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 = "201"
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 201 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 201, 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% 0.00% 0.00% 0.00% - - 2.957349 5.024180 3.076187 4.189103 2.976461 7.796888 -0.618258 -2.295428 0.6175 0.6173 0.3837 nan nan
2459974 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.832367 4.625838 3.229247 4.355289 3.067088 7.949871 -0.517819 -3.816095 0.6210 0.6195 0.3824 nan nan
2459973 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.936001 4.787244 3.106619 4.014607 1.850125 5.345345 -0.465858 -2.636950 0.6290 0.6263 0.3821 nan nan
2459972 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.342331 4.709233 3.423518 4.854156 3.668956 9.546019 -0.252015 -2.133003 0.6173 0.6156 0.3840 nan nan
2459971 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.405816 4.527394 3.206799 4.426091 3.782475 8.574026 -0.134632 -2.512770 0.6202 0.6200 0.3835 nan nan
2459970 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.882235 5.173882 3.447627 4.621264 2.763686 7.931562 -1.170015 -2.869710 0.6236 0.6216 0.3836 nan nan
2459969 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 3.189977 5.335486 3.100205 4.093952 3.755803 7.589648 -1.358491 -2.998907 0.6305 0.6272 0.3843 nan nan
2459968 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.270409 1.258151 3.641558 4.745980 4.274163 10.982484 3.172964 4.620687 0.7225 0.7065 0.2826 nan nan
2459967 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.628962 5.054928 3.765461 5.273656 4.070476 9.367950 -0.770156 -2.191048 0.6289 0.6265 0.3767 nan nan
2459966 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.905070 5.520371 3.701773 4.991066 4.533494 9.442997 -0.186163 -2.438187 0.6285 0.6251 0.3783 nan nan
2459965 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.479687 5.271356 3.246093 4.423171 3.218633 6.126425 -0.208823 -0.422737 0.6360 0.6322 0.3670 nan nan
2459964 RF_maintenance 100.00% 98.05% 98.76% 0.00% - - nan nan inf inf nan nan nan nan 0.4162 0.2943 0.3045 nan nan
2459963 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 1.384491 2.991665 3.288201 4.625508 1.463977 2.518379 1.573953 2.710024 0.7057 0.6883 0.2593 nan nan
2459962 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 1.236192 4.001316 3.462718 5.323713 3.283232 6.858278 1.308883 1.883484 0.6702 0.6622 0.3387 nan nan
2459961 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.497784 2.691324 3.487192 4.630850 4.991237 8.750433 2.734848 4.629897 0.7342 0.7100 0.2548 nan nan
2459960 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.359000 5.203859 3.512588 4.880823 1.676243 7.522919 0.829474 1.273390 0.6513 0.6373 0.3358 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% 0.00% 0.00% 0.00% - - 2.377665 5.613043 3.428752 4.857500 1.181328 6.622886 0.318871 -1.397989 0.6321 0.6264 0.3815 nan nan
2459957 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.345584 4.785802 3.532661 4.900720 3.025603 8.723407 0.287417 -2.271879 0.6306 0.6292 0.3843 nan nan
2459956 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 1.166148 3.040261 3.595587 4.893346 1.654884 6.934833 3.056843 4.587456 0.6689 0.6543 0.3311 nan nan
2459955 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.062933 4.689056 3.246919 4.610338 0.827178 7.374955 0.605624 -2.060091 0.6279 0.6289 0.3854 nan nan
2459954 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.746468 5.653562 3.512306 4.676045 3.028438 7.648462 -0.101927 -2.967938 0.6265 0.6273 0.3930 nan nan
2459953 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.567766 5.402816 3.559104 4.888015 3.702321 8.069455 -0.341746 -2.275278 0.6298 0.6320 0.3872 nan nan
2459952 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 3.112933 6.142252 3.637272 4.758802 4.113217 6.491635 -1.004627 -3.608827 0.6350 0.6347 0.3901 nan nan
2459951 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.396309 4.808293 3.045240 4.250902 3.528439 5.850239 -1.464525 -4.453640 0.6377 0.6391 0.3923 nan nan
2459950 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 3.355387 5.906260 3.288912 4.511277 3.550760 8.348147 -1.313224 -3.197259 0.6396 0.6382 0.3973 nan nan
2459949 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.941532 5.802574 3.123334 4.396716 4.086662 6.488304 -1.152758 -2.890982 0.6328 0.6285 0.3971 nan nan
2459948 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.687736 5.379624 3.826684 5.274375 3.282013 5.306568 -0.542458 0.786656 0.6560 0.6586 0.3777 nan nan
2459947 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.275267 4.983608 2.440260 3.649037 2.591893 5.890392 1.544544 0.536723 0.6646 0.6488 0.3672 nan nan
2459946 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.419837 5.297023 2.845984 3.764801 3.566331 7.407639 0.492946 -2.993433 0.6421 0.6405 0.3884 nan nan
2459945 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.575120 5.047786 2.423280 3.299019 3.069248 5.779071 -1.623603 -3.410868 0.6478 0.6432 0.3893 nan nan
2459944 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.502001 5.006216 2.572291 3.552030 2.744217 5.243871 -1.007351 -2.005475 0.6520 0.6479 0.3879 nan nan
2459943 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.703684 4.698956 2.566688 3.441348 2.958185 4.461036 -1.312900 -2.195910 0.6502 0.6505 0.3943 nan nan
2459942 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 3.152795 5.795781 2.726622 3.753842 3.479971 5.965173 -0.697195 -1.504286 0.6532 0.6426 0.3862 nan nan
2459941 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.582620 5.437090 2.733896 3.572599 3.005057 6.016317 -0.752754 -2.540519 0.6386 0.6347 0.4033 nan nan
2459940 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.349804 5.160060 2.343689 3.155096 2.813273 5.439179 -0.169760 -2.777505 0.6466 0.6408 0.4008 nan nan
2459939 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.434112 4.944042 2.320991 3.157502 3.210727 5.000571 -1.309050 -3.034905 0.6465 0.6398 0.4025 nan nan
2459938 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.574446 4.840194 2.617922 3.597145 2.872886 4.616887 -1.412638 -3.049028 0.6496 0.6463 0.3958 nan nan
2459937 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.532255 4.981809 2.637945 3.731140 2.392252 4.875657 -0.539164 0.824932 0.6618 0.6605 0.3770 nan nan
2459936 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.930696 2.659532 3.313215 5.063964 1.243998 5.396096 2.693472 4.729664 0.7641 0.7442 0.2364 nan nan
2459935 RF_maintenance 100.00% 87.61% 87.61% 0.00% - - 13.964625 15.427065 2.654892 3.480814 6.048026 7.233921 -0.077894 -2.762873 0.5752 0.5574 0.3475 nan nan
2459934 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 20.519161 21.814626 3.021575 4.004987 3.967276 5.721641 -0.686632 -2.451600 nan nan nan nan nan
2459933 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 16.510544 17.661846 3.271116 4.394221 3.646997 5.518885 -0.671883 -2.754364 nan nan nan nan nan
2459932 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 19.631544 21.156011 2.780901 3.478954 -0.599999 1.751798 -1.985891 -4.913444 nan nan nan nan nan
2459931 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 17.801878 19.246283 3.123871 4.382983 2.521596 4.815764 -1.084655 -2.845482 nan nan nan nan nan
2459930 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 15.871627 16.958326 2.807530 3.585117 2.663305 4.557856 -0.123739 -2.506810 nan nan nan nan nan
2459929 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 2.615634 1.804245 1.908863 3.151623 0.331371 1.074805 0.690767 0.936468 0.7179 0.6980 0.2058 nan nan
2459928 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 2.273404 5.557104 2.951989 4.361248 3.102095 5.628047 -0.066664 -2.354099 0.6490 0.6470 0.3856 nan nan
2459927 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 3.428531 5.810629 2.150707 3.044349 1.687578 0.551115 -1.191644 -1.897887 0.5882 0.5790 0.3293 nan nan
2459926 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 3.730122 3.317332 2.740037 2.204197 0.650178 0.660830 0.535975 0.491596 0.7330 0.7574 0.2497 nan nan
2459925 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 5.309668 3.523281 4.390513 3.773670 3.450700 3.290059 2.485640 1.201507 0.7200 0.7185 0.2638 nan nan
2459924 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 6.440165 5.586962 4.344800 3.839637 5.370760 4.593829 -0.604825 -0.673236 0.6318 0.6532 0.3817 nan nan
2459923 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 6.942602 6.018453 4.730625 3.853075 4.541996 3.712718 1.827846 0.908486 0.6688 0.6892 0.3541 nan nan
2459922 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 7.593569 6.402345 4.437413 3.677281 7.802303 6.829879 -2.405844 -1.848545 0.6241 0.6422 0.3926 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% 0.00% 0.00% 0.00% - - 7.148812 6.146371 3.586280 2.831446 5.646800 4.734248 -4.777417 -4.188549 0.6264 0.6455 0.4064 nan nan
2459919 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 7.554509 6.821802 4.196231 3.522349 7.381106 7.239176 -4.744796 -4.079316 0.6236 0.6449 0.3788 nan nan
2459918 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 221.379944 221.018895 inf inf 3423.149179 3689.605950 6244.692768 8016.745052 nan nan nan nan nan
2459917 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 6.990566 6.137950 4.771470 4.078309 3.897453 5.017317 -4.219366 -3.397537 0.6777 0.6919 0.4412 nan nan
2459916 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 7.160932 6.413083 4.023838 3.470184 5.886542 5.333008 -4.521561 -4.228525 0.6331 0.6542 0.3898 nan nan
2459915 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 7.443762 6.675371 5.305546 4.724486 6.230394 5.158341 0.788491 -0.402253 0.6627 0.6784 0.3684 nan nan
2459914 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 7.665028 6.814055 6.034748 5.360708 6.783877 6.243788 5.293457 4.555824 0.6773 0.6942 0.3389 nan nan
2459913 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 8.223353 7.233334 5.198890 4.443960 7.136880 6.413206 1.645346 -1.765056 0.6482 0.6539 0.3960 nan nan
2459912 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 7.166259 6.036063 4.400552 3.471303 6.893590 5.272982 -4.034491 -3.120110 0.6291 0.6507 0.3923 nan nan
2459911 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 6.489391 5.565514 4.484141 3.723221 6.882771 4.559149 -3.069151 -2.963086 0.6261 0.6481 0.3984 nan nan
2459910 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 6.797896 5.847469 4.325962 3.595295 7.038546 4.841080 -2.902050 -2.847094 0.6312 0.6523 0.3937 nan nan
2459909 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 7.088101 6.036829 4.026574 3.270737 6.017424 3.889240 -3.375787 -3.096363 0.6291 0.6495 0.3930 nan nan
2459908 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 7.366238 6.155067 3.866328 3.090212 5.145671 3.464781 -3.759544 -3.423199 0.6333 0.6577 0.3918 nan nan
2459907 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 7.227949 6.202172 4.188975 3.344998 5.531754 3.903874 -3.487776 -3.098052 0.6279 0.6517 0.3903 nan nan
2459906 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 7.508783 6.475145 5.027267 4.225748 6.331407 5.714590 -4.551963 -3.709967 0.6234 0.6485 0.3889 nan nan
2459905 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 7.094501 6.223649 4.771251 4.083345 9.861658 9.210040 -3.854999 -2.640450 0.6111 0.6356 0.3937 nan nan
2459904 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 7.140414 6.178676 5.453954 4.656489 7.164902 7.113479 -6.202621 -5.575051 0.6162 0.6404 0.3860 nan nan
2459903 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 7.253120 6.313211 4.825508 4.091474 5.806073 5.444013 -6.152419 -5.612021 0.6165 0.6394 0.3905 nan nan
2459902 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 8.267002 7.320280 5.296278 4.684097 6.228919 5.646378 -3.446430 -2.960388 0.6232 0.6410 0.3836 nan nan
2459901 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 8.266226 7.169549 4.389819 3.650966 5.666583 4.732302 -4.131628 -3.417169 0.6276 0.6449 0.3912 nan nan
2459900 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 8.399202 6.748059 4.384336 3.603529 7.225993 5.140970 -3.914820 -3.406343 0.5697 0.5864 0.3283 nan nan
2459898 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 6.723752 5.582671 4.554203 3.779499 6.474915 6.368458 -4.766769 -4.285750 0.6278 0.6455 0.3862 nan nan
2459897 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 6.640369 5.508258 4.949382 3.961468 7.676295 6.821347 -4.898246 -4.315333 0.6282 0.6428 0.3915 nan nan
2459896 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 6.541189 5.542872 4.639439 3.865891 8.067413 7.472510 -3.408316 -3.171859 0.6265 0.6438 0.3906 nan nan
2459895 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 6.493739 5.531031 6.430571 5.839188 8.558008 7.988881 5.547058 4.691948 0.6950 0.6941 0.3068 nan nan
2459894 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 7.733474 6.395410 4.712117 3.819026 7.825260 7.080190 -4.024316 -3.698632 0.6370 0.6433 0.3799 nan nan
2459893 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 7.764820 6.310513 4.433544 3.572267 6.551026 6.333852 -4.948028 -4.674329 0.6390 0.6497 0.3787 nan nan
2459892 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 7.441764 6.283555 5.166990 4.318346 5.353238 4.863967 -4.510558 -4.215141 0.6341 0.6502 0.3817 nan nan
2459891 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 6.919503 5.553452 5.608758 4.586201 6.783428 7.105563 -4.171952 -3.639503 0.6331 0.6458 0.3835 nan nan
2459890 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 7.064190 5.874858 6.904740 6.113040 6.479803 6.173964 -2.885781 -2.844247 0.6370 0.6470 0.3836 nan nan
2459889 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 7.857708 6.340785 5.544466 4.512548 8.816282 8.757974 -5.585842 -5.000890 0.6420 0.6474 0.3804 nan nan
2459888 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 6.386611 5.168333 6.156215 5.377676 7.707094 8.221424 0.425819 0.052169 0.6508 0.6601 0.3782 nan nan
2459887 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 6.446021 5.398330 5.118830 4.598546 5.540742 6.996243 -1.905057 -2.831546 0.6414 0.6482 0.3823 nan nan
2459886 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 6.620237 6.163574 4.842289 4.489575 5.458551 6.485096 1.984026 1.442924 0.7096 0.7043 0.3423 nan nan
2459885 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 11.296365 9.994208 53.045795 50.710908 12.203712 15.524985 14.834652 9.156740 0.6729 0.6770 0.3622 nan nan
2459884 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 6.505500 5.293005 6.047828 5.319238 6.379710 6.931754 -3.849524 -3.579294 0.6500 0.6507 0.3807 nan nan
2459883 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 9.409801 8.293980 46.309408 44.502343 6.703122 8.687740 -7.436733 -6.509559 0.6424 0.6532 0.3762 nan nan
2459882 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 15.106973 13.476583 55.088189 52.355465 9.486003 12.030216 -3.511125 -3.054884 0.6442 0.6493 0.3785 nan nan
2459881 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 9.724012 8.669586 61.581406 58.999308 18.784424 23.961844 -5.584774 2.721035 0.6936 0.7096 0.3203 nan nan
2459880 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 10.630299 9.463646 49.456092 47.726960 5.774835 7.395466 -4.175964 -4.039477 0.6424 0.6551 0.3833 nan nan
2459879 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 4.868315 3.985509 3.090925 2.448022 0.501423 0.445905 -4.889641 -4.631385 0.6302 0.6519 0.3984 nan nan
2459878 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 9.860903 9.201149 60.081765 58.138655 9.848100 12.904376 -8.745979 -8.274826 0.6392 0.6609 0.3885 nan nan
2459876 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 9.765384 8.903317 42.906370 40.469357 25.964532 36.004697 -7.458093 -7.264525 0.6629 0.6484 0.3816 nan nan
2459875 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 10.945903 9.308024 58.051625 55.365358 11.768052 16.831211 -1.840758 3.477164 0.6646 0.6659 0.3876 nan nan
2459874 RF_ok 100.00% 0.00% 0.00% 0.00% - - 15.325938 13.168848 30.011967 28.353746 15.870674 22.657202 -5.861520 -5.776645 0.6622 0.6457 0.3763 nan nan
2459873 RF_ok 100.00% 0.00% 0.00% 0.00% - - 11.433584 9.642905 40.790935 38.563456 6.287778 8.880893 -3.880057 -3.382527 0.6633 0.6394 0.3781 nan nan
2459872 RF_ok 100.00% 0.00% 0.00% 0.00% - - 10.012614 8.648305 53.864256 50.974694 17.413068 25.110381 -4.692485 -4.276643 0.6606 0.6409 0.3889 nan nan
2459871 RF_ok 100.00% 0.00% 0.00% 0.00% - - 8.232799 6.975143 54.545417 52.140825 15.652268 21.268787 -3.228018 -3.248317 0.6681 0.6454 0.3810 nan nan
2459870 RF_ok 100.00% 0.00% 0.00% 0.00% - - 13.363351 11.708652 39.665155 37.848226 9.621465 15.375908 -6.148938 -6.014018 0.6703 0.6499 0.3792 nan nan
2459869 RF_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459868 RF_ok 100.00% 0.00% 0.00% 0.00% - - 12.251745 10.681634 61.885678 59.409422 9.521362 14.078982 -7.202218 -6.967270 0.6592 0.6417 0.3949 nan nan
2459867 RF_ok 100.00% 0.00% 0.00% 0.00% - - 9.002891 7.580016 49.280035 46.916400 5.214434 8.245132 -4.915024 -4.957140 0.6715 0.6486 0.3942 nan nan
2459866 RF_ok 100.00% 0.00% 0.00% 0.00% - - 9.689942 8.323878 45.520232 43.165272 5.756438 9.316385 -3.201428 -3.310082 0.6716 0.6499 0.3884 nan nan
2459865 RF_ok 100.00% 0.00% 0.00% 0.00% - - 9.817329 8.486971 60.853040 57.543081 13.710244 19.063642 12.291626 9.488666 0.6807 0.6592 0.3812 nan nan
2459864 RF_ok 100.00% 0.00% 0.00% 0.00% - - 12.788229 10.781446 28.370877 26.466307 7.160682 11.071853 -7.519402 -5.984707 0.6688 0.6438 0.4099 nan nan
2459863 RF_ok 100.00% 0.00% 0.00% 0.00% - - 7.861021 6.402988 5.423745 4.643221 2.522565 3.558773 -4.285427 -3.872284 0.6675 0.6389 0.3988 nan nan
2459862 RF_ok 100.00% 0.00% 0.00% 0.00% - - 9.752186 8.259029 34.058585 31.636295 10.554856 15.436247 -3.319956 -3.181353 0.6407 0.6562 0.4234 nan nan
2459861 RF_ok 100.00% 0.00% 0.00% 0.00% - - 5.712148 4.469040 3.986472 3.066852 1.835647 1.641846 -4.589196 -4.240326 0.6791 0.6414 0.4130 nan nan
2459860 RF_ok 100.00% 0.00% 0.00% 0.00% - - 7.126407 5.975498 25.682482 23.977077 12.847704 17.959270 -3.419047 -3.588112 0.6855 0.6438 0.4066 nan nan
2459859 RF_ok 100.00% 0.00% 0.00% 0.00% - - 5.221312 3.870459 4.015626 3.098827 1.631938 1.415968 -3.193597 -3.078560 0.6900 0.6511 0.4019 nan nan
2459858 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 5.514894 4.291659 3.817539 2.965539 1.539278 1.364325 -4.795942 -4.463510 0.6997 0.6538 0.4162 3.794894 3.005652
2459857 RF_ok 100.00% 0.00% 0.00% 0.00% - - 18.398585 19.463126 23.036217 22.898731 13.039647 30.334513 -11.586440 -9.157515 0.6972 0.6679 0.3940 nan nan
2459856 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 9.338850 7.662063 23.404121 21.940339 5.663989 10.241914 -4.915240 -4.679412 0.6882 0.6666 0.3966 2.854223 2.608168
2459855 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 11.534206 10.352155 26.632797 25.185957 2.170257 3.371772 -3.240362 -3.083511 0.6752 0.6919 0.4282 2.747502 2.558359
2459854 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 11.733268 11.112986 21.974655 20.938376 3.093053 3.070272 -3.258165 -2.869146 0.6907 0.7204 0.4395 2.855186 2.453659
2459853 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 8.165279 6.850294 27.873535 26.098065 6.051594 9.199484 -5.618139 -5.323790 0.7152 0.6569 0.4253 3.197629 2.834052
2459852 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 9.212631 9.162485 28.274228 26.088883 14.488049 17.083054 16.190289 15.585111 0.7692 0.7701 0.3109 5.375008 5.023046
2459851 RF_ok 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_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 8.781194 7.104624 26.381320 24.371677 8.844012 16.896217 -1.907981 8.678789 0.7191 0.7290 0.3520 3.053344 2.773163
2459849 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 10.190173 9.020607 51.111985 48.194950 5.993022 10.576120 -5.035267 -3.173109 0.7145 0.7178 0.3587 3.474026 3.091271
2459848 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 9.913717 9.005501 37.110401 34.562030 12.041668 17.593468 -4.371703 -3.693312 0.6933 0.7242 0.3793 2.975226 2.894926
2459847 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 9.434266 8.134419 35.462341 32.731173 18.597362 22.318819 -3.633063 -3.365522 0.7001 0.6505 0.4358 4.353824 3.677229
2459841 RF_ok 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 201: 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
201 N18 RF_maintenance nn Temporal Variability 7.796888 2.957349 5.024180 3.076187 4.189103 2.976461 7.796888 -0.618258 -2.295428

Antenna 201: 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
201 N18 RF_maintenance nn Temporal Variability 7.949871 2.832367 4.625838 3.229247 4.355289 3.067088 7.949871 -0.517819 -3.816095

Antenna 201: 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
201 N18 RF_maintenance nn Temporal Variability 5.345345 2.936001 4.787244 3.106619 4.014607 1.850125 5.345345 -0.465858 -2.636950

Antenna 201: 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
201 N18 RF_maintenance nn Temporal Variability 9.546019 2.342331 4.709233 3.423518 4.854156 3.668956 9.546019 -0.252015 -2.133003

Antenna 201: 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
201 N18 RF_maintenance nn Temporal Variability 8.574026 2.405816 4.527394 3.206799 4.426091 3.782475 8.574026 -0.134632 -2.512770

Antenna 201: 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
201 N18 RF_maintenance nn Temporal Variability 7.931562 5.173882 2.882235 4.621264 3.447627 7.931562 2.763686 -2.869710 -1.170015

Antenna 201: 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
201 N18 RF_maintenance nn Temporal Variability 7.589648 3.189977 5.335486 3.100205 4.093952 3.755803 7.589648 -1.358491 -2.998907

Antenna 201: 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
201 N18 RF_maintenance nn Temporal Variability 10.982484 0.270409 1.258151 3.641558 4.745980 4.274163 10.982484 3.172964 4.620687

Antenna 201: 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
201 N18 RF_maintenance nn Temporal Variability 9.367950 2.628962 5.054928 3.765461 5.273656 4.070476 9.367950 -0.770156 -2.191048

Antenna 201: 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
201 N18 RF_maintenance nn Temporal Variability 9.442997 5.520371 2.905070 4.991066 3.701773 9.442997 4.533494 -2.438187 -0.186163

Antenna 201: 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
201 N18 RF_maintenance nn Temporal Variability 6.126425 5.271356 2.479687 4.423171 3.246093 6.126425 3.218633 -0.422737 -0.208823

Antenna 201: 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
201 N18 RF_maintenance nn Temporal Variability 6.858278 4.001316 1.236192 5.323713 3.462718 6.858278 3.283232 1.883484 1.308883

Antenna 201: 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
201 N18 RF_maintenance nn Temporal Variability 8.750433 2.691324 0.497784 4.630850 3.487192 8.750433 4.991237 4.629897 2.734848

Antenna 201: 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
201 N18 RF_maintenance nn Temporal Variability 7.522919 5.203859 2.359000 4.880823 3.512588 7.522919 1.676243 1.273390 0.829474

Antenna 201: 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
201 N18 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 201: 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
201 N18 RF_maintenance nn Temporal Variability 6.622886 5.613043 2.377665 4.857500 3.428752 6.622886 1.181328 -1.397989 0.318871

Antenna 201: 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
201 N18 RF_maintenance nn Temporal Variability 8.723407 4.785802 2.345584 4.900720 3.532661 8.723407 3.025603 -2.271879 0.287417

Antenna 201: 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
201 N18 RF_maintenance nn Temporal Variability 6.934833 3.040261 1.166148 4.893346 3.595587 6.934833 1.654884 4.587456 3.056843

Antenna 201: 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
201 N18 RF_maintenance nn Temporal Variability 7.374955 2.062933 4.689056 3.246919 4.610338 0.827178 7.374955 0.605624 -2.060091

Antenna 201: 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
201 N18 RF_maintenance nn Temporal Variability 7.648462 5.653562 2.746468 4.676045 3.512306 7.648462 3.028438 -2.967938 -0.101927

Antenna 201: 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
201 N18 RF_maintenance nn Temporal Variability 8.069455 5.402816 2.567766 4.888015 3.559104 8.069455 3.702321 -2.275278 -0.341746

Antenna 201: 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
201 N18 RF_maintenance nn Temporal Variability 6.491635 6.142252 3.112933 4.758802 3.637272 6.491635 4.113217 -3.608827 -1.004627

Antenna 201: 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
201 N18 RF_maintenance nn Temporal Variability 5.850239 4.808293 2.396309 4.250902 3.045240 5.850239 3.528439 -4.453640 -1.464525

Antenna 201: 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
201 N18 RF_maintenance nn Temporal Variability 8.348147 5.906260 3.355387 4.511277 3.288912 8.348147 3.550760 -3.197259 -1.313224

Antenna 201: 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
201 N18 RF_maintenance nn Temporal Variability 6.488304 2.941532 5.802574 3.123334 4.396716 4.086662 6.488304 -1.152758 -2.890982

Antenna 201: 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
201 N18 RF_maintenance nn Shape 5.379624 2.687736 5.379624 3.826684 5.274375 3.282013 5.306568 -0.542458 0.786656

Antenna 201: 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
201 N18 RF_maintenance nn Temporal Variability 5.890392 4.983608 2.275267 3.649037 2.440260 5.890392 2.591893 0.536723 1.544544

Antenna 201: 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
201 N18 RF_maintenance nn Temporal Variability 7.407639 5.297023 2.419837 3.764801 2.845984 7.407639 3.566331 -2.993433 0.492946

Antenna 201: 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
201 N18 RF_maintenance nn Temporal Variability 5.779071 5.047786 2.575120 3.299019 2.423280 5.779071 3.069248 -3.410868 -1.623603

Antenna 201: 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
201 N18 RF_maintenance nn Temporal Variability 5.243871 2.502001 5.006216 2.572291 3.552030 2.744217 5.243871 -1.007351 -2.005475

Antenna 201: 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
201 N18 RF_maintenance nn Shape 4.698956 4.698956 2.703684 3.441348 2.566688 4.461036 2.958185 -2.195910 -1.312900

Antenna 201: 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
201 N18 RF_maintenance nn Temporal Variability 5.965173 5.795781 3.152795 3.753842 2.726622 5.965173 3.479971 -1.504286 -0.697195

Antenna 201: 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
201 N18 RF_maintenance nn Temporal Variability 6.016317 5.437090 2.582620 3.572599 2.733896 6.016317 3.005057 -2.540519 -0.752754

Antenna 201: 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
201 N18 RF_maintenance nn Temporal Variability 5.439179 5.160060 2.349804 3.155096 2.343689 5.439179 2.813273 -2.777505 -0.169760

Antenna 201: 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
201 N18 RF_maintenance nn Temporal Variability 5.000571 4.944042 2.434112 3.157502 2.320991 5.000571 3.210727 -3.034905 -1.309050

Antenna 201: 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
201 N18 RF_maintenance nn Shape 4.840194 4.840194 2.574446 3.597145 2.617922 4.616887 2.872886 -3.049028 -1.412638

Antenna 201: 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
201 N18 RF_maintenance nn Shape 4.981809 2.532255 4.981809 2.637945 3.731140 2.392252 4.875657 -0.539164 0.824932

Antenna 201: 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
201 N18 RF_maintenance nn Temporal Variability 5.396096 0.930696 2.659532 3.313215 5.063964 1.243998 5.396096 2.693472 4.729664

Antenna 201: 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
201 N18 RF_maintenance nn Shape 15.427065 15.427065 13.964625 3.480814 2.654892 7.233921 6.048026 -2.762873 -0.077894

Antenna 201: 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
201 N18 RF_maintenance nn Shape 21.814626 20.519161 21.814626 3.021575 4.004987 3.967276 5.721641 -0.686632 -2.451600

Antenna 201: 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
201 N18 RF_maintenance nn Shape 17.661846 17.661846 16.510544 4.394221 3.271116 5.518885 3.646997 -2.754364 -0.671883

Antenna 201: 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
201 N18 RF_maintenance nn Shape 21.156011 21.156011 19.631544 3.478954 2.780901 1.751798 -0.599999 -4.913444 -1.985891

Antenna 201: 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
201 N18 RF_maintenance nn Shape 19.246283 17.801878 19.246283 3.123871 4.382983 2.521596 4.815764 -1.084655 -2.845482

Antenna 201: 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
201 N18 RF_maintenance nn Shape 16.958326 15.871627 16.958326 2.807530 3.585117 2.663305 4.557856 -0.123739 -2.506810

Antenna 201: 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
201 N18 RF_maintenance nn Power 3.151623 1.804245 2.615634 3.151623 1.908863 1.074805 0.331371 0.936468 0.690767

Antenna 201: 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
201 N18 RF_maintenance nn Temporal Variability 5.628047 5.557104 2.273404 4.361248 2.951989 5.628047 3.102095 -2.354099 -0.066664

Antenna 201: 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
201 N18 RF_maintenance nn Shape 5.810629 5.810629 3.428531 3.044349 2.150707 0.551115 1.687578 -1.897887 -1.191644

Antenna 201: 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
201 N18 RF_maintenance ee Shape 3.730122 3.317332 3.730122 2.204197 2.740037 0.660830 0.650178 0.491596 0.535975

Antenna 201: 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
201 N18 RF_maintenance ee Shape 5.309668 5.309668 3.523281 4.390513 3.773670 3.450700 3.290059 2.485640 1.201507

Antenna 201: 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
201 N18 RF_maintenance ee Shape 6.440165 6.440165 5.586962 4.344800 3.839637 5.370760 4.593829 -0.604825 -0.673236

Antenna 201: 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
201 N18 RF_maintenance ee Shape 6.942602 6.018453 6.942602 3.853075 4.730625 3.712718 4.541996 0.908486 1.827846

Antenna 201: 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
201 N18 RF_maintenance ee Temporal Variability 7.802303 6.402345 7.593569 3.677281 4.437413 6.829879 7.802303 -1.848545 -2.405844

Antenna 201: 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
201 N18 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 201: 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
201 N18 RF_maintenance ee Shape 7.148812 6.146371 7.148812 2.831446 3.586280 4.734248 5.646800 -4.188549 -4.777417

Antenna 201: 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
201 N18 RF_maintenance ee Shape 7.554509 7.554509 6.821802 4.196231 3.522349 7.381106 7.239176 -4.744796 -4.079316

Antenna 201: 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
201 N18 RF_maintenance nn Power inf 221.018895 221.379944 inf inf 3689.605950 3423.149179 8016.745052 6244.692768

Antenna 201: 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
201 N18 RF_maintenance ee Shape 6.990566 6.137950 6.990566 4.078309 4.771470 5.017317 3.897453 -3.397537 -4.219366

Antenna 201: 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
201 N18 RF_maintenance ee Shape 7.160932 7.160932 6.413083 4.023838 3.470184 5.886542 5.333008 -4.521561 -4.228525

Antenna 201: 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
201 N18 RF_maintenance ee Shape 7.443762 7.443762 6.675371 5.305546 4.724486 6.230394 5.158341 0.788491 -0.402253

Antenna 201: 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
201 N18 RF_maintenance ee Shape 7.665028 7.665028 6.814055 6.034748 5.360708 6.783877 6.243788 5.293457 4.555824

Antenna 201: 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
201 N18 RF_maintenance ee Shape 8.223353 7.233334 8.223353 4.443960 5.198890 6.413206 7.136880 -1.765056 1.645346

Antenna 201: 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
201 N18 RF_maintenance ee Shape 7.166259 6.036063 7.166259 3.471303 4.400552 5.272982 6.893590 -3.120110 -4.034491

Antenna 201: 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
201 N18 RF_maintenance ee Temporal Variability 6.882771 5.565514 6.489391 3.723221 4.484141 4.559149 6.882771 -2.963086 -3.069151

Antenna 201: 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
201 N18 RF_maintenance ee Temporal Variability 7.038546 5.847469 6.797896 3.595295 4.325962 4.841080 7.038546 -2.847094 -2.902050

Antenna 201: 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
201 N18 RF_maintenance ee Shape 7.088101 6.036829 7.088101 3.270737 4.026574 3.889240 6.017424 -3.096363 -3.375787

Antenna 201: 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
201 N18 RF_maintenance ee Shape 7.366238 7.366238 6.155067 3.866328 3.090212 5.145671 3.464781 -3.759544 -3.423199

Antenna 201: 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
201 N18 RF_maintenance ee Shape 7.227949 6.202172 7.227949 3.344998 4.188975 3.903874 5.531754 -3.098052 -3.487776

Antenna 201: 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
201 N18 RF_maintenance ee Shape 7.508783 6.475145 7.508783 4.225748 5.027267 5.714590 6.331407 -3.709967 -4.551963

Antenna 201: 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
201 N18 RF_maintenance ee Temporal Variability 9.861658 6.223649 7.094501 4.083345 4.771251 9.210040 9.861658 -2.640450 -3.854999

Antenna 201: 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
201 N18 RF_maintenance ee Temporal Variability 7.164902 6.178676 7.140414 4.656489 5.453954 7.113479 7.164902 -5.575051 -6.202621

Antenna 201: 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
201 N18 RF_maintenance ee Shape 7.253120 6.313211 7.253120 4.091474 4.825508 5.444013 5.806073 -5.612021 -6.152419

Antenna 201: 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
201 N18 RF_maintenance ee Shape 8.267002 8.267002 7.320280 5.296278 4.684097 6.228919 5.646378 -3.446430 -2.960388

Antenna 201: 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
201 N18 RF_maintenance ee Shape 8.266226 8.266226 7.169549 4.389819 3.650966 5.666583 4.732302 -4.131628 -3.417169

Antenna 201: 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
201 N18 RF_maintenance ee Shape 8.399202 8.399202 6.748059 4.384336 3.603529 7.225993 5.140970 -3.914820 -3.406343

Antenna 201: 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
201 N18 RF_maintenance ee Shape 6.723752 5.582671 6.723752 3.779499 4.554203 6.368458 6.474915 -4.285750 -4.766769

Antenna 201: 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
201 N18 RF_maintenance ee Temporal Variability 7.676295 5.508258 6.640369 3.961468 4.949382 6.821347 7.676295 -4.315333 -4.898246

Antenna 201: 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
201 N18 RF_maintenance ee Temporal Variability 8.067413 5.542872 6.541189 3.865891 4.639439 7.472510 8.067413 -3.171859 -3.408316

Antenna 201: 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
201 N18 RF_maintenance ee Temporal Variability 8.558008 6.493739 5.531031 6.430571 5.839188 8.558008 7.988881 5.547058 4.691948

Antenna 201: 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
201 N18 RF_maintenance ee Temporal Variability 7.825260 6.395410 7.733474 3.819026 4.712117 7.080190 7.825260 -3.698632 -4.024316

Antenna 201: 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
201 N18 RF_maintenance ee Shape 7.764820 7.764820 6.310513 4.433544 3.572267 6.551026 6.333852 -4.948028 -4.674329

Antenna 201: 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
201 N18 RF_maintenance ee Shape 7.441764 6.283555 7.441764 4.318346 5.166990 4.863967 5.353238 -4.215141 -4.510558

Antenna 201: 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
201 N18 RF_maintenance nn Temporal Variability 7.105563 6.919503 5.553452 5.608758 4.586201 6.783428 7.105563 -4.171952 -3.639503

Antenna 201: 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
201 N18 RF_maintenance ee Shape 7.064190 5.874858 7.064190 6.113040 6.904740 6.173964 6.479803 -2.844247 -2.885781

Antenna 201: 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
201 N18 RF_maintenance ee Temporal Variability 8.816282 7.857708 6.340785 5.544466 4.512548 8.816282 8.757974 -5.585842 -5.000890

Antenna 201: 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
201 N18 RF_maintenance nn Temporal Variability 8.221424 5.168333 6.386611 5.377676 6.156215 8.221424 7.707094 0.052169 0.425819

Antenna 201: 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
201 N18 RF_maintenance nn Temporal Variability 6.996243 5.398330 6.446021 4.598546 5.118830 6.996243 5.540742 -2.831546 -1.905057

Antenna 201: 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
201 N18 RF_maintenance ee Shape 6.620237 6.620237 6.163574 4.842289 4.489575 5.458551 6.485096 1.984026 1.442924

Antenna 201: 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
201 N18 RF_maintenance ee Power 53.045795 9.994208 11.296365 50.710908 53.045795 15.524985 12.203712 9.156740 14.834652

Antenna 201: 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
201 N18 RF_maintenance nn Temporal Variability 6.931754 5.293005 6.505500 5.319238 6.047828 6.931754 6.379710 -3.579294 -3.849524

Antenna 201: 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
201 N18 RF_maintenance ee Power 46.309408 8.293980 9.409801 44.502343 46.309408 8.687740 6.703122 -6.509559 -7.436733

Antenna 201: 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
201 N18 RF_maintenance ee Power 55.088189 13.476583 15.106973 52.355465 55.088189 12.030216 9.486003 -3.054884 -3.511125

Antenna 201: 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
201 N18 RF_maintenance ee Power 61.581406 8.669586 9.724012 58.999308 61.581406 23.961844 18.784424 2.721035 -5.584774

Antenna 201: 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
201 N18 RF_maintenance ee Power 49.456092 9.463646 10.630299 47.726960 49.456092 7.395466 5.774835 -4.039477 -4.175964

Antenna 201: 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
201 N18 RF_maintenance ee Shape 4.868315 3.985509 4.868315 2.448022 3.090925 0.445905 0.501423 -4.631385 -4.889641

Antenna 201: 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
201 N18 RF_maintenance ee Power 60.081765 9.201149 9.860903 58.138655 60.081765 12.904376 9.848100 -8.274826 -8.745979

Antenna 201: 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
201 N18 RF_maintenance ee Power 42.906370 9.765384 8.903317 42.906370 40.469357 25.964532 36.004697 -7.458093 -7.264525

Antenna 201: 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
201 N18 RF_maintenance ee Power 58.051625 10.945903 9.308024 58.051625 55.365358 11.768052 16.831211 -1.840758 3.477164

Antenna 201: 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
201 N18 RF_ok ee Power 30.011967 15.325938 13.168848 30.011967 28.353746 15.870674 22.657202 -5.861520 -5.776645

Antenna 201: 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
201 N18 RF_ok ee Power 40.790935 11.433584 9.642905 40.790935 38.563456 6.287778 8.880893 -3.880057 -3.382527

Antenna 201: 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
201 N18 RF_ok ee Power 53.864256 8.648305 10.012614 50.974694 53.864256 25.110381 17.413068 -4.276643 -4.692485
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