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 = "228"
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 228 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 228, Node N20:

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% 0.00% 0.00% 0.00% - - 16.239624 22.270809 -0.621673 -0.475733 4.955403 4.752620 73.402556 36.301835 0.4838 0.4803 0.2728 nan nan
2459974 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 17.471195 17.787635 -0.509813 -0.405288 4.835667 5.204072 106.474622 94.182193 0.4835 0.5022 0.2801 nan nan
2459973 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 12.667723 19.571988 -0.769234 -0.531727 1.784527 3.265407 69.604987 76.881657 0.5178 0.4962 0.2972 nan nan
2459972 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 4.828763 19.830850 -0.881621 -0.036053 0.346404 4.872157 5.184440 8.531815 0.5388 0.5048 0.3236 nan nan
2459971 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 5.725775 15.543950 -0.871511 -0.060205 0.949173 5.058234 22.272254 57.694106 0.5386 0.5206 0.3304 nan nan
2459970 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 10.244520 20.652612 -0.825892 -0.051117 2.798491 5.481291 61.833071 40.895508 0.5240 0.5048 0.3111 nan nan
2459969 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 8.830293 22.184624 -0.740304 -0.134790 1.522496 6.168553 36.558778 77.001272 0.5478 0.4961 0.3288 nan nan
2459968 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.612062 5.123789 -0.758176 -0.397022 1.445988 2.068412 -0.632021 0.248868 0.7088 0.6752 0.2156 nan nan
2459967 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 8.139197 21.606997 -0.896510 0.143454 1.854705 3.066381 28.675163 16.522224 0.5360 0.5039 0.3011 nan nan
2459966 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 6.462323 23.005279 -1.130289 0.035945 0.711627 4.353257 10.236364 21.717994 0.5517 0.5050 0.3235 nan nan
2459965 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 5.294300 21.875695 -0.940730 -0.204361 0.293883 2.499441 7.912940 16.427643 0.5628 0.5135 0.3122 nan nan
2459964 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 6.882332 21.066624 -1.058255 -0.162458 0.335955 3.943063 3.837654 21.927803 0.6287 0.5804 0.2760 nan nan
2459963 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 11.643381 19.906016 -0.446295 -0.294139 1.106016 5.853310 1.829184 0.804084 0.6200 0.5893 0.1855 nan nan
2459962 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 12.577177 22.478650 -0.793766 -0.253118 3.305879 4.802103 6.414585 4.945074 0.5830 0.5618 0.2751 nan nan
2459961 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 9.980298 10.227110 -0.473380 -0.254644 7.081885 7.712038 4.774058 7.514499 0.7000 0.6860 0.1877 nan nan
2459960 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 8.647597 16.947730 -0.991257 -0.111945 1.654586 6.920766 16.483055 22.908697 0.5669 0.5591 0.2913 nan nan
2459959 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 8.921256 21.007239 -0.993644 -0.484532 1.341546 5.022394 31.271203 47.118670 0.5509 0.5347 0.3122 nan nan
2459958 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 7.138960 22.011938 -1.122520 -0.101281 0.467676 3.911071 8.200911 31.587733 0.5568 0.5185 0.3234 nan nan
2459957 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 6.008254 21.946860 -1.149810 -0.027007 0.371765 4.445301 7.040439 4.975039 0.5561 0.5029 0.3273 nan nan
2459956 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 6.206020 18.334018 -0.991575 0.120159 0.369642 3.373499 0.259072 3.403004 0.6098 0.5623 0.2813 nan nan
2459955 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 9.249301 14.381617 -0.946316 0.118366 3.368683 5.030196 57.288657 79.160478 0.5309 0.5388 0.3340 nan nan
2459954 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 8.460786 18.031516 -0.933044 0.321367 1.240359 3.660123 21.216721 31.802847 0.5442 0.5297 0.3368 nan nan
2459953 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 12.821752 18.677938 -0.829772 0.134079 5.868293 6.156412 61.317590 66.272523 0.5180 0.5312 0.3101 nan nan
2459952 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 23.619044 25.333798 -0.385204 0.010354 3.893540 3.458875 24.593256 10.609978 0.4770 0.5003 0.2362 nan nan
2459951 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 21.285553 20.069751 -0.204110 -0.345374 1.934160 2.730276 44.692171 39.597252 0.4846 0.5083 0.2227 nan nan
2459950 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 21.159664 23.114220 -0.405894 -0.135154 4.446050 6.348836 79.748549 92.591894 0.5035 0.5024 0.2717 nan nan
2459949 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 9.011950 21.943502 -0.826133 -0.325389 0.988790 3.915660 39.904648 31.216735 0.5573 0.5151 0.3379 nan nan
2459948 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 6.239500 20.780007 -1.414484 -0.587003 -0.065734 1.662270 25.916766 33.721608 0.5894 0.5503 0.3200 nan nan
2459947 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 15.684652 22.429189 -0.836919 -0.655020 3.321253 3.856587 35.878862 21.891051 0.5536 0.5321 0.2723 nan nan
2459946 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 10.797258 14.230692 -1.273281 -0.474575 2.178963 7.103552 18.443378 60.743847 0.5458 0.5652 0.3423 nan nan
2459945 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 14.887356 17.727363 -0.885168 -0.740851 2.988918 4.431049 136.662544 99.872083 0.5163 0.5387 0.3086 nan nan
2459944 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 21.126915 15.551120 -0.570550 -0.571847 2.250383 4.241370 25.534010 51.095370 0.4871 0.5464 0.2944 nan nan
2459943 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 18.696288 13.716914 -0.556784 -0.427362 2.430333 3.365217 47.203272 67.951289 0.4997 0.5424 0.2992 nan nan
2459942 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 6.897579 22.672616 -1.072072 -0.576516 0.620042 4.256269 21.653042 50.537945 0.5856 0.5288 0.3326 nan nan
2459941 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 8.218272 21.296091 -1.164888 -0.618999 1.129777 2.499553 14.927085 15.083513 0.5547 0.5212 0.3438 nan nan
2459940 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 10.527722 21.297348 -1.133961 -0.901222 1.666502 2.253501 2.402249 1.640630 0.5467 0.5285 0.3338 nan nan
2459939 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 20.011178 20.449652 -0.650437 -0.693453 2.608726 3.773148 38.746017 50.842178 0.4993 0.5269 0.2758 nan nan
2459938 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 7.437157 21.058317 -1.034035 -0.655764 1.197338 2.920533 64.291085 66.411094 0.5681 0.5142 0.3273 nan nan
2459937 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 6.109582 20.593753 -1.102017 -0.734090 0.162888 4.186051 10.164729 8.441539 0.6030 0.5732 0.3165 nan nan
2459936 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 8.465327 15.957976 -1.297164 -0.212749 2.767237 3.220703 6.662743 4.014297 0.7426 0.7348 0.1589 nan nan
2459935 RF_maintenance 100.00% 87.61% 87.61% 0.00% - - 17.609470 21.032558 -1.003862 -0.521504 5.080377 9.408666 54.128719 34.531761 0.4357 0.4211 0.2394 nan nan
2459934 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 33.956964 33.385117 -0.489800 -0.228674 3.795982 3.813909 45.599878 38.252996 nan nan nan nan nan
2459933 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 20.992443 27.131465 -0.793058 -0.140583 5.175856 2.943480 50.270992 58.352825 nan nan nan nan nan
2459932 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 27.283972 31.034929 -0.552222 -0.383369 12.398720 2.140146 25.120294 1.978814 nan nan nan nan nan
2459931 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 26.457458 18.142442 -0.633003 0.136927 2.384882 2.767022 105.934077 103.676523 nan nan nan nan nan
2459930 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 17.745719 23.381618 -0.731302 -0.159580 1.872755 4.380469 63.199194 88.994442 nan nan nan nan nan
2459929 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 13.546974 5.777287 -0.009739 -1.529275 2.335367 4.690641 0.376182 -0.126786 0.6737 0.6563 0.1548 nan nan
2459928 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 6.488922 8.610673 0.905546 3.048223 3.596652 5.587867 69.217393 33.304599 0.5888 0.5255 0.3361 nan nan
2459927 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 5.367641 6.897909 0.897488 2.089082 3.327969 2.021424 0.468228 -1.406122 0.5333 0.4591 0.2914 nan nan
2459926 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 4.613759 6.591165 -0.367530 1.287276 -0.827260 0.507530 -0.616361 0.696817 0.7514 0.7344 0.2011 nan nan
2459925 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 8.528208 1.406925 -0.356312 2.416722 5.515529 3.241656 2.275016 1.672901 0.6890 0.6760 0.2041 nan nan
2459924 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 13.379050 8.618079 0.092525 2.496977 6.578095 5.784042 39.700096 35.799995 0.5830 0.5474 0.3177 nan nan
2459923 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 14.027539 10.834404 0.457414 2.443296 4.401825 2.851852 6.186076 0.787511 0.6348 0.5963 0.2531 nan nan
2459922 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459921 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459920 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 248.831872 248.443454 inf inf 3543.521421 3519.092337 8289.508276 8582.599665 nan nan nan 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
2459912 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459911 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459910 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459909 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459908 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459907 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459906 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 235.355047 235.294898 inf inf 3574.304318 3582.458724 7739.049452 7778.630517 nan nan nan nan nan
2459905 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459904 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459903 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459902 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459901 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459900 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459898 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459897 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459896 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459895 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 245.069293 245.096042 inf inf 5541.691608 5545.800104 751.355341 762.257665 nan nan nan nan nan
2459894 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459893 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459892 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459891 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459890 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459889 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459888 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459887 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459886 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459885 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459884 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459883 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459882 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459881 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459880 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459879 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 201.909926 202.352668 inf inf 3666.310534 3623.028646 10685.909997 10523.206633 nan nan nan nan nan
2459878 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 317.699967 317.384758 inf inf 9081.552629 9080.449945 32617.833697 32605.169511 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 228: 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
228 N20 RF_maintenance ee Temporal Discontinuties 73.402556 16.239624 22.270809 -0.621673 -0.475733 4.955403 4.752620 73.402556 36.301835

Antenna 228: 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
228 N20 RF_maintenance ee Temporal Discontinuties 106.474622 17.471195 17.787635 -0.509813 -0.405288 4.835667 5.204072 106.474622 94.182193

Antenna 228: 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
228 N20 RF_maintenance nn Temporal Discontinuties 76.881657 12.667723 19.571988 -0.769234 -0.531727 1.784527 3.265407 69.604987 76.881657

Antenna 228: 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
228 N20 RF_maintenance nn Shape 19.830850 4.828763 19.830850 -0.881621 -0.036053 0.346404 4.872157 5.184440 8.531815

Antenna 228: 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
228 N20 RF_maintenance nn Temporal Discontinuties 57.694106 5.725775 15.543950 -0.871511 -0.060205 0.949173 5.058234 22.272254 57.694106

Antenna 228: 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
228 N20 RF_maintenance ee Temporal Discontinuties 61.833071 20.652612 10.244520 -0.051117 -0.825892 5.481291 2.798491 40.895508 61.833071

Antenna 228: 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
228 N20 RF_maintenance nn Temporal Discontinuties 77.001272 8.830293 22.184624 -0.740304 -0.134790 1.522496 6.168553 36.558778 77.001272

Antenna 228: 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
228 N20 RF_maintenance nn Shape 5.123789 2.612062 5.123789 -0.758176 -0.397022 1.445988 2.068412 -0.632021 0.248868

Antenna 228: 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
228 N20 RF_maintenance ee Temporal Discontinuties 28.675163 8.139197 21.606997 -0.896510 0.143454 1.854705 3.066381 28.675163 16.522224

Antenna 228: 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
228 N20 RF_maintenance nn Shape 23.005279 23.005279 6.462323 0.035945 -1.130289 4.353257 0.711627 21.717994 10.236364

Antenna 228: 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
228 N20 RF_maintenance nn Shape 21.875695 21.875695 5.294300 -0.204361 -0.940730 2.499441 0.293883 16.427643 7.912940

Antenna 228: 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
228 N20 RF_maintenance nn Shape 22.478650 22.478650 12.577177 -0.253118 -0.793766 4.802103 3.305879 4.945074 6.414585

Antenna 228: 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
228 N20 RF_maintenance nn Shape 10.227110 10.227110 9.980298 -0.254644 -0.473380 7.712038 7.081885 7.514499 4.774058

Antenna 228: 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
228 N20 RF_maintenance nn Temporal Discontinuties 22.908697 16.947730 8.647597 -0.111945 -0.991257 6.920766 1.654586 22.908697 16.483055

Antenna 228: 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
228 N20 RF_maintenance nn Temporal Discontinuties 47.118670 8.921256 21.007239 -0.993644 -0.484532 1.341546 5.022394 31.271203 47.118670

Antenna 228: 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
228 N20 RF_maintenance nn Temporal Discontinuties 31.587733 22.011938 7.138960 -0.101281 -1.122520 3.911071 0.467676 31.587733 8.200911

Antenna 228: 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
228 N20 RF_maintenance nn Shape 21.946860 21.946860 6.008254 -0.027007 -1.149810 4.445301 0.371765 4.975039 7.040439

Antenna 228: 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
228 N20 RF_maintenance nn Shape 18.334018 18.334018 6.206020 0.120159 -0.991575 3.373499 0.369642 3.403004 0.259072

Antenna 228: 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
228 N20 RF_maintenance nn Temporal Discontinuties 79.160478 9.249301 14.381617 -0.946316 0.118366 3.368683 5.030196 57.288657 79.160478

Antenna 228: 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
228 N20 RF_maintenance nn Temporal Discontinuties 31.802847 18.031516 8.460786 0.321367 -0.933044 3.660123 1.240359 31.802847 21.216721

Antenna 228: 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
228 N20 RF_maintenance nn Temporal Discontinuties 66.272523 18.677938 12.821752 0.134079 -0.829772 6.156412 5.868293 66.272523 61.317590

Antenna 228: 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
228 N20 RF_maintenance nn Shape 25.333798 25.333798 23.619044 0.010354 -0.385204 3.458875 3.893540 10.609978 24.593256

Antenna 228: 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
228 N20 RF_maintenance ee Temporal Discontinuties 44.692171 20.069751 21.285553 -0.345374 -0.204110 2.730276 1.934160 39.597252 44.692171

Antenna 228: 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
228 N20 RF_maintenance nn Temporal Discontinuties 92.591894 23.114220 21.159664 -0.135154 -0.405894 6.348836 4.446050 92.591894 79.748549

Antenna 228: 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
228 N20 RF_maintenance ee Temporal Discontinuties 39.904648 9.011950 21.943502 -0.826133 -0.325389 0.988790 3.915660 39.904648 31.216735

Antenna 228: 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
228 N20 RF_maintenance nn Temporal Discontinuties 33.721608 6.239500 20.780007 -1.414484 -0.587003 -0.065734 1.662270 25.916766 33.721608

Antenna 228: 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
228 N20 RF_maintenance ee Temporal Discontinuties 35.878862 22.429189 15.684652 -0.655020 -0.836919 3.856587 3.321253 21.891051 35.878862

Antenna 228: 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
228 N20 RF_maintenance nn Temporal Discontinuties 60.743847 14.230692 10.797258 -0.474575 -1.273281 7.103552 2.178963 60.743847 18.443378

Antenna 228: 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
228 N20 RF_maintenance ee Temporal Discontinuties 136.662544 17.727363 14.887356 -0.740851 -0.885168 4.431049 2.988918 99.872083 136.662544

Antenna 228: 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
228 N20 RF_maintenance nn Temporal Discontinuties 51.095370 21.126915 15.551120 -0.570550 -0.571847 2.250383 4.241370 25.534010 51.095370

Antenna 228: 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
228 N20 RF_maintenance nn Temporal Discontinuties 67.951289 13.716914 18.696288 -0.427362 -0.556784 3.365217 2.430333 67.951289 47.203272

Antenna 228: 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
228 N20 RF_maintenance nn Temporal Discontinuties 50.537945 22.672616 6.897579 -0.576516 -1.072072 4.256269 0.620042 50.537945 21.653042

Antenna 228: 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
228 N20 RF_maintenance nn Shape 21.296091 21.296091 8.218272 -0.618999 -1.164888 2.499553 1.129777 15.083513 14.927085

Antenna 228: 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
228 N20 RF_maintenance nn Shape 21.297348 21.297348 10.527722 -0.901222 -1.133961 2.253501 1.666502 1.640630 2.402249

Antenna 228: 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
228 N20 RF_maintenance nn Temporal Discontinuties 50.842178 20.449652 20.011178 -0.693453 -0.650437 3.773148 2.608726 50.842178 38.746017

Antenna 228: 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
228 N20 RF_maintenance nn Temporal Discontinuties 66.411094 21.058317 7.437157 -0.655764 -1.034035 2.920533 1.197338 66.411094 64.291085

Antenna 228: 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
228 N20 RF_maintenance nn Shape 20.593753 6.109582 20.593753 -1.102017 -0.734090 0.162888 4.186051 10.164729 8.441539

Antenna 228: 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
228 N20 RF_maintenance nn Shape 15.957976 8.465327 15.957976 -1.297164 -0.212749 2.767237 3.220703 6.662743 4.014297

Antenna 228: 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
228 N20 RF_maintenance ee Temporal Discontinuties 54.128719 21.032558 17.609470 -0.521504 -1.003862 9.408666 5.080377 34.531761 54.128719

Antenna 228: 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
228 N20 RF_maintenance ee Temporal Discontinuties 45.599878 33.956964 33.385117 -0.489800 -0.228674 3.795982 3.813909 45.599878 38.252996

Antenna 228: 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
228 N20 RF_maintenance nn Temporal Discontinuties 58.352825 27.131465 20.992443 -0.140583 -0.793058 2.943480 5.175856 58.352825 50.270992

Antenna 228: 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
228 N20 RF_maintenance nn Shape 31.034929 31.034929 27.283972 -0.383369 -0.552222 2.140146 12.398720 1.978814 25.120294

Antenna 228: 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
228 N20 RF_maintenance ee Temporal Discontinuties 105.934077 26.457458 18.142442 -0.633003 0.136927 2.384882 2.767022 105.934077 103.676523

Antenna 228: 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
228 N20 RF_maintenance nn Temporal Discontinuties 88.994442 17.745719 23.381618 -0.731302 -0.159580 1.872755 4.380469 63.199194 88.994442

Antenna 228: 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
228 N20 RF_maintenance ee Shape 13.546974 5.777287 13.546974 -1.529275 -0.009739 4.690641 2.335367 -0.126786 0.376182

Antenna 228: 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
228 N20 RF_maintenance ee Temporal Discontinuties 69.217393 8.610673 6.488922 3.048223 0.905546 5.587867 3.596652 33.304599 69.217393

Antenna 228: 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
228 N20 RF_maintenance nn Shape 6.897909 6.897909 5.367641 2.089082 0.897488 2.021424 3.327969 -1.406122 0.468228

Antenna 228: 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
228 N20 RF_maintenance nn Shape 6.591165 6.591165 4.613759 1.287276 -0.367530 0.507530 -0.827260 0.696817 -0.616361

Antenna 228: 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
228 N20 RF_maintenance ee Shape 8.528208 8.528208 1.406925 -0.356312 2.416722 5.515529 3.241656 2.275016 1.672901

Antenna 228: 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
228 N20 RF_maintenance ee Temporal Discontinuties 39.700096 13.379050 8.618079 0.092525 2.496977 6.578095 5.784042 39.700096 35.799995

Antenna 228: 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
228 N20 RF_maintenance ee Shape 14.027539 10.834404 14.027539 2.443296 0.457414 2.851852 4.401825 0.787511 6.186076

Antenna 228: 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
228 N20 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 228: 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
228 N20 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 228: 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
228 N20 RF_maintenance nn Power inf 248.443454 248.831872 inf inf 3519.092337 3543.521421 8582.599665 8289.508276

Antenna 228: 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
228 N20 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 228: 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
228 N20 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 228: 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
228 N20 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 228: 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
228 N20 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 228: 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
228 N20 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 228: 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
228 N20 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 228: 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
228 N20 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 228: 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
228 N20 RF_maintenance nn Power inf 235.294898 235.355047 inf inf 3582.458724 3574.304318 7778.630517 7739.049452

Antenna 228: 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
228 N20 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 228: 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
228 N20 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 228: 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
228 N20 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 228: 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
228 N20 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 228: 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
228 N20 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 228: 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
228 N20 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 228: 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
228 N20 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 228: 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
228 N20 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 228: 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
228 N20 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 228: 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
228 N20 RF_maintenance ee Power inf 245.069293 245.096042 inf inf 5541.691608 5545.800104 751.355341 762.257665

Antenna 228: 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
228 N20 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 228: 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
228 N20 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 228: 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
228 N20 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 228: 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
228 N20 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 228: 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
228 N20 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 228: 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
228 N20 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 228: 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
228 N20 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 228: 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
228 N20 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 228: 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
228 N20 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 228: 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
228 N20 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 228: 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
228 N20 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 228: 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
228 N20 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 228: 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
228 N20 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 228: 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
228 N20 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 228: 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
228 N20 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 228: 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
228 N20 RF_maintenance nn Power inf 202.352668 201.909926 inf inf 3623.028646 3666.310534 10523.206633 10685.909997

Antenna 228: 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
228 N20 RF_maintenance nn Power inf 317.384758 317.699967 inf inf 9080.449945 9081.552629 32605.169511 32617.833697
In [ ]: