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 = "207"
csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 207 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 253 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_
Found 247 auto_metrics notebooks in /home/obs/src/H5C_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/H5C_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/H5C_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 207, Node N19:

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)
2459810 RF_ok 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459809 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 6.344246 4.811994 17.039031 14.079808 20.709002 13.154029 -0.872782 -1.918343 0.0551 0.0537 0.0071 0.000000 0.000000
2459808 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 12.392086 9.989697 18.132815 15.219042 17.228741 13.840410 6.765527 5.335436 0.0579 0.0608 0.0056 1.115665 1.104854
2459807 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 12.871128 10.683996 12.287838 10.429714 14.919926 12.712773 23.411474 19.568754 0.0565 0.0578 0.0051 1.329647 1.331398
2459806 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 12.176126 8.944152 19.948293 16.316951 27.332616 25.880955 21.085373 18.522057 0.0533 0.0536 0.0050 0.000000 0.000000
2459805 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 11.461933 9.609488 16.163920 14.165949 12.378838 11.314141 4.556014 3.520751 0.0530 0.0567 0.0046 1.329796 1.329727
2459804 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 13.846431 11.108954 15.248141 12.743136 13.523887 11.930587 2.981134 2.326274 0.0551 0.0521 0.0045 1.139933 1.141918
2459803 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 17.138676 13.873013 20.763211 17.626958 14.265367 12.581140 10.026037 8.642479 0.0603 0.0619 0.0061 0.973488 0.970341
2459802 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 14.340037 11.365266 18.203234 14.984312 24.726803 18.999344 5.356102 4.130143 0.0587 0.0599 0.0061 0.000000 0.000000
2459801 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 13.587382 11.399441 14.958784 12.656195 24.616591 20.993720 15.788465 13.212024 0.0610 0.0615 0.0058 0.852593 0.850340
2459800 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 14.511892 12.044655 14.014888 11.936042 14.383616 12.055209 15.390113 12.196290 0.0668 0.0635 0.0073 1.168812 1.163681
2459799 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 11.641999 8.791069 18.104087 14.855483 35.422843 27.794681 7.859908 5.111628 0.7082 0.6133 0.4012 4.213687 3.410638
2459798 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 13.902816 11.186781 14.680800 12.311447 11.747782 9.389074 9.132382 4.036286 0.6660 0.6502 0.4144 6.326331 6.234163
2459797 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 11.723365 9.650864 14.146332 12.120262 16.012652 13.401203 19.563355 18.650977 0.6534 0.6395 0.4151 8.115338 10.574607
2459796 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 12.939003 10.259814 19.447477 15.950122 13.794774 11.004666 13.466385 12.224021 0.6502 0.6384 0.3992 0.000000 0.000000
2459795 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 14.407464 11.419240 15.292130 12.372019 15.808400 12.651703 18.939743 17.790266 0.6238 0.6107 0.4135 5.821645 5.279639
2459794 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 13.843184 11.040640 15.875565 13.224244 18.964142 15.225631 19.498215 17.572774 0.6442 0.6354 0.3899 1.190562 1.187761
2459793 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 11.073093 9.099018 15.055782 12.362343 19.683932 15.675409 9.109954 8.129122 0.6285 0.6295 0.3872 0.000000 0.000000
2459792 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 11.555069 9.094335 18.284426 15.829319 23.675416 19.372021 8.097230 7.209955 0.7046 0.6114 0.3965 10.842047 8.588111
2459791 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 13.298959 10.973120 20.762723 17.824944 21.246199 17.699906 3.112719 2.428077 0.6198 0.6208 0.3765 5.681177 6.120765
2459790 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 20.692002 17.516300 19.018280 16.724378 28.573640 24.404526 7.981260 6.728917 0.5996 0.6049 0.3728 0.000000 0.000000
2459789 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 17.885940 23.522841 20.022465 26.497286 30.003718 37.855343 17.942743 19.902150 0.5781 0.5633 0.3659 0.000000 0.000000
2459788 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 15.293754 17.428804 20.858462 24.470195 31.921647 35.059770 7.591773 8.310237 0.5856 0.5819 0.3552 0.870131 0.857420
2459787 RF_ok 100.00% 8.06% 8.06% 0.00% 100.00% 0.00% 14.803697 19.737071 17.225542 23.383307 20.698388 25.905366 8.122829 8.794044 0.5469 0.5301 0.3530 -0.000000 -0.000000
2459786 RF_ok 100.00% 5.38% 8.06% 0.00% 100.00% 0.00% 15.955783 20.977831 21.635889 28.060185 32.124613 39.471240 12.999110 13.915152 0.5498 0.5358 0.3377 1.136486 1.127508
2459785 RF_ok 100.00% 2.15% 1.61% 0.00% 100.00% 0.00% 12.843809 12.075175 41.871665 40.560361 37.758620 34.320336 5.083691 4.403854 0.6936 0.6056 0.3869 0.000000 0.000000
2459784 RF_ok 100.00% 16.13% 10.75% 0.00% 100.00% 0.00% 19.476895 18.117823 31.762263 31.385816 41.977384 36.226029 1.961403 1.288426 0.5093 0.5162 0.3066 4.136896 4.902717
2459783 RF_ok 100.00% 2.70% 0.00% 0.00% 100.00% 0.00% 16.952768 15.093114 9.297127 8.416136 20.259830 16.691083 8.807294 4.244832 0.5087 0.5151 0.3021 3.290062 3.416518
2459782 RF_ok 100.00% 21.51% 8.06% 0.00% 100.00% 0.00% 15.717787 14.212363 4.742821 4.235319 11.367646 9.646678 6.438199 2.930906 0.4862 0.4958 0.2889 4.710386 5.681303
2459781 RF_ok 0.00% 10.43% 9.13% 0.00% 100.00% 0.00% 2.255449 1.642361 0.998111 0.719582 0.112547 0.035707 -2.068591 -1.952926 0.6651 0.6201 0.3414 7.334525 7.585301
2459778 RF_ok 100.00% 4.30% 0.00% 0.00% 100.00% 0.00% 10.109078 7.889864 7.183918 5.736839 19.395744 17.502236 12.230989 8.437075 0.6714 0.5898 0.3828 7.662634 6.450161
2459776 RF_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 9.512394 6.423398 7.927208 6.892906 28.797349 18.705239 20.296968 22.855083 0.7175 0.6193 0.3941 10.115597 8.022342
2459774 RF_ok - 3.12% 0.00% 0.00% - - nan nan nan nan nan nan nan nan 0.6827 0.5958 0.3817 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 207: 2459810

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
207 N19 RF_ok ee Shape nan nan nan nan nan nan nan nan nan

Antenna 207: 2459809

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
207 N19 RF_ok ee Temporal Variability 20.709002 4.811994 6.344246 14.079808 17.039031 13.154029 20.709002 -1.918343 -0.872782

Antenna 207: 2459808

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
207 N19 RF_ok ee Power 18.132815 9.989697 12.392086 15.219042 18.132815 13.840410 17.228741 5.335436 6.765527

Antenna 207: 2459807

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
207 N19 RF_ok ee Temporal Discontinuties 23.411474 10.683996 12.871128 10.429714 12.287838 12.712773 14.919926 19.568754 23.411474

Antenna 207: 2459806

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
207 N19 RF_ok ee Temporal Variability 27.332616 12.176126 8.944152 19.948293 16.316951 27.332616 25.880955 21.085373 18.522057

Antenna 207: 2459805

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
207 N19 RF_ok ee Power 16.163920 11.461933 9.609488 16.163920 14.165949 12.378838 11.314141 4.556014 3.520751

Antenna 207: 2459804

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
207 N19 RF_ok ee Power 15.248141 11.108954 13.846431 12.743136 15.248141 11.930587 13.523887 2.326274 2.981134

Antenna 207: 2459803

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
207 N19 RF_ok ee Power 20.763211 17.138676 13.873013 20.763211 17.626958 14.265367 12.581140 10.026037 8.642479

Antenna 207: 2459802

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
207 N19 RF_ok ee Temporal Variability 24.726803 11.365266 14.340037 14.984312 18.203234 18.999344 24.726803 4.130143 5.356102

Antenna 207: 2459801

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
207 N19 RF_ok ee Temporal Variability 24.616591 11.399441 13.587382 12.656195 14.958784 20.993720 24.616591 13.212024 15.788465

Antenna 207: 2459800

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
207 N19 RF_ok ee Temporal Discontinuties 15.390113 12.044655 14.511892 11.936042 14.014888 12.055209 14.383616 12.196290 15.390113

Antenna 207: 2459799

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
207 N19 RF_ok ee Temporal Variability 35.422843 8.791069 11.641999 14.855483 18.104087 27.794681 35.422843 5.111628 7.859908

Antenna 207: 2459798

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
207 N19 RF_ok ee Power 14.680800 13.902816 11.186781 14.680800 12.311447 11.747782 9.389074 9.132382 4.036286

Antenna 207: 2459797

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
207 N19 RF_ok ee Temporal Discontinuties 19.563355 9.650864 11.723365 12.120262 14.146332 13.401203 16.012652 18.650977 19.563355

Antenna 207: 2459796

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
207 N19 RF_ok ee Power 19.447477 12.939003 10.259814 19.447477 15.950122 13.794774 11.004666 13.466385 12.224021

Antenna 207: 2459795

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
207 N19 RF_ok ee Temporal Discontinuties 18.939743 11.419240 14.407464 12.372019 15.292130 12.651703 15.808400 17.790266 18.939743

Antenna 207: 2459794

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
207 N19 RF_ok ee Temporal Discontinuties 19.498215 13.843184 11.040640 15.875565 13.224244 18.964142 15.225631 19.498215 17.572774

Antenna 207: 2459793

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
207 N19 RF_ok ee Temporal Variability 19.683932 11.073093 9.099018 15.055782 12.362343 19.683932 15.675409 9.109954 8.129122

Antenna 207: 2459792

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
207 N19 RF_ok ee Temporal Variability 23.675416 11.555069 9.094335 18.284426 15.829319 23.675416 19.372021 8.097230 7.209955

Antenna 207: 2459791

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
207 N19 RF_ok ee Temporal Variability 21.246199 13.298959 10.973120 20.762723 17.824944 21.246199 17.699906 3.112719 2.428077

Antenna 207: 2459790

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
207 N19 RF_ok ee Temporal Variability 28.573640 17.516300 20.692002 16.724378 19.018280 24.404526 28.573640 6.728917 7.981260

Antenna 207: 2459789

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
207 N19 RF_ok nn Temporal Variability 37.855343 23.522841 17.885940 26.497286 20.022465 37.855343 30.003718 19.902150 17.942743

Antenna 207: 2459788

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
207 N19 RF_ok nn Temporal Variability 35.059770 17.428804 15.293754 24.470195 20.858462 35.059770 31.921647 8.310237 7.591773

Antenna 207: 2459787

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
207 N19 RF_ok nn Temporal Variability 25.905366 14.803697 19.737071 17.225542 23.383307 20.698388 25.905366 8.122829 8.794044

Antenna 207: 2459786

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
207 N19 RF_ok nn Temporal Variability 39.471240 20.977831 15.955783 28.060185 21.635889 39.471240 32.124613 13.915152 12.999110

Antenna 207: 2459785

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
207 N19 RF_ok ee Power 41.871665 12.075175 12.843809 40.560361 41.871665 34.320336 37.758620 4.403854 5.083691

Antenna 207: 2459784

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
207 N19 RF_ok ee Temporal Variability 41.977384 19.476895 18.117823 31.762263 31.385816 41.977384 36.226029 1.961403 1.288426

Antenna 207: 2459783

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
207 N19 RF_ok ee Temporal Variability 20.259830 15.093114 16.952768 8.416136 9.297127 16.691083 20.259830 4.244832 8.807294

Antenna 207: 2459782

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
207 N19 RF_ok ee Shape 15.717787 14.212363 15.717787 4.235319 4.742821 9.646678 11.367646 2.930906 6.438199

Antenna 207: 2459781

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
207 N19 RF_ok ee Shape 2.255449 2.255449 1.642361 0.998111 0.719582 0.112547 0.035707 -2.068591 -1.952926

Antenna 207: 2459778

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
207 N19 RF_ok ee Temporal Variability 19.395744 7.889864 10.109078 5.736839 7.183918 17.502236 19.395744 8.437075 12.230989

Antenna 207: 2459776

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
207 N19 RF_ok ee Temporal Variability 28.797349 9.512394 6.423398 7.927208 6.892906 28.797349 18.705239 20.296968 22.855083
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