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 = "171"
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 171 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 159 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 156 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 171, Node N16:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459976 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.821078 2.837813 -1.485461 0.052928 -0.764631 1.712352 -0.564225 0.535636 0.5747 0.5563 0.3548 nan nan
2459975 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.777194 2.676181 -1.567664 0.000737 -0.484582 1.900281 -0.547435 0.485111 0.5758 0.5576 0.3691 nan nan
2459974 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.687996 2.402713 -1.608962 0.142856 -0.867073 1.963103 -0.164672 0.866879 0.5849 0.5647 0.3683 nan nan
2459973 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.676359 2.318515 -1.500979 0.276098 -0.904801 1.122386 -0.572862 0.760072 0.5916 0.5709 0.3681 nan nan
2459972 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.785015 2.560020 -1.226312 0.561949 -0.616718 3.142839 -0.293762 0.626403 0.5715 0.5518 0.3655 nan nan
2459971 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.686856 2.500647 -1.388561 -0.030279 -0.699477 2.455100 -0.518081 0.642182 0.5766 0.5585 0.3638 nan nan
2459970 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.872928 2.720867 -1.232547 0.757459 -0.777843 2.306088 -0.605525 0.305940 0.5816 0.5614 0.3666 nan nan
2459969 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.779298 2.596570 -1.141406 0.896982 -0.884879 1.850550 -0.127326 1.781445 0.5915 0.5712 0.3727 nan nan
2459968 digital_ok 0.00% 0.00% 0.00% 0.00% - - 2.811168 2.740540 -1.046219 0.268599 -0.921809 3.277082 -1.075893 -0.787873 0.7158 0.7147 0.2484 nan nan
2459967 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.831838 2.775336 -1.277796 -0.152278 -0.922201 3.011924 -0.628679 0.394865 0.5846 0.5664 0.3602 nan nan
2459966 digital_ok 0.00% 0.00% 0.00% 0.00% - - 1.014722 3.240478 -1.200710 -0.170511 -0.714701 3.045894 -0.672688 0.687481 0.5802 0.5628 0.3608 nan nan
2459965 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.751965 2.838000 -1.241088 0.638537 -0.751695 1.669697 0.046888 1.315639 0.5886 0.5703 0.3489 nan nan
2459964 digital_ok 0.00% 0.00% 0.00% 0.00% - - 1.207365 3.150210 -1.521205 -0.079461 -0.945416 1.989832 -1.259976 -0.690011 0.6450 0.6252 0.3086 nan nan
2459963 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.675348 1.896735 -1.548168 0.248084 -1.421028 0.248736 -1.104156 0.037846 0.6732 0.6525 0.2475 nan nan
2459962 digital_ok 0.00% 0.00% 0.00% 0.00% - - 1.199389 2.951878 -1.222732 0.728723 -1.609468 1.276703 -1.004625 0.470089 0.6290 0.6163 0.3200 nan nan
2459961 digital_ok 0.00% 0.00% 0.00% 0.00% - - 2.322151 3.968397 -1.332048 0.112911 -1.808135 0.790642 -1.077247 -0.992050 0.7296 0.7089 0.2242 nan nan
2459960 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.658037 2.813342 -1.298525 0.552533 -0.683617 2.561111 -0.662948 0.620985 0.6073 0.5839 0.3072 nan nan
2459959 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.297309 2.776070 -1.844028 -0.034312 -0.863735 2.175087 -0.565550 1.219802 0.5942 0.5765 0.3429 nan nan
2459958 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.642962 3.040388 -1.324925 -0.273632 -0.876221 2.148344 -0.689906 0.514934 0.5874 0.5659 0.3590 nan nan
2459957 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.754854 2.840394 -1.251245 -0.300320 -0.360348 2.554482 0.718153 1.676807 0.5857 0.5688 0.3685 nan nan
2459956 digital_ok 100.00% 0.00% 0.00% 0.00% - - 2.138420 4.208693 -1.022012 -0.054766 -0.252589 2.143722 -0.713436 -0.850198 0.6313 0.6086 0.3107 nan nan
2459955 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.622371 2.486402 -1.172179 -0.262867 -0.722068 2.273960 -0.575440 0.885246 0.5803 0.5648 0.3669 nan nan
2459954 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.724599 2.661761 -1.240265 0.573703 -1.275639 2.557934 -0.845209 0.439383 0.5828 0.5670 0.3749 nan nan
2459953 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.643047 2.646171 -1.118745 -0.061294 -1.030476 2.472449 -0.556522 0.774406 0.5899 0.5744 0.3695 nan nan
2459952 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.712732 2.627117 -1.228556 0.870639 -1.076267 1.651621 0.002485 0.520376 0.5950 0.5776 0.3757 nan nan
2459951 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.397812 2.006496 -1.391009 0.345678 -1.231063 1.422657 -0.565519 1.097941 0.6096 0.5926 0.3779 nan nan
2459950 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.836253 2.552375 -1.229542 1.068075 -1.501158 1.720738 -0.387981 0.623378 0.6092 0.5876 0.3872 nan nan
2459949 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.500817 2.414552 -1.215698 1.009095 -1.103781 1.684399 -0.268569 1.247674 0.5940 0.5731 0.3827 nan nan
2459918 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.813672 2.431801 -1.028815 -0.039007 -1.287431 0.198675 -0.476842 1.577320 0.6189 0.6048 0.3931 nan nan
2459917 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.369802 2.174399 -1.451371 -0.079164 -0.430052 -0.668959 -0.185879 0.982315 0.6539 0.6362 0.4555 nan nan
2459916 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.450329 1.883084 -1.335179 0.675422 -1.442683 0.154330 -0.255386 0.986876 0.6190 0.6063 0.3934 nan nan
2459915 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.437004 2.208390 -1.577620 0.544521 -1.016139 1.031808 -0.899774 -0.048281 0.6583 0.6440 0.3561 nan nan
2459914 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.595572 2.582037 -1.509492 -0.376470 -1.109810 0.659632 -1.522396 -1.483956 0.6847 0.6819 0.3013 nan nan
2459913 digital_ok 0.00% 0.00% 0.00% 0.00% - - 1.070835 3.238896 -1.279629 -0.281362 -1.010203 0.890750 -0.932192 -0.055660 0.6251 0.6008 0.3981 nan nan
2459876 not_connected 100.00% 0.00% 0.00% 0.00% - - 2.154043 4.973025 6.173978 1.561669 2.342340 10.798449 0.948390 1.231536 0.6427 0.6025 0.3953 nan nan
2459875 not_connected 100.00% 0.00% 0.00% 0.00% - - 2.033340 4.972117 13.148363 1.271181 2.158322 5.090951 -0.045336 1.685015 0.6570 0.6442 0.4018 nan nan
2459874 not_connected 100.00% 0.00% 0.00% 0.00% - - 3.180088 7.154783 4.183762 0.259988 0.871568 6.744663 0.616030 0.281688 0.6398 0.5975 0.3896 nan nan
2459873 not_connected 100.00% 0.00% 0.00% 0.00% - - 2.677823 5.636171 8.793994 0.773685 0.991227 2.408041 -0.386079 0.468840 0.6385 0.5940 0.3908 nan nan
2459872 not_connected 100.00% 0.00% 0.00% 0.00% - - 1.884049 4.912056 12.365147 1.845614 3.484387 8.313352 -0.162875 -0.207770 0.6436 0.5984 0.3946 nan nan
2459871 not_connected 100.00% 0.00% 0.00% 0.00% - - 1.442559 3.732227 12.113700 1.293007 1.950088 6.692150 -0.228472 -0.157914 0.6473 0.5934 0.3954 nan nan
2459870 not_connected 100.00% 0.00% 0.00% 0.00% - - 3.207992 6.824728 8.863296 0.153703 1.680255 2.430574 -0.210716 -0.455092 0.6515 0.5994 0.3973 nan nan
2459869 not_connected 100.00% 0.00% 0.00% 0.00% - - 2.657319 4.703965 8.637600 -0.051622 2.296967 4.122188 0.853848 0.000073 0.6661 0.6281 0.3873 nan nan
2459868 not_connected 100.00% 0.00% 0.00% 0.00% - - 3.025237 6.695055 13.259288 1.374835 0.804435 3.966367 0.132027 0.238495 0.6391 0.5930 0.4039 nan nan
2459867 not_connected 100.00% 0.00% 0.00% 0.00% - - 1.781389 4.539614 10.918191 0.795694 0.361868 1.445325 0.071505 -0.300717 0.6507 0.5971 0.4075 nan nan
2459866 not_connected 100.00% 0.00% 0.00% 0.00% - - 2.108443 5.228848 6.648317 0.836164 0.031894 0.916199 -0.491115 -0.106036 0.6547 0.5986 0.4004 nan nan
2459865 not_connected 100.00% 0.00% 0.00% 0.00% - - 3.816222 8.846026 13.330809 0.074793 3.046104 7.519515 3.361318 1.802151 0.6768 0.6083 0.3822 nan nan
2459864 not_connected 100.00% 0.00% 0.00% 0.00% - - 2.823867 9.087409 5.769161 -0.992969 0.395646 4.038380 0.985973 1.243318 0.6523 0.5786 0.4233 nan nan
2459863 not_connected 100.00% 0.00% 0.00% 0.00% - - 0.612971 4.869763 -1.132752 -0.851700 -0.495423 -0.707105 -0.494537 0.072719 0.6461 0.5677 0.4158 nan nan
2459862 not_connected 100.00% 0.00% 0.00% 0.00% - - 1.237445 5.381482 9.955387 0.819685 0.658258 6.124185 -0.210676 -0.413593 0.6301 0.5993 0.4200 nan nan
2459861 not_connected 0.00% 0.00% 0.00% 0.00% - - -0.017515 2.907672 -2.166507 -0.445803 -1.194739 -2.142464 -0.543855 -0.507064 0.6624 0.5758 0.4291 nan nan
2459860 not_connected 100.00% 0.00% 0.00% 0.00% - - 0.427463 3.288814 7.626267 0.058157 1.262290 4.523127 -0.171642 -0.564387 0.6728 0.5888 0.4262 nan nan
2459859 not_connected 0.00% 0.00% 0.00% 0.00% - - -0.254313 2.473893 -2.576792 0.366808 -0.830720 -1.802992 -0.309750 -0.098712 0.6773 0.5916 0.4247 nan nan
2459858 not_connected 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.322313 2.570858 -2.728890 0.213363 -0.914839 -1.171654 -0.399993 -0.236156 0.6873 0.5973 0.4363 2.554990 2.081126
2459857 not_connected 0.00% 100.00% 100.00% 0.00% - - 1.822536 3.373211 1.520690 1.331699 -0.430601 0.083682 -1.504822 -2.130699 0.0292 0.0293 0.0006 nan nan
2459856 not_connected 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.893962 5.024504 7.146122 -0.148006 -0.309535 1.642503 -0.607468 -0.371254 0.6804 0.6161 0.4219 2.763073 2.195293
2459855 not_connected 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.651843 5.539403 7.928781 0.385077 -0.521077 1.326300 -0.660695 -0.579060 0.6517 0.6295 0.4432 2.749630 2.150417
2459854 not_connected 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.361715 5.907096 5.728786 -0.565681 -0.663239 1.700806 -0.627484 -0.637082 0.6770 0.6360 0.4606 2.799796 2.118599
2459853 not_connected 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.818240 5.441394 9.358166 -0.049308 -0.064410 1.785154 -0.364690 -0.317444 0.7051 0.5908 0.4530 3.352257 2.266019
2459852 not_connected 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.002164 6.621582 9.256279 0.134002 4.078278 3.987862 7.074828 2.327156 0.7997 0.7750 0.2649 3.955265 3.532607
2459851 not_connected 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 not_connected 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.817908 6.878561 8.879559 -0.043857 0.828945 5.875766 -0.200465 3.071102 0.7086 0.6707 0.3702 2.803273 2.092635
2459849 not_connected 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.042386 6.070842 18.169478 0.526725 0.515386 2.644560 -0.222885 0.331244 0.7054 0.6600 0.3877 3.569105 2.762000
2459848 not_connected 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.254984 4.412662 11.036468 0.562507 1.436585 6.080866 -0.204221 -0.394177 0.6829 0.6756 0.3948 2.794286 2.288513
2459847 not_connected 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.339975 5.012668 10.452231 0.904618 0.518877 9.736389 -0.517150 -0.508381 0.6863 0.5957 0.4496 3.338619 2.427621

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 171: 2459976

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
171 N16 digital_ok nn Shape 2.837813 2.837813 0.821078 0.052928 -1.485461 1.712352 -0.764631 0.535636 -0.564225

Antenna 171: 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
171 N16 digital_ok nn Shape 2.676181 0.777194 2.676181 -1.567664 0.000737 -0.484582 1.900281 -0.547435 0.485111

Antenna 171: 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
171 N16 digital_ok nn Shape 2.402713 0.687996 2.402713 -1.608962 0.142856 -0.867073 1.963103 -0.164672 0.866879

Antenna 171: 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
171 N16 digital_ok nn Shape 2.318515 0.676359 2.318515 -1.500979 0.276098 -0.904801 1.122386 -0.572862 0.760072

Antenna 171: 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
171 N16 digital_ok nn Temporal Variability 3.142839 0.785015 2.560020 -1.226312 0.561949 -0.616718 3.142839 -0.293762 0.626403

Antenna 171: 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
171 N16 digital_ok nn Shape 2.500647 0.686856 2.500647 -1.388561 -0.030279 -0.699477 2.455100 -0.518081 0.642182

Antenna 171: 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
171 N16 digital_ok nn Shape 2.720867 2.720867 0.872928 0.757459 -1.232547 2.306088 -0.777843 0.305940 -0.605525

Antenna 171: 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
171 N16 digital_ok nn Shape 2.596570 0.779298 2.596570 -1.141406 0.896982 -0.884879 1.850550 -0.127326 1.781445

Antenna 171: 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
171 N16 digital_ok nn Temporal Variability 3.277082 2.811168 2.740540 -1.046219 0.268599 -0.921809 3.277082 -1.075893 -0.787873

Antenna 171: 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
171 N16 digital_ok nn Temporal Variability 3.011924 0.831838 2.775336 -1.277796 -0.152278 -0.922201 3.011924 -0.628679 0.394865

Antenna 171: 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
171 N16 digital_ok nn Shape 3.240478 3.240478 1.014722 -0.170511 -1.200710 3.045894 -0.714701 0.687481 -0.672688

Antenna 171: 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
171 N16 digital_ok nn Shape 2.838000 2.838000 0.751965 0.638537 -1.241088 1.669697 -0.751695 1.315639 0.046888

Antenna 171: 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
171 N16 digital_ok nn Shape 2.951878 2.951878 1.199389 0.728723 -1.222732 1.276703 -1.609468 0.470089 -1.004625

Antenna 171: 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
171 N16 digital_ok nn Shape 3.968397 3.968397 2.322151 0.112911 -1.332048 0.790642 -1.808135 -0.992050 -1.077247

Antenna 171: 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
171 N16 digital_ok nn Shape 2.813342 2.813342 0.658037 0.552533 -1.298525 2.561111 -0.683617 0.620985 -0.662948

Antenna 171: 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
171 N16 digital_ok nn Shape 2.776070 0.297309 2.776070 -1.844028 -0.034312 -0.863735 2.175087 -0.565550 1.219802

Antenna 171: 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
171 N16 digital_ok nn Shape 3.040388 3.040388 0.642962 -0.273632 -1.324925 2.148344 -0.876221 0.514934 -0.689906

Antenna 171: 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
171 N16 digital_ok nn Shape 2.840394 2.840394 0.754854 -0.300320 -1.251245 2.554482 -0.360348 1.676807 0.718153

Antenna 171: 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
171 N16 digital_ok nn Shape 4.208693 4.208693 2.138420 -0.054766 -1.022012 2.143722 -0.252589 -0.850198 -0.713436

Antenna 171: 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
171 N16 digital_ok nn Shape 2.486402 0.622371 2.486402 -1.172179 -0.262867 -0.722068 2.273960 -0.575440 0.885246

Antenna 171: 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
171 N16 digital_ok nn Shape 2.661761 2.661761 0.724599 0.573703 -1.240265 2.557934 -1.275639 0.439383 -0.845209

Antenna 171: 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
171 N16 digital_ok nn Shape 2.646171 2.646171 0.643047 -0.061294 -1.118745 2.472449 -1.030476 0.774406 -0.556522

Antenna 171: 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
171 N16 digital_ok nn Shape 2.627117 2.627117 0.712732 0.870639 -1.228556 1.651621 -1.076267 0.520376 0.002485

Antenna 171: 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
171 N16 digital_ok nn Shape 2.006496 2.006496 0.397812 0.345678 -1.391009 1.422657 -1.231063 1.097941 -0.565519

Antenna 171: 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
171 N16 digital_ok nn Shape 2.552375 2.552375 0.836253 1.068075 -1.229542 1.720738 -1.501158 0.623378 -0.387981

Antenna 171: 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
171 N16 digital_ok nn Shape 2.414552 0.500817 2.414552 -1.215698 1.009095 -1.103781 1.684399 -0.268569 1.247674

Antenna 171: 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
171 N16 digital_ok nn Shape 2.431801 2.431801 0.813672 -0.039007 -1.028815 0.198675 -1.287431 1.577320 -0.476842

Antenna 171: 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
171 N16 digital_ok nn Shape 2.174399 2.174399 0.369802 -0.079164 -1.451371 -0.668959 -0.430052 0.982315 -0.185879

Antenna 171: 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
171 N16 digital_ok nn Shape 1.883084 0.450329 1.883084 -1.335179 0.675422 -1.442683 0.154330 -0.255386 0.986876

Antenna 171: 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
171 N16 digital_ok nn Shape 2.208390 0.437004 2.208390 -1.577620 0.544521 -1.016139 1.031808 -0.899774 -0.048281

Antenna 171: 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
171 N16 digital_ok nn Shape 2.582037 0.595572 2.582037 -1.509492 -0.376470 -1.109810 0.659632 -1.522396 -1.483956

Antenna 171: 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
171 N16 digital_ok nn Shape 3.238896 3.238896 1.070835 -0.281362 -1.279629 0.890750 -1.010203 -0.055660 -0.932192

Antenna 171: 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
171 N16 not_connected nn Temporal Variability 10.798449 2.154043 4.973025 6.173978 1.561669 2.342340 10.798449 0.948390 1.231536

Antenna 171: 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
171 N16 not_connected ee Power 13.148363 2.033340 4.972117 13.148363 1.271181 2.158322 5.090951 -0.045336 1.685015

Antenna 171: 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
171 N16 not_connected nn Shape 7.154783 3.180088 7.154783 4.183762 0.259988 0.871568 6.744663 0.616030 0.281688

Antenna 171: 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
171 N16 not_connected ee Power 8.793994 2.677823 5.636171 8.793994 0.773685 0.991227 2.408041 -0.386079 0.468840

Antenna 171: 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
171 N16 not_connected ee Power 12.365147 4.912056 1.884049 1.845614 12.365147 8.313352 3.484387 -0.207770 -0.162875

Antenna 171: 2459871

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
171 N16 not_connected ee Power 12.113700 3.732227 1.442559 1.293007 12.113700 6.692150 1.950088 -0.157914 -0.228472

Antenna 171: 2459870

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
171 N16 not_connected ee Power 8.863296 3.207992 6.824728 8.863296 0.153703 1.680255 2.430574 -0.210716 -0.455092

Antenna 171: 2459869

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
171 N16 not_connected ee Power 8.637600 2.657319 4.703965 8.637600 -0.051622 2.296967 4.122188 0.853848 0.000073

Antenna 171: 2459868

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
171 N16 not_connected ee Power 13.259288 3.025237 6.695055 13.259288 1.374835 0.804435 3.966367 0.132027 0.238495

Antenna 171: 2459867

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
171 N16 not_connected ee Power 10.918191 1.781389 4.539614 10.918191 0.795694 0.361868 1.445325 0.071505 -0.300717

Antenna 171: 2459866

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
171 N16 not_connected ee Power 6.648317 5.228848 2.108443 0.836164 6.648317 0.916199 0.031894 -0.106036 -0.491115

Antenna 171: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
171 N16 not_connected ee Power 13.330809 3.816222 8.846026 13.330809 0.074793 3.046104 7.519515 3.361318 1.802151

Antenna 171: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
171 N16 not_connected nn Shape 9.087409 9.087409 2.823867 -0.992969 5.769161 4.038380 0.395646 1.243318 0.985973

Antenna 171: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
171 N16 not_connected nn Shape 4.869763 0.612971 4.869763 -1.132752 -0.851700 -0.495423 -0.707105 -0.494537 0.072719

Antenna 171: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
171 N16 not_connected ee Power 9.955387 1.237445 5.381482 9.955387 0.819685 0.658258 6.124185 -0.210676 -0.413593

Antenna 171: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
171 N16 not_connected nn Shape 2.907672 2.907672 -0.017515 -0.445803 -2.166507 -2.142464 -1.194739 -0.507064 -0.543855

Antenna 171: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
171 N16 not_connected ee Power 7.626267 0.427463 3.288814 7.626267 0.058157 1.262290 4.523127 -0.171642 -0.564387

Antenna 171: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
171 N16 not_connected nn Shape 2.473893 -0.254313 2.473893 -2.576792 0.366808 -0.830720 -1.802992 -0.309750 -0.098712

Antenna 171: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
171 N16 not_connected nn Shape 2.570858 2.570858 -0.322313 0.213363 -2.728890 -1.171654 -0.914839 -0.236156 -0.399993

Antenna 171: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
171 N16 not_connected nn Shape 3.373211 3.373211 1.822536 1.331699 1.520690 0.083682 -0.430601 -2.130699 -1.504822

Antenna 171: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
171 N16 not_connected ee Power 7.146122 0.893962 5.024504 7.146122 -0.148006 -0.309535 1.642503 -0.607468 -0.371254

Antenna 171: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
171 N16 not_connected ee Power 7.928781 5.539403 1.651843 0.385077 7.928781 1.326300 -0.521077 -0.579060 -0.660695

Antenna 171: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
171 N16 not_connected nn Shape 5.907096 5.907096 1.361715 -0.565681 5.728786 1.700806 -0.663239 -0.637082 -0.627484

Antenna 171: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
171 N16 not_connected ee Power 9.358166 5.441394 0.818240 -0.049308 9.358166 1.785154 -0.064410 -0.317444 -0.364690

Antenna 171: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
171 N16 not_connected ee Power 9.256279 3.002164 6.621582 9.256279 0.134002 4.078278 3.987862 7.074828 2.327156

Antenna 171: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
171 N16 not_connected ee Shape nan nan nan inf inf nan nan nan nan

Antenna 171: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
171 N16 not_connected ee Power 8.879559 0.817908 6.878561 8.879559 -0.043857 0.828945 5.875766 -0.200465 3.071102

Antenna 171: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
171 N16 not_connected ee Power 18.169478 1.042386 6.070842 18.169478 0.526725 0.515386 2.644560 -0.222885 0.331244

Antenna 171: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
171 N16 not_connected ee Power 11.036468 4.412662 1.254984 0.562507 11.036468 6.080866 1.436585 -0.394177 -0.204221

Antenna 171: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
171 N16 not_connected ee Power 10.452231 5.012668 1.339975 0.904618 10.452231 9.736389 0.518877 -0.508381 -0.517150
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