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 = "3"
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 3 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 143 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 143 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 3, Node N01:

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)
2460136 digital_ok 0.00% 25.07% 100.00% 0.00% - - -0.135588 -0.443024 -0.142434 -1.168539 0.088505 -1.103863 -0.101821 -0.810045 0.2293 0.0841 0.1671 nan nan
2460135 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.089691 -0.654152 0.046325 -0.976883 0.222781 -0.607114 0.404360 -0.146947 0.6916 0.5883 0.4246 nan nan
2460134 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.334074 -0.441556 0.059816 -0.850802 0.513580 -0.227902 0.137266 -0.330922 0.8160 0.5232 0.6070 nan nan
2460133 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.249017 -0.176780 0.311208 -0.647180 0.643800 0.296714 0.238342 -0.275819 0.8093 0.5218 0.5956 nan nan
2460132 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.401119 -0.269802 0.097472 -0.797116 0.629098 -0.080890 0.004071 -0.308664 0.8041 0.5179 0.5838 nan nan
2460131 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.437995 -0.439558 0.108444 -0.898096 0.509299 -0.440291 0.044471 -0.391064 0.7992 0.5231 0.5743 nan nan
2460130 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.408875 -0.382534 0.147623 -0.815293 0.592231 -0.231568 0.017967 -0.382930 0.7917 0.5213 0.5683 nan nan
2460129 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.369710 -0.442191 0.172444 -0.774353 0.627706 -0.264745 0.072330 -0.337082 0.7860 0.5236 0.5646 nan nan
2460128 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.044650 -0.534469 0.134295 -0.964032 0.584648 -0.512089 -0.088812 -0.510556 0.6761 0.5640 0.4269 nan nan
2460127 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2460126 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.360469 -0.740036 -0.038847 -0.980949 0.334660 -0.650093 0.014237 -0.393106 0.7481 0.5210 0.5024 nan nan
2460125 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.270271 -0.698911 0.103512 -0.987968 0.397105 -0.627770 0.055377 -0.496108 0.7405 0.5167 0.5096 nan nan
2460124 digital_ok 0.00% 0.00% 0.00% 0.00% - - -1.049190 -0.828684 -0.519807 -0.939334 -0.065592 -0.413871 -0.323568 -0.467157 0.7306 0.5160 0.5262 nan nan
2460123 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.834137 -0.764326 -0.536027 -0.927768 -0.156969 -0.590167 -0.218161 -0.428975 0.7477 0.5440 0.5340 nan nan
2460122 digital_ok 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2460121 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.017648 -0.513251 0.009655 -0.979289 0.471574 -0.637466 -0.054920 -0.478863 0.6974 0.5988 0.4451 nan nan
2460120 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.148588 -0.677732 0.050147 -1.089386 0.298129 -0.666616 0.022941 -0.504837 0.7573 0.5912 0.5320 nan nan
2460119 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.192051 -0.793791 0.025757 -1.150283 0.194546 -0.813845 0.184891 -0.529503 0.7637 0.6113 0.5325 nan nan
2460118 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.192301 -0.355464 0.193930 -0.909013 0.417960 -0.634903 0.106728 -0.453727 0.7484 0.5773 0.4695 nan nan
2460117 digital_ok 0.00% 0.00% 0.00% 0.00% - - nan nan nan nan nan nan nan nan 0.7976 0.6868 0.4249 nan nan
2460116 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.065794 -0.436012 -0.368996 -0.537756 -0.133661 -1.199395 0.026367 -0.920132 0.7601 0.6062 0.5371 nan nan
2460113 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.112542 -0.943972 -0.038355 -1.197746 0.179891 -0.890441 -0.046290 -0.622879 0.7718 0.7394 0.5287 nan nan
2460112 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.071331 -0.888217 0.038050 -1.101318 0.317144 -0.741142 0.223180 -0.493257 0.7313 0.6087 0.5132 nan nan
2460111 digital_ok 0.00% 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2460110 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.788366 -1.168729 -0.609111 -1.065987 -0.157668 -0.583130 -0.405037 -0.442839 0.7225 0.6430 0.4932 nan nan
2460109 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.108546 -0.902492 -0.058199 -1.266148 0.180106 -1.081887 0.169221 -0.583714 0.7434 0.6725 0.4437 nan nan
2460108 digital_ok 0.00% 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2460106 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.104370 -0.613317 -0.067176 -1.132201 0.237294 -0.606752 0.316970 -0.554723 0.7168 0.6709 0.4777 nan nan
2460105 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.041244 -0.716055 0.096340 -0.982376 0.267099 -0.511503 0.210524 -0.499915 0.6903 0.6355 0.4521 nan nan
2460104 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.125915 -0.859198 0.225776 -1.013796 0.359307 -0.674119 0.300429 -0.611964 0.6554 0.6067 0.4338 nan nan
2460102 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.505919 -0.919402 0.099820 -1.226909 0.469421 -1.121248 0.389544 -0.705303 0.7024 0.6600 0.4484 nan nan
2460101 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.148398 -0.648637 0.166599 -0.865332 0.399067 -0.454769 0.498111 -0.275312 0.6853 0.6469 0.5030 nan nan
2460033 digital_ok 100.00% 0.00% 100.00% 0.00% - - 0.647087 13.102603 0.199265 11.260123 1.020086 4.096279 -0.198727 1.817676 0.5472 0.0496 0.4795 nan nan
2460032 digital_ok 100.00% 0.00% 100.00% 0.00% - - 0.629956 12.507525 0.368847 12.794925 1.195300 5.565527 -0.787907 0.893303 0.5398 0.0447 0.4734 nan nan
2460031 digital_ok 100.00% 0.00% 100.00% 0.00% - - 0.588815 11.743852 0.324350 11.243443 0.919549 4.066329 -0.402991 1.538642 0.5354 0.0411 0.4643 nan nan
2460030 digital_ok 100.00% 0.00% 100.00% 0.00% - - 0.411103 12.009081 0.268713 10.713430 0.886777 3.460892 -0.399841 1.311727 0.5428 0.0469 0.4735 nan nan
2460029 digital_ok 100.00% 0.00% 100.00% 0.00% - - 0.428027 12.684005 0.267049 10.087767 0.633215 3.809426 -0.395381 1.893626 0.5348 0.0428 0.4604 nan nan
2460028 digital_ok 100.00% 0.00% 100.00% 0.00% - - 0.304424 11.141163 0.388967 9.896114 0.378268 2.711228 0.467872 1.610543 0.7004 0.0504 0.6175 nan nan
2460027 digital_ok 100.00% 0.00% 100.00% 0.00% - - 0.140979 13.484792 0.395134 10.876831 0.330106 3.307556 0.915370 1.870862 0.6530 0.0439 0.5757 nan nan
2460026 digital_ok 100.00% 0.00% 100.00% 0.00% - - -0.108770 13.467374 0.485643 10.867247 0.348745 2.197901 0.998305 1.393061 0.7251 0.0466 0.6389 nan nan
2460025 digital_ok 100.00% 0.00% 100.00% 0.00% - - 0.700325 13.639772 0.322370 11.341105 0.703004 5.062694 -0.442169 2.108857 0.5385 0.0373 0.4741 nan nan
2460024 digital_ok 100.00% 0.00% 100.00% 0.00% - - 0.617233 12.702849 0.344933 11.070606 0.631017 4.195381 -0.481062 2.306550 0.5542 0.0483 0.4808 nan nan
2460023 digital_ok 100.00% 0.00% 100.00% 0.00% - - 0.657593 14.718349 0.358821 11.909390 0.738236 7.714398 -0.502959 2.018704 0.5438 0.0393 0.4725 nan nan
2460021 digital_ok 100.00% 0.00% 100.00% 0.00% - - 0.701192 14.981176 0.362243 12.197608 0.430915 7.544746 -0.649504 2.851966 0.6038 0.0537 0.5244 nan nan
2460020 digital_ok 100.00% 0.00% 100.00% 0.00% - - 0.637028 15.596376 0.414258 12.500180 0.428537 7.652913 -0.516045 0.781640 0.5399 0.0360 0.4752 nan nan
2460019 digital_ok 100.00% 0.00% 100.00% 0.00% - - 0.767654 16.734324 0.304853 12.580162 0.440484 7.612107 -0.136415 1.706042 0.5520 0.0390 0.4862 nan nan
2460018 digital_ok 100.00% 0.00% 100.00% 0.00% - - 0.655014 15.495830 0.434008 12.119271 0.780509 7.643046 1.079118 3.442981 0.5860 0.0417 0.5178 nan nan
2460017 digital_ok 100.00% 0.00% 100.00% 0.00% - - 1.007285 13.321359 0.112639 10.300872 1.123122 8.765206 -0.503069 1.071276 0.5480 0.0387 0.4818 nan nan
2460016 digital_ok 100.00% 0.00% 100.00% 0.00% - - 1.077938 15.073675 0.162460 11.294867 0.978294 6.558863 -0.630285 1.661315 0.5555 0.0405 0.4932 nan nan
2460015 digital_ok 100.00% 0.00% 100.00% 0.00% - - 1.164125 15.477018 0.187080 11.687062 0.745048 6.958321 -0.485032 1.366543 0.5669 0.0454 0.5043 nan nan
2460014 digital_ok 100.00% 0.00% 100.00% 0.00% - - 1.313226 13.100516 0.027382 8.816016 0.228533 10.423485 -0.689128 0.908329 0.5488 0.0387 0.4861 nan nan
2460013 digital_ok 100.00% 0.00% 100.00% 0.00% - - 11.193853 15.507202 -0.034386 11.617946 5.662298 7.096236 -0.119659 2.220231 0.3155 0.0395 0.2579 nan nan
2460012 digital_ok 100.00% 0.00% 100.00% 0.00% - - 13.086973 14.549915 -0.105660 11.448944 5.868540 7.683555 0.736146 2.544700 0.3121 0.0396 0.2542 nan nan
2460011 digital_ok 100.00% 0.00% 100.00% 0.00% - - 13.762229 15.658167 -0.361735 15.327583 10.510953 15.890223 0.595657 2.235214 0.3132 0.0405 0.2462 nan nan
2460010 digital_ok 100.00% 100.00% 100.00% 0.00% - - 12.636325 17.079683 11.703031 12.692505 9.135963 10.435400 1.292592 1.916768 0.0272 0.0251 0.0020 nan nan
2460009 digital_ok 100.00% 100.00% 100.00% 0.00% - - 11.701371 15.828349 13.042572 13.971899 7.248571 8.800001 0.914140 2.056666 0.0284 0.0297 0.0021 nan nan
2460008 digital_ok 100.00% 100.00% 100.00% 0.00% - - 14.177344 19.315977 14.282526 15.384078 6.585775 7.744829 4.475085 5.442940 0.0293 0.0325 0.0039 nan nan
2460007 digital_ok 100.00% 100.00% 100.00% 0.00% - - 10.511609 14.457762 11.170376 12.030477 5.858751 7.187026 1.581698 2.256676 0.0288 0.0309 0.0028 nan nan
2459999 digital_ok 0.00% 100.00% 99.92% 0.00% - - nan nan nan nan nan nan nan nan 0.0285 0.0287 0.0017 nan nan
2459998 digital_ok 100.00% 100.00% 100.00% 0.00% - - 8.936531 12.266897 9.555272 10.177354 7.851481 10.152247 0.699884 1.555373 0.0294 0.0307 0.0022 nan nan
2459997 digital_ok 100.00% 100.00% 100.00% 0.00% - - 9.796582 13.373339 10.124122 10.937332 7.639939 9.568962 2.498469 3.252955 0.0288 0.0315 0.0031 nan nan
2459996 digital_ok 100.00% 100.00% 100.00% 0.00% - - 10.867127 14.402133 12.701402 13.387460 7.204115 9.215343 0.401677 1.028140 0.0295 0.0311 0.0024 nan nan
2459995 digital_ok 100.00% 100.00% 100.00% 0.00% - - 11.086859 14.607617 11.802178 12.586658 7.894341 9.422113 0.338363 0.870221 0.0308 0.0358 0.0054 nan nan
2459994 digital_ok 100.00% 100.00% 100.00% 0.00% - - 10.629772 14.156188 10.190057 11.027847 7.682337 9.491822 0.260149 0.600638 0.0297 0.0316 0.0027 nan nan
2459993 digital_ok 100.00% 100.00% 100.00% 0.00% - - 11.779451 13.304223 9.473089 10.227988 10.069923 10.885963 0.784779 2.118567 0.0286 0.0280 0.0011 nan nan
2459991 digital_ok 100.00% 100.00% 100.00% 0.00% - - 12.627323 16.501330 10.041473 10.823606 9.083055 10.725615 0.247238 0.602029 0.0295 0.0311 0.0024 nan nan
2459990 digital_ok 100.00% 100.00% 100.00% 0.00% - - 10.249252 13.591696 9.835656 10.513639 8.988087 11.003096 0.107125 0.333668 0.0306 0.0337 0.0039 nan nan
2459989 digital_ok 100.00% 100.00% 100.00% 0.00% - - 10.021929 13.798539 8.752737 9.610649 7.936443 9.224220 -0.112367 0.158846 0.0293 0.0307 0.0022 nan nan
2459988 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459987 digital_ok 100.00% 100.00% 100.00% 0.00% - - 9.873177 13.500845 9.828621 10.662675 6.319746 7.940419 0.727201 1.651845 0.0299 0.0326 0.0032 nan nan
2459986 digital_ok 100.00% 100.00% 100.00% 0.00% - - 12.378246 16.560663 10.768446 11.508187 9.285808 11.213822 5.424803 9.473313 0.0293 0.0314 0.0028 nan nan
2459985 digital_ok 100.00% 100.00% 100.00% 0.00% - - 11.343057 14.985243 9.974267 10.719051 7.156198 8.578457 1.038693 1.641559 0.0291 0.0310 0.0024 nan nan
2459984 digital_ok 100.00% 100.00% 100.00% 0.00% - - 10.726023 14.401620 10.321377 11.101668 9.391122 12.064181 2.367805 2.960199 0.0300 0.0328 0.0035 nan nan
2459983 digital_ok 100.00% 100.00% 100.00% 0.00% - - 10.567675 14.099277 9.910680 10.517037 9.193554 11.128224 2.818204 5.982450 0.0305 0.0325 0.0028 nan nan
2459982 digital_ok 100.00% 100.00% 100.00% 0.00% - - 9.194973 11.417059 8.409544 8.983374 4.479884 5.250528 2.389768 3.158011 0.0298 0.0315 0.0026 nan nan
2459981 digital_ok 100.00% 100.00% 100.00% 0.00% - - 9.866232 12.995503 10.569946 11.193192 10.344184 12.322539 0.254460 0.706532 0.0307 0.0337 0.0036 nan nan
2459980 digital_ok 100.00% 100.00% 100.00% 0.00% - - 9.692546 12.529826 9.495564 10.227343 8.931582 10.754345 5.064086 5.219430 0.0299 0.0327 0.0034 nan nan
2459979 digital_ok 100.00% 100.00% 100.00% 0.00% - - 10.071969 13.079559 8.801147 9.572651 8.862525 10.085197 0.372038 0.801409 0.0314 0.0318 0.0028 nan nan
2459978 digital_ok 100.00% 100.00% 0.00% 0.00% - - 10.177085 12.407852 9.557122 -0.813959 9.259305 4.199990 -0.004669 12.283545 0.0315 0.3253 0.2614 nan nan
2459977 digital_ok 100.00% 100.00% 0.00% 0.00% - - 10.462066 12.956305 9.382386 -0.149740 9.126398 7.392267 0.051887 5.689491 0.0329 0.3021 0.2371 nan nan
2459976 digital_ok 100.00% 100.00% 0.00% 0.00% - - 10.387247 13.216001 9.877424 -0.295822 9.318820 4.253448 0.826206 5.666309 0.0318 0.3308 0.2635 nan nan

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 3: 2460136

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
3 N01 digital_ok ee Temporal Variability 0.088505 -0.443024 -0.135588 -1.168539 -0.142434 -1.103863 0.088505 -0.810045 -0.101821

Antenna 3: 2460135

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
3 N01 digital_ok ee Temporal Discontinuties 0.404360 -0.654152 -0.089691 -0.976883 0.046325 -0.607114 0.222781 -0.146947 0.404360

Antenna 3: 2460134

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
3 N01 digital_ok ee Temporal Variability 0.513580 -0.441556 -0.334074 -0.850802 0.059816 -0.227902 0.513580 -0.330922 0.137266

Antenna 3: 2460133

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
3 N01 digital_ok ee Temporal Variability 0.643800 -0.176780 -0.249017 -0.647180 0.311208 0.296714 0.643800 -0.275819 0.238342

Antenna 3: 2460132

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
3 N01 digital_ok ee Temporal Variability 0.629098 -0.401119 -0.269802 0.097472 -0.797116 0.629098 -0.080890 0.004071 -0.308664

Antenna 3: 2460131

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
3 N01 digital_ok ee Temporal Variability 0.509299 -0.439558 -0.437995 -0.898096 0.108444 -0.440291 0.509299 -0.391064 0.044471

Antenna 3: 2460130

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
3 N01 digital_ok ee Temporal Variability 0.592231 -0.408875 -0.382534 0.147623 -0.815293 0.592231 -0.231568 0.017967 -0.382930

Antenna 3: 2460129

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
3 N01 digital_ok ee Temporal Variability 0.627706 -0.442191 -0.369710 -0.774353 0.172444 -0.264745 0.627706 -0.337082 0.072330

Antenna 3: 2460128

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
3 N01 digital_ok ee Temporal Variability 0.584648 -0.044650 -0.534469 0.134295 -0.964032 0.584648 -0.512089 -0.088812 -0.510556

Antenna 3: 2460127

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
3 N01 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 3: 2460126

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
3 N01 digital_ok ee Temporal Variability 0.334660 -0.360469 -0.740036 -0.038847 -0.980949 0.334660 -0.650093 0.014237 -0.393106

Antenna 3: 2460125

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
3 N01 digital_ok ee Temporal Variability 0.397105 -0.698911 -0.270271 -0.987968 0.103512 -0.627770 0.397105 -0.496108 0.055377

Antenna 3: 2460124

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
3 N01 digital_ok ee Temporal Variability -0.065592 -1.049190 -0.828684 -0.519807 -0.939334 -0.065592 -0.413871 -0.323568 -0.467157

Antenna 3: 2460123

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
3 N01 digital_ok ee Temporal Variability -0.156969 -0.764326 -0.834137 -0.927768 -0.536027 -0.590167 -0.156969 -0.428975 -0.218161

Antenna 3: 2460122

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
3 N01 digital_ok ee Shape nan nan nan nan nan nan nan nan nan

Antenna 3: 2460121

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
3 N01 digital_ok ee Temporal Variability 0.471574 -0.513251 -0.017648 -0.979289 0.009655 -0.637466 0.471574 -0.478863 -0.054920

Antenna 3: 2460120

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
3 N01 digital_ok ee Temporal Variability 0.298129 -0.148588 -0.677732 0.050147 -1.089386 0.298129 -0.666616 0.022941 -0.504837

Antenna 3: 2460119

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
3 N01 digital_ok ee Temporal Variability 0.194546 -0.793791 -0.192051 -1.150283 0.025757 -0.813845 0.194546 -0.529503 0.184891

Antenna 3: 2460118

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
3 N01 digital_ok ee Temporal Variability 0.417960 -0.355464 -0.192301 -0.909013 0.193930 -0.634903 0.417960 -0.453727 0.106728

Antenna 3: 2460117

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
3 N01 digital_ok nn Shape nan nan nan nan nan nan nan nan nan

Antenna 3: 2460116

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
3 N01 digital_ok ee Temporal Discontinuties 0.026367 -0.436012 -0.065794 -0.537756 -0.368996 -1.199395 -0.133661 -0.920132 0.026367

Antenna 3: 2460113

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
3 N01 digital_ok ee Temporal Variability 0.179891 -0.112542 -0.943972 -0.038355 -1.197746 0.179891 -0.890441 -0.046290 -0.622879

Antenna 3: 2460112

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
3 N01 digital_ok ee Temporal Variability 0.317144 -0.071331 -0.888217 0.038050 -1.101318 0.317144 -0.741142 0.223180 -0.493257

Antenna 3: 2460111

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
3 N01 digital_ok nn Shape nan nan nan nan nan nan nan nan nan

Antenna 3: 2460110

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
3 N01 digital_ok ee Temporal Variability -0.157668 -0.788366 -1.168729 -0.609111 -1.065987 -0.157668 -0.583130 -0.405037 -0.442839

Antenna 3: 2460109

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
3 N01 digital_ok ee Temporal Variability 0.180106 -0.902492 -0.108546 -1.266148 -0.058199 -1.081887 0.180106 -0.583714 0.169221

Antenna 3: 2460108

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
3 N01 digital_ok ee Shape nan nan nan nan nan nan nan nan nan

Antenna 3: 2460106

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
3 N01 digital_ok ee Temporal Discontinuties 0.316970 0.104370 -0.613317 -0.067176 -1.132201 0.237294 -0.606752 0.316970 -0.554723

Antenna 3: 2460105

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
3 N01 digital_ok ee Temporal Variability 0.267099 -0.716055 -0.041244 -0.982376 0.096340 -0.511503 0.267099 -0.499915 0.210524

Antenna 3: 2460104

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
3 N01 digital_ok ee Temporal Variability 0.359307 -0.859198 0.125915 -1.013796 0.225776 -0.674119 0.359307 -0.611964 0.300429

Antenna 3: 2460102

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
3 N01 digital_ok ee Shape 0.505919 -0.919402 0.505919 -1.226909 0.099820 -1.121248 0.469421 -0.705303 0.389544

Antenna 3: 2460101

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
3 N01 digital_ok ee Temporal Discontinuties 0.498111 0.148398 -0.648637 0.166599 -0.865332 0.399067 -0.454769 0.498111 -0.275312

Antenna 3: 2460033

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
3 Nnan Not Found nn Shape 13.102603 0.647087 13.102603 0.199265 11.260123 1.020086 4.096279 -0.198727 1.817676

Antenna 3: 2460032

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
3 N01 digital_ok nn Power 12.794925 0.629956 12.507525 0.368847 12.794925 1.195300 5.565527 -0.787907 0.893303

Antenna 3: 2460031

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
3 N01 digital_ok nn Shape 11.743852 0.588815 11.743852 0.324350 11.243443 0.919549 4.066329 -0.402991 1.538642

Antenna 3: 2460030

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
3 N01 digital_ok nn Shape 12.009081 0.411103 12.009081 0.268713 10.713430 0.886777 3.460892 -0.399841 1.311727

Antenna 3: 2460029

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
3 N01 digital_ok nn Shape 12.684005 0.428027 12.684005 0.267049 10.087767 0.633215 3.809426 -0.395381 1.893626

Antenna 3: 2460028

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
3 N01 digital_ok nn Shape 11.141163 0.304424 11.141163 0.388967 9.896114 0.378268 2.711228 0.467872 1.610543

Antenna 3: 2460027

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
3 N01 digital_ok nn Shape 13.484792 0.140979 13.484792 0.395134 10.876831 0.330106 3.307556 0.915370 1.870862

Antenna 3: 2460026

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
3 N01 digital_ok nn Shape 13.467374 -0.108770 13.467374 0.485643 10.867247 0.348745 2.197901 0.998305 1.393061

Antenna 3: 2460025

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
3 N01 digital_ok nn Shape 13.639772 13.639772 0.700325 11.341105 0.322370 5.062694 0.703004 2.108857 -0.442169

Antenna 3: 2460024

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
3 N01 digital_ok nn Shape 12.702849 0.617233 12.702849 0.344933 11.070606 0.631017 4.195381 -0.481062 2.306550

Antenna 3: 2460023

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
3 N01 digital_ok nn Shape 14.718349 14.718349 0.657593 11.909390 0.358821 7.714398 0.738236 2.018704 -0.502959

Antenna 3: 2460021

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
3 N01 digital_ok nn Shape 14.981176 0.701192 14.981176 0.362243 12.197608 0.430915 7.544746 -0.649504 2.851966

Antenna 3: 2460020

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
3 N01 digital_ok nn Shape 15.596376 0.637028 15.596376 0.414258 12.500180 0.428537 7.652913 -0.516045 0.781640

Antenna 3: 2460019

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
3 N01 digital_ok nn Shape 16.734324 16.734324 0.767654 12.580162 0.304853 7.612107 0.440484 1.706042 -0.136415

Antenna 3: 2460018

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
3 N01 digital_ok nn Shape 15.495830 0.655014 15.495830 0.434008 12.119271 0.780509 7.643046 1.079118 3.442981

Antenna 3: 2460017

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
3 N01 digital_ok nn Shape 13.321359 13.321359 1.007285 10.300872 0.112639 8.765206 1.123122 1.071276 -0.503069

Antenna 3: 2460016

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
3 N01 digital_ok nn Shape 15.073675 15.073675 1.077938 11.294867 0.162460 6.558863 0.978294 1.661315 -0.630285

Antenna 3: 2460015

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
3 N01 digital_ok nn Shape 15.477018 15.477018 1.164125 11.687062 0.187080 6.958321 0.745048 1.366543 -0.485032

Antenna 3: 2460014

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
3 N01 digital_ok nn Shape 13.100516 1.313226 13.100516 0.027382 8.816016 0.228533 10.423485 -0.689128 0.908329

Antenna 3: 2460013

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
3 N01 digital_ok nn Shape 15.507202 11.193853 15.507202 -0.034386 11.617946 5.662298 7.096236 -0.119659 2.220231

Antenna 3: 2460012

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
3 N01 digital_ok nn Shape 14.549915 13.086973 14.549915 -0.105660 11.448944 5.868540 7.683555 0.736146 2.544700

Antenna 3: 2460011

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
3 N01 digital_ok nn Temporal Variability 15.890223 13.762229 15.658167 -0.361735 15.327583 10.510953 15.890223 0.595657 2.235214

Antenna 3: 2460010

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
3 N01 digital_ok nn Shape 17.079683 12.636325 17.079683 11.703031 12.692505 9.135963 10.435400 1.292592 1.916768

Antenna 3: 2460009

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
3 N01 digital_ok nn Shape 15.828349 11.701371 15.828349 13.042572 13.971899 7.248571 8.800001 0.914140 2.056666

Antenna 3: 2460008

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
3 N01 digital_ok nn Shape 19.315977 19.315977 14.177344 15.384078 14.282526 7.744829 6.585775 5.442940 4.475085

Antenna 3: 2460007

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
3 N01 digital_ok nn Shape 14.457762 10.511609 14.457762 11.170376 12.030477 5.858751 7.187026 1.581698 2.256676

Antenna 3: 2459999

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
3 N01 digital_ok nn Shape nan nan nan nan nan nan nan nan nan

Antenna 3: 2459998

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
3 N01 digital_ok nn Shape 12.266897 8.936531 12.266897 9.555272 10.177354 7.851481 10.152247 0.699884 1.555373

Antenna 3: 2459997

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
3 N01 digital_ok nn Shape 13.373339 9.796582 13.373339 10.124122 10.937332 7.639939 9.568962 2.498469 3.252955

Antenna 3: 2459996

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
3 N01 digital_ok nn Shape 14.402133 10.867127 14.402133 12.701402 13.387460 7.204115 9.215343 0.401677 1.028140

Antenna 3: 2459995

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
3 N01 digital_ok nn Shape 14.607617 11.086859 14.607617 11.802178 12.586658 7.894341 9.422113 0.338363 0.870221

Antenna 3: 2459994

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
3 N01 digital_ok nn Shape 14.156188 10.629772 14.156188 10.190057 11.027847 7.682337 9.491822 0.260149 0.600638

Antenna 3: 2459993

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
3 N01 digital_ok nn Shape 13.304223 11.779451 13.304223 9.473089 10.227988 10.069923 10.885963 0.784779 2.118567

Antenna 3: 2459991

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
3 N01 digital_ok nn Shape 16.501330 12.627323 16.501330 10.041473 10.823606 9.083055 10.725615 0.247238 0.602029

Antenna 3: 2459990

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
3 N01 digital_ok nn Shape 13.591696 13.591696 10.249252 10.513639 9.835656 11.003096 8.988087 0.333668 0.107125

Antenna 3: 2459989

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
3 N01 digital_ok nn Shape 13.798539 13.798539 10.021929 9.610649 8.752737 9.224220 7.936443 0.158846 -0.112367

Antenna 3: 2459988

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
3 N01 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 3: 2459987

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
3 N01 digital_ok nn Shape 13.500845 9.873177 13.500845 9.828621 10.662675 6.319746 7.940419 0.727201 1.651845

Antenna 3: 2459986

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
3 N01 digital_ok nn Shape 16.560663 16.560663 12.378246 11.508187 10.768446 11.213822 9.285808 9.473313 5.424803

Antenna 3: 2459985

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
3 N01 digital_ok nn Shape 14.985243 14.985243 11.343057 10.719051 9.974267 8.578457 7.156198 1.641559 1.038693

Antenna 3: 2459984

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
3 N01 digital_ok nn Shape 14.401620 10.726023 14.401620 10.321377 11.101668 9.391122 12.064181 2.367805 2.960199

Antenna 3: 2459983

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
3 N01 digital_ok nn Shape 14.099277 10.567675 14.099277 9.910680 10.517037 9.193554 11.128224 2.818204 5.982450

Antenna 3: 2459982

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
3 N01 digital_ok nn Shape 11.417059 9.194973 11.417059 8.409544 8.983374 4.479884 5.250528 2.389768 3.158011

Antenna 3: 2459981

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
3 N01 digital_ok nn Shape 12.995503 12.995503 9.866232 11.193192 10.569946 12.322539 10.344184 0.706532 0.254460

Antenna 3: 2459980

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
3 N01 digital_ok nn Shape 12.529826 12.529826 9.692546 10.227343 9.495564 10.754345 8.931582 5.219430 5.064086

Antenna 3: 2459979

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
3 N01 digital_ok nn Shape 13.079559 10.071969 13.079559 8.801147 9.572651 8.862525 10.085197 0.372038 0.801409

Antenna 3: 2459978

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
3 N01 digital_ok nn Shape 12.407852 12.407852 10.177085 -0.813959 9.557122 4.199990 9.259305 12.283545 -0.004669

Antenna 3: 2459977

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
3 N01 digital_ok nn Shape 12.956305 10.462066 12.956305 9.382386 -0.149740 9.126398 7.392267 0.051887 5.689491

Antenna 3: 2459976

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
3 N01 digital_ok nn Shape 13.216001 13.216001 10.387247 -0.295822 9.877424 4.253448 9.318820 5.666309 0.826206
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