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 = "243"
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 243 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 243, 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% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459808 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 14.352558 13.695185 127.280149 142.004240 2956.952109 2956.805846 12893.387118 12894.356975 nan nan nan 0.000000 0.000000
2459807 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 14.220693 14.112448 inf inf 2842.224377 2842.155787 40696.481426 40699.063338 nan nan nan 0.000000 0.000000
2459806 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 10.345725 12.112099 96.963869 89.907015 3446.448534 3529.783144 30201.329481 30195.058153 nan nan nan 0.000000 0.000000
2459805 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 9.222036 9.981063 119.022439 115.615303 2743.116763 2743.216769 9791.026756 9790.224836 nan nan nan 0.000000 0.000000
2459804 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 10.196791 12.787670 inf inf 3151.639508 3151.584107 6887.722579 6886.985208 nan nan nan 0.000000 0.000000
2459803 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 11.063915 12.021235 141.026086 149.079808 3582.346696 3582.458463 21859.422192 21861.813562 nan nan nan 0.000000 0.000000
2459802 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 15.898267 17.139394 120.491111 128.204436 4366.339354 4366.349909 16260.445623 16261.091514 nan nan nan 0.000000 0.000000
2459801 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 14.922276 15.195961 107.525721 108.918330 4494.737933 4494.512319 29114.534210 29114.677672 nan nan nan 0.000000 0.000000
2459800 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 6.912344 12.425341 102.781058 97.027558 3632.537598 3632.303933 33128.646518 33125.759723 nan nan nan 0.000000 0.000000
2459799 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 8.454554 10.837189 87.110453 79.431882 4220.208404 4262.945656 11182.422533 11313.701533 nan nan nan 0.000000 0.000000
2459798 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 7.572457 4.294236 102.077062 109.562985 2704.644926 2704.736942 22905.960644 22908.507112 nan nan nan 0.000000 0.000000
2459797 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 6.323321 9.125842 inf inf 3385.389773 3385.036546 30002.191239 29999.043545 nan nan nan 0.000000 0.000000
2459796 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 7.338063 3.986831 inf inf 2689.398231 2689.339855 30962.312084 30963.937075 nan nan nan 0.000000 0.000000
2459795 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 24.639854 26.698159 inf inf 2779.878504 2779.359523 29625.668753 29627.102117 nan nan nan 0.000000 0.000000
2459794 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 7.286938 12.159095 inf inf 3383.496372 3382.941891 48796.528391 48787.697222 nan nan nan 0.000000 0.000000
2459793 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 5.001662 9.157050 104.707899 98.933975 3465.714731 3465.276571 23974.377379 23969.621078 nan nan nan 0.000000 0.000000
2459792 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 8.215203 10.969054 90.160729 81.644661 2801.541889 2830.190952 11837.414111 11834.570659 nan nan nan 0.000000 0.000000
2459791 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 6.474323 11.879043 inf inf 3081.024629 3092.934255 6725.959434 6740.204130 nan nan nan 0.000000 0.000000
2459790 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 9.641685 17.467494 inf inf 4473.497856 4473.472752 20427.790071 20422.173257 nan nan nan 0.000000 0.000000
2459789 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 11.153375 18.011082 inf inf 4560.928044 4560.759962 46561.614197 46557.937606 nan nan nan 0.000000 0.000000
2459788 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 9.509730 13.680563 138.290493 128.436900 5162.217641 5162.029463 21278.327748 21273.075516 nan nan nan 0.000000 0.000000
2459787 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 9.859256 12.769674 113.421740 105.056463 3450.337212 3450.394593 21398.483153 21395.214306 nan nan nan 0.000000 0.000000
2459786 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 11.419346 15.249826 inf inf 5391.331152 5390.940612 31512.405289 31507.511435 nan nan nan 0.000000 0.000000
2459785 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 7.858105 12.621210 152.562807 125.514189 3111.783136 3205.437528 8326.784647 8324.047962 nan nan nan 0.000000 0.000000
2459784 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 9.225956 18.274707 143.306272 123.599095 5280.203590 5279.727067 2929.998607 2928.932088 nan nan nan 0.000000 0.000000
2459783 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 13.024173 15.793007 inf inf 3001.218345 3001.238523 18445.055835 18444.485482 nan nan nan 0.000000 0.000000
2459782 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 13.564694 15.757005 inf inf 1863.926310 1864.098517 13271.574716 13271.462818 nan nan nan 0.000000 0.000000
2459781 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.486881 1.368820 12.011190 11.884024 535.545115 559.216531 6700.225726 6699.748213 nan nan nan 0.000000 0.000000
2459778 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 7.652027 7.072381 24.779638 25.430327 1841.091668 1926.043721 18788.591220 18784.422529 nan nan nan 0.000000 0.000000
2459776 RF_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 25.339161 7.299739 34.189464 26.738228 8874.822911 8863.344602 26222.785144 26203.024328 nan nan nan 0.000000 0.000000

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 243: 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
243 N19 RF_ok ee Shape nan nan nan nan nan nan nan nan nan

Antenna 243: 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
243 N19 RF_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 243: 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
243 N19 RF_ok nn Temporal Discontinuties 12894.356975 13.695185 14.352558 142.004240 127.280149 2956.805846 2956.952109 12894.356975 12893.387118

Antenna 243: 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
243 N19 RF_ok nn Power inf 14.112448 14.220693 inf inf 2842.155787 2842.224377 40699.063338 40696.481426

Antenna 243: 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
243 N19 RF_ok ee Temporal Discontinuties 30201.329481 10.345725 12.112099 96.963869 89.907015 3446.448534 3529.783144 30201.329481 30195.058153

Antenna 243: 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
243 N19 RF_ok ee Temporal Discontinuties 9791.026756 9.222036 9.981063 119.022439 115.615303 2743.116763 2743.216769 9791.026756 9790.224836

Antenna 243: 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
243 N19 RF_ok nn Power inf 12.787670 10.196791 inf inf 3151.584107 3151.639508 6886.985208 6887.722579

Antenna 243: 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
243 N19 RF_ok nn Temporal Discontinuties 21861.813562 11.063915 12.021235 141.026086 149.079808 3582.346696 3582.458463 21859.422192 21861.813562

Antenna 243: 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
243 N19 RF_ok nn Temporal Discontinuties 16261.091514 17.139394 15.898267 128.204436 120.491111 4366.349909 4366.339354 16261.091514 16260.445623

Antenna 243: 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
243 N19 RF_ok nn Temporal Discontinuties 29114.677672 15.195961 14.922276 108.918330 107.525721 4494.512319 4494.737933 29114.677672 29114.534210

Antenna 243: 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
243 N19 RF_ok ee Temporal Discontinuties 33128.646518 12.425341 6.912344 97.027558 102.781058 3632.303933 3632.537598 33125.759723 33128.646518

Antenna 243: 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
243 N19 RF_ok nn Temporal Discontinuties 11313.701533 10.837189 8.454554 79.431882 87.110453 4262.945656 4220.208404 11313.701533 11182.422533

Antenna 243: 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
243 N19 RF_ok nn Temporal Discontinuties 22908.507112 7.572457 4.294236 102.077062 109.562985 2704.644926 2704.736942 22905.960644 22908.507112

Antenna 243: 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
243 N19 RF_ok nn Power inf 9.125842 6.323321 inf inf 3385.036546 3385.389773 29999.043545 30002.191239

Antenna 243: 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
243 N19 RF_ok ee Power inf 7.338063 3.986831 inf inf 2689.398231 2689.339855 30962.312084 30963.937075

Antenna 243: 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
243 N19 RF_ok nn Power inf 26.698159 24.639854 inf inf 2779.359523 2779.878504 29627.102117 29625.668753

Antenna 243: 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
243 N19 RF_ok ee Power inf 7.286938 12.159095 inf inf 3383.496372 3382.941891 48796.528391 48787.697222

Antenna 243: 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
243 N19 RF_ok ee Temporal Discontinuties 23974.377379 5.001662 9.157050 104.707899 98.933975 3465.714731 3465.276571 23974.377379 23969.621078

Antenna 243: 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
243 N19 RF_ok ee Temporal Discontinuties 11837.414111 8.215203 10.969054 90.160729 81.644661 2801.541889 2830.190952 11837.414111 11834.570659

Antenna 243: 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
243 N19 RF_ok ee Power inf 6.474323 11.879043 inf inf 3081.024629 3092.934255 6725.959434 6740.204130

Antenna 243: 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
243 N19 RF_ok nn Power inf 17.467494 9.641685 inf inf 4473.472752 4473.497856 20422.173257 20427.790071

Antenna 243: 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
243 N19 RF_ok nn Power inf 18.011082 11.153375 inf inf 4560.759962 4560.928044 46557.937606 46561.614197

Antenna 243: 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
243 N19 RF_ok ee Temporal Discontinuties 21278.327748 13.680563 9.509730 128.436900 138.290493 5162.029463 5162.217641 21273.075516 21278.327748

Antenna 243: 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
243 N19 RF_ok ee Temporal Discontinuties 21398.483153 9.859256 12.769674 113.421740 105.056463 3450.337212 3450.394593 21398.483153 21395.214306

Antenna 243: 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
243 N19 RF_ok nn Power inf 15.249826 11.419346 inf inf 5390.940612 5391.331152 31507.511435 31512.405289

Antenna 243: 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
243 N19 RF_ok ee Temporal Discontinuties 8326.784647 12.621210 7.858105 125.514189 152.562807 3205.437528 3111.783136 8324.047962 8326.784647

Antenna 243: 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
243 N19 RF_ok ee Temporal Variability 5280.203590 9.225956 18.274707 143.306272 123.599095 5280.203590 5279.727067 2929.998607 2928.932088

Antenna 243: 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
243 N19 RF_ok nn Power inf 15.793007 13.024173 inf inf 3001.238523 3001.218345 18444.485482 18445.055835

Antenna 243: 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
243 N19 RF_ok nn Power inf 15.757005 13.564694 inf inf 1864.098517 1863.926310 13271.462818 13271.574716

Antenna 243: 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
243 N19 RF_ok ee Temporal Discontinuties 6700.225726 1.486881 1.368820 12.011190 11.884024 535.545115 559.216531 6700.225726 6699.748213

Antenna 243: 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
243 N19 RF_ok ee Temporal Discontinuties 18788.591220 7.072381 7.652027 25.430327 24.779638 1926.043721 1841.091668 18784.422529 18788.591220

Antenna 243: 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
243 N19 RF_ok ee Temporal Discontinuties 26222.785144 25.339161 7.299739 34.189464 26.738228 8874.822911 8863.344602 26222.785144 26203.024328
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