2459860 RF_maintenance 100.00% 100.00% 57.04% 0.00% - - 12.811866 36.233776 7.908440 12.745242 14.554448 16.236271 1.981036 5.325468 0.0458 0.2028 0.1341 nan nan
2459859 RF_maintenance 100.00% 100.00% 44.68% 0.00% - - 10.733740 32.545831 3.151592 -0.172601 2.148930 2.173343 0.920736 2.627577 0.0482 0.2106 0.1377 nan nan
2459858 RF_maintenance 100.00% 100.00% 95.11% 0.00% 100.00% 0.00% 11.677385 34.724317 3.163283 -0.482674 2.185114 3.410037 1.970158 7.542657 0.0479 0.2038 0.1332 1.265237 1.987776
2459857 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 5.046590 4.074326 0.582308 2.662401 2.083613 -0.461563 4.960186 6.433571 0.0668 0.0423 0.0215 nan nan
2459856 RF_maintenance 100.00% 100.00% 99.43% 0.00% 100.00% 0.00% 17.307219 49.628673 7.796184 11.550974 6.446090 11.190583 2.620625 -1.809000 0.0480 0.2006 0.1339 1.212078 1.583630
2459855 RF_maintenance 100.00% 100.00% 97.32% 0.00% 100.00% 0.00% 18.219379 55.090675 7.209504 13.434380 2.809717 6.060465 1.064928 -1.114998 0.0485 0.2160 0.1482 1.189857 1.511832
2459854 RF_maintenance 100.00% 100.00% 94.00% 0.00% 100.00% 0.00% 18.256309 55.377525 5.169951 11.727445 4.013889 5.598671 4.390431 0.949686 0.0498 0.2366 0.1673 1.204393 1.508662
2459853 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 15.121084 41.119658 7.838391 14.531188 6.832286 9.295279 3.147642 -1.398086 0.0504 0.2079 0.1349 1.224642 1.640459
2459852 RF_maintenance 100.00% 100.00% 55.68% 0.00% 100.00% 0.00% 13.721196 42.676192 8.503694 13.325663 15.481006 15.505904 16.811791 14.270269 0.0458 0.4044 0.3168 1.205998 2.001778
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% 82.94% 0.00% 100.00% 0.00% 14.468261 46.833015 6.900012 13.096907 10.212518 20.154058 6.489883 7.813720 0.0489 0.3204 0.2208 1.213461 1.558048
2459849 RF_maintenance 100.00% 100.00% 84.68% 0.00% 100.00% 0.00% 16.792554 48.454147 15.330846 26.898059 7.011023 13.551986 3.477155 0.870312 0.0488 0.2980 0.2032 1.226015 1.592434
2459848 RF_maintenance 100.00% 100.00% 83.79% 0.00% 100.00% 0.00% 15.467711 44.575018 7.769536 19.075644 14.294638 22.875158 1.632348 0.204478 0.0487 0.2934 0.2022 1.199897 1.497481
2459847 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 17.692049 46.477765 6.941161 18.217546 21.969969 16.764847 0.405474 -0.581668 0.0460 0.1924 0.1236 1.208910 1.564897
2459841 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan

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 200: 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
200 N18 RF_maintenance nn Shape 36.390169 12.408239 36.390169 4.187512 0.806399 10.685693 6.302954 0.714997 16.452870

Antenna 200: 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
200 N18 RF_maintenance nn Shape 34.168225 11.769995 34.168225 4.652694 0.957696 10.810174 5.794622 2.046239 24.957249

Antenna 200: 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
200 N18 RF_maintenance nn Shape 34.025501 12.001600 34.025501 4.423956 1.233881 7.749911 3.307372 0.726711 13.314979

Antenna 200: 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
200 N18 RF_maintenance nn Shape 31.129731 11.311171 31.129731 4.235059 1.261013 12.173240 8.374082 0.898542 14.693366

Antenna 200: 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
200 N18 RF_maintenance nn Shape 29.523067 11.129608 29.523067 3.994953 1.377396 11.489479 7.961661 0.904519 16.925031

Antenna 200: 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
200 N18 RF_maintenance nn Shape 36.051730 36.051730 12.191809 0.962045 4.217352 8.008157 10.733521 -0.920372 0.452772

Antenna 200: 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
200 N18 RF_maintenance nn Shape 36.523861 12.819354 36.523861 4.268855 0.836258 10.062281 7.194067 0.412684 -1.369040

Antenna 200: 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
200 N18 RF_maintenance ee Temporal Variability 14.828599 6.710021 13.463099 4.809316 -0.883926 14.828599 10.504133 6.226938 3.466008

Antenna 200: 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
200 N18 RF_maintenance nn Shape 35.753387 12.192673 35.753387 4.429222 1.187440 12.008084 8.407256 0.489374 -0.411017

Antenna 200: 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
200 N18 RF_maintenance nn Shape 38.540872 38.540872 13.155669 1.024986 4.012346 8.339978 11.933558 0.072971 1.357285

Antenna 200: 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
200 N18 RF_maintenance nn Shape 35.391980 35.391980 11.979203 0.860918 3.875239 5.300000 8.786060 1.271738 1.727616

Antenna 200: 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
200 N18 RF_maintenance nn Shape 36.956566 36.956566 12.885337 0.722085 4.983686 7.758298 8.200607 0.947619 2.471190

Antenna 200: 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
200 N18 RF_maintenance nn Shape 35.357975 35.357975 10.993418 -0.239573 4.388678 12.520608 12.485043 4.250247 5.524469

Antenna 200: 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
200 N18 RF_maintenance nn Shape 39.836022 39.836022 12.885613 0.878586 3.951780 7.466332 10.487356 1.225216 2.794770

Antenna 200: 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
200 N18 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 200: 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
200 N18 RF_maintenance nn Shape 39.413298 39.413298 12.608140 0.935735 3.588353 6.374154 9.939350 0.532407 0.442431

Antenna 200: 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
200 N18 RF_maintenance nn Shape 34.084723 34.084723 11.577816 1.019637 3.761872 8.403325 11.599387 1.356513 1.500374

Antenna 200: 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
200 N18 RF_maintenance nn Shape 38.804731 38.804731 11.869955 0.485882 3.866820 6.347803 10.759090 4.198613 7.440549

Antenna 200: 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
200 N18 RF_maintenance nn Shape 32.051675 10.673600 32.051675 3.489003 0.965402 10.410546 7.464107 0.525632 0.221055

Antenna 200: 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
200 N18 RF_maintenance nn Shape 35.900494 35.900494 11.983172 1.162949 3.660360 7.214875 10.367307 0.176724 1.154819

Antenna 200: 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
200 N18 RF_maintenance nn Shape 34.256005 34.256005 11.594347 1.117260 3.968657 9.858544 11.426656 0.049906 0.801293

Antenna 200: 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
200 N18 RF_maintenance nn Shape 38.329320 38.329320 12.890929 1.173506 4.220626 7.644080 8.646277 1.301544 2.423677

Antenna 200: 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
200 N18 RF_maintenance nn Shape 30.634064 30.634064 10.729054 0.793880 4.705056 6.187045 7.929859 -0.488417 2.437722

Antenna 200: 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
200 N18 RF_maintenance nn Shape 35.712150 35.712150 12.903700 0.955285 4.973342 9.469574 10.149632 -0.185296 0.785896

Antenna 200: 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
200 N18 RF_maintenance nn Shape 37.513893 13.051328 37.513893 4.820599 0.717948 8.782025 7.034609 1.214673 -0.848658

Antenna 200: 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
200 N18 RF_maintenance nn Shape 35.806198 12.194229 35.806198 5.458672 0.689447 8.276752 5.320081 2.832775 2.437457

Antenna 200: 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
200 N18 RF_maintenance nn Shape 34.667506 34.667506 12.422302 0.310928 3.993170 6.981885 7.712123 2.027993 6.534387

Antenna 200: 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
200 N18 RF_maintenance nn Shape 35.174629 35.174629 11.554620 0.409118 3.270970 9.105086 10.920388 2.989877 2.742727

Antenna 200: 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
200 N18 RF_maintenance nn Shape 33.928079 33.928079 11.215913 0.151124 3.417285 6.472607 8.911753 1.258408 2.047879

Antenna 200: 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
200 N18 RF_maintenance nn Shape 33.636787 10.882877 33.636787 3.630156 0.307246 8.167981 5.733812 0.971709 1.326763

Antenna 200: 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
200 N18 RF_maintenance nn Shape 30.289960 30.289960 9.984276 0.383711 3.835393 4.526954 7.022498 -0.257673 0.320887

Antenna 200: 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
200 N18 RF_maintenance nn Shape 37.886344 37.886344 12.694777 0.402010 3.845514 6.164292 9.080346 0.472349 2.181251

Antenna 200: 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
200 N18 RF_maintenance nn Shape 36.020964 36.020964 11.970291 0.372145 3.290440 5.701195 8.609619 -0.284648 0.885089

Antenna 200: 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
200 N18 RF_maintenance nn Shape 35.839103 35.839103 11.633519 0.147272 3.361623 6.702938 8.095420 -0.079148 1.942211

Antenna 200: 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
200 N18 RF_maintenance nn Shape 35.044372 35.044372 11.578285 0.245661 3.465114 5.453283 7.340333 -0.719288 1.631846

Antenna 200: 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
200 N18 RF_maintenance nn Shape 32.591217 32.591217 11.050023 0.389961 3.873075 5.479706 6.678435 -0.606312 1.394900

Antenna 200: 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
200 N18 RF_maintenance nn Shape 35.533660 11.914626 35.533660 3.741070 0.276175 7.585405 5.646679 3.800345 2.786037

Antenna 200: 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
200 N18 RF_maintenance nn Shape 29.085668 11.098677 29.085668 4.570574 0.620632 8.943336 5.064998 6.799480 4.823559

Antenna 200: 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
200 N18 RF_maintenance nn Shape 41.330291 41.330291 19.596596 0.284269 3.362020 9.613341 10.004091 0.368886 3.116216

Antenna 200: 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
200 N18 RF_maintenance nn Shape 52.752703 26.639797 52.752703 3.880002 0.582015 8.795431 6.544895 2.180561 0.931646

Antenna 200: 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
200 N18 RF_maintenance nn Shape 43.791031 43.791031 21.823882 0.730466 4.074035 6.950808 8.542535 -0.265915 1.235719

Antenna 200: 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
200 N18 RF_maintenance nn Shape 48.833207 48.833207 25.639042 0.263638 4.394909 6.072404 3.141766 -1.080645 3.847461

Antenna 200: 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
200 N18 RF_maintenance nn Shape 47.864050 23.954352 47.864050 4.477580 0.661663 6.735864 6.165452 1.886585 0.073605

Antenna 200: 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
200 N18 RF_maintenance nn Shape 41.732868 20.866743 41.732868 3.772089 0.469682 6.503437 6.166294 1.826779 -0.410841

Antenna 200: 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
200 N18 RF_maintenance nn Shape 51.366236 51.366236 7.053291 -0.856965 5.469186 1.274576 1.556449 0.248323 1.775467

Antenna 200: 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
200 N18 RF_maintenance nn Shape 33.491073 33.491073 11.294259 0.432488 3.962755 7.342048 8.881626 -0.182130 1.907114

Antenna 200: 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
200 N18 RF_maintenance nn Shape 33.660926 33.660926 12.530961 0.122280 4.315412 6.430326 2.978011 -0.851720 2.036996

Antenna 200: 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
200 N18 RF_maintenance nn Shape 30.583769 30.583769 10.929879 -0.571463 3.778142 1.097085 1.056192 0.363842 0.815982

Antenna 200: 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
200 N18 RF_maintenance nn Shape 30.284076 7.686571 30.284076 5.080603 -1.137534 4.811337 6.738676 3.087347 0.568427

Antenna 200: 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
200 N18 RF_maintenance nn Shape 36.548954 12.182308 36.548954 4.508958 -0.049015 6.881975 6.817089 1.110468 0.688915

Antenna 200: 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
200 N18 RF_maintenance nn Shape 40.007891 40.007891 13.499240 0.058925 4.138027 4.902501 6.014987 0.670284 2.596166

Antenna 200: 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
200 N18 RF_maintenance nn Shape 37.225542 37.225542 11.907818 0.485343 2.664937 8.663060 10.046421 0.823015 1.415805

Antenna 200: 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
200 N18 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 200: 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
200 N18 RF_maintenance nn Shape 34.896519 34.896519 11.208823 0.112606 2.921470 5.745514 7.124743 0.092834 2.688430

Antenna 200: 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
200 N18 RF_maintenance nn Shape 35.453877 12.014082 35.453877 3.602530 0.511560 9.154304 9.380861 2.422536 -0.083452

Antenna 200: 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
200 N18 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 200: 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
200 N18 RF_maintenance nn Shape 36.669322 36.669322 11.544415 0.644051 3.475234 9.635322 4.801041 -0.436189 1.887116

Antenna 200: 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
200 N18 RF_maintenance nn Shape 34.848744 11.849957 34.848744 3.815592 0.411782 7.526443 6.550077 2.748296 -0.833090

Antenna 200: 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
200 N18 RF_maintenance nn Shape 36.744781 12.487287 36.744781 4.345737 0.741066 8.161171 4.808003 4.188748 1.516509

Antenna 200: 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
200 N18 RF_maintenance nn Shape 39.499101 13.517100 39.499101 4.446653 0.940447 8.807283 7.060347 6.942171 4.847805

Antenna 200: 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
200 N18 RF_maintenance nn Shape 40.356607 40.356607 13.511020 0.669161 3.617811 7.134539 9.154001 0.978303 6.585428

Antenna 200: 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
200 N18 RF_maintenance nn Shape 34.990428 34.990428 11.425461 0.235789 3.177099 7.751714 8.763355 -0.242678 1.686880

Antenna 200: 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
200 N18 RF_maintenance nn Shape 32.983882 32.983882 10.978341 0.371229 3.563950 6.230364 8.671931 -0.732152 0.674440

Antenna 200: 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
200 N18 RF_maintenance nn Shape 33.390531 33.390531 11.215417 0.349730 3.591636 6.142904 8.897287 -0.939456 0.705347

Antenna 200: 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
200 N18 RF_maintenance nn Shape 35.131929 35.131929 11.781827 0.151380 3.476914 4.770382 7.653188 -0.443897 1.497385

Antenna 200: 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
200 N18 RF_maintenance nn Shape 36.949850 12.417095 36.949850 3.406957 0.179608 6.469516 4.774345 1.754780 -0.875432

Antenna 200: 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
200 N18 RF_maintenance nn Shape 36.921920 36.921920 12.420600 0.182734 3.629053 5.214687 7.031123 -0.936670 1.568216

Antenna 200: 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
200 N18 RF_maintenance nn Shape 36.747195 36.747195 12.156464 0.698726 3.721762 6.166343 8.079245 -0.521895 1.974663

Antenna 200: 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
200 N18 RF_maintenance nn Shape 34.923857 34.923857 11.651689 0.585747 3.649562 12.883265 12.460723 -0.419534 1.264347

Antenna 200: 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
200 N18 RF_maintenance nn Shape 34.675500 34.675500 11.375817 0.950707 4.028756 8.641990 9.086919 -1.275162 3.177589

Antenna 200: 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
200 N18 RF_maintenance nn Shape 36.444896 36.444896 12.121744 0.606738 4.084351 6.839981 7.338270 -1.466636 3.547772

Antenna 200: 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
200 N18 RF_maintenance nn Shape 40.862129 13.853632 40.862129 4.270752 0.883163 7.941012 6.840694 1.724181 -0.839353

Antenna 200: 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
200 N18 RF_maintenance nn Shape 39.950303 14.072538 39.950303 3.767517 0.296010 7.298205 4.899448 1.621044 -0.973766

Antenna 200: 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
200 N18 RF_maintenance nn Shape 39.047771 12.705610 39.047771 4.087490 0.198860 9.311343 3.988008 1.672707 -0.783352

Antenna 200: 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
200 N18 RF_maintenance nn Shape 34.840499 34.840499 11.273405 0.425652 3.685254 9.271627 8.323265 -0.425421 2.592618

Antenna 200: 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
200 N18 RF_maintenance nn Shape 33.409458 33.409458 11.011217 0.546740 3.645937 8.220199 9.576951 -0.777636 2.425540

Antenna 200: 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
200 N18 RF_maintenance nn Shape 33.937738 33.937738 11.299026 0.496589 3.952409 10.369387 10.011650 -0.497741 1.552080

Antenna 200: 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
200 N18 RF_maintenance nn Shape 40.499060 14.116576 40.499060 5.071241 1.059311 10.334782 9.616761 6.030970 4.330134

Antenna 200: 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
200 N18 RF_maintenance nn Shape 40.484433 40.484433 13.053716 0.417714 3.183211 9.673402 9.918494 2.025916 2.325402

Antenna 200: 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
200 N18 RF_maintenance nn Shape 41.413449 13.369306 41.413449 3.610096 0.293801 8.176997 8.759740 3.446418 2.386677

Antenna 200: 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
200 N18 RF_maintenance nn Shape 39.914717 39.914717 13.467993 0.513307 4.293537 6.623381 6.806392 -0.360939 2.281815

Antenna 200: 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
200 N18 RF_maintenance nn Shape 36.522363 11.978520 36.522363 4.071073 0.723639 8.514517 10.719383 2.228786 -0.313832

Antenna 200: 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
200 N18 RF_maintenance nn Shape 37.429779 37.429779 12.646195 1.107743 5.036053 8.883806 8.281730 0.896375 0.922280

Antenna 200: 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
200 N18 RF_maintenance nn Shape 41.986468 14.024892 41.986468 3.764558 0.623783 11.181951 11.632906 3.414524 0.399657

Antenna 200: 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
200 N18 RF_maintenance nn Shape 34.355957 34.355957 11.763998 0.950146 4.889175 10.875809 9.879692 1.413388 2.455293

Antenna 200: 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
200 N18 RF_maintenance nn Shape 36.602377 36.602377 12.563233 0.305794 5.054552 9.214808 7.432940 -0.075249 1.634094

Antenna 200: 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
200 N18 RF_maintenance nn Shape 46.682907 17.627436 46.682907 4.554315 0.643151 6.409770 6.981463 2.616948 1.444814

Antenna 200: 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
200 N18 RF_maintenance nn Shape 57.916167 57.916167 21.474700 24.783386 24.786646 18.919603 14.083262 8.967722 16.833927

Antenna 200: 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
200 N18 RF_maintenance nn Shape 36.020438 36.020438 11.989889 0.971894 4.690277 9.476485 7.907129 -1.149635 1.480155

Antenna 200: 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
200 N18 RF_maintenance nn Shape 45.898123 45.898123 16.717840 22.142395 22.993488 10.753621 7.890660 -1.608439 4.936642

Antenna 200: 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
200 N18 RF_maintenance nn Shape 74.828530 74.828530 27.831634 25.633978 24.340242 15.220137 11.176840 0.010373 2.624296

Antenna 200: 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
200 N18 RF_maintenance nn Shape 42.988958 42.988958 15.723871 28.810802 28.317614 29.246906 22.054574 9.087685 8.285375

Antenna 200: 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
200 N18 RF_maintenance nn Shape 52.357246 52.357246 19.132579 23.565961 24.023714 9.493257 6.816050 -1.037436 2.554154

Antenna 200: 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
200 N18 RF_maintenance nn Shape 31.728294 31.728294 10.110029 -0.911626 4.314173 3.029542 1.425602 -1.656919 2.227046

Antenna 200: 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
200 N18 RF_maintenance nn Shape 46.244502 46.244502 17.198813 29.061179 29.183458 15.863349 11.636722 -1.889902 8.033181

Antenna 200: 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
200 N18 RF_maintenance nn Shape 49.939977 19.483814 49.939977 21.039842 19.710065 29.712877 40.079811 6.795571 -0.421002

Antenna 200: 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
200 N18 RF_maintenance nn Shape 56.018401 20.587759 56.018401 26.927209 27.159488 13.180469 19.426848 3.965422 5.785410

Antenna 200: 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
200 N18 RF_maintenance nn Shape 77.243898 29.056294 77.243898 13.852837 13.727384 18.066010 24.459061 4.937253 4.810327

Antenna 200: 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
200 N18 RF_maintenance nn Shape 59.722894 21.923245 59.722894 17.349895 18.538789 7.299440 10.728214 2.094329 7.105237

Antenna 200: 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
200 N18 RF_maintenance nn Shape 53.066130 53.066130 19.102158 25.176764 21.854934 26.786575 20.030080 11.700760 3.135264
In [ ]: