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 = "117"
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 117 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 255 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_
Found 248 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/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 117, Node N07:

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 digital_ok 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459809 digital_ok 100.00% 0.00% 4.08% 0.00% 100.00% 0.00% 0.734919 0.687022 5.460434 5.576472 2.022948 -0.100511 -0.493427 -1.505872 0.8098 0.5434 0.5951 2.768355 2.334286
2459808 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.840774 2.852999 6.258874 6.627884 2.808368 3.460181 -1.263565 -1.685935 0.7925 0.7348 0.4802 5.453508 5.818526
2459807 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.616556 3.252085 4.575282 4.563470 3.474236 3.514751 -2.422754 -2.486888 0.7776 0.7135 0.4787 5.406003 6.589484
2459806 digital_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
2459805 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.981884 2.821068 5.967644 6.286143 2.542952 3.193119 -0.750514 -1.356140 0.7849 0.7342 0.4761 5.756962 6.678847
2459804 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.377341 3.293333 5.575690 5.395489 2.432490 2.697356 -1.057953 -1.167804 0.7776 0.7261 0.4674 4.232447 4.167854
2459803 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.962293 4.238189 7.605403 7.730504 2.519467 2.809776 -1.725736 -2.005072 0.7599 0.7175 0.4529 5.238622 5.670868
2459802 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.424948 3.411258 6.188000 5.850920 4.488872 4.675670 -1.159471 -1.384728 0.7676 0.6213 0.5124 4.640374 4.744524
2459801 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.275175 3.490976 5.124829 5.254556 4.162591 4.867847 -2.024756 -2.347669 0.7757 0.7072 0.4693 10.080132 12.081229
2459800 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.926086 3.968525 4.597515 4.821917 2.533811 1.997234 -1.824554 -2.510896 0.7456 0.7183 0.4283 7.910223 9.753416
2459799 digital_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
2459798 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.901580 3.331446 4.767734 4.895306 1.931876 1.404588 -1.618247 -1.976311 0.7223 0.6967 0.4250 6.037405 5.935787
2459797 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.815363 3.048569 5.051353 5.131485 3.478722 2.375446 -1.743639 -2.111077 0.7203 0.6975 0.4181 7.314958 6.303703
2459796 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.057242 3.025489 7.207296 6.709757 2.828135 1.899882 -1.300680 -2.126489 0.7061 0.6866 0.4068 0.000000 0.000000
2459795 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.089620 3.734610 5.332228 4.875037 2.816446 1.961849 -1.837339 -2.299775 0.7048 0.6896 0.4172 19.026323 17.397593
2459794 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 6.091472 3.523828 9.686090 5.392616 9.152015 2.835910 -2.498010 -2.977253 0.7061 0.6949 0.4090 0.000000 0.000000
2459793 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 4.956887 2.949345 9.077473 4.701317 9.075933 2.439373 -1.837544 -1.927894 0.6948 0.6873 0.4073 25.630688 22.193038
2459792 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 13.892167 2.925513 22.826741 6.719755 30.601108 5.581405 -1.513056 -1.109375 0.7314 0.6513 0.4100 5.322822 5.683935
2459791 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 281.567965 281.608853 inf inf 1251.401721 1245.211796 1180.327285 1225.174932 nan nan nan 0.000000 0.000000
2459790 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 5.391695 6.369007 7.150999 7.585480 7.230270 6.835374 -1.296104 -1.687817 0.6630 0.6546 0.4069 3.937552 4.090767
2459789 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 5.212056 5.701069 9.441420 7.317835 9.759323 5.641839 -2.160385 -3.242996 0.6591 0.6524 0.3933 0.000000 0.000000
2459788 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 4.849648 4.308701 9.752530 7.759035 10.879023 6.438818 -1.434227 -1.710854 0.6374 0.6326 0.3798 6.330491 6.229627
2459787 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 4.318550 3.837693 7.707756 6.429290 6.494522 3.931779 -1.383967 -1.708821 0.6440 0.6405 0.3790 11.243866 11.541718
2459786 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 5.194415 4.473049 10.740342 8.237814 12.278169 6.714166 -1.737366 -1.847885 0.6230 0.6215 0.3645 2.850923 3.190933
2459785 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.137675 3.222994 14.814338 15.850247 9.149060 9.033434 -0.956665 -1.316597 0.7341 0.6524 0.4189 3.028450 2.587731
2459784 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.914584 5.279353 11.516980 12.894412 10.729353 10.527487 -1.180499 -1.574998 0.5888 0.5900 0.3462 4.139485 4.130079
2459783 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 3.118062 3.046261 2.452005 2.151115 3.093802 2.346974 -1.722464 -1.947466 0.5652 0.5650 0.3271 1.566038 1.500657
2459782 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 3.626847 3.362147 1.434753 1.127108 1.711965 1.282586 -1.622277 -1.751650 0.5453 0.5479 0.3223 1.705163 1.700652
2459781 digital_ok 100.00% 49.15% 49.15% 0.00% 100.00% 0.00% -0.993625 -0.871464 -0.796719 -0.798767 15.216788 15.279742 -1.379195 -1.576006 0.6967 0.6779 0.4356 2.308937 2.374587
2459778 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 1.60% 2.070087 1.757995 1.738500 1.600468 2.498335 2.076315 -1.799941 -2.012754 0.7027 0.6163 0.4178 1.896021 1.739439
2459776 digital_ok 0.00% 0.00% 0.00% 0.00% 5.41% 0.00% 0.619416 0.467278 1.558647 2.139623 1.270757 0.643189 -1.782338 -2.658929 0.7455 0.6562 0.4129 2.003421 1.644375
2459774 digital_ok - 0.00% 0.00% 0.00% - - nan nan nan nan nan nan nan nan 0.7310 0.6503 0.3949 nan nan
2459773 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.296166 0.547373 4.554786 0.797298 4.694045 0.909322 -2.162583 -1.223881 0.5154 0.5293 0.2910 5.986921 8.511369
2459772 digital_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
2459771 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.570646 -0.755834 0.031425 -0.936100 -0.395591 -1.026262 -1.371480 -0.642298 0.7235 0.6349 0.3947 1.960744 1.602154
2459770 digital_ok 0.00% 0.00% 0.00% 0.00% 2.63% 2.63% 1.819008 -0.028295 3.209023 -0.063069 2.991209 0.189947 -1.965047 -1.246493 0.5078 0.5196 0.2913 1.306103 1.320753
2459769 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.990498 0.350779 4.627752 0.469437 3.424894 0.112716 -1.623658 -1.116040 0.5039 0.5154 0.2960 3.000839 3.290617
2459768 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 7.983904 6.476786 12.977948 10.921546 12.718322 8.954015 -4.675239 -4.413766 0.4898 0.4989 0.2898 3.398618 3.481603
2459767 digital_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
2459766 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% -0.190889 -0.535132 -0.158816 -0.875718 -1.363568 -1.009100 -1.359508 -0.792614 0.5263 0.5392 0.3087 1.480628 1.520371
2459765 digital_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
2459764 digital_ok - - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459763 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 1.552727 0.441943 1.728116 -0.368824 -0.261666 -0.569817 -0.669686 -0.700742 0.7330 0.6537 0.4576 1.913288 1.597389

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 117: 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
117 N07 digital_ok ee Shape nan nan nan nan nan nan nan nan nan

Antenna 117: 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
117 N07 digital_ok nn Power 5.576472 0.687022 0.734919 5.576472 5.460434 -0.100511 2.022948 -1.505872 -0.493427

Antenna 117: 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
117 N07 digital_ok nn Power 6.627884 2.852999 2.840774 6.627884 6.258874 3.460181 2.808368 -1.685935 -1.263565

Antenna 117: 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
117 N07 digital_ok ee Power 4.575282 3.252085 3.616556 4.563470 4.575282 3.514751 3.474236 -2.486888 -2.422754

Antenna 117: 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
117 N07 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 117: 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
117 N07 digital_ok nn Power 6.286143 2.981884 2.821068 5.967644 6.286143 2.542952 3.193119 -0.750514 -1.356140

Antenna 117: 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
117 N07 digital_ok ee Power 5.575690 3.293333 3.377341 5.395489 5.575690 2.697356 2.432490 -1.167804 -1.057953

Antenna 117: 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
117 N07 digital_ok nn Power 7.730504 3.962293 4.238189 7.605403 7.730504 2.519467 2.809776 -1.725736 -2.005072

Antenna 117: 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
117 N07 digital_ok ee Power 6.188000 3.411258 3.424948 5.850920 6.188000 4.675670 4.488872 -1.384728 -1.159471

Antenna 117: 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
117 N07 digital_ok nn Power 5.254556 3.490976 3.275175 5.254556 5.124829 4.867847 4.162591 -2.347669 -2.024756

Antenna 117: 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
117 N07 digital_ok nn Power 4.821917 3.968525 2.926086 4.821917 4.597515 1.997234 2.533811 -2.510896 -1.824554

Antenna 117: 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
117 N07 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 117: 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
117 N07 digital_ok nn Power 4.895306 2.901580 3.331446 4.767734 4.895306 1.931876 1.404588 -1.618247 -1.976311

Antenna 117: 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
117 N07 digital_ok nn Power 5.131485 3.048569 2.815363 5.131485 5.051353 2.375446 3.478722 -2.111077 -1.743639

Antenna 117: 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
117 N07 digital_ok ee Power 7.207296 3.057242 3.025489 7.207296 6.709757 2.828135 1.899882 -1.300680 -2.126489

Antenna 117: 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
117 N07 digital_ok ee Power 5.332228 3.734610 3.089620 4.875037 5.332228 1.961849 2.816446 -2.299775 -1.837339

Antenna 117: 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
117 N07 digital_ok ee Power 9.686090 6.091472 3.523828 9.686090 5.392616 9.152015 2.835910 -2.498010 -2.977253

Antenna 117: 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
117 N07 digital_ok ee Power 9.077473 4.956887 2.949345 9.077473 4.701317 9.075933 2.439373 -1.837544 -1.927894

Antenna 117: 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
117 N07 digital_ok ee Temporal Variability 30.601108 13.892167 2.925513 22.826741 6.719755 30.601108 5.581405 -1.513056 -1.109375

Antenna 117: 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
117 N07 digital_ok ee Power inf 281.567965 281.608853 inf inf 1251.401721 1245.211796 1180.327285 1225.174932

Antenna 117: 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
117 N07 digital_ok nn Power 7.585480 6.369007 5.391695 7.585480 7.150999 6.835374 7.230270 -1.687817 -1.296104

Antenna 117: 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
117 N07 digital_ok ee Temporal Variability 9.759323 5.701069 5.212056 7.317835 9.441420 5.641839 9.759323 -3.242996 -2.160385

Antenna 117: 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
117 N07 digital_ok ee Temporal Variability 10.879023 4.308701 4.849648 7.759035 9.752530 6.438818 10.879023 -1.710854 -1.434227

Antenna 117: 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
117 N07 digital_ok ee Power 7.707756 4.318550 3.837693 7.707756 6.429290 6.494522 3.931779 -1.383967 -1.708821

Antenna 117: 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
117 N07 digital_ok ee Temporal Variability 12.278169 4.473049 5.194415 8.237814 10.740342 6.714166 12.278169 -1.847885 -1.737366

Antenna 117: 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
117 N07 digital_ok nn Power 15.850247 3.222994 3.137675 15.850247 14.814338 9.033434 9.149060 -1.316597 -0.956665

Antenna 117: 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
117 N07 digital_ok nn Power 12.894412 3.914584 5.279353 11.516980 12.894412 10.729353 10.527487 -1.180499 -1.574998

Antenna 117: 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
117 N07 digital_ok ee Shape 3.118062 3.046261 3.118062 2.151115 2.452005 2.346974 3.093802 -1.947466 -1.722464

Antenna 117: 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
117 N07 digital_ok ee Shape 3.626847 3.362147 3.626847 1.127108 1.434753 1.282586 1.711965 -1.751650 -1.622277

Antenna 117: 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
117 N07 digital_ok nn Temporal Variability 15.279742 -0.993625 -0.871464 -0.796719 -0.798767 15.216788 15.279742 -1.379195 -1.576006

Antenna 117: 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
117 N07 digital_ok ee Temporal Variability 2.498335 1.757995 2.070087 1.600468 1.738500 2.076315 2.498335 -2.012754 -1.799941

Antenna 117: 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
117 N07 digital_ok nn Power 2.139623 0.619416 0.467278 1.558647 2.139623 1.270757 0.643189 -1.782338 -2.658929

Antenna 117: 2459773

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
117 N07 digital_ok ee Temporal Variability 4.694045 0.547373 2.296166 0.797298 4.554786 0.909322 4.694045 -1.223881 -2.162583

Antenna 117: 2459772

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
117 N07 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 117: 2459771

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
117 N07 digital_ok ee Shape 0.570646 -0.755834 0.570646 -0.936100 0.031425 -1.026262 -0.395591 -0.642298 -1.371480

Antenna 117: 2459770

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
117 N07 digital_ok ee Power 3.209023 -0.028295 1.819008 -0.063069 3.209023 0.189947 2.991209 -1.246493 -1.965047

Antenna 117: 2459769

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
117 N07 digital_ok ee Power 4.627752 0.350779 1.990498 0.469437 4.627752 0.112716 3.424894 -1.116040 -1.623658

Antenna 117: 2459768

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
117 N07 digital_ok ee Power 12.977948 7.983904 6.476786 12.977948 10.921546 12.718322 8.954015 -4.675239 -4.413766

Antenna 117: 2459767

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
117 N07 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 117: 2459766

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
117 N07 digital_ok ee Power -0.158816 -0.535132 -0.190889 -0.875718 -0.158816 -1.009100 -1.363568 -0.792614 -1.359508

Antenna 117: 2459765

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
117 N07 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 117: 2459763

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
117 N07 digital_ok ee Power 1.728116 1.552727 0.441943 1.728116 -0.368824 -0.261666 -0.569817 -0.669686 -0.700742
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