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 = "192"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 192 Report

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

Found 158 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 155 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

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

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

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

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

df = pd.DataFrame(to_show)

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

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

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

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

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

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

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

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

Antenna 192, Node N16:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459975 digital_ok 100.00% 0.00% 0.00% 0.00% - - 6.173316 6.872287 4.720179 4.782866 7.600291 9.442328 -2.970740 -3.053077 0.5751 0.5904 0.3887 nan nan
2459974 digital_ok 100.00% 0.00% 0.00% 0.00% - - 5.913903 6.453075 4.994860 5.056787 7.857663 9.695177 -4.422850 -5.026441 0.5783 0.5917 0.3850 nan nan
2459973 digital_ok 100.00% 0.00% 0.00% 0.00% - - 5.833247 6.467401 4.699173 4.597891 5.490570 6.428136 -2.997635 -3.283758 0.5891 0.6009 0.3852 nan nan
2459972 digital_ok 100.00% 0.00% 0.00% 0.00% - - 5.764820 6.498962 5.286781 5.491434 8.479459 11.345362 -2.870974 -2.959195 0.5778 0.5917 0.3886 nan nan
2459971 digital_ok 100.00% 0.00% 0.00% 0.00% - - 5.793841 6.437951 5.033042 5.114646 8.554926 10.572358 -3.092700 -3.349308 0.5772 0.5927 0.3867 nan nan
2459970 digital_ok 100.00% 0.00% 0.00% 0.00% - - 6.143190 7.042090 5.189839 5.234909 7.773460 9.671251 -3.694359 -3.661739 0.5837 0.5966 0.3876 nan nan
2459969 digital_ok 100.00% 0.00% 0.00% 0.00% - - 6.521047 7.295468 4.702039 4.720241 7.585348 9.168680 -3.325245 -3.508978 0.5847 0.5994 0.3892 nan nan
2459968 digital_ok 100.00% 0.00% 0.00% 0.00% - - 1.925468 2.089885 5.516370 5.420349 11.003690 13.480524 5.104543 5.265480 0.6899 0.7003 0.2886 nan nan
2459967 digital_ok 100.00% 0.00% 0.00% 0.00% - - 5.925697 6.939443 5.680911 5.943046 8.763971 11.082106 -2.501867 -2.803914 0.5887 0.6026 0.3817 nan nan
2459966 digital_ok 100.00% 0.00% 0.00% 0.00% - - 6.802701 7.771423 5.704707 5.730508 8.856178 11.353827 -2.851186 -3.398409 0.5829 0.5984 0.3833 nan nan
2459965 digital_ok 100.00% 0.00% 0.00% 0.00% - - 5.877491 7.204897 4.995599 5.025525 6.270642 7.342269 -1.559928 -0.680565 0.5934 0.6077 0.3721 nan nan
2459964 digital_ok 100.00% 0.00% 0.00% 0.00% - - 3.915873 5.037966 5.619886 5.753792 7.175214 9.177268 3.732496 4.393056 0.6313 0.6389 0.3393 nan nan
2459963 digital_ok 100.00% 0.00% 0.00% 0.00% - - 3.136948 4.661706 4.687342 5.267446 6.057639 2.976192 3.072564 3.105750 0.6620 0.6516 0.2785 nan nan
2459962 digital_ok 100.00% 0.00% 0.00% 0.00% - - 4.682440 5.783622 5.863502 6.061352 6.260541 8.247002 2.013701 2.114866 0.6202 0.6376 0.3546 nan nan
2459961 digital_ok 100.00% 0.00% 0.00% 0.00% - - 3.084292 4.026090 5.511052 5.325997 9.402207 10.955502 4.784557 5.382122 0.7011 0.7018 0.2570 nan nan
2459960 digital_ok 100.00% 0.00% 0.00% 0.00% - - 6.561730 7.266798 5.635247 5.530995 7.398859 8.829731 0.810109 1.101409 0.6058 0.6104 0.3397 nan nan
2459959 digital_ok 100.00% 0.00% 0.00% 0.00% - - 7.564633 8.169387 5.947087 5.810320 6.807470 8.075470 -2.566699 -1.998998 0.6007 0.6148 0.3642 nan nan
2459958 digital_ok 100.00% 0.00% 0.00% 0.00% - - 6.893443 7.745148 5.599162 5.511593 7.177945 8.180439 -2.609861 -2.342983 0.5916 0.6052 0.3793 nan nan
2459957 digital_ok 100.00% 0.00% 0.00% 0.00% - - 5.993725 6.713912 5.661736 5.626224 8.853553 10.574203 -2.195909 -2.286404 0.5834 0.6024 0.3868 nan nan
2459956 digital_ok 100.00% 0.00% 0.00% 0.00% - - 3.919956 4.519120 5.752567 5.603526 8.351247 8.598152 6.026069 5.396982 0.6152 0.6235 0.3411 nan nan
2459955 digital_ok 100.00% 0.00% 0.00% 0.00% - - 5.731408 6.395994 5.222769 5.211145 7.678460 8.994230 -3.336291 -3.320647 0.5837 0.6037 0.3899 nan nan
2459954 digital_ok 100.00% 0.00% 0.00% 0.00% - - 7.004802 7.759836 5.487840 5.352858 7.855407 9.452622 -4.701598 -4.529866 0.5786 0.6004 0.3953 nan nan
2459953 digital_ok 100.00% 0.00% 0.00% 0.00% - - 6.444230 7.238281 5.592890 5.525739 8.666943 10.073954 -3.119624 -3.139420 0.5872 0.6086 0.3905 nan nan
2459952 digital_ok 100.00% 0.00% 0.00% 0.00% - - 7.495621 8.367174 5.651698 5.467262 6.715739 8.035133 -5.013203 -4.868410 0.5892 0.6077 0.3971 nan nan
2459951 digital_ok 100.00% 0.00% 0.00% 0.00% - - 5.523363 6.313249 4.828584 4.839339 6.008102 6.920686 -5.319265 -5.295750 0.5993 0.6183 0.3961 nan nan
2459950 digital_ok 100.00% 0.00% 0.00% 0.00% - - 6.883319 7.732399 5.121001 5.181392 7.869567 9.838385 -3.091764 -3.456646 0.5945 0.6125 0.4013 nan nan
2459949 digital_ok 100.00% 0.00% 0.00% 0.00% - - 6.585107 7.624851 5.039301 5.020370 6.670704 7.749046 -3.213319 -3.362044 0.5874 0.6037 0.4007 nan nan
2459918 digital_ok 100.00% 0.00% 0.00% 0.00% - - 6.806472 8.273748 4.160456 4.192042 5.121106 5.183870 -1.897337 -3.398844 0.6108 0.6321 0.4075 nan nan
2459917 digital_ok 100.00% 0.00% 0.00% 0.00% - - 6.108725 7.423807 4.548153 4.587965 3.713390 6.588540 -4.157125 -4.625697 0.6548 0.6757 0.4740 nan nan
2459916 digital_ok 100.00% 0.00% 0.00% 0.00% - - 5.847488 7.239084 3.737849 3.858778 5.345008 6.085708 -4.457601 -4.785913 0.6111 0.6350 0.4103 nan nan
2459915 digital_ok 100.00% 0.00% 0.00% 0.00% - - 6.277824 7.749869 5.057954 5.271545 5.994108 5.909180 0.376228 -0.433212 0.6445 0.6614 0.3789 nan nan
2459914 digital_ok 100.00% 0.00% 0.00% 0.00% - - 6.447782 7.868911 5.778490 5.970483 11.323129 7.284898 5.315941 4.945170 0.6637 0.6838 0.3399 nan nan
2459913 digital_ok 100.00% 0.00% 0.00% 0.00% - - 7.175023 8.293304 5.034662 4.886207 6.989810 7.156421 1.373763 -2.338895 0.6150 0.6319 0.4135 nan nan
2459876 not_connected 100.00% 0.00% 0.00% 0.00% - - 9.114982 10.120615 43.012490 43.185626 26.182999 40.181736 -7.865875 -8.161187 0.6335 0.6302 0.4072 nan nan
2459875 not_connected 100.00% 0.00% 0.00% 0.00% - - 4.462738 10.732458 45.635609 58.990048 7.366493 19.189369 -0.670890 3.433536 0.6687 0.6535 0.4224 nan nan
2459874 not_connected 100.00% 0.00% 0.00% 0.00% - - 4.286596 14.797297 20.904840 29.950104 20.018913 24.558866 -0.159170 -6.539316 0.6603 0.6281 0.4107 nan nan
2459873 not_connected 100.00% 0.00% 0.00% 0.00% - - 3.042502 10.993571 28.974765 40.714824 3.832073 10.161673 -0.965724 -4.018528 0.6647 0.6270 0.4103 nan nan
2459872 not_connected 100.00% 0.00% 0.00% 0.00% - - 3.042283 10.162324 40.521856 54.304319 7.831531 28.614331 0.003253 -5.388654 0.6647 0.6300 0.4181 nan nan
2459871 not_connected 100.00% 0.00% 0.00% 0.00% - - 1.376183 8.133691 33.341366 55.536476 17.770522 23.657181 -0.050452 -3.686326 0.6657 0.6236 0.4177 nan nan
2459870 not_connected 100.00% 0.00% 0.00% 0.00% - - 3.778268 13.228793 27.583093 39.935610 6.140057 16.886455 1.058951 -7.044003 0.6717 0.6316 0.4196 nan nan
2459869 not_connected 100.00% 0.00% 0.00% 0.00% - - 10.041034 11.522239 37.665764 39.047975 20.208607 21.115516 1.701045 -0.069582 0.6614 0.6510 0.4072 nan nan
2459868 not_connected 100.00% 0.00% 0.00% 0.00% - - 6.979715 12.355897 52.403580 63.223207 17.897349 15.726621 -4.466429 -8.084488 0.6549 0.6259 0.4255 nan nan
2459867 not_connected 100.00% 0.00% 0.00% 0.00% - - 2.789289 8.563426 37.070576 49.413503 3.293715 9.320972 -2.080976 -5.695136 0.6736 0.6334 0.4295 nan nan
2459866 not_connected 100.00% 0.00% 0.00% 0.00% - - 4.018885 9.571943 36.135595 45.908519 4.438758 10.632756 -1.525802 -3.598272 0.6731 0.6320 0.4201 nan nan
2459865 not_connected 100.00% 0.00% 0.00% 0.00% - - 3.046449 9.829265 45.656724 60.610908 8.793135 21.481491 9.679307 9.484637 0.6945 0.6456 0.4085 nan nan
2459864 not_connected 100.00% 0.00% 0.00% 0.00% - - 4.245537 12.442771 22.004610 27.791355 5.100289 12.173700 -2.243385 -7.429314 0.6764 0.6316 0.4403 nan nan
2459863 not_connected 100.00% 0.00% 0.00% 0.00% - - 2.525192 7.797373 3.692676 5.147561 1.527082 4.705942 -1.890723 -4.802064 0.6679 0.6185 0.4324 nan nan
2459862 not_connected 100.00% 0.00% 0.00% 0.00% - - 3.762159 9.769341 27.800518 33.552504 9.061780 17.112642 -1.844305 -3.685318 0.6460 0.6486 0.4366 nan nan
2459861 not_connected 100.00% 0.00% 0.00% 0.00% - - 1.069800 5.459826 2.067922 3.471849 0.530385 2.391197 -1.551723 -5.035455 0.6842 0.6265 0.4469 nan nan
2459860 not_connected 100.00% 0.00% 0.00% 0.00% - - 2.992149 7.076721 21.259901 25.413765 11.528766 20.077160 -2.138666 -4.106959 0.6880 0.6304 0.4387 nan nan
2459859 not_connected 100.00% 0.00% 0.00% 0.00% - - 1.837232 4.771867 2.530011 3.589311 1.345342 2.311867 -2.060893 -3.420208 0.6886 0.6338 0.4342 nan nan
2459858 not_connected 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.837954 5.377201 2.171712 3.481678 1.373990 2.473270 -2.608279 -5.271462 0.7023 0.6419 0.4474 2.774692 2.350795
2459857 not_connected 100.00% 0.00% 0.00% 0.00% - - 16.917741 19.762791 20.443717 23.781411 28.394324 16.071979 -1.336137 -12.074905 0.6940 0.6583 0.4482 nan nan
2459856 not_connected 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 4.152433 8.993220 19.152791 23.264027 4.035908 11.653857 -3.193760 -5.057657 0.6914 0.6565 0.4333 2.555090 2.281743
2459855 not_connected 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 5.156400 12.037743 21.482126 26.734089 0.588275 3.925148 -1.517042 -3.574981 0.6653 0.6776 0.4597 2.592605 2.337533
2459854 not_connected 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 4.694735 12.938395 17.407585 21.996371 1.353901 3.443689 -1.538797 -4.593641 0.6903 0.7039 0.4641 2.874754 2.518571
2459853 not_connected 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.527361 7.903747 23.021216 27.571293 4.262232 10.516313 -2.809199 -6.128857 0.7201 0.6476 0.4574 3.236093 2.670735
2459852 not_connected 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 4.378651 9.307011 22.375702 27.263089 11.794485 18.473966 13.750226 15.784233 0.7954 0.7679 0.3238 4.983573 4.654869
2459851 not_connected 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459850 not_connected 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.398279 8.110856 11.278921 25.765647 3.566529 18.832005 8.110167 8.625358 0.7103 0.7229 0.3711 2.630484 2.418238
2459849 not_connected 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.639635 10.362159 24.049219 50.898457 2.409018 12.182282 5.817298 -3.660728 0.7090 0.7096 0.3836 3.446372 3.137154
2459848 not_connected 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459847 not_connected 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 6.711493 9.390274 7.035569 34.515702 9.028267 24.579830 5.320072 -3.904852 0.6500 0.6417 0.4572 5.720518 5.434684

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 192: 2459975

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
192 N16 digital_ok nn Temporal Variability 9.442328 6.173316 6.872287 4.720179 4.782866 7.600291 9.442328 -2.970740 -3.053077

Antenna 192: 2459974

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
192 N16 digital_ok nn Temporal Variability 9.695177 5.913903 6.453075 4.994860 5.056787 7.857663 9.695177 -4.422850 -5.026441

Antenna 192: 2459973

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
192 N16 digital_ok nn Shape 6.467401 5.833247 6.467401 4.699173 4.597891 5.490570 6.428136 -2.997635 -3.283758

Antenna 192: 2459972

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
192 N16 digital_ok nn Temporal Variability 11.345362 5.764820 6.498962 5.286781 5.491434 8.479459 11.345362 -2.870974 -2.959195

Antenna 192: 2459971

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
192 N16 digital_ok nn Temporal Variability 10.572358 5.793841 6.437951 5.033042 5.114646 8.554926 10.572358 -3.092700 -3.349308

Antenna 192: 2459970

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
192 N16 digital_ok nn Temporal Variability 9.671251 7.042090 6.143190 5.234909 5.189839 9.671251 7.773460 -3.661739 -3.694359

Antenna 192: 2459969

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
192 N16 digital_ok nn Temporal Variability 9.168680 6.521047 7.295468 4.702039 4.720241 7.585348 9.168680 -3.325245 -3.508978

Antenna 192: 2459968

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
192 N16 digital_ok nn Temporal Variability 13.480524 1.925468 2.089885 5.516370 5.420349 11.003690 13.480524 5.104543 5.265480

Antenna 192: 2459967

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
192 N16 digital_ok nn Temporal Variability 11.082106 5.925697 6.939443 5.680911 5.943046 8.763971 11.082106 -2.501867 -2.803914

Antenna 192: 2459966

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
192 N16 digital_ok nn Temporal Variability 11.353827 7.771423 6.802701 5.730508 5.704707 11.353827 8.856178 -3.398409 -2.851186

Antenna 192: 2459965

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
192 N16 digital_ok nn Temporal Variability 7.342269 7.204897 5.877491 5.025525 4.995599 7.342269 6.270642 -0.680565 -1.559928

Antenna 192: 2459962

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
192 N16 digital_ok nn Temporal Variability 8.247002 5.783622 4.682440 6.061352 5.863502 8.247002 6.260541 2.114866 2.013701

Antenna 192: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
192 N16 digital_ok nn Temporal Variability 10.955502 4.026090 3.084292 5.325997 5.511052 10.955502 9.402207 5.382122 4.784557

Antenna 192: 2459960

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
192 N16 digital_ok nn Temporal Variability 8.829731 7.266798 6.561730 5.530995 5.635247 8.829731 7.398859 1.101409 0.810109

Antenna 192: 2459959

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
192 N16 digital_ok nn Shape 8.169387 7.564633 8.169387 5.947087 5.810320 6.807470 8.075470 -2.566699 -1.998998

Antenna 192: 2459958

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
192 N16 digital_ok nn Temporal Variability 8.180439 7.745148 6.893443 5.511593 5.599162 8.180439 7.177945 -2.342983 -2.609861

Antenna 192: 2459957

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
192 N16 digital_ok nn Temporal Variability 10.574203 6.713912 5.993725 5.626224 5.661736 10.574203 8.853553 -2.286404 -2.195909

Antenna 192: 2459956

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
192 N16 digital_ok nn Temporal Variability 8.598152 4.519120 3.919956 5.603526 5.752567 8.598152 8.351247 5.396982 6.026069

Antenna 192: 2459955

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
192 N16 digital_ok nn Temporal Variability 8.994230 5.731408 6.395994 5.222769 5.211145 7.678460 8.994230 -3.336291 -3.320647

Antenna 192: 2459954

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
192 N16 digital_ok nn Temporal Variability 9.452622 7.759836 7.004802 5.352858 5.487840 9.452622 7.855407 -4.529866 -4.701598

Antenna 192: 2459953

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
192 N16 digital_ok nn Temporal Variability 10.073954 7.238281 6.444230 5.525739 5.592890 10.073954 8.666943 -3.139420 -3.119624

Antenna 192: 2459952

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
192 N16 digital_ok nn Shape 8.367174 8.367174 7.495621 5.467262 5.651698 8.035133 6.715739 -4.868410 -5.013203

Antenna 192: 2459951

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
192 N16 digital_ok nn Temporal Variability 6.920686 6.313249 5.523363 4.839339 4.828584 6.920686 6.008102 -5.295750 -5.319265

Antenna 192: 2459950

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
192 N16 digital_ok nn Temporal Variability 9.838385 7.732399 6.883319 5.181392 5.121001 9.838385 7.869567 -3.456646 -3.091764

Antenna 192: 2459949

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
192 N16 digital_ok nn Temporal Variability 7.749046 6.585107 7.624851 5.039301 5.020370 6.670704 7.749046 -3.213319 -3.362044

Antenna 192: 2459918

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
192 N16 digital_ok nn Shape 8.273748 8.273748 6.806472 4.192042 4.160456 5.183870 5.121106 -3.398844 -1.897337

Antenna 192: 2459917

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
192 N16 digital_ok nn Shape 7.423807 7.423807 6.108725 4.587965 4.548153 6.588540 3.713390 -4.625697 -4.157125

Antenna 192: 2459916

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
192 N16 digital_ok nn Shape 7.239084 5.847488 7.239084 3.737849 3.858778 5.345008 6.085708 -4.457601 -4.785913

Antenna 192: 2459915

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
192 N16 digital_ok nn Shape 7.749869 6.277824 7.749869 5.057954 5.271545 5.994108 5.909180 0.376228 -0.433212

Antenna 192: 2459914

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
192 N16 digital_ok ee Temporal Variability 11.323129 6.447782 7.868911 5.778490 5.970483 11.323129 7.284898 5.315941 4.945170

Antenna 192: 2459913

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
192 N16 digital_ok nn Shape 8.293304 8.293304 7.175023 4.886207 5.034662 7.156421 6.989810 -2.338895 1.373763

Antenna 192: 2459876

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
192 N16 not_connected nn Power 43.185626 9.114982 10.120615 43.012490 43.185626 26.182999 40.181736 -7.865875 -8.161187

Antenna 192: 2459875

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
192 N16 not_connected nn Power 58.990048 4.462738 10.732458 45.635609 58.990048 7.366493 19.189369 -0.670890 3.433536

Antenna 192: 2459874

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
192 N16 not_connected nn Power 29.950104 4.286596 14.797297 20.904840 29.950104 20.018913 24.558866 -0.159170 -6.539316

Antenna 192: 2459873

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
192 N16 not_connected nn Power 40.714824 3.042502 10.993571 28.974765 40.714824 3.832073 10.161673 -0.965724 -4.018528

Antenna 192: 2459872

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
192 N16 not_connected nn Power 54.304319 10.162324 3.042283 54.304319 40.521856 28.614331 7.831531 -5.388654 0.003253

Antenna 192: 2459871

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
192 N16 not_connected nn Power 55.536476 8.133691 1.376183 55.536476 33.341366 23.657181 17.770522 -3.686326 -0.050452

Antenna 192: 2459870

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
192 N16 not_connected nn Power 39.935610 3.778268 13.228793 27.583093 39.935610 6.140057 16.886455 1.058951 -7.044003

Antenna 192: 2459869

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
192 N16 not_connected nn Power 39.047975 10.041034 11.522239 37.665764 39.047975 20.208607 21.115516 1.701045 -0.069582

Antenna 192: 2459868

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
192 N16 not_connected nn Power 63.223207 6.979715 12.355897 52.403580 63.223207 17.897349 15.726621 -4.466429 -8.084488

Antenna 192: 2459867

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
192 N16 not_connected nn Power 49.413503 2.789289 8.563426 37.070576 49.413503 3.293715 9.320972 -2.080976 -5.695136

Antenna 192: 2459866

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
192 N16 not_connected nn Power 45.908519 9.571943 4.018885 45.908519 36.135595 10.632756 4.438758 -3.598272 -1.525802

Antenna 192: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
192 N16 not_connected nn Power 60.610908 3.046449 9.829265 45.656724 60.610908 8.793135 21.481491 9.679307 9.484637

Antenna 192: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
192 N16 not_connected nn Power 27.791355 12.442771 4.245537 27.791355 22.004610 12.173700 5.100289 -7.429314 -2.243385

Antenna 192: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
192 N16 not_connected nn Shape 7.797373 2.525192 7.797373 3.692676 5.147561 1.527082 4.705942 -1.890723 -4.802064

Antenna 192: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
192 N16 not_connected nn Power 33.552504 3.762159 9.769341 27.800518 33.552504 9.061780 17.112642 -1.844305 -3.685318

Antenna 192: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
192 N16 not_connected nn Shape 5.459826 5.459826 1.069800 3.471849 2.067922 2.391197 0.530385 -5.035455 -1.551723

Antenna 192: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
192 N16 not_connected nn Power 25.413765 2.992149 7.076721 21.259901 25.413765 11.528766 20.077160 -2.138666 -4.106959

Antenna 192: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
192 N16 not_connected nn Shape 4.771867 1.837232 4.771867 2.530011 3.589311 1.345342 2.311867 -2.060893 -3.420208

Antenna 192: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
192 N16 not_connected nn Shape 5.377201 5.377201 1.837954 3.481678 2.171712 2.473270 1.373990 -5.271462 -2.608279

Antenna 192: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
192 N16 not_connected ee Temporal Variability 28.394324 19.762791 16.917741 23.781411 20.443717 16.071979 28.394324 -12.074905 -1.336137

Antenna 192: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
192 N16 not_connected nn Power 23.264027 4.152433 8.993220 19.152791 23.264027 4.035908 11.653857 -3.193760 -5.057657

Antenna 192: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
192 N16 not_connected nn Power 26.734089 12.037743 5.156400 26.734089 21.482126 3.925148 0.588275 -3.574981 -1.517042

Antenna 192: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
192 N16 not_connected nn Power 21.996371 12.938395 4.694735 21.996371 17.407585 3.443689 1.353901 -4.593641 -1.538797

Antenna 192: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
192 N16 not_connected nn Power 27.571293 7.903747 3.527361 27.571293 23.021216 10.516313 4.262232 -6.128857 -2.809199

Antenna 192: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
192 N16 not_connected nn Power 27.263089 4.378651 9.307011 22.375702 27.263089 11.794485 18.473966 13.750226 15.784233

Antenna 192: 2459851

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

Antenna 192: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
192 N16 not_connected nn Power 25.765647 2.398279 8.110856 11.278921 25.765647 3.566529 18.832005 8.110167 8.625358

Antenna 192: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
192 N16 not_connected nn Power 50.898457 2.639635 10.362159 24.049219 50.898457 2.409018 12.182282 5.817298 -3.660728

Antenna 192: 2459848

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

Antenna 192: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
192 N16 not_connected nn Power 34.515702 9.390274 6.711493 34.515702 7.035569 24.579830 9.028267 -3.904852 5.320072
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