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 = "333"
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 333 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 333, 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% 4.962647 2.005406 -0.308291 10.796006 7.824211 6.041189 0.188616 -1.013177 0.6765 0.3381 0.5623 0.000000 0.000000
2459808 dish_maintenance 100.00% 29.57% 91.94% 0.00% 100.00% 0.00% 0.496021 6.385018 1.412527 12.039421 2.242549 9.943866 2.809613 0.227289 0.4488 0.2949 0.3087 0.000000 0.000000
2459807 dish_maintenance 100.00% 29.57% 97.31% 0.00% 100.00% 0.00% 0.181242 6.897714 0.559060 8.033479 2.296212 8.725714 3.082258 -0.131192 0.4487 0.2968 0.3042 0.000000 0.000000
2459806 dish_maintenance 100.00% 29.54% 43.50% 0.00% 100.00% 0.00% 3.933949 5.248651 -0.799997 12.790748 11.389121 16.788953 3.943437 3.069755 0.5180 0.4135 0.3597 0.000000 0.000000
2459805 dish_maintenance 100.00% 34.95% 100.00% 0.00% 100.00% 0.00% 0.209905 6.161612 1.323296 11.102082 1.471789 8.128934 0.535378 -0.480678 0.4357 0.2969 0.2928 0.000000 0.000000
2459804 dish_maintenance 100.00% 26.88% 91.94% 0.00% 100.00% 0.00% 0.606371 7.061315 1.241369 9.692982 1.985309 8.258727 0.406736 -0.263412 0.4365 0.3069 0.2772 0.000000 0.000000
2459803 dish_maintenance 100.00% 48.39% 100.00% 0.00% 100.00% 0.00% 1.198386 8.480391 2.169516 13.370255 2.681280 8.591074 8.200469 -0.649411 0.4089 0.2909 0.2605 0.000000 0.000000
2459802 dish_maintenance 100.00% 21.67% 100.00% 0.00% 100.00% 0.00% 2.406970 6.591038 0.906516 10.992774 5.403871 12.898097 3.075100 -0.064595 0.5212 0.3046 0.3876 0.000000 0.000000
2459801 dish_maintenance 100.00% 24.19% 97.31% 0.00% 100.00% 0.00% 0.928091 6.974555 1.624734 9.404245 2.287116 13.998491 8.184854 -0.685540 0.4618 0.3005 0.3106 0.000000 0.000000
2459800 dish_maintenance 100.00% 40.32% 89.25% 0.00% 100.00% 0.00% 0.678709 7.452700 1.619021 8.853318 1.823041 8.392684 12.204496 0.457597 0.4149 0.3209 0.2546 0.000000 0.000000
2459799 dish_maintenance 100.00% 33.94% 49.41% 0.00% 100.00% 0.00% 4.097267 5.006241 -0.477389 11.325635 16.099684 20.409475 0.794997 0.248444 0.5079 0.4025 0.3488 0.000000 0.000000
2459798 dish_maintenance 100.00% 56.45% 94.62% 0.00% 100.00% 0.00% 1.161098 7.123348 1.814933 9.444448 0.922129 6.060246 4.352902 -0.664845 0.3958 0.3116 0.2454 0.000000 0.000000
2459797 dish_maintenance 100.00% 48.39% 89.25% 0.00% 100.00% 0.00% 0.628019 6.330371 1.249452 9.362933 1.719478 8.194932 7.941780 0.017603 0.4036 0.3233 0.2435 0.000000 0.000000
2459796 dish_maintenance 100.00% 59.68% 100.00% 0.00% 100.00% 0.00% 1.138343 6.567661 1.481509 12.333989 1.640828 7.268389 2.601415 -0.624377 0.3941 0.3194 0.2334 0.000000 0.000000
2459795 dish_maintenance 100.00% 59.68% 89.25% 0.00% 100.00% 0.00% 1.264162 7.341439 1.485150 9.328328 1.779250 7.542688 8.174095 -0.797127 0.3893 0.3233 0.2356 0.000000 0.000000
2459794 dish_maintenance 100.00% 67.74% 100.00% 0.00% 100.00% 0.00% 2.028900 7.031442 3.866048 10.085348 2.817073 9.856052 4.546181 -1.313461 0.3637 0.3107 0.2281 0.000000 0.000000
2459793 dish_maintenance 100.00% 67.74% 100.00% 0.00% 100.00% 0.00% 1.601055 5.207023 3.953051 -0.257352 2.402052 103.679544 4.791123 34.900903 0.3529 0.2039 0.2196 0.000000 0.000000
2459792 dish_maintenance 100.00% 40.92% 54.24% 0.00% 100.00% 0.00% 7.183931 5.281838 5.268578 12.165318 16.125162 14.702754 0.732362 0.280612 0.4582 0.3933 0.3202 0.000000 0.000000
2459791 dish_maintenance 100.00% 72.97% 97.30% 0.00% 100.00% 0.00% 3.513444 7.260423 11.094014 13.971093 11.013485 12.623115 12.729339 2.279180 0.3349 0.3098 0.2106 0.000000 0.000000
2459790 dish_maintenance 100.00% 75.27% 100.00% 0.00% 100.00% 0.00% 6.754193 11.828295 10.455971 13.161853 7.285821 16.740085 3.250987 -0.222776 0.3221 0.3069 0.2067 0.000000 0.000000
2459789 dish_maintenance 100.00% 80.65% 100.00% 0.00% 100.00% 0.00% 6.886378 9.613700 12.490122 13.403636 8.067331 15.524285 9.214131 -0.941499 0.3047 0.2952 0.2014 0.000000 0.000000
2459788 dish_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 6.102664 8.029908 13.288105 13.916882 9.594558 17.630559 4.560089 -0.853018 0.0793 0.0791 0.0244 0.000000 0.000000
2459787 dish_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 7.022438 7.291434 10.774049 11.561130 6.502554 11.466602 3.765623 -1.157067 0.0755 0.0758 0.0234 0.000000 0.000000
2459786 dish_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 6.816798 8.481107 11.873373 14.532565 10.680838 18.900912 3.371735 -0.553757 0.0662 0.0651 0.0167 0.000000 0.000000
2459785 dish_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 9.820963 5.240002 18.207474 23.829808 25.948142 18.401182 -0.029389 -0.574621 0.0853 0.0842 0.0341 0.000000 0.000000
2459784 dish_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 11.227264 8.855526 20.541678 19.126859 21.446688 21.101078 0.065200 -0.472129 0.0635 0.0672 0.0214 0.000000 0.000000
2459783 dish_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 17.345248 6.406140 7.438909 4.248556 16.908568 7.741629 2.549642 -1.108533 0.0556 0.0670 0.0208 0.000000 0.000000
2459782 dish_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 15.582758 6.262489 3.336615 2.159788 8.824409 4.401515 1.989258 -0.707480 0.0604 0.0726 0.0244 0.000000 0.000000
2459781 dish_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.862412 -0.623927 3.332578 -1.299558 15.331463 15.241477 0.155648 -1.422098 0.0594 0.0638 0.0188 0.000000 0.000000
2459778 dish_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 11.899955 3.409875 4.024726 3.216013 18.172519 7.572994 1.307753 -0.277393 0.0754 0.0866 0.0309 0.000000 0.000000
2459776 dish_maintenance 100.00% 48.54% 6.77% 0.00% 100.00% 0.00% 19.809951 0.988038 2.317954 4.059409 30.525465 9.496363 0.860132 -0.704012 0.3668 0.5289 0.3730 0.000000 0.000000
2459774 dish_maintenance - 51.71% 31.15% 0.00% - - nan nan nan nan nan nan nan nan 0.3748 0.4685 0.3148 nan nan
2459773 dish_maintenance 100.00% 86.02% 100.00% 0.00% 100.00% 0.00% 4.342950 2.798261 11.956968 5.217228 6.722767 5.741232 10.329441 -1.115921 0.3390 0.3197 0.2221 0.000000 0.000000
2459772 dish_maintenance 100.00% 86.02% 100.00% 0.00% 100.00% 0.00% 2.412251 0.140580 4.493165 -0.009776 2.083435 -0.312814 5.230895 -0.617373 0.3545 0.3337 0.2183 0.000000 0.000000
2459771 dish_maintenance 100.00% 17.19% 42.43% 0.00% 100.00% 0.00% 2.839522 0.502712 4.203815 0.394015 2.314860 4.154560 2.327699 2.425382 0.5976 0.4426 0.3825 0.000000 0.000000
2459770 dish_maintenance 100.00% 91.40% 97.31% 0.00% 100.00% 0.00% 4.100181 2.266857 8.564462 3.474226 3.431352 3.375970 3.149314 -1.671425 0.3373 0.3305 0.2287 0.000000 0.000000
2459769 dish_maintenance 100.00% 86.02% 91.94% 0.00% 100.00% 0.00% 4.554075 2.679011 10.585860 4.578643 3.690722 4.248112 6.173979 -1.372718 0.3380 0.3295 0.2345 0.000000 0.000000
2459768 dish_maintenance 100.00% 86.56% 89.25% 0.00% 100.00% 0.00% 4.629132 3.062965 11.301337 5.262523 3.852272 3.973196 8.904273 -1.370632 0.3468 0.3372 0.2413 0.000000 0.000000
2459767 dish_maintenance 100.00% 72.58% 78.49% 0.00% 100.00% 0.00% 3.262389 0.364184 5.088481 0.098168 2.149921 -0.495131 8.107097 -1.187678 0.3952 0.3800 0.2339 0.000000 0.000000
2459766 dish_maintenance 100.00% 81.18% 83.87% 0.00% 100.00% 0.00% 3.039888 0.217558 4.792013 -0.082652 2.480939 -0.252316 3.556345 -0.770926 0.3625 0.3529 0.2521 0.000000 0.000000
2459765 dish_maintenance 100.00% 78.49% 81.18% 0.00% 100.00% 0.00% 6.504800 3.387259 14.881576 6.048693 5.423979 3.561114 12.218023 -1.474555 0.3563 0.3493 0.2531 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% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459761 dish_maintenance 100.00% 65.05% 67.74% 0.00% 100.00% 0.00% 5.014098 2.617131 9.778303 4.095043 4.014663 2.629388 7.257836 -0.765995 0.3955 0.3893 0.2814 0.000000 0.000000
2459760 dish_maintenance 100.00% 59.68% 62.37% 0.00% 100.00% 0.00% 5.030721 3.213013 10.328591 5.511124 4.281445 10.462122 15.623053 -0.902494 0.4024 0.3932 0.2904 0.000000 0.000000
2459759 dish_maintenance 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.679825 -0.663331 3.339831 -0.975159 2.114128 -1.456620 3.357961 -0.443057 0.0726 0.0689 0.0224 0.000000 0.000000
2459758 dish_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 3.481589 0.676837 5.548649 1.323595 1.276096 0.305834 2.997472 -0.590639 0.0825 0.0792 0.0315 0.000000 0.000000
2459757 dish_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 2.511825 0.642219 4.702343 1.340601 2.655598 0.843111 3.519273 -0.410517 0.1061 0.0861 0.0411 0.000000 0.000000
2459755 dish_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 10.728456 2.174400 16.120351 2.335240 52.804440 3.087092 74.116016 -0.090552 0.0690 0.0702 0.0231 0.000000 0.000000
2459754 dish_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 8.960686 1.928293 13.686794 2.520036 33.989454 2.493799 63.675224 -0.695056 0.0800 0.0811 0.0299 0.000000 0.000000
2459753 dish_maintenance 100.00% 67.74% 40.86% 0.00% 100.00% 0.00% 12.592230 2.658653 17.304272 3.305149 31.157274 3.285832 57.584313 -1.502539 0.3180 0.4029 0.2954 0.000000 0.000000
2459752 dish_maintenance 100.00% 73.12% 38.17% 0.00% 100.00% 0.00% 14.345836 5.407431 40.289098 11.668827 121.557376 10.117345 104.090003 -1.884273 0.3396 0.4422 0.3299 0.000000 0.000000
2459750 dish_maintenance 100.00% 25.42% 41.64% 0.00% 100.00% 0.00% 15.709283 5.109798 38.269231 9.046683 13.925917 11.824714 45.486232 -0.716963 0.5130 0.4437 0.3519 0.000000 0.000000
2459749 dish_maintenance 100.00% 51.61% 27.42% 0.00% 100.00% 0.00% 10.916580 1.814821 16.990672 2.244050 43.840609 1.074491 101.323349 -0.259872 0.3665 0.4736 0.3630 0.000000 0.000000
2459748 dish_maintenance 100.00% 54.30% 24.73% 0.00% 100.00% 0.00% 10.294354 2.105025 21.817610 4.574425 23.045975 4.064511 52.173110 -1.145738 0.3683 0.4823 0.3715 0.000000 0.000000
2459747 dish_maintenance 100.00% 100.00% 100.00% 0.00% - - 13.559600 0.525514 5.630776 10.257516 3.516155 8.981820 6.653649 17.147421 0.0372 0.0372 0.0038 nan nan
2459746 dish_maintenance 100.00% 100.00% 100.00% 0.00% - - 26.507819 1.403690 7.691798 15.928319 6.599295 5.355143 10.853004 16.480384 0.0435 0.0353 0.0052 nan nan
2459745 dish_maintenance 100.00% 24.73% 22.04% 0.00% 100.00% 0.00% 10.111031 5.352476 14.606545 10.399732 36.834850 113.336893 82.890382 82.589273 0.3985 0.4674 0.3544 0.000000 0.000000
2459744 dish_maintenance 100.00% 100.00% 100.00% 0.00% - - 13.561128 -0.000118 5.914553 10.469673 0.273200 -0.385406 2.252942 7.307718 0.0387 0.0393 0.0012 nan nan
2459743 dish_maintenance 100.00% 32.45% 42.73% 0.00% 100.00% 0.00% 13.489864 4.668403 58.167917 14.497086 10.146671 11.654872 54.088454 -0.921767 0.4967 0.4393 0.3536 0.000000 0.000000
2459742 dish_maintenance 100.00% 100.00% 100.00% 0.00% - - 15.197474 0.026344 7.887951 14.695007 0.369145 1.853835 1.875197 6.373244 0.0393 0.0413 0.0024 nan nan
2459741 dish_maintenance 100.00% 100.00% 100.00% 0.00% - - 30.284291 0.986233 11.390981 20.188726 4.146619 17.483114 5.637264 14.711596 0.0387 0.0414 0.0020 nan nan
2459740 dish_maintenance 100.00% 100.00% 100.00% 0.00% - - 16.928899 0.729287 11.554395 19.827606 2.825288 9.143316 7.744227 22.872351 0.0382 0.0366 0.0009 nan nan
2459738 dish_maintenance 100.00% 22.04% 0.00% 0.00% 100.00% 0.00% 13.156760 3.235271 47.423796 12.351660 33.570579 8.390877 68.934051 -1.459157 0.4167 0.5514 0.4256 0.000000 0.000000
2459736 dish_maintenance 100.00% 27.04% 40.56% 0.00% 100.00% 0.00% 8.156249 1.806721 17.678655 3.053335 3.434781 2.629944 33.859814 -0.826297 0.5062 0.4461 0.3658 0.000000 0.000000
2459734 dish_maintenance 100.00% 100.00% 100.00% 0.00% - - 14.114614 -0.381715 6.177023 10.908998 2.152130 5.485945 4.129203 21.171331 0.0388 0.0372 0.0010 nan nan
2459733 dish_maintenance 100.00% 100.00% 100.00% 0.00% - - 13.165455 -0.447989 5.944219 11.421089 0.579529 5.621903 4.681453 30.358697 0.0366 0.0339 0.0037 nan nan
2459732 not_connected 100.00% 100.00% 100.00% 0.00% - - 16.945143 -0.136221 6.509901 12.137139 0.965110 4.776190 5.396968 36.814129 0.0370 0.0358 0.0029 nan nan
2459731 not_connected 100.00% 26.88% 0.00% 0.00% 100.00% 0.00% 13.405418 3.258275 36.046106 9.347337 29.013147 16.204013 50.775812 -0.388770 0.4235 0.5432 0.4057 0.000000 0.000000
2459730 not_connected 100.00% 100.00% 100.00% 0.00% - - 12.932669 -0.668452 5.973728 11.908473 0.968044 2.708001 4.849935 34.862982 0.0369 0.0370 0.0025 nan nan
2459728 not_connected 100.00% 100.00% 100.00% 0.00% - - 11.436385 -0.777280 6.168470 12.087515 1.383281 9.978562 2.203556 22.572890 0.0371 0.0395 0.0020 nan nan
2459726 not_connected 100.00% 100.00% 100.00% 0.00% - - 8.790485 -0.577729 4.510033 9.314032 0.535190 13.944500 4.040273 37.916845 0.0391 0.0393 0.0031 nan nan
2459724 not_connected 100.00% 100.00% 100.00% 0.00% - - 12.192426 -0.605990 5.537954 11.249520 1.704377 8.201668 4.234437 36.204466 0.0368 0.0362 0.0023 nan nan
2459723 not_connected 100.00% 100.00% 100.00% 0.00% - - 9.939564 -0.695563 4.982391 10.240620 0.873603 2.498772 3.814094 20.500343 0.0382 0.0375 0.0014 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% - - 8.752492 -0.356562 5.408009 11.578308 15.634212 7.139956 5.449321 13.855595 0.0385 0.0369 0.0002 nan nan
2459719 not_connected 100.00% 100.00% 100.00% 0.00% - - 9.440239 -0.317943 4.835537 8.468824 15.096326 347.030822 9.493086 196.374201 0.0369 0.0400 0.0015 nan nan
2459718 not_connected 100.00% 100.00% 100.00% 0.00% - - 10.659552 0.024476 6.707359 13.056082 0.049727 7.642999 2.578507 26.600916 0.0403 0.0368 0.0014 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 333: 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
333 N12 dish_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 333: 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
333 N12 dish_maintenance nn Power 10.796006 2.005406 4.962647 10.796006 -0.308291 6.041189 7.824211 -1.013177 0.188616

Antenna 333: 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
333 N12 dish_maintenance nn Power 12.039421 6.385018 0.496021 12.039421 1.412527 9.943866 2.242549 0.227289 2.809613

Antenna 333: 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
333 N12 dish_maintenance nn Temporal Variability 8.725714 6.897714 0.181242 8.033479 0.559060 8.725714 2.296212 -0.131192 3.082258

Antenna 333: 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
333 N12 dish_maintenance nn Temporal Variability 16.788953 3.933949 5.248651 -0.799997 12.790748 11.389121 16.788953 3.943437 3.069755

Antenna 333: 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
333 N12 dish_maintenance nn Power 11.102082 0.209905 6.161612 1.323296 11.102082 1.471789 8.128934 0.535378 -0.480678

Antenna 333: 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
333 N12 dish_maintenance nn Power 9.692982 7.061315 0.606371 9.692982 1.241369 8.258727 1.985309 -0.263412 0.406736

Antenna 333: 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
333 N12 dish_maintenance nn Power 13.370255 1.198386 8.480391 2.169516 13.370255 2.681280 8.591074 8.200469 -0.649411

Antenna 333: 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
333 N12 dish_maintenance nn Temporal Variability 12.898097 6.591038 2.406970 10.992774 0.906516 12.898097 5.403871 -0.064595 3.075100

Antenna 333: 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
333 N12 dish_maintenance nn Temporal Variability 13.998491 6.974555 0.928091 9.404245 1.624734 13.998491 2.287116 -0.685540 8.184854

Antenna 333: 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
333 N12 dish_maintenance ee Temporal Discontinuties 12.204496 7.452700 0.678709 8.853318 1.619021 8.392684 1.823041 0.457597 12.204496

Antenna 333: 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
333 N12 dish_maintenance nn Temporal Variability 20.409475 5.006241 4.097267 11.325635 -0.477389 20.409475 16.099684 0.248444 0.794997

Antenna 333: 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
333 N12 dish_maintenance nn Power 9.444448 1.161098 7.123348 1.814933 9.444448 0.922129 6.060246 4.352902 -0.664845

Antenna 333: 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
333 N12 dish_maintenance nn Power 9.362933 6.330371 0.628019 9.362933 1.249452 8.194932 1.719478 0.017603 7.941780

Antenna 333: 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
333 N12 dish_maintenance nn Power 12.333989 1.138343 6.567661 1.481509 12.333989 1.640828 7.268389 2.601415 -0.624377

Antenna 333: 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
333 N12 dish_maintenance nn Power 9.328328 7.341439 1.264162 9.328328 1.485150 7.542688 1.779250 -0.797127 8.174095

Antenna 333: 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
333 N12 dish_maintenance nn Power 10.085348 2.028900 7.031442 3.866048 10.085348 2.817073 9.856052 4.546181 -1.313461

Antenna 333: 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
333 N12 dish_maintenance nn Temporal Variability 103.679544 1.601055 5.207023 3.953051 -0.257352 2.402052 103.679544 4.791123 34.900903

Antenna 333: 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
333 N12 dish_maintenance ee Temporal Variability 16.125162 7.183931 5.281838 5.268578 12.165318 16.125162 14.702754 0.732362 0.280612

Antenna 333: 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
333 N12 dish_maintenance nn Power 13.971093 3.513444 7.260423 11.094014 13.971093 11.013485 12.623115 12.729339 2.279180

Antenna 333: 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
333 N12 dish_maintenance nn Temporal Variability 16.740085 11.828295 6.754193 13.161853 10.455971 16.740085 7.285821 -0.222776 3.250987

Antenna 333: 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
333 N12 dish_maintenance nn Temporal Variability 15.524285 9.613700 6.886378 13.403636 12.490122 15.524285 8.067331 -0.941499 9.214131

Antenna 333: 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
333 N12 dish_maintenance nn Temporal Variability 17.630559 8.029908 6.102664 13.916882 13.288105 17.630559 9.594558 -0.853018 4.560089

Antenna 333: 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
333 N12 dish_maintenance nn Power 11.561130 7.022438 7.291434 10.774049 11.561130 6.502554 11.466602 3.765623 -1.157067

Antenna 333: 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
333 N12 dish_maintenance nn Temporal Variability 18.900912 8.481107 6.816798 14.532565 11.873373 18.900912 10.680838 -0.553757 3.371735

Antenna 333: 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
333 N12 dish_maintenance ee Temporal Variability 25.948142 5.240002 9.820963 23.829808 18.207474 18.401182 25.948142 -0.574621 -0.029389

Antenna 333: 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
333 N12 dish_maintenance ee Temporal Variability 21.446688 11.227264 8.855526 20.541678 19.126859 21.446688 21.101078 0.065200 -0.472129

Antenna 333: 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
333 N12 dish_maintenance ee Shape 17.345248 6.406140 17.345248 4.248556 7.438909 7.741629 16.908568 -1.108533 2.549642

Antenna 333: 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
333 N12 dish_maintenance ee Shape 15.582758 6.262489 15.582758 2.159788 3.336615 4.401515 8.824409 -0.707480 1.989258

Antenna 333: 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
333 N12 dish_maintenance ee Temporal Variability 15.331463 1.862412 -0.623927 3.332578 -1.299558 15.331463 15.241477 0.155648 -1.422098

Antenna 333: 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
333 N12 dish_maintenance ee Temporal Variability 18.172519 3.409875 11.899955 3.216013 4.024726 7.572994 18.172519 -0.277393 1.307753

Antenna 333: 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
333 N12 dish_maintenance ee Temporal Variability 30.525465 19.809951 0.988038 2.317954 4.059409 30.525465 9.496363 0.860132 -0.704012

Antenna 333: 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
333 N12 dish_maintenance ee Power 11.956968 2.798261 4.342950 5.217228 11.956968 5.741232 6.722767 -1.115921 10.329441

Antenna 333: 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
333 N12 dish_maintenance ee Temporal Discontinuties 5.230895 2.412251 0.140580 4.493165 -0.009776 2.083435 -0.312814 5.230895 -0.617373

Antenna 333: 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
333 N12 dish_maintenance ee Power 4.203815 0.502712 2.839522 0.394015 4.203815 4.154560 2.314860 2.425382 2.327699

Antenna 333: 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
333 N12 dish_maintenance ee Power 8.564462 2.266857 4.100181 3.474226 8.564462 3.375970 3.431352 -1.671425 3.149314

Antenna 333: 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
333 N12 dish_maintenance ee Power 10.585860 2.679011 4.554075 4.578643 10.585860 4.248112 3.690722 -1.372718 6.173979

Antenna 333: 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
333 N12 dish_maintenance ee Power 11.301337 4.629132 3.062965 11.301337 5.262523 3.852272 3.973196 8.904273 -1.370632

Antenna 333: 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
333 N12 dish_maintenance ee Temporal Discontinuties 8.107097 3.262389 0.364184 5.088481 0.098168 2.149921 -0.495131 8.107097 -1.187678

Antenna 333: 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
333 N12 dish_maintenance ee Power 4.792013 0.217558 3.039888 -0.082652 4.792013 -0.252316 2.480939 -0.770926 3.556345

Antenna 333: 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
333 N12 dish_maintenance ee Power 14.881576 3.387259 6.504800 6.048693 14.881576 3.561114 5.423979 -1.474555 12.218023

Antenna 333: 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
333 N12 dish_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 333: 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
333 N12 dish_maintenance ee Power 9.778303 2.617131 5.014098 4.095043 9.778303 2.629388 4.014663 -0.765995 7.257836

Antenna 333: 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
333 N12 dish_maintenance ee Temporal Discontinuties 15.623053 5.030721 3.213013 10.328591 5.511124 4.281445 10.462122 15.623053 -0.902494

Antenna 333: 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
333 N12 dish_maintenance ee Temporal Discontinuties 3.357961 1.679825 -0.663331 3.339831 -0.975159 2.114128 -1.456620 3.357961 -0.443057

Antenna 333: 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
333 N12 dish_maintenance ee Power 5.548649 3.481589 0.676837 5.548649 1.323595 1.276096 0.305834 2.997472 -0.590639

Antenna 333: 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
333 N12 dish_maintenance ee Power 4.702343 0.642219 2.511825 1.340601 4.702343 0.843111 2.655598 -0.410517 3.519273

Antenna 333: 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
333 N12 dish_maintenance ee Temporal Discontinuties 74.116016 10.728456 2.174400 16.120351 2.335240 52.804440 3.087092 74.116016 -0.090552

Antenna 333: 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
333 N12 dish_maintenance ee Temporal Discontinuties 63.675224 8.960686 1.928293 13.686794 2.520036 33.989454 2.493799 63.675224 -0.695056

Antenna 333: 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
333 N12 dish_maintenance ee Temporal Discontinuties 57.584313 2.658653 12.592230 3.305149 17.304272 3.285832 31.157274 -1.502539 57.584313

Antenna 333: 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
333 N12 dish_maintenance ee Temporal Variability 121.557376 14.345836 5.407431 40.289098 11.668827 121.557376 10.117345 104.090003 -1.884273

Antenna 333: 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
333 N12 dish_maintenance ee Temporal Discontinuties 45.486232 15.709283 5.109798 38.269231 9.046683 13.925917 11.824714 45.486232 -0.716963

Antenna 333: 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
333 N12 dish_maintenance ee Temporal Discontinuties 101.323349 10.916580 1.814821 16.990672 2.244050 43.840609 1.074491 101.323349 -0.259872

Antenna 333: 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
333 N12 dish_maintenance ee Temporal Discontinuties 52.173110 10.294354 2.105025 21.817610 4.574425 23.045975 4.064511 52.173110 -1.145738

Antenna 333: 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
333 N12 dish_maintenance nn Temporal Discontinuties 17.147421 13.559600 0.525514 5.630776 10.257516 3.516155 8.981820 6.653649 17.147421

Antenna 333: 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
333 N12 Not Found ee Shape 26.507819 1.403690 26.507819 15.928319 7.691798 5.355143 6.599295 16.480384 10.853004

Antenna 333: 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
333 N12 dish_maintenance nn Temporal Variability 113.336893 5.352476 10.111031 10.399732 14.606545 113.336893 36.834850 82.589273 82.890382

Antenna 333: 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
333 N12 dish_maintenance ee Shape 13.561128 13.561128 -0.000118 5.914553 10.469673 0.273200 -0.385406 2.252942 7.307718

Antenna 333: 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
333 N12 dish_maintenance ee Power 58.167917 13.489864 4.668403 58.167917 14.497086 10.146671 11.654872 54.088454 -0.921767

Antenna 333: 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
333 N12 dish_maintenance ee Shape 15.197474 15.197474 0.026344 7.887951 14.695007 0.369145 1.853835 1.875197 6.373244

Antenna 333: 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
333 N12 dish_maintenance ee Shape 30.284291 0.986233 30.284291 20.188726 11.390981 17.483114 4.146619 14.711596 5.637264

Antenna 333: 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
333 N12 dish_maintenance nn Temporal Discontinuties 22.872351 16.928899 0.729287 11.554395 19.827606 2.825288 9.143316 7.744227 22.872351

Antenna 333: 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
333 N12 dish_maintenance ee Temporal Discontinuties 68.934051 13.156760 3.235271 47.423796 12.351660 33.570579 8.390877 68.934051 -1.459157

Antenna 333: 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
333 N12 dish_maintenance ee Temporal Discontinuties 33.859814 1.806721 8.156249 3.053335 17.678655 2.629944 3.434781 -0.826297 33.859814

Antenna 333: 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
333 N12 dish_maintenance nn Temporal Discontinuties 21.171331 -0.381715 14.114614 10.908998 6.177023 5.485945 2.152130 21.171331 4.129203

Antenna 333: 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
333 N12 dish_maintenance nn Temporal Discontinuties 30.358697 -0.447989 13.165455 11.421089 5.944219 5.621903 0.579529 30.358697 4.681453

Antenna 333: 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
333 N12 not_connected nn Temporal Discontinuties 36.814129 -0.136221 16.945143 12.137139 6.509901 4.776190 0.965110 36.814129 5.396968

Antenna 333: 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
333 N12 not_connected ee Temporal Discontinuties 50.775812 3.258275 13.405418 9.347337 36.046106 16.204013 29.013147 -0.388770 50.775812

Antenna 333: 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
333 N12 not_connected nn Temporal Discontinuties 34.862982 12.932669 -0.668452 5.973728 11.908473 0.968044 2.708001 4.849935 34.862982

Antenna 333: 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
333 N12 not_connected nn Temporal Discontinuties 22.572890 -0.777280 11.436385 12.087515 6.168470 9.978562 1.383281 22.572890 2.203556

Antenna 333: 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
333 N12 not_connected nn Temporal Discontinuties 37.916845 -0.577729 8.790485 9.314032 4.510033 13.944500 0.535190 37.916845 4.040273

Antenna 333: 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
333 N12 not_connected nn Temporal Discontinuties 36.204466 -0.605990 12.192426 11.249520 5.537954 8.201668 1.704377 36.204466 4.234437

Antenna 333: 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
333 N12 not_connected nn Temporal Discontinuties 20.500343 -0.695563 9.939564 10.240620 4.982391 2.498772 0.873603 20.500343 3.814094

Antenna 333: 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
333 N12 not_connected ee Shape nan nan nan inf inf nan nan nan nan

Antenna 333: 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
333 N12 not_connected ee Temporal Variability 15.634212 8.752492 -0.356562 5.408009 11.578308 15.634212 7.139956 5.449321 13.855595

Antenna 333: 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
333 N12 not_connected nn Temporal Variability 347.030822 -0.317943 9.440239 8.468824 4.835537 347.030822 15.096326 196.374201 9.493086

Antenna 333: 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
333 N12 not_connected nn Temporal Discontinuties 26.600916 10.659552 0.024476 6.707359 13.056082 0.049727 7.642999 2.578507 26.600916
In [ ]: