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 = "62"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 62 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 159 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 156 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

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

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

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

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

df = pd.DataFrame(to_show)

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

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

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

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

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

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

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

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

Antenna 62, Node N06:

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)
2459976 not_connected 0.00% 0.00% 0.00% 0.00% - - 0.924451 0.499135 -0.771852 1.042756 -0.521157 -0.479855 1.974238 -0.672847 0.5620 0.6142 0.3864 nan nan
2459975 not_connected 0.00% 0.00% 0.00% 0.00% - - 0.656715 0.606064 -0.794677 1.089896 -0.358735 -0.090292 1.968245 -0.406237 0.5605 0.6125 0.3941 nan nan
2459974 not_connected 0.00% 0.00% 0.00% 0.00% - - 0.550603 0.731494 -0.770043 1.212750 -0.622172 -0.109925 2.499112 -0.989698 0.5675 0.6152 0.3909 nan nan
2459973 not_connected 0.00% 0.00% 0.00% 0.00% - - 0.613729 0.759065 -0.764066 1.008361 -0.092452 -0.635355 1.052229 -1.023022 0.5836 0.6326 0.3944 nan nan
2459972 not_connected 100.00% 91.73% 92.92% 0.16% - - 110.677293 95.323802 inf inf 2541.619152 2509.284612 4360.774335 4422.103158 0.4059 0.3705 0.3667 nan nan
2459971 not_connected 0.00% 0.00% 0.00% 0.00% - - 0.844453 0.429836 -0.729883 1.261087 -0.505630 -0.456512 2.354139 -0.999210 0.5638 0.6178 0.3999 nan nan
2459970 not_connected 0.00% 0.00% 0.00% 0.00% - - 0.590894 0.828271 -0.789396 1.430555 0.074293 0.081575 1.617728 -0.670999 0.5680 0.6181 0.3940 nan nan
2459969 not_connected 0.00% 0.00% 0.00% 0.00% - - 0.305460 1.109344 -0.701931 1.308680 0.403508 0.234003 0.714145 -0.933686 0.5822 0.6269 0.3936 nan nan
2459968 not_connected 0.00% 0.00% 0.00% 0.00% - - -0.462979 -0.726624 -0.799791 1.565440 -0.710526 -0.084609 -1.174165 0.839022 0.6934 0.7176 0.2730 nan nan
2459967 not_connected 0.00% 0.00% 0.00% 0.00% - - 0.892614 0.681184 -0.866521 1.777472 0.429642 0.219422 1.295835 -0.298874 0.5623 0.6124 0.3788 nan nan
2459966 not_connected 0.00% 0.00% 0.00% 0.00% - - 0.920428 0.671872 -1.085281 1.564595 -0.471147 0.075495 1.765244 -0.784700 0.5643 0.6154 0.3839 nan nan
2459965 not_connected 0.00% 0.00% 0.00% 0.00% - - 0.480204 0.756374 -0.896229 1.316344 -0.556962 -0.478513 1.336950 -0.295243 0.5723 0.6201 0.3704 nan nan
2459964 not_connected 0.00% 0.00% 0.00% 0.00% - - 0.652320 -0.057164 -0.926067 1.433781 -0.662850 -0.153939 -0.224546 0.103084 0.6349 0.6662 0.3241 nan nan
2459963 not_connected 100.00% 0.00% 0.00% 0.00% - - 0.371742 -0.324345 -0.163737 1.421388 16.735590 0.126426 -0.066163 0.725162 0.6573 0.6951 0.2608 nan nan
2459962 not_connected 100.00% 0.00% 0.00% 0.00% - - 0.755502 0.238656 -0.658409 1.480192 18.029745 0.238234 0.236826 0.266930 0.6193 0.6674 0.3406 nan nan
2459961 not_connected 0.00% 0.00% 0.00% 0.00% - - 0.307486 -1.068013 -0.589553 1.265797 -0.828816 0.463006 -1.006457 0.441420 0.7090 0.7203 0.2433 nan nan
2459960 not_connected 0.00% 0.00% 0.00% 0.00% - - 0.752824 0.146746 -0.793264 1.407869 -0.262950 -0.415900 -0.099906 0.067841 0.6076 0.6471 0.3318 nan nan
2459959 not_connected 0.00% 0.00% 0.00% 0.00% - - 0.390154 0.001709 -0.759583 1.110874 -0.590941 -0.783477 1.803876 -0.482653 0.5815 0.6371 0.3844 nan nan
2459958 not_connected 0.00% 0.00% 0.00% 0.00% - - 1.253785 0.313556 -0.891763 1.335449 -0.294343 -0.532139 1.968228 -0.804851 0.5780 0.6323 0.3917 nan nan
2459957 not_connected 0.00% 0.00% 0.00% 0.00% - - 0.933942 0.445270 -0.957726 1.508145 -0.285067 0.146600 2.617100 -0.203505 0.5610 0.6189 0.3931 nan nan
2459956 not_connected 0.00% 0.00% 0.00% 0.00% - - 1.369517 -0.350248 -0.617943 1.519958 2.737526 -0.410776 -0.258383 0.464830 0.6101 0.6481 0.3262 nan nan
2459955 not_connected 0.00% 0.00% 0.00% 0.00% - - 0.884510 0.828613 -1.424732 1.867751 -0.351876 0.645511 2.737108 -0.987412 0.5589 0.6174 0.3937 nan nan
2459954 not_connected 0.00% 0.00% 0.00% 0.00% - - 0.789637 0.806091 -0.829333 1.594740 -0.837935 -0.184843 2.905872 -0.954955 0.5605 0.6182 0.4022 nan nan
2459953 not_connected 0.00% 0.00% 0.00% 0.00% - - 0.787309 0.648850 -0.812769 1.553646 -0.544228 0.030202 1.609373 -0.900872 0.5777 0.6350 0.3997 nan nan
2459952 not_connected 0.00% 0.00% 0.00% 0.00% - - 0.568513 1.273418 -0.777158 1.630596 -0.719213 0.482767 2.257681 -1.144180 0.5844 0.6349 0.3998 nan nan
2459951 not_connected 0.00% 0.00% 0.00% 0.00% - - 0.170452 1.185788 -0.641478 1.339401 -0.828378 -0.066124 1.110673 -1.422314 0.6006 0.6485 0.3989 nan nan
2459950 not_connected 0.00% 0.00% 0.00% 0.00% - - 0.457543 1.751487 -0.617468 1.591475 -0.592759 0.611340 0.451147 -1.718199 0.5922 0.6396 0.4048 nan nan
2459949 not_connected 0.00% 0.00% 0.00% 0.00% - - 0.051766 1.201516 -0.645763 1.228875 -0.213815 -0.015154 1.004764 -1.003843 0.5833 0.6315 0.4052 nan nan
2459948 not_connected 0.00% 0.00% 0.00% 0.00% - - 0.239780 0.882604 -0.969644 1.379902 0.998852 -0.549905 0.956397 -1.036047 0.6100 0.6648 0.3862 nan nan
2459947 not_connected 0.00% 0.00% 0.00% 0.00% - - 0.621048 0.643242 -0.456046 0.810419 -0.472933 -0.264330 -0.305456 -0.598232 0.6146 0.6520 0.3701 nan nan
2459946 not_connected 100.00% 0.00% 0.00% 0.00% - - 0.290400 0.513642 -1.217383 0.746310 -0.983416 -0.429876 4.180318 -0.397701 0.5868 0.6403 0.3974 nan nan
2459945 not_connected 0.00% 0.00% 0.00% 0.00% - - 0.008980 0.696041 -1.029473 0.524910 -0.692726 -0.585268 0.635847 -0.633603 0.5963 0.6442 0.3957 nan nan
2459944 not_connected 0.00% 0.00% 0.00% 0.00% - - -0.347190 0.533807 -1.013715 0.687477 -1.219233 -0.788102 0.547214 -0.874220 0.6036 0.6519 0.3963 nan nan
2459943 not_connected 0.00% 0.00% 0.00% 0.00% - - -0.455193 0.898661 -0.955310 0.838587 -0.841477 -0.620956 0.126548 -0.890460 0.6085 0.6558 0.3993 nan nan
2459942 not_connected 0.00% 0.00% 0.00% 0.00% - - 0.044555 1.000160 -1.084441 0.881758 -1.037058 -0.549817 0.217895 -1.193829 0.6043 0.6452 0.3888 nan nan
2459941 not_connected 0.00% 0.00% 0.00% 0.00% - - 0.188349 0.588556 -1.156846 0.713364 -1.011746 -0.627142 1.793789 -0.721615 0.5837 0.6363 0.4100 nan nan
2459940 not_connected 0.00% 0.00% 0.00% 0.00% - - -0.361674 0.425123 -1.137405 0.421597 -1.193942 -0.723198 2.564343 -0.931053 0.5904 0.6414 0.4084 nan nan
2459939 not_connected 0.00% 0.00% 0.00% 0.00% - - -0.269127 0.626461 -0.996791 0.625568 -1.082472 -0.604453 0.966783 -1.017981 0.6001 0.6454 0.4054 nan nan
2459938 not_connected 0.00% 0.00% 0.00% 0.00% - - -0.085900 0.849652 -1.082619 0.877524 -1.237274 -0.636733 1.109982 -1.377012 0.6033 0.6482 0.3993 nan nan
2459937 not_connected 0.00% 0.00% 0.00% 0.00% - - 0.203956 0.460782 -1.065779 0.749091 -0.938246 -0.529860 -0.261041 -1.386448 0.6198 0.6692 0.3793 nan nan
2459936 not_connected 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459935 not_connected 0.00% 0.00% 0.00% 0.00% - - 0.250830 0.558230 -1.331547 0.918720 -0.909821 -0.209548 2.530157 -0.889821 0.5813 0.6305 0.3887 nan nan
2459934 not_connected 0.00% 0.00% 0.00% 0.00% - - 0.846421 1.383173 -1.305166 1.487546 -0.442531 -0.222457 0.839268 -1.021881 0.6028 0.6538 0.3991 nan nan
2459933 not_connected 0.00% 0.00% 0.00% 0.00% - - 0.813164 1.162217 -1.326897 1.670411 -0.360845 -0.237280 0.963773 -1.288981 0.5946 0.6504 0.3998 nan nan
2459932 not_connected 0.00% 0.00% 0.00% 0.00% - - 0.102146 1.963005 -1.048581 1.332523 3.118313 -0.333564 0.745402 -2.328545 0.5220 0.5720 0.3346 nan nan
2459931 not_connected 0.00% 0.00% 0.00% 0.00% - - 1.215832 1.324160 -0.924071 1.641785 2.283917 0.025924 0.352711 -1.496135 0.6049 0.6602 0.3923 nan nan
2459930 not_connected 0.00% 0.00% 0.00% 0.00% - - 1.101185 0.991484 -0.765447 1.266768 2.861482 -0.114162 0.803477 -1.258979 0.5976 0.6529 0.3969 nan nan
2459929 not_connected 100.00% 0.00% 0.00% 0.00% - - -1.001937 -0.906338 -0.108927 0.507671 6.406331 -0.509803 -0.092807 -0.303746 0.7252 0.7454 0.2343 nan nan
2459928 not_connected 0.00% 0.00% 0.00% 0.00% - - 1.449628 0.674022 -1.023204 0.872339 -0.748240 -0.900630 1.183038 -0.615887 0.5659 0.6286 0.3970 nan nan
2459927 not_connected 0.00% 0.00% 0.00% 0.00% - - 0.442386 1.519197 -0.775626 0.706154 2.267218 -0.091701 0.004554 -1.432412 0.5363 0.5753 0.3270 nan nan
2459926 not_connected 0.00% 0.00% 0.00% 0.00% - - 0.754014 -0.778214 -0.120782 -0.375206 0.237522 -1.349766 -0.399429 -1.643263 0.7259 0.7742 0.2329 nan nan
2459925 not_connected 0.00% 0.00% 0.00% 0.00% - - 0.216644 -0.878894 -0.288660 0.394823 3.578484 -0.202278 -1.172042 -0.867591 0.6967 0.7205 0.2561 nan nan
2459924 not_connected 0.00% 0.00% 0.00% 0.00% - - 2.081781 0.632291 -0.289851 0.598988 1.853484 -0.773049 0.300860 -0.418446 0.5993 0.6659 0.3895 nan nan
2459923 not_connected 0.00% 0.00% 0.00% 0.00% - - 1.806115 0.006671 -0.772155 0.491543 0.326446 -1.049921 -1.130181 -1.131250 0.6526 0.7039 0.3580 nan nan
2459922 not_connected 0.00% 0.00% 0.00% 0.00% - - 0.769906 0.381272 -1.058001 0.883152 -0.040432 -0.626242 1.632630 -0.409330 0.5975 0.6638 0.4086 nan nan
2459921 not_connected 0.00% 0.00% 0.00% 0.00% - - 0.308438 0.364012 -1.306965 0.186588 -1.460282 -0.949242 0.636782 -0.883839 0.6037 0.6596 0.4177 nan nan
2459920 not_connected 0.00% 0.00% 0.00% 0.00% - - -0.164535 0.730209 -0.886661 0.414725 -1.108750 -0.719031 1.092160 -1.075495 0.6076 0.6631 0.4197 nan nan
2459919 not_connected 0.00% 0.00% 0.00% 0.00% - - -0.101229 1.248795 -0.829453 0.992922 -1.171780 0.078251 0.143619 -1.819952 0.6065 0.6562 0.3914 nan nan
2459918 not_connected 0.00% 0.00% 0.00% 0.00% - - 0.159779 1.561194 -0.968039 1.168783 0.157102 -0.529211 0.370616 -1.534650 0.6198 0.6715 0.3994 nan nan
2459917 not_connected 0.00% 0.00% 0.00% 0.00% - - 0.259054 0.718505 -0.942124 0.955716 -0.113815 0.848029 0.829768 -0.942511 0.6445 0.7019 0.4652 nan nan
2459916 not_connected 0.00% 0.00% 0.00% 0.00% - - 0.065719 1.509695 -0.911960 0.945539 -1.301987 -0.356070 0.694929 -2.209034 0.6178 0.6697 0.4036 nan nan
2459915 not_connected 0.00% 0.00% 0.00% 0.00% - - 0.206811 1.037736 -0.966916 1.401252 0.665347 -0.515833 0.220823 -1.090066 0.6538 0.6971 0.3704 nan nan
2459914 not_connected 100.00% 0.00% 0.00% 0.00% - - 1.064777 0.699120 -1.039512 1.613124 5.570773 -0.234340 -0.160533 -0.425945 0.6724 0.7201 0.3271 nan nan
2459913 not_connected 0.00% 0.00% 0.00% 0.00% - - 1.389692 0.952634 -1.677438 1.170875 -0.728177 -0.510972 2.521098 -0.228784 0.6316 0.6664 0.4032 nan nan
2459912 not_connected 0.00% 0.00% 0.00% 0.00% - - 0.846905 0.572345 -1.658713 0.580515 -0.781969 -1.129810 1.567698 -0.646011 0.6136 0.6686 0.4070 nan nan
2459911 not_connected 0.00% 0.00% 0.00% 0.00% - - 0.691252 0.894695 -1.615990 0.900543 -0.813221 -1.252054 0.623402 -0.602885 0.6158 0.6672 0.4109 nan nan
2459910 not_connected 0.00% 0.00% 0.00% 0.00% - - 0.538537 1.018193 -1.629749 0.863318 -1.046002 -1.424735 0.120104 -1.257980 0.6196 0.6693 0.4082 nan nan
2459909 not_connected 0.00% 0.00% 0.00% 0.00% - - 0.623680 1.004386 -1.696360 0.593965 -0.784788 -1.350625 1.208451 -1.282494 0.6193 0.6684 0.4079 nan nan
2459908 not_connected 0.00% 0.00% 0.00% 0.00% - - 0.575355 1.022300 -1.561703 0.609075 -1.090962 -1.173298 0.644952 -1.551929 0.6258 0.6766 0.4076 nan nan
2459907 not_connected 0.00% 0.00% 0.00% 0.00% - - 0.362476 1.113072 -1.685086 0.673793 -0.936810 -0.960174 0.692451 -1.393023 0.6253 0.6742 0.4053 nan nan
2459906 not_connected 0.00% 0.00% 0.00% 0.00% - - 0.363240 1.122650 -1.397883 1.273342 -0.841637 -0.514434 2.255509 -1.285657 0.6130 0.6662 0.4067 nan nan
2459905 not_connected 0.00% 0.00% 0.00% 0.00% - - 0.662134 1.070699 -1.565932 1.141709 -1.340423 -0.139220 1.377408 -1.202529 0.6078 0.6649 0.4114 nan nan
2459904 not_connected 0.00% 0.00% 0.00% 0.00% - - 0.345640 0.947704 -1.424325 1.464081 -1.206755 -0.159953 2.349114 -2.033023 0.6122 0.6652 0.4042 nan nan
2459903 not_connected 0.00% 0.00% 0.00% 0.00% - - 0.338732 1.263259 -1.576233 1.187827 -0.913781 -0.239862 2.600433 -2.424241 0.6200 0.6697 0.4082 nan nan
2459902 not_connected 0.00% 0.00% 0.00% 0.00% - - 0.513337 1.720059 -1.513516 1.580645 -1.182776 -0.342499 1.002029 -1.535349 0.6251 0.6715 0.3995 nan nan
2459901 not_connected 0.00% 0.00% 0.00% 0.00% - - 0.257423 1.228510 -1.740758 0.819817 -0.762725 -0.998888 0.565572 -1.780776 0.6143 0.6636 0.4083 nan nan
2459900 not_connected 0.00% 0.00% 0.00% 0.00% - - 0.713830 1.769764 -0.045770 0.777993 -0.996541 -0.666210 -0.067683 -1.804426 0.5778 0.6203 0.3354 nan nan
2459898 not_connected 0.00% 0.00% 0.00% 0.00% - - 0.870425 1.537675 0.095391 0.881931 -1.061686 -0.342846 -0.746588 -2.056131 0.6386 0.6706 0.3979 nan nan
2459897 not_connected 0.00% 0.00% 0.00% 0.00% - - 1.156306 1.574735 0.420242 1.032590 -0.772230 -0.339619 -0.339706 -2.203076 0.6432 0.6722 0.3960 nan nan
2459896 not_connected 0.00% 0.00% 0.00% 0.00% - - 1.126807 1.788682 0.302503 1.112652 -1.013238 -0.250268 0.614617 -1.732333 0.6486 0.6791 0.3924 nan nan
2459895 not_connected 0.00% 0.00% 0.00% 0.00% - - 0.682899 1.089588 0.408660 1.909809 -1.323271 -0.114205 -0.053182 0.784634 0.7372 0.7479 0.2828 nan nan
2459894 not_connected 0.00% 0.00% 0.00% 0.00% - - 0.569985 1.391801 0.245332 0.896577 -1.064904 -0.009492 -0.000337 -1.708246 0.6594 0.6798 0.3789 nan nan
2459893 not_connected 0.00% 0.00% 0.00% 0.00% - - 0.662558 1.746888 0.093903 0.777558 -1.035015 -0.398482 -0.201199 -2.414457 0.6597 0.6806 0.3821 nan nan
2459892 not_connected 0.00% 0.00% 0.00% 0.00% - - 0.624016 1.723234 0.155579 1.097100 -1.174975 -0.371106 0.198215 -2.363289 0.6526 0.6816 0.3862 nan nan
2459891 not_connected 0.00% 0.00% 0.00% 0.00% - - 1.089528 1.371587 0.463199 1.257188 -0.902453 -0.132246 -0.822579 -1.858707 0.6401 0.6726 0.3897 nan nan
2459890 not_connected 0.00% 0.00% 0.00% 0.00% - - 1.261725 1.193324 0.273054 1.767590 -0.771743 -0.025837 0.904718 -1.284290 0.6421 0.6689 0.3879 nan nan
2459889 not_connected 0.00% 0.00% 0.00% 0.00% - - 2.349862 1.486073 0.377378 1.151032 -1.033493 -0.336338 -0.573032 -2.319569 0.6475 0.6734 0.3837 nan nan
2459888 not_connected 0.00% 0.00% 0.00% 0.00% - - 1.823269 1.319392 0.354766 1.635386 -0.563636 0.301571 -0.634354 -0.960267 0.6637 0.6908 0.3799 nan nan
2459887 not_connected 0.00% 0.00% 0.00% 0.00% - - 2.083580 1.276171 -0.638743 0.895087 -1.823573 -0.500179 0.505396 -1.317703 0.6488 0.6731 0.3889 nan nan
2459886 not_connected 0.00% 0.00% 0.00% 0.00% - - 2.624183 0.626034 0.138425 1.284047 -0.729262 0.806589 -0.719059 -0.146616 0.7204 0.7242 0.3435 nan nan
2459885 not_connected 100.00% 0.00% 0.00% 0.00% - - 2.234866 3.869594 21.807644 30.474587 2.340094 7.179813 8.005411 5.997970 0.7045 0.7052 0.3550 nan nan
2459884 not_connected 0.00% 0.00% 0.00% 0.00% - - 0.053459 1.348863 0.346782 1.633284 -1.121684 0.011697 0.561410 -1.916483 0.6586 0.6652 0.3914 nan nan
2459883 not_connected 100.00% 0.00% 0.00% 0.00% - - 1.967371 3.565405 19.369450 27.195195 0.787661 4.027222 0.522335 -2.891785 0.6673 0.6792 0.3823 nan nan
2459882 not_connected 100.00% 0.00% 0.00% 0.00% - - 3.175303 5.176395 22.184282 30.877988 1.561804 5.138572 2.148411 -1.096177 0.6671 0.6784 0.3774 nan nan
2459881 not_connected 100.00% 0.00% 0.00% 0.00% - - 1.689952 3.351647 25.186562 35.250095 2.003723 8.237485 0.811597 1.520110 0.7072 0.7241 0.3258 nan nan
2459880 not_connected 100.00% 0.00% 0.00% 0.00% - - 2.010346 3.736812 20.060161 28.643999 0.941918 3.557887 1.196150 -1.323408 0.6628 0.6746 0.3902 nan nan
2459879 not_connected 100.00% 100.00% 100.00% 0.00% - - 218.886948 219.116301 inf inf 4674.113652 4672.245979 13485.235096 13473.766626 nan nan nan nan nan
2459878 not_connected 100.00% 0.00% 0.00% 0.00% - - 2.093243 3.871825 24.852291 35.194051 1.941478 5.836992 3.285253 -2.738867 0.6594 0.6816 0.3954 nan nan
2459876 not_connected 100.00% 0.00% 0.00% 0.00% - - 2.328750 3.738365 17.396280 24.120250 5.300095 15.661022 -0.016833 -2.848892 0.6761 0.6717 0.3930 nan nan
2459875 not_connected 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459874 not_connected 100.00% 0.00% 0.00% 0.00% - - 4.081241 5.385920 12.169011 16.777477 3.265725 9.055436 0.129775 -2.578890 0.6712 0.6691 0.3875 nan nan
2459873 not_connected 100.00% 0.00% 0.00% 0.00% - - 2.112697 3.265814 16.169114 22.433129 1.013025 3.906835 0.738869 -1.482417 0.6716 0.6631 0.3883 nan nan
2459872 not_connected 100.00% 0.00% 0.00% 0.00% - - 2.418064 2.961102 21.889624 29.944435 3.107528 9.487560 0.275318 -1.834684 0.6752 0.6739 0.3951 nan nan
2459871 not_connected 100.00% 0.00% 0.00% 0.00% - - 1.573706 2.548446 22.101307 31.082595 3.467876 8.046371 0.685447 -1.584153 0.6813 0.6692 0.3911 nan nan
2459870 not_connected 100.00% 0.00% 0.00% 0.00% - - 2.860113 4.857255 16.492491 22.870231 2.708951 7.334287 1.682588 -2.564368 0.6810 0.6746 0.3955 nan nan
2459869 not_connected 100.00% 0.00% 0.00% 0.00% - - 3.014785 4.777214 16.044826 22.612182 3.903547 8.647672 1.104392 0.154313 0.6924 0.6944 0.3850 nan nan
2459868 not_connected 100.00% 0.00% 0.00% 0.00% - - 3.048414 4.353997 24.905520 35.288954 1.411684 5.597175 0.802807 -2.499621 0.6698 0.6681 0.4040 nan nan
2459867 not_connected 100.00% 0.00% 0.00% 0.00% - - 1.694454 2.711765 20.066500 27.758832 1.260353 4.177637 0.494430 -2.161629 0.6781 0.6687 0.4066 nan nan
2459866 not_connected 100.00% 0.00% 0.00% 0.00% - - 2.145316 3.177244 18.730855 25.700238 1.568287 4.163355 0.452793 -1.721922 0.6826 0.6745 0.3992 nan nan
2459865 not_connected 100.00% 0.00% 0.00% 0.00% - - 3.539884 3.193007 24.045263 33.032616 2.810967 7.314240 6.010273 5.430701 0.7043 0.6949 0.3694 nan nan
2459864 not_connected 100.00% 0.00% 0.00% 0.00% - - 8.167082 9.854640 24.127425 24.608589 5.103558 9.777687 -5.361813 -5.946592 0.6843 0.6572 0.4184 nan nan
2459863 not_connected 100.00% 0.00% 0.00% 0.00% - - 4.675380 5.740787 4.058566 4.039278 1.407123 3.253437 -3.024650 -3.881718 0.6825 0.6532 0.4077 nan nan
2459862 not_connected 100.00% 0.00% 0.00% 0.00% - - 6.560160 7.608337 29.083167 29.495201 7.336161 13.355751 -2.357111 -3.057696 0.6734 0.6908 0.4212 nan nan
2459861 not_connected 100.00% 0.00% 0.00% 0.00% - - 3.577011 4.209099 2.745863 2.537770 0.403358 0.958682 -3.423381 -4.139777 0.6991 0.6689 0.4195 nan nan
2459860 not_connected 100.00% 0.00% 0.00% 0.00% - - 4.992019 5.758023 22.175601 22.515399 9.846846 16.173375 -2.608556 -3.481546 0.6996 0.6601 0.4189 nan nan
2459859 not_connected 0.00% 0.00% 0.00% 0.00% - - 3.417824 3.691690 2.823544 2.624930 0.680036 1.064734 -2.470989 -3.020278 0.7061 0.6652 0.4132 nan nan
2459858 not_connected 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.494685 4.107617 2.536677 2.433311 0.426840 1.001561 -3.745448 -4.409988 0.7168 0.6727 0.4257 2.911843 2.589395
2459857 not_connected 100.00% 100.00% 100.00% 0.00% - - 15.624215 17.216216 6.228982 7.707841 6.323575 9.783461 1.627655 0.635604 0.0350 0.0370 0.0047 nan nan
2459856 not_connected 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 6.846127 7.543441 20.323940 20.743450 4.237866 9.519693 -3.926204 -4.388749 0.7067 0.6862 0.4090 2.935196 2.409416
2459855 not_connected 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 75.594207 75.379119 inf inf 4363.694470 4363.645964 4165.340837 4164.545046 0.0068 0.0064 0.0004 0.000000 0.000000
2459854 not_connected 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.319463 4.255018 10.911993 13.673867 -0.172363 0.953329 -1.025255 -2.130159 0.7146 0.7433 0.4410 3.298856 2.880933
2459853 not_connected 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.038282 2.789881 14.150397 17.316849 0.824885 4.137747 -1.025665 -2.886980 0.7283 0.6804 0.4344 3.939765 3.160674
2459852 not_connected 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.731192 3.127974 13.761256 16.771258 5.836025 10.054203 9.655734 11.462341 0.8143 0.8194 0.2687 5.008961 4.838693
2459851 not_connected 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.454775 5.049512 15.656150 18.066987 4.138855 20.610817 2.023042 12.244226 0.7437 0.7401 0.3546 3.161026 2.622893
2459850 not_connected 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.449856 2.934137 13.397903 16.100141 1.847220 8.443309 0.022336 5.776343 0.7312 0.7518 0.3589 3.166085 2.969473
2459849 not_connected 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.803269 4.390775 27.160216 32.949189 0.780759 4.613003 -1.084105 -2.433344 0.7295 0.7433 0.3659 3.949588 3.203119
2459848 not_connected 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.769959 4.010204 19.462971 23.233181 2.279615 8.241565 -0.686365 -2.162525 0.7125 0.7486 0.3826 3.938115 3.124982
2459847 not_connected 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.918800 3.460774 18.384147 21.656261 1.700908 6.478646 -0.000765 -1.778174 0.7156 0.6798 0.4379 7.559867 5.976017
2459846 not_connected 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 7.679982 9.981952 14.574493 17.614556 8.251354 11.561971 -0.074927 -0.763383 0.8359 0.6624 0.5037 9.189733 4.121884
2459845 not_connected 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.187996 5.245375 24.916510 30.470559 1.801563 6.397499 -0.199698 -2.874586 0.7410 0.7542 0.3675 0.000000 0.000000
2459844 not_connected 100.00% 100.00% 100.00% 0.00% - - 0.994023 5.030416 65.370515 70.654899 1.031227 1.460836 1.125008 -0.549334 0.0311 0.0334 0.0033 nan nan
2459843 not_connected 100.00% 0.66% 0.66% 0.00% 100.00% 0.00% 8.412020 9.765314 18.058582 18.870159 4.608402 9.914160 -3.090676 -3.757773 0.7385 0.7386 0.3919 3.142983 2.947175
2459842 not_connected 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.460814 1.157250 -0.284604 -0.522644 -2.101480 -1.969099 -1.939861 -2.161574 0.7339 0.6379 0.2748 3.049149 2.717842
2459841 not_connected 100.00% 100.00% 100.00% 0.00% - - 33.826922 40.616141 54.006353 61.944526 52.294359 53.143222 15.330640 12.055189 0.0332 0.0388 0.0064 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 62: 2459976

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
62 N06 not_connected ee Temporal Discontinuties 1.974238 0.499135 0.924451 1.042756 -0.771852 -0.479855 -0.521157 -0.672847 1.974238

Antenna 62: 2459975

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
62 N06 not_connected ee Temporal Discontinuties 1.968245 0.656715 0.606064 -0.794677 1.089896 -0.358735 -0.090292 1.968245 -0.406237

Antenna 62: 2459974

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
62 N06 not_connected ee Temporal Discontinuties 2.499112 0.550603 0.731494 -0.770043 1.212750 -0.622172 -0.109925 2.499112 -0.989698

Antenna 62: 2459973

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
62 N06 not_connected ee Temporal Discontinuties 1.052229 0.613729 0.759065 -0.764066 1.008361 -0.092452 -0.635355 1.052229 -1.023022

Antenna 62: 2459972

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
62 N06 not_connected ee Power inf 110.677293 95.323802 inf inf 2541.619152 2509.284612 4360.774335 4422.103158

Antenna 62: 2459971

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
62 N06 not_connected ee Temporal Discontinuties 2.354139 0.844453 0.429836 -0.729883 1.261087 -0.505630 -0.456512 2.354139 -0.999210

Antenna 62: 2459970

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
62 N06 not_connected ee Temporal Discontinuties 1.617728 0.828271 0.590894 1.430555 -0.789396 0.081575 0.074293 -0.670999 1.617728

Antenna 62: 2459969

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
62 N06 not_connected nn Power 1.308680 0.305460 1.109344 -0.701931 1.308680 0.403508 0.234003 0.714145 -0.933686

Antenna 62: 2459968

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
62 N06 not_connected nn Power 1.565440 -0.462979 -0.726624 -0.799791 1.565440 -0.710526 -0.084609 -1.174165 0.839022

Antenna 62: 2459967

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
62 N06 not_connected nn Power 1.777472 0.892614 0.681184 -0.866521 1.777472 0.429642 0.219422 1.295835 -0.298874

Antenna 62: 2459966

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
62 N06 not_connected ee Temporal Discontinuties 1.765244 0.671872 0.920428 1.564595 -1.085281 0.075495 -0.471147 -0.784700 1.765244

Antenna 62: 2459965

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
62 N06 not_connected ee Temporal Discontinuties 1.336950 0.756374 0.480204 1.316344 -0.896229 -0.478513 -0.556962 -0.295243 1.336950

Antenna 62: 2459962

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
62 N06 not_connected ee Temporal Variability 18.029745 0.238656 0.755502 1.480192 -0.658409 0.238234 18.029745 0.266930 0.236826

Antenna 62: 2459961

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
62 N06 not_connected nn Power 1.265797 -1.068013 0.307486 1.265797 -0.589553 0.463006 -0.828816 0.441420 -1.006457

Antenna 62: 2459960

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
62 N06 not_connected nn Power 1.407869 0.146746 0.752824 1.407869 -0.793264 -0.415900 -0.262950 0.067841 -0.099906

Antenna 62: 2459959

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
62 N06 not_connected ee Temporal Discontinuties 1.803876 0.390154 0.001709 -0.759583 1.110874 -0.590941 -0.783477 1.803876 -0.482653

Antenna 62: 2459958

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
62 N06 not_connected ee Temporal Discontinuties 1.968228 0.313556 1.253785 1.335449 -0.891763 -0.532139 -0.294343 -0.804851 1.968228

Antenna 62: 2459957

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
62 N06 not_connected ee Temporal Discontinuties 2.617100 0.445270 0.933942 1.508145 -0.957726 0.146600 -0.285067 -0.203505 2.617100

Antenna 62: 2459956

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
62 N06 not_connected ee Temporal Variability 2.737526 -0.350248 1.369517 1.519958 -0.617943 -0.410776 2.737526 0.464830 -0.258383

Antenna 62: 2459955

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
62 N06 not_connected ee Temporal Discontinuties 2.737108 0.884510 0.828613 -1.424732 1.867751 -0.351876 0.645511 2.737108 -0.987412

Antenna 62: 2459954

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
62 N06 not_connected ee Temporal Discontinuties 2.905872 0.806091 0.789637 1.594740 -0.829333 -0.184843 -0.837935 -0.954955 2.905872

Antenna 62: 2459953

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
62 N06 not_connected ee Temporal Discontinuties 1.609373 0.648850 0.787309 1.553646 -0.812769 0.030202 -0.544228 -0.900872 1.609373

Antenna 62: 2459952

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
62 N06 not_connected ee Temporal Discontinuties 2.257681 1.273418 0.568513 1.630596 -0.777158 0.482767 -0.719213 -1.144180 2.257681

Antenna 62: 2459951

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
62 N06 not_connected nn Power 1.339401 1.185788 0.170452 1.339401 -0.641478 -0.066124 -0.828378 -1.422314 1.110673

Antenna 62: 2459950

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
62 N06 not_connected nn Shape 1.751487 1.751487 0.457543 1.591475 -0.617468 0.611340 -0.592759 -1.718199 0.451147

Antenna 62: 2459949

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
62 N06 not_connected nn Power 1.228875 0.051766 1.201516 -0.645763 1.228875 -0.213815 -0.015154 1.004764 -1.003843

Antenna 62: 2459948

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
62 N06 not_connected nn Power 1.379902 0.239780 0.882604 -0.969644 1.379902 0.998852 -0.549905 0.956397 -1.036047

Antenna 62: 2459947

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
62 N06 not_connected nn Power 0.810419 0.643242 0.621048 0.810419 -0.456046 -0.264330 -0.472933 -0.598232 -0.305456

Antenna 62: 2459946

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
62 N06 not_connected ee Temporal Discontinuties 4.180318 0.513642 0.290400 0.746310 -1.217383 -0.429876 -0.983416 -0.397701 4.180318

Antenna 62: 2459945

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
62 N06 not_connected nn Shape 0.696041 0.696041 0.008980 0.524910 -1.029473 -0.585268 -0.692726 -0.633603 0.635847

Antenna 62: 2459944

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
62 N06 not_connected nn Power 0.687477 -0.347190 0.533807 -1.013715 0.687477 -1.219233 -0.788102 0.547214 -0.874220

Antenna 62: 2459943

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
62 N06 not_connected nn Shape 0.898661 0.898661 -0.455193 0.838587 -0.955310 -0.620956 -0.841477 -0.890460 0.126548

Antenna 62: 2459942

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
62 N06 not_connected nn Shape 1.000160 1.000160 0.044555 0.881758 -1.084441 -0.549817 -1.037058 -1.193829 0.217895

Antenna 62: 2459941

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
62 N06 not_connected ee Temporal Discontinuties 1.793789 0.588556 0.188349 0.713364 -1.156846 -0.627142 -1.011746 -0.721615 1.793789

Antenna 62: 2459940

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
62 N06 not_connected ee Temporal Discontinuties 2.564343 0.425123 -0.361674 0.421597 -1.137405 -0.723198 -1.193942 -0.931053 2.564343

Antenna 62: 2459939

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
62 N06 not_connected ee Temporal Discontinuties 0.966783 0.626461 -0.269127 0.625568 -0.996791 -0.604453 -1.082472 -1.017981 0.966783

Antenna 62: 2459938

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
62 N06 not_connected ee Temporal Discontinuties 1.109982 0.849652 -0.085900 0.877524 -1.082619 -0.636733 -1.237274 -1.377012 1.109982

Antenna 62: 2459937

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
62 N06 not_connected nn Power 0.749091 0.203956 0.460782 -1.065779 0.749091 -0.938246 -0.529860 -0.261041 -1.386448

Antenna 62: 2459936

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
62 N06 not_connected ee Shape nan nan nan inf inf nan nan nan nan

Antenna 62: 2459935

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
62 N06 not_connected ee Temporal Discontinuties 2.530157 0.558230 0.250830 0.918720 -1.331547 -0.209548 -0.909821 -0.889821 2.530157

Antenna 62: 2459934

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
62 N06 not_connected nn Power 1.487546 0.846421 1.383173 -1.305166 1.487546 -0.442531 -0.222457 0.839268 -1.021881

Antenna 62: 2459933

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
62 N06 not_connected nn Power 1.670411 1.162217 0.813164 1.670411 -1.326897 -0.237280 -0.360845 -1.288981 0.963773

Antenna 62: 2459932

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
62 N06 not_connected ee Temporal Variability 3.118313 1.963005 0.102146 1.332523 -1.048581 -0.333564 3.118313 -2.328545 0.745402

Antenna 62: 2459931

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
62 N06 not_connected ee Temporal Variability 2.283917 1.215832 1.324160 -0.924071 1.641785 2.283917 0.025924 0.352711 -1.496135

Antenna 62: 2459930

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
62 N06 not_connected ee Temporal Variability 2.861482 1.101185 0.991484 -0.765447 1.266768 2.861482 -0.114162 0.803477 -1.258979

Antenna 62: 2459929

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
62 N06 not_connected ee Temporal Variability 6.406331 -0.906338 -1.001937 0.507671 -0.108927 -0.509803 6.406331 -0.303746 -0.092807

Antenna 62: 2459928

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
62 N06 not_connected ee Shape 1.449628 0.674022 1.449628 0.872339 -1.023204 -0.900630 -0.748240 -0.615887 1.183038

Antenna 62: 2459927

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
62 N06 not_connected ee Temporal Variability 2.267218 1.519197 0.442386 0.706154 -0.775626 -0.091701 2.267218 -1.432412 0.004554

Antenna 62: 2459926

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
62 N06 not_connected ee Shape 0.754014 -0.778214 0.754014 -0.375206 -0.120782 -1.349766 0.237522 -1.643263 -0.399429

Antenna 62: 2459925

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
62 N06 not_connected ee Temporal Variability 3.578484 0.216644 -0.878894 -0.288660 0.394823 3.578484 -0.202278 -1.172042 -0.867591

Antenna 62: 2459924

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
62 N06 not_connected ee Shape 2.081781 2.081781 0.632291 -0.289851 0.598988 1.853484 -0.773049 0.300860 -0.418446

Antenna 62: 2459923

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
62 N06 not_connected ee Shape 1.806115 0.006671 1.806115 0.491543 -0.772155 -1.049921 0.326446 -1.131250 -1.130181

Antenna 62: 2459922

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
62 N06 not_connected ee Temporal Discontinuties 1.632630 0.381272 0.769906 0.883152 -1.058001 -0.626242 -0.040432 -0.409330 1.632630

Antenna 62: 2459921

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
62 N06 not_connected ee Temporal Discontinuties 0.636782 0.308438 0.364012 -1.306965 0.186588 -1.460282 -0.949242 0.636782 -0.883839

Antenna 62: 2459920

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
62 N06 not_connected ee Temporal Discontinuties 1.092160 0.730209 -0.164535 0.414725 -0.886661 -0.719031 -1.108750 -1.075495 1.092160

Antenna 62: 2459919

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
62 N06 not_connected nn Shape 1.248795 -0.101229 1.248795 -0.829453 0.992922 -1.171780 0.078251 0.143619 -1.819952

Antenna 62: 2459918

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
62 N06 not_connected nn Shape 1.561194 1.561194 0.159779 1.168783 -0.968039 -0.529211 0.157102 -1.534650 0.370616

Antenna 62: 2459917

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
62 N06 not_connected nn Power 0.955716 0.718505 0.259054 0.955716 -0.942124 0.848029 -0.113815 -0.942511 0.829768

Antenna 62: 2459916

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
62 N06 not_connected nn Shape 1.509695 0.065719 1.509695 -0.911960 0.945539 -1.301987 -0.356070 0.694929 -2.209034

Antenna 62: 2459915

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
62 N06 not_connected nn Power 1.401252 0.206811 1.037736 -0.966916 1.401252 0.665347 -0.515833 0.220823 -1.090066

Antenna 62: 2459914

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
62 N06 not_connected ee Temporal Variability 5.570773 1.064777 0.699120 -1.039512 1.613124 5.570773 -0.234340 -0.160533 -0.425945

Antenna 62: 2459913

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
62 N06 not_connected ee Temporal Discontinuties 2.521098 0.952634 1.389692 1.170875 -1.677438 -0.510972 -0.728177 -0.228784 2.521098

Antenna 62: 2459912

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
62 N06 not_connected ee Temporal Discontinuties 1.567698 0.572345 0.846905 0.580515 -1.658713 -1.129810 -0.781969 -0.646011 1.567698

Antenna 62: 2459911

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
62 N06 not_connected nn Power 0.900543 0.894695 0.691252 0.900543 -1.615990 -1.252054 -0.813221 -0.602885 0.623402

Antenna 62: 2459910

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
62 N06 not_connected nn Shape 1.018193 1.018193 0.538537 0.863318 -1.629749 -1.424735 -1.046002 -1.257980 0.120104

Antenna 62: 2459909

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
62 N06 not_connected ee Temporal Discontinuties 1.208451 1.004386 0.623680 0.593965 -1.696360 -1.350625 -0.784788 -1.282494 1.208451

Antenna 62: 2459908

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
62 N06 not_connected nn Shape 1.022300 0.575355 1.022300 -1.561703 0.609075 -1.090962 -1.173298 0.644952 -1.551929

Antenna 62: 2459907

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
62 N06 not_connected nn Shape 1.113072 1.113072 0.362476 0.673793 -1.685086 -0.960174 -0.936810 -1.393023 0.692451

Antenna 62: 2459906

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
62 N06 not_connected ee Temporal Discontinuties 2.255509 1.122650 0.363240 1.273342 -1.397883 -0.514434 -0.841637 -1.285657 2.255509

Antenna 62: 2459905

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
62 N06 not_connected ee Temporal Discontinuties 1.377408 1.070699 0.662134 1.141709 -1.565932 -0.139220 -1.340423 -1.202529 1.377408

Antenna 62: 2459904

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
62 N06 not_connected ee Temporal Discontinuties 2.349114 0.947704 0.345640 1.464081 -1.424325 -0.159953 -1.206755 -2.033023 2.349114

Antenna 62: 2459903

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
62 N06 not_connected ee Temporal Discontinuties 2.600433 1.263259 0.338732 1.187827 -1.576233 -0.239862 -0.913781 -2.424241 2.600433

Antenna 62: 2459902

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
62 N06 not_connected nn Shape 1.720059 0.513337 1.720059 -1.513516 1.580645 -1.182776 -0.342499 1.002029 -1.535349

Antenna 62: 2459901

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
62 N06 not_connected nn Shape 1.228510 0.257423 1.228510 -1.740758 0.819817 -0.762725 -0.998888 0.565572 -1.780776

Antenna 62: 2459900

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
62 N06 not_connected nn Shape 1.769764 0.713830 1.769764 -0.045770 0.777993 -0.996541 -0.666210 -0.067683 -1.804426

Antenna 62: 2459898

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
62 N06 not_connected nn Shape 1.537675 1.537675 0.870425 0.881931 0.095391 -0.342846 -1.061686 -2.056131 -0.746588

Antenna 62: 2459897

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
62 N06 not_connected nn Shape 1.574735 1.574735 1.156306 1.032590 0.420242 -0.339619 -0.772230 -2.203076 -0.339706

Antenna 62: 2459896

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
62 N06 not_connected nn Shape 1.788682 1.788682 1.126807 1.112652 0.302503 -0.250268 -1.013238 -1.732333 0.614617

Antenna 62: 2459895

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
62 N06 not_connected nn Power 1.909809 0.682899 1.089588 0.408660 1.909809 -1.323271 -0.114205 -0.053182 0.784634

Antenna 62: 2459894

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
62 N06 not_connected nn Shape 1.391801 1.391801 0.569985 0.896577 0.245332 -0.009492 -1.064904 -1.708246 -0.000337

Antenna 62: 2459893

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
62 N06 not_connected nn Shape 1.746888 0.662558 1.746888 0.093903 0.777558 -1.035015 -0.398482 -0.201199 -2.414457

Antenna 62: 2459892

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
62 N06 not_connected nn Shape 1.723234 1.723234 0.624016 1.097100 0.155579 -0.371106 -1.174975 -2.363289 0.198215

Antenna 62: 2459891

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
62 N06 not_connected nn Shape 1.371587 1.089528 1.371587 0.463199 1.257188 -0.902453 -0.132246 -0.822579 -1.858707

Antenna 62: 2459890

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
62 N06 not_connected nn Power 1.767590 1.193324 1.261725 1.767590 0.273054 -0.025837 -0.771743 -1.284290 0.904718

Antenna 62: 2459889

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
62 N06 not_connected ee Shape 2.349862 2.349862 1.486073 0.377378 1.151032 -1.033493 -0.336338 -0.573032 -2.319569

Antenna 62: 2459888

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
62 N06 not_connected ee Shape 1.823269 1.319392 1.823269 1.635386 0.354766 0.301571 -0.563636 -0.960267 -0.634354

Antenna 62: 2459887

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
62 N06 not_connected ee Shape 2.083580 1.276171 2.083580 0.895087 -0.638743 -0.500179 -1.823573 -1.317703 0.505396

Antenna 62: 2459886

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
62 N06 not_connected ee Shape 2.624183 2.624183 0.626034 0.138425 1.284047 -0.729262 0.806589 -0.719059 -0.146616

Antenna 62: 2459885

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
62 N06 not_connected nn Power 30.474587 3.869594 2.234866 30.474587 21.807644 7.179813 2.340094 5.997970 8.005411

Antenna 62: 2459884

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
62 N06 not_connected nn Power 1.633284 1.348863 0.053459 1.633284 0.346782 0.011697 -1.121684 -1.916483 0.561410

Antenna 62: 2459883

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
62 N06 not_connected nn Power 27.195195 3.565405 1.967371 27.195195 19.369450 4.027222 0.787661 -2.891785 0.522335

Antenna 62: 2459882

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
62 N06 not_connected nn Power 30.877988 5.176395 3.175303 30.877988 22.184282 5.138572 1.561804 -1.096177 2.148411

Antenna 62: 2459881

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
62 N06 not_connected nn Power 35.250095 3.351647 1.689952 35.250095 25.186562 8.237485 2.003723 1.520110 0.811597

Antenna 62: 2459880

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
62 N06 not_connected nn Power 28.643999 3.736812 2.010346 28.643999 20.060161 3.557887 0.941918 -1.323408 1.196150

Antenna 62: 2459879

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
62 N06 not_connected nn Power inf 219.116301 218.886948 inf inf 4672.245979 4674.113652 13473.766626 13485.235096

Antenna 62: 2459878

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
62 N06 not_connected nn Power 35.194051 3.871825 2.093243 35.194051 24.852291 5.836992 1.941478 -2.738867 3.285253

Antenna 62: 2459876

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
62 N06 not_connected nn Power 24.120250 2.328750 3.738365 17.396280 24.120250 5.300095 15.661022 -0.016833 -2.848892

Antenna 62: 2459875

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
62 N06 not_connected ee Shape nan nan nan inf inf nan nan nan nan

Antenna 62: 2459874

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
62 N06 not_connected nn Power 16.777477 4.081241 5.385920 12.169011 16.777477 3.265725 9.055436 0.129775 -2.578890

Antenna 62: 2459873

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
62 N06 not_connected nn Power 22.433129 2.112697 3.265814 16.169114 22.433129 1.013025 3.906835 0.738869 -1.482417
In [ ]: