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 = "329"
csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 329 Report

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

Found 255 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_
Found 248 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

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

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

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

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

df = pd.DataFrame(to_show)

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

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

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

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

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

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

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

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

Antenna 329, Node N12:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459810 dish_maintenance 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459809 dish_maintenance 100.00% 0.00% 93.88% 0.00% 100.00% 0.00% 2.656839 1.970570 5.276555 11.708974 17.466752 9.121179 6.987882 -0.236217 0.7156 0.3507 0.5977 0.000000 0.000000
2459808 dish_maintenance 100.00% 29.57% 70.43% 0.00% 100.00% 0.00% 3.166444 6.800810 9.228590 12.990027 3.240202 10.452619 7.007833 -0.043448 0.4548 0.3332 0.3126 0.000000 0.000000
2459807 dish_maintenance 100.00% 29.57% 70.43% 0.00% 100.00% 0.00% 2.601450 7.240347 5.848835 8.718578 1.950770 9.156400 28.219730 0.993016 0.4587 0.3337 0.3133 0.000000 0.000000
2459806 dish_maintenance 100.00% 12.35% 29.54% 0.00% 100.00% 0.00% 3.339925 4.995415 3.255062 13.763017 45.749513 18.367309 10.501700 -0.419074 0.5583 0.4350 0.3783 0.000000 0.000000
2459805 dish_maintenance 100.00% 34.95% 73.12% 0.00% 100.00% 0.00% 2.635478 6.422073 9.363059 11.938673 4.372195 8.150538 11.849648 0.631306 0.4427 0.3344 0.2987 0.000000 0.000000
2459804 dish_maintenance 100.00% 18.82% 75.81% 0.00% 100.00% 0.00% 1.403351 7.405203 0.025390 10.681949 2.598110 8.282444 3.654462 -0.250532 0.4663 0.3439 0.3039 0.000000 0.000000
2459803 dish_maintenance 100.00% 40.32% 75.81% 0.00% 100.00% 0.00% 2.452897 8.856340 1.791148 14.639836 0.809245 8.611614 7.147165 -0.117537 0.4352 0.3270 0.2839 0.000000 0.000000
2459802 dish_maintenance 100.00% 20.00% 86.67% 0.00% 100.00% 0.00% 3.783570 6.967831 0.462947 12.294548 4.146092 14.033238 6.455842 -0.006598 0.5426 0.3298 0.4049 0.000000 0.000000
2459801 dish_maintenance 100.00% 10.75% 73.12% 0.00% 100.00% 0.00% 1.880557 7.598711 1.165600 10.349973 2.861212 14.354033 5.412892 -0.576836 0.4902 0.3376 0.3353 0.000000 0.000000
2459800 dish_maintenance 100.00% 29.57% 70.43% 0.00% 100.00% 0.00% 1.607083 7.727109 0.491663 9.914611 4.565376 10.083964 16.095220 0.673116 0.4441 0.3563 0.2827 0.000000 0.000000
2459799 dish_maintenance 100.00% 16.65% 36.52% 0.00% 100.00% 0.00% 4.818456 4.909575 10.545259 12.411485 20.658068 23.015566 7.287846 0.310250 0.5660 0.4240 0.3746 0.000000 0.000000
2459798 dish_maintenance 100.00% 48.39% 73.12% 0.00% 100.00% 0.00% 2.509844 6.968718 2.262862 10.197680 1.593242 7.773312 7.095316 -0.744243 0.4225 0.3479 0.2721 0.000000 0.000000
2459797 dish_maintenance 100.00% 45.70% 70.43% 0.00% 100.00% 0.00% 2.585888 6.452478 4.948130 10.247899 2.387297 10.117015 8.424715 -0.618968 0.4226 0.3579 0.2627 0.000000 0.000000
2459796 dish_maintenance 100.00% 45.70% 70.43% 0.00% 100.00% 0.00% 1.412176 6.411995 2.120196 13.287905 4.524508 9.107340 8.747433 -0.032842 0.4311 0.3520 0.2646 0.000000 0.000000
2459795 dish_maintenance 100.00% 51.08% 70.43% 0.00% 100.00% 0.00% 3.501300 7.198288 3.258676 10.227497 23.279409 9.797030 15.352803 -1.250034 0.4227 0.3554 0.2670 0.000000 0.000000
2459794 dish_maintenance 100.00% 53.76% 73.12% 0.00% 100.00% 0.00% 3.837385 6.989460 6.367700 11.068504 7.174679 12.271350 4.144884 -1.301761 0.4132 0.3413 0.2703 0.000000 0.000000
2459793 dish_maintenance 100.00% 56.45% 73.12% 0.00% 100.00% 0.00% 2.413692 5.821992 4.153006 10.480147 3.920176 12.820706 3.680616 -1.256216 0.4006 0.3383 0.2617 0.000000 0.000000
2459792 dish_maintenance 100.00% 32.76% 45.11% 0.00% 100.00% 0.00% 4.735208 5.097291 0.472509 13.068295 9.899620 14.749142 3.055649 -0.884621 0.5093 0.4123 0.3478 0.000000 0.000000
2459791 dish_maintenance 100.00% 64.86% 75.68% 0.00% 100.00% 0.00% 2.698249 7.260811 2.456238 15.328803 1.911308 12.918769 5.218456 -0.426275 0.3805 0.3391 0.2448 0.000000 0.000000
2459790 dish_maintenance 100.00% 64.52% 72.58% 0.00% 100.00% 0.00% 3.559708 11.984021 2.101407 14.495535 9.087567 18.795945 13.914743 0.024299 0.3791 0.3353 0.2463 0.000000 0.000000
2459789 dish_maintenance 100.00% 69.89% 77.96% 0.00% 100.00% 0.00% 4.938608 9.739908 7.784869 15.020686 8.729028 18.270782 2.467216 -2.800146 0.3705 0.3214 0.2458 0.000000 0.000000
2459788 dish_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 5.074578 8.023176 3.534365 15.752456 2.135848 19.287634 13.127103 -1.177034 0.0801 0.0801 0.0273 0.000000 0.000000
2459787 dish_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 5.518377 7.363486 2.713138 13.080356 1.295119 11.840689 6.004215 -1.536591 0.0764 0.0756 0.0251 0.000000 0.000000
2459786 dish_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 5.056259 8.540450 1.805062 16.379903 2.986057 19.989573 8.347491 -1.656722 0.0647 0.0649 0.0171 0.000000 0.000000
2459785 dish_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 3.224078 5.127998 -0.141266 25.370917 12.283821 19.685737 1.346253 -1.103918 0.0912 0.0839 0.0362 0.000000 0.000000
2459784 dish_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 4.991249 8.853978 0.731218 20.780612 2.876771 20.700016 4.682418 -1.044715 0.0672 0.0661 0.0223 0.000000 0.000000
2459783 dish_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 6.205747 6.333507 1.391911 4.834124 1.682881 7.768868 6.480125 -1.488438 0.0645 0.0657 0.0198 0.000000 0.000000
2459782 dish_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 5.537130 6.198851 0.124925 2.418298 0.544974 4.487582 4.202379 -1.460926 0.0700 0.0708 0.0237 0.000000 0.000000
2459781 dish_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.162790 -0.624897 1.356893 -1.277434 15.322708 15.255860 3.317044 -1.679973 0.0666 0.0638 0.0221 0.000000 0.000000
2459778 dish_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 4.286782 3.406666 0.466721 3.498471 6.198445 7.704406 4.338254 -1.896189 0.0899 0.0861 0.0330 0.000000 0.000000
2459776 dish_maintenance 100.00% 14.90% 2.71% 0.00% 100.00% 0.00% 8.550630 0.703746 -0.439772 4.305188 14.023285 10.647386 5.978054 -2.391320 0.6049 0.5521 0.4234 0.000000 0.000000
2459774 dish_maintenance - 14.02% 28.56% 0.00% - - nan nan nan nan nan nan nan nan 0.5698 0.4883 0.3705 nan nan
2459773 dish_maintenance 100.00% 83.33% 100.00% 0.00% 100.00% 0.00% 2.460059 4.412461 4.183290 9.083540 6.014865 9.799118 0.833190 -3.545742 0.3443 0.3159 0.2315 0.000000 0.000000
2459772 dish_maintenance 0.00% 86.02% 100.00% 0.00% 100.00% 0.00% 0.310637 1.201840 -0.150276 1.506995 -0.167185 0.793665 -0.682011 -2.307781 0.3604 0.3303 0.2278 0.000000 0.000000
2459771 dish_maintenance 100.00% 16.65% 38.67% 0.00% 100.00% 0.00% -0.272449 1.289196 -0.925712 1.490477 -0.188422 0.855482 8.505804 -0.700159 0.6191 0.4571 0.3957 0.000000 0.000000
2459770 dish_maintenance 100.00% 83.33% 97.31% 0.00% 100.00% 0.00% 1.251181 3.932818 0.812786 6.452929 0.551811 5.550780 2.321033 -2.663803 0.3494 0.3271 0.2401 0.000000 0.000000
2459769 dish_maintenance 100.00% 86.02% 97.31% 0.00% 100.00% 0.00% 1.672625 4.603257 1.395487 8.266268 1.379866 7.786351 0.812029 -2.318136 0.3484 0.3231 0.2460 0.000000 0.000000
2459768 dish_maintenance 100.00% 86.02% 91.94% 0.00% 100.00% 0.00% 1.956805 4.965116 2.495626 9.159740 1.031394 7.774089 3.737974 -3.752930 0.3531 0.3293 0.2493 0.000000 0.000000
2459767 dish_maintenance 0.00% 64.52% 81.18% 0.00% 100.00% 0.00% 0.454978 1.545119 -0.193542 1.740324 0.884227 1.265946 -0.721785 -2.392506 0.3999 0.3721 0.2408 0.000000 0.000000
2459766 dish_maintenance 0.00% 81.18% 86.56% 0.00% 100.00% 0.00% 0.168582 1.387089 -0.431080 1.492416 0.935226 0.611055 0.627922 -1.915874 0.3644 0.3407 0.2575 0.000000 0.000000
2459765 dish_maintenance 100.00% 78.49% 81.18% 0.00% 100.00% 0.00% 3.673213 5.706879 1.648872 11.043337 5.203752 6.012728 2.405532 -3.795388 0.3653 0.3390 0.2631 0.000000 0.000000
2459764 dish_maintenance - - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459763 dish_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 278.280352 271.647419 inf inf 1217.131904 -1120.627583 4488.600163 -4011.958695 nan nan nan 0.000000 0.000000
2459761 dish_maintenance 100.00% 65.05% 67.74% 0.00% 100.00% 0.00% 3.175159 4.535603 2.563536 7.249261 2.244725 5.976680 5.303103 -4.011385 0.3980 0.3771 0.2863 0.000000 0.000000
2459760 dish_maintenance 100.00% 59.68% 65.05% 0.00% 100.00% 0.00% 2.946801 5.179094 1.715886 9.025514 1.357300 15.530149 11.073188 -5.904366 0.4019 0.3783 0.2943 0.000000 0.000000
2459759 dish_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.569204 0.205127 0.533942 0.203195 0.939114 -0.213793 1.755277 -1.409817 0.0697 0.0701 0.0244 0.000000 0.000000
2459758 dish_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.438219 2.121547 0.336950 3.434290 0.339315 1.678610 1.934346 -2.529168 0.0833 0.0807 0.0341 0.000000 0.000000
2459757 dish_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.670825 1.610798 1.294445 3.064534 1.495077 2.177484 -0.612342 -1.827483 0.1058 0.0885 0.0448 0.000000 0.000000
2459755 dish_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 3.079350 8.366662 0.662089 2.280636 1.724992 2.893735 5.724674 -1.493980 0.0691 0.0712 0.0240 0.000000 0.000000
2459754 dish_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 2.623516 6.714313 -0.717588 1.754742 11.749285 1.975806 11.110882 -0.733739 0.0832 0.0824 0.0323 0.000000 0.000000
2459753 dish_maintenance 100.00% 38.17% 46.24% 0.00% 100.00% 0.00% 3.992701 9.554661 1.122622 2.398030 2.008507 2.434525 16.391785 -1.453731 0.4047 0.3773 0.3005 0.000000 0.000000
2459752 dish_maintenance 100.00% 35.48% 40.86% 0.00% 100.00% 0.00% 2.775184 7.514704 1.587345 10.602235 47.502448 8.710248 18.182810 -1.909996 0.4433 0.4284 0.3353 0.000000 0.000000
2459750 dish_maintenance 100.00% 16.22% 39.48% 0.00% 100.00% 0.00% 0.644182 5.402991 -0.503875 10.044405 0.289501 12.990837 1.207209 -1.894035 0.6155 0.4514 0.3992 0.000000 0.000000
2459749 dish_maintenance 0.00% 27.42% 30.11% 0.00% 100.00% 0.00% 1.035432 2.048344 0.639540 2.691779 0.823603 1.889606 0.705686 -2.843884 0.4685 0.4593 0.3634 0.000000 0.000000
2459748 dish_maintenance 100.00% 22.04% 27.42% 0.00% 100.00% 0.00% 3.625482 2.158983 3.784302 4.947908 2.896645 4.161404 3.746657 -3.146341 0.4752 0.4728 0.3692 0.000000 0.000000
2459747 dish_maintenance 100.00% 100.00% 100.00% 0.00% - - 7.368817 1.421560 7.575284 13.152283 -0.200805 2.299595 3.416482 7.615277 0.0319 0.0322 0.0016 nan nan
2459746 dish_maintenance 100.00% 100.00% 100.00% 0.00% - - 4.824394 3.707486 14.072311 20.161590 24.074032 0.972166 5.825182 7.478994 0.0330 0.0368 0.0030 nan nan
2459745 dish_maintenance 100.00% 13.98% 16.67% 0.00% 100.00% 0.00% 0.429715 1.649328 -0.676069 1.909720 8.435405 1.906289 8.104272 -0.480052 0.5031 0.4999 0.3969 0.000000 0.000000
2459744 dish_maintenance 100.00% 100.00% 100.00% 0.00% - - 2.866333 1.682420 9.576291 13.384177 44.908716 1.060194 24.379600 15.552496 0.0310 0.0316 0.0012 nan nan
2459743 dish_maintenance 100.00% 16.77% 38.40% 0.00% 100.00% 0.00% 4.484895 4.707996 10.176706 15.653657 5.533345 12.348741 6.897096 -2.361629 0.6034 0.4504 0.4001 0.000000 0.000000
2459742 dish_maintenance 100.00% 100.00% 100.00% 0.00% - - 9.404170 2.203089 10.244686 18.532403 -0.550616 0.713076 2.101102 5.342858 0.0329 0.0363 0.0015 nan nan
2459741 dish_maintenance 100.00% 100.00% 100.00% 0.00% - - 19.750369 3.858006 14.314808 24.708403 0.060882 7.164488 3.461043 6.676482 0.0318 0.0308 0.0014 nan nan
2459740 dish_maintenance 100.00% 100.00% 100.00% 0.00% - - 10.674255 1.757078 14.686973 25.061459 0.450736 5.482516 4.385170 10.501328 0.0327 0.0294 0.0008 nan nan
2459738 dish_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 5.531355 3.323353 8.300511 13.660798 3.383079 13.279455 9.433693 -2.859179 0.5444 0.5522 0.4232 0.000000 0.000000
2459736 dish_maintenance 100.00% 15.14% 37.86% 0.00% 100.00% 0.00% 2.209653 1.869516 2.469544 3.362319 1.580552 2.943550 4.500722 -1.709912 0.6105 0.4564 0.4102 0.000000 0.000000
2459734 dish_maintenance 100.00% 100.00% 100.00% 0.00% - - 8.082837 1.357227 7.968314 13.234148 0.592517 5.304430 2.914420 5.544605 0.0355 0.0361 0.0017 nan nan
2459733 dish_maintenance 100.00% 100.00% 100.00% 0.00% - - 7.454639 1.011079 7.779918 13.289303 0.031444 0.235888 2.428914 4.530186 0.0322 0.0306 0.0017 nan nan
2459732 not_connected 100.00% 100.00% 100.00% 0.00% - - 9.841040 1.287160 8.499625 14.255343 0.814709 0.842647 2.874024 6.606853 0.0321 0.0309 0.0010 nan nan
2459731 not_connected 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 5.565454 3.163112 5.614546 10.066490 2.516639 15.333277 5.727539 -2.065870 0.5498 0.5513 0.4117 0.000000 0.000000
2459730 not_connected 100.00% 100.00% 100.00% 0.00% - - 7.376647 0.959918 7.874893 13.456965 0.788504 1.483248 2.871956 5.791237 0.0327 0.0312 0.0011 nan nan
2459728 not_connected 100.00% 100.00% 100.00% 0.00% - - 8.531249 0.987270 7.365002 14.096130 0.285089 1.635339 1.675735 4.156477 0.0334 0.0322 0.0012 nan nan
2459726 not_connected 100.00% 100.00% 100.00% 0.00% - - 6.465416 0.591225 5.393513 10.476299 -0.931990 2.699017 2.187405 5.715669 0.0355 0.0379 0.0025 nan nan
2459724 not_connected 100.00% 100.00% 100.00% 0.00% - - 9.161379 0.832213 6.528381 12.277726 2.109587 6.670512 3.390313 8.306792 0.0331 0.0340 0.0012 nan nan
2459723 not_connected 100.00% 100.00% 100.00% 0.00% - - 4.095169 0.545366 7.323139 11.140179 31.129544 2.395425 3.401583 4.400455 0.0330 0.0343 0.0012 nan nan
2459722 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
2459720 not_connected 100.00% 100.00% 100.00% 0.00% - - 0.427871 0.556704 10.063670 12.443905 2.949519 2.045986 1.649178 2.920328 0.0361 0.0318 0.0011 nan nan
2459719 not_connected 100.00% 100.00% 100.00% 0.00% - - 0.696047 0.719630 8.524554 10.730555 15.961261 4.705387 4.131345 5.780728 0.0328 0.0314 0.0012 nan nan
2459718 not_connected 100.00% 100.00% 100.00% 0.00% - - 8.969395 1.115641 7.442947 13.980629 -0.565151 6.893036 1.376765 6.533994 0.0302 0.0317 0.0007 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 329: 2459810

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 329: 2459809

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance ee Temporal Variability 17.466752 1.970570 2.656839 11.708974 5.276555 9.121179 17.466752 -0.236217 6.987882

Antenna 329: 2459808

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Power 12.990027 6.800810 3.166444 12.990027 9.228590 10.452619 3.240202 -0.043448 7.007833

Antenna 329: 2459807

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance ee Temporal Discontinuties 28.219730 7.240347 2.601450 8.718578 5.848835 9.156400 1.950770 0.993016 28.219730

Antenna 329: 2459806

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance ee Temporal Variability 45.749513 3.339925 4.995415 3.255062 13.763017 45.749513 18.367309 10.501700 -0.419074

Antenna 329: 2459805

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Power 11.938673 2.635478 6.422073 9.363059 11.938673 4.372195 8.150538 11.849648 0.631306

Antenna 329: 2459804

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Power 10.681949 7.405203 1.403351 10.681949 0.025390 8.282444 2.598110 -0.250532 3.654462

Antenna 329: 2459803

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Power 14.639836 2.452897 8.856340 1.791148 14.639836 0.809245 8.611614 7.147165 -0.117537

Antenna 329: 2459802

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Temporal Variability 14.033238 6.967831 3.783570 12.294548 0.462947 14.033238 4.146092 -0.006598 6.455842

Antenna 329: 2459801

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Temporal Variability 14.354033 7.598711 1.880557 10.349973 1.165600 14.354033 2.861212 -0.576836 5.412892

Antenna 329: 2459800

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance ee Temporal Discontinuties 16.095220 7.727109 1.607083 9.914611 0.491663 10.083964 4.565376 0.673116 16.095220

Antenna 329: 2459799

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Temporal Variability 23.015566 4.909575 4.818456 12.411485 10.545259 23.015566 20.658068 0.310250 7.287846

Antenna 329: 2459798

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Power 10.197680 2.509844 6.968718 2.262862 10.197680 1.593242 7.773312 7.095316 -0.744243

Antenna 329: 2459797

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Power 10.247899 6.452478 2.585888 10.247899 4.948130 10.117015 2.387297 -0.618968 8.424715

Antenna 329: 2459796

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Power 13.287905 1.412176 6.411995 2.120196 13.287905 4.524508 9.107340 8.747433 -0.032842

Antenna 329: 2459795

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance ee Temporal Variability 23.279409 7.198288 3.501300 10.227497 3.258676 9.797030 23.279409 -1.250034 15.352803

Antenna 329: 2459794

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Temporal Variability 12.271350 3.837385 6.989460 6.367700 11.068504 7.174679 12.271350 4.144884 -1.301761

Antenna 329: 2459793

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Temporal Variability 12.820706 2.413692 5.821992 4.153006 10.480147 3.920176 12.820706 3.680616 -1.256216

Antenna 329: 2459792

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Temporal Variability 14.749142 4.735208 5.097291 0.472509 13.068295 9.899620 14.749142 3.055649 -0.884621

Antenna 329: 2459791

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Power 15.328803 2.698249 7.260811 2.456238 15.328803 1.911308 12.918769 5.218456 -0.426275

Antenna 329: 2459790

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Temporal Variability 18.795945 11.984021 3.559708 14.495535 2.101407 18.795945 9.087567 0.024299 13.914743

Antenna 329: 2459789

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Temporal Variability 18.270782 9.739908 4.938608 15.020686 7.784869 18.270782 8.729028 -2.800146 2.467216

Antenna 329: 2459788

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Temporal Variability 19.287634 8.023176 5.074578 15.752456 3.534365 19.287634 2.135848 -1.177034 13.127103

Antenna 329: 2459787

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Power 13.080356 5.518377 7.363486 2.713138 13.080356 1.295119 11.840689 6.004215 -1.536591

Antenna 329: 2459786

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Temporal Variability 19.989573 8.540450 5.056259 16.379903 1.805062 19.989573 2.986057 -1.656722 8.347491

Antenna 329: 2459785

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Power 25.370917 5.127998 3.224078 25.370917 -0.141266 19.685737 12.283821 -1.103918 1.346253

Antenna 329: 2459784

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Power 20.780612 4.991249 8.853978 0.731218 20.780612 2.876771 20.700016 4.682418 -1.044715

Antenna 329: 2459783

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Temporal Variability 7.768868 6.333507 6.205747 4.834124 1.391911 7.768868 1.682881 -1.488438 6.480125

Antenna 329: 2459782

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Shape 6.198851 6.198851 5.537130 2.418298 0.124925 4.487582 0.544974 -1.460926 4.202379

Antenna 329: 2459781

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance ee Temporal Variability 15.322708 1.162790 -0.624897 1.356893 -1.277434 15.322708 15.255860 3.317044 -1.679973

Antenna 329: 2459778

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Temporal Variability 7.704406 3.406666 4.286782 3.498471 0.466721 7.704406 6.198445 -1.896189 4.338254

Antenna 329: 2459776

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance ee Temporal Variability 14.023285 8.550630 0.703746 -0.439772 4.305188 14.023285 10.647386 5.978054 -2.391320

Antenna 329: 2459773

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Temporal Variability 9.799118 4.412461 2.460059 9.083540 4.183290 9.799118 6.014865 -3.545742 0.833190

Antenna 329: 2459772

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Power 1.506995 0.310637 1.201840 -0.150276 1.506995 -0.167185 0.793665 -0.682011 -2.307781

Antenna 329: 2459771

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance ee Temporal Discontinuties 8.505804 1.289196 -0.272449 1.490477 -0.925712 0.855482 -0.188422 -0.700159 8.505804

Antenna 329: 2459770

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Power 6.452929 3.932818 1.251181 6.452929 0.812786 5.550780 0.551811 -2.663803 2.321033

Antenna 329: 2459769

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Power 8.266268 4.603257 1.672625 8.266268 1.395487 7.786351 1.379866 -2.318136 0.812029

Antenna 329: 2459768

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Power 9.159740 1.956805 4.965116 2.495626 9.159740 1.031394 7.774089 3.737974 -3.752930

Antenna 329: 2459767

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Power 1.740324 0.454978 1.545119 -0.193542 1.740324 0.884227 1.265946 -0.721785 -2.392506

Antenna 329: 2459766

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Power 1.492416 1.387089 0.168582 1.492416 -0.431080 0.611055 0.935226 -1.915874 0.627922

Antenna 329: 2459765

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Power 11.043337 5.706879 3.673213 11.043337 1.648872 6.012728 5.203752 -3.795388 2.405532

Antenna 329: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance ee Power inf 278.280352 271.647419 inf inf 1217.131904 -1120.627583 4488.600163 -4011.958695

Antenna 329: 2459761

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
329 N12 dish_maintenance nn Power 7.249261 4.535603 3.175159 7.249261 2.563536 5.976680 2.244725 -4.011385 5.303103

Antenna 329: 2459760

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
329 N12 dish_maintenance nn Temporal Variability 15.530149 2.946801 5.179094 1.715886 9.025514 1.357300 15.530149 11.073188 -5.904366

Antenna 329: 2459759

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
329 N12 dish_maintenance ee Temporal Discontinuties 1.755277 0.569204 0.205127 0.533942 0.203195 0.939114 -0.213793 1.755277 -1.409817

Antenna 329: 2459758

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
329 N12 dish_maintenance nn Power 3.434290 1.438219 2.121547 0.336950 3.434290 0.339315 1.678610 1.934346 -2.529168

Antenna 329: 2459757

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
329 N12 dish_maintenance nn Power 3.064534 1.610798 0.670825 3.064534 1.294445 2.177484 1.495077 -1.827483 -0.612342

Antenna 329: 2459755

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
329 N12 dish_maintenance nn Shape 8.366662 3.079350 8.366662 0.662089 2.280636 1.724992 2.893735 5.724674 -1.493980

Antenna 329: 2459754

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
329 N12 dish_maintenance ee Temporal Variability 11.749285 2.623516 6.714313 -0.717588 1.754742 11.749285 1.975806 11.110882 -0.733739

Antenna 329: 2459753

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
329 N12 dish_maintenance ee Temporal Discontinuties 16.391785 9.554661 3.992701 2.398030 1.122622 2.434525 2.008507 -1.453731 16.391785

Antenna 329: 2459752

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
329 N12 dish_maintenance ee Temporal Variability 47.502448 2.775184 7.514704 1.587345 10.602235 47.502448 8.710248 18.182810 -1.909996

Antenna 329: 2459750

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
329 N12 dish_maintenance nn Temporal Variability 12.990837 0.644182 5.402991 -0.503875 10.044405 0.289501 12.990837 1.207209 -1.894035

Antenna 329: 2459749

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
329 N12 dish_maintenance nn Power 2.691779 1.035432 2.048344 0.639540 2.691779 0.823603 1.889606 0.705686 -2.843884

Antenna 329: 2459748

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
329 N12 dish_maintenance nn Power 4.947908 3.625482 2.158983 3.784302 4.947908 2.896645 4.161404 3.746657 -3.146341

Antenna 329: 2459747

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
329 N12 dish_maintenance nn Power 13.152283 7.368817 1.421560 7.575284 13.152283 -0.200805 2.299595 3.416482 7.615277

Antenna 329: 2459746

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
329 N12 Not Found ee Temporal Variability 24.074032 3.707486 4.824394 20.161590 14.072311 0.972166 24.074032 7.478994 5.825182

Antenna 329: 2459745

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
329 N12 dish_maintenance ee Temporal Variability 8.435405 1.649328 0.429715 1.909720 -0.676069 1.906289 8.435405 -0.480052 8.104272

Antenna 329: 2459744

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
329 N12 dish_maintenance ee Temporal Variability 44.908716 2.866333 1.682420 9.576291 13.384177 44.908716 1.060194 24.379600 15.552496

Antenna 329: 2459743

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
329 N12 dish_maintenance nn Power 15.653657 4.484895 4.707996 10.176706 15.653657 5.533345 12.348741 6.897096 -2.361629

Antenna 329: 2459742

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
329 N12 dish_maintenance nn Power 18.532403 9.404170 2.203089 10.244686 18.532403 -0.550616 0.713076 2.101102 5.342858

Antenna 329: 2459741

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
329 N12 dish_maintenance nn Power 24.708403 3.858006 19.750369 24.708403 14.314808 7.164488 0.060882 6.676482 3.461043

Antenna 329: 2459740

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
329 N12 dish_maintenance nn Power 25.061459 10.674255 1.757078 14.686973 25.061459 0.450736 5.482516 4.385170 10.501328

Antenna 329: 2459738

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
329 N12 dish_maintenance nn Power 13.660798 5.531355 3.323353 8.300511 13.660798 3.383079 13.279455 9.433693 -2.859179

Antenna 329: 2459736

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
329 N12 dish_maintenance ee Temporal Discontinuties 4.500722 1.869516 2.209653 3.362319 2.469544 2.943550 1.580552 -1.709912 4.500722

Antenna 329: 2459734

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
329 N12 dish_maintenance nn Power 13.234148 1.357227 8.082837 13.234148 7.968314 5.304430 0.592517 5.544605 2.914420

Antenna 329: 2459733

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
329 N12 dish_maintenance nn Power 13.289303 1.011079 7.454639 13.289303 7.779918 0.235888 0.031444 4.530186 2.428914

Antenna 329: 2459732

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
329 N12 not_connected nn Power 14.255343 1.287160 9.841040 14.255343 8.499625 0.842647 0.814709 6.606853 2.874024

Antenna 329: 2459731

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
329 N12 not_connected nn Temporal Variability 15.333277 3.163112 5.565454 10.066490 5.614546 15.333277 2.516639 -2.065870 5.727539

Antenna 329: 2459730

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
329 N12 not_connected nn Power 13.456965 7.376647 0.959918 7.874893 13.456965 0.788504 1.483248 2.871956 5.791237

Antenna 329: 2459728

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
329 N12 not_connected nn Power 14.096130 0.987270 8.531249 14.096130 7.365002 1.635339 0.285089 4.156477 1.675735

Antenna 329: 2459726

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
329 N12 not_connected nn Power 10.476299 0.591225 6.465416 10.476299 5.393513 2.699017 -0.931990 5.715669 2.187405

Antenna 329: 2459724

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
329 N12 not_connected nn Power 12.277726 0.832213 9.161379 12.277726 6.528381 6.670512 2.109587 8.306792 3.390313

Antenna 329: 2459723

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
329 N12 not_connected ee Temporal Variability 31.129544 0.545366 4.095169 11.140179 7.323139 2.395425 31.129544 4.400455 3.401583

Antenna 329: 2459722

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
329 N12 not_connected ee Shape nan nan nan inf inf nan nan nan nan

Antenna 329: 2459720

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
329 N12 not_connected nn Power 12.443905 0.427871 0.556704 10.063670 12.443905 2.949519 2.045986 1.649178 2.920328

Antenna 329: 2459719

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
329 N12 not_connected ee Temporal Variability 15.961261 0.719630 0.696047 10.730555 8.524554 4.705387 15.961261 5.780728 4.131345

Antenna 329: 2459718

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
329 N12 not_connected nn Power 13.980629 8.969395 1.115641 7.442947 13.980629 -0.565151 6.893036 1.376765 6.533994
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