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 = "177"
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 177 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 62 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 60 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 177, 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)
2459876 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.858557 -0.748935 0.971146 3.281143 -0.938029 2.765432 -0.180168 3.008118 0.6779 0.6691 0.4017 nan nan
2459875 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.655704 -0.680751 1.343438 5.222955 -0.660164 2.008016 -0.445459 1.838641 0.6920 0.6993 0.4064 nan nan
2459874 digital_ok 0.00% 0.00% 0.00% 0.00% - - -1.069889 -0.898515 0.148815 1.897483 -0.553108 3.142819 -0.108763 2.699322 0.6803 0.6672 0.3928 nan nan
2459873 digital_ok 0.00% 0.00% 0.00% 0.00% - - -1.212563 -0.781747 0.529694 2.289512 -0.719127 0.221083 -0.471208 2.071484 0.6839 0.6628 0.3926 nan nan
2459872 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459871 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.065251 -0.688480 0.814939 4.430263 -0.833301 1.700331 -0.358560 1.688142 0.6893 0.6677 0.3958 nan nan
2459870 digital_ok 100.00% 100.00% 100.00% 0.00% - - 280.134017 290.116436 inf inf 5357.742442 5581.421650 14562.996512 15119.204801 nan nan nan nan nan
2459869 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459868 digital_ok 100.00% 100.00% 100.00% 0.00% - - 385.548715 386.261843 inf inf 7416.894623 7291.802814 15685.287203 15489.964516 nan nan nan nan nan
2459867 digital_ok 0.00% 0.00% 0.00% 0.00% - - -1.174354 -0.953482 0.519599 1.795590 -0.715791 0.119777 -0.046852 2.902625 0.6878 0.6695 0.4155 nan nan
2459866 digital_ok 0.00% 0.00% 0.00% 0.00% - - -1.367553 -0.997411 0.672267 1.755457 -0.142772 0.672277 1.525127 2.479727 0.6892 0.6713 0.4058 nan nan
2459865 digital_ok 0.00% 0.00% 0.00% 0.00% - - -1.135080 -0.775151 0.247104 1.311624 -1.026500 0.565806 1.644839 2.257907 0.7073 0.6872 0.3794 nan nan
2459864 digital_ok 100.00% 0.00% 0.00% 0.00% - - -2.106682 -1.977369 1.179581 -0.285794 -0.895562 1.185732 1.079267 9.387120 0.6787 0.6631 0.4282 nan nan
2459863 digital_ok 100.00% 0.00% 0.00% 0.00% - - -1.266447 -1.163898 0.561759 -0.522647 -0.231850 -0.101796 -0.028967 4.512060 0.6738 0.6543 0.4170 nan nan
2459862 digital_ok 0.00% 0.00% 0.00% 0.00% - - -1.564474 -1.025625 0.895718 0.291214 -1.021781 1.004001 -0.432752 0.946073 0.6552 0.6681 0.4286 nan nan
2459861 digital_ok 0.00% 0.00% 0.00% 0.00% - - -1.006845 -1.329363 0.643874 -0.302060 -0.133525 0.219785 -0.244977 3.516324 0.6860 0.6555 0.4289 nan nan
2459860 digital_ok 0.00% 0.00% 0.00% 0.00% - - -1.221878 -1.501611 0.902812 0.522631 -0.950677 1.354303 -0.329400 0.701809 0.6926 0.6576 0.4258 nan nan
2459859 digital_ok 0.00% 0.00% 0.00% 0.00% - - -0.818253 -1.005635 0.701892 -0.529868 0.692604 -0.395850 -0.420513 0.354107 0.7004 0.6654 0.4207 nan nan
2459858 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% -0.741418 -1.057030 0.697691 -0.581605 0.791595 0.382396 -0.537893 1.940900 0.7088 0.6697 0.4350 1.610906 1.401973
2459857 digital_ok 100.00% 100.00% 100.00% 0.00% - - -0.292592 0.584595 0.236336 -0.706993 0.602393 4.879195 0.343071 1.381574 0.0260 0.0256 0.0006 nan nan
2459856 digital_ok 0.00% 0.00% 0.00% 0.00% 3.43% 0.57% -1.180886 -0.747399 0.871834 0.985877 -0.595043 1.034789 -0.406587 0.420684 0.6998 0.6837 0.4177 1.704220 1.455678
2459855 digital_ok 0.00% 0.00% 0.00% 0.00% 4.58% 0.00% -1.833760 -0.760555 0.700276 0.719524 -0.202236 0.624760 -0.657083 0.835018 0.6727 0.6947 0.4512 1.600100 1.385034
2459854 digital_ok 0.00% 0.00% 0.00% 0.00% 8.93% 0.00% -1.774212 -1.092657 0.172533 1.362141 0.118081 0.830187 -0.174981 2.709051 0.6944 0.7224 0.4535 1.658344 1.390653
2459853 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.56% -1.230367 -1.088548 0.143781 2.104268 -0.083023 1.174188 -0.492335 2.519503 0.7238 0.6751 0.4422 1.575008 1.407322
2459852 digital_ok 0.00% 0.00% 0.00% 0.00% 8.65% 4.32% -1.173476 -1.276243 -0.400819 1.543254 -0.550323 1.369605 0.630856 1.549228 0.8017 0.8065 0.2713 3.165654 2.923402
2459851 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.458340 -0.391986 -0.115827 2.064346 -0.046167 1.179984 0.650918 10.960125 0.7368 0.7192 0.3631 0.000000 0.000000
2459850 digital_ok 100.00% 0.00% 0.00% 0.58% 100.00% 0.00% -0.676668 1.027304 -0.375047 -0.721095 -0.078512 1.370626 0.892141 8.071742 0.7211 0.7305 0.3684 3.231090 2.847895
2459849 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.472536 1.086652 0.099331 0.429149 0.274380 0.382903 2.031563 9.174023 0.7186 0.7260 0.3727 3.752850 3.286578
2459848 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.981248 1.768846 0.659851 0.391030 0.443726 3.667255 0.546374 5.254077 0.6961 0.7222 0.3939 3.253288 2.999798
2459847 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.768524 1.475438 0.957942 0.696469 -0.362073 0.569946 1.785580 6.897841 0.7075 0.6554 0.4455 4.042142 3.392321
2459845 digital_ok 0.00% 0.00% 0.00% 0.00% 16.02% 2.21% 1.384666 2.667116 1.060977 -0.378383 -0.052034 0.765172 1.956680 3.452684 0.6966 0.7071 0.4024 1.287894 1.332929
2459844 digital_ok 0.00% 100.00% 100.00% 0.00% - - 0.514835 2.043929 -0.076413 -0.443927 -0.932666 3.251463 -0.918216 1.038077 0.0263 0.0249 0.0010 nan nan
2459843 digital_ok 100.00% 1.20% 0.66% 0.00% 100.00% 0.00% 0.977400 2.479626 -0.639119 3.109752 -0.725731 13.436561 0.761038 7.892308 0.7161 0.7028 0.4103 5.424600 4.076216
2459840 digital_ok 100.00% 100.00% 100.00% 0.00% - - 137.108832 280.673534 71.181813 79.738579 768.966471 1076.132774 1793.234222 2541.315523 0.0185 0.0164 0.0015 nan nan
2459839 digital_ok 100.00% - - - - - 37.748650 62.923112 207.141103 159.497691 583.776178 247.137803 3046.073066 2084.943130 nan nan nan nan nan
2459838 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.268737 1.203272 0.508381 1.878723 1.068149 2.453169 0.634856 4.343023 0.6667 0.6121 0.4029 0.000000 0.000000
2459836 digital_ok - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0389 0.0347 0.0011 nan nan
2459835 digital_ok 0.00% 100.00% 100.00% 0.00% - - 0.245521 -1.212970 -0.323727 -0.039260 -0.593029 2.393393 -0.216566 2.260733 0.0387 0.0340 0.0011 nan nan
2459833 digital_ok 0.00% 100.00% 100.00% 0.00% - - -0.410551 1.137904 -0.472449 0.335140 0.228777 1.684615 -0.207719 0.967992 0.0382 0.0317 0.0022 nan nan
2459832 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.559973 0.251500 0.594607 2.116011 -0.108121 1.010696 0.015713 5.146140 0.7426 0.4397 0.5563 4.338859 3.717798
2459831 digital_ok 0.00% 100.00% 100.00% 0.00% - - 0.461230 -0.006008 -0.577436 0.939276 -0.507362 -1.006137 -0.610243 -0.697110 0.0420 0.0311 0.0024 nan nan
2459830 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.614389 0.516685 0.987097 2.519062 -0.899991 1.778120 -0.241441 7.958328 0.7438 0.4568 0.5393 5.588046 5.544436
2459829 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.840611 1.971398 0.335841 1.533304 0.193840 17.618547 2.866324 18.062466 0.6839 0.5807 0.4070 -0.000000 -0.000000
2459828 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.099218 1.219333 0.333537 1.629622 -0.292340 1.920381 -0.053327 15.146312 0.7388 0.4654 0.5206 0.000000 0.000000
2459827 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.459977 2.369761 1.162331 6.372483 -0.351035 53.593902 5.467158 10.392233 0.0681 0.0690 0.0071 0.000000 0.000000
2459826 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.051367 1.072025 1.203451 3.380727 -0.348177 2.479084 -0.050508 8.227384 0.0662 0.0634 0.0063 0.000000 0.000000
2459825 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.914444 0.805824 0.441596 1.370120 -0.379607 0.534565 0.499822 0.382017 0.0618 0.0582 0.0064 0.969674 0.971127
2459824 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.980080 1.593767 0.568245 1.387652 -0.211978 2.719225 0.267999 4.443763 0.0733 0.0704 0.0082 11.799264 35.731364
2459823 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.526438 2.341019 1.146881 2.746202 0.525643 2.309272 23.283651 3.640629 0.0700 0.0625 0.0064 668.552567 163.545555
2459822 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 2.117376 1.626636 0.911036 2.778353 -0.368420 1.299445 0.830467 1.930488 0.0660 0.0621 0.0062 1.206533 1.202696
2459821 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 364.937981 365.136427 inf inf 900.722131 893.977991 1328.733752 1354.626752 nan nan nan 0.000000 0.000000
2459820 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.025608 1.923951 0.882745 2.672268 -0.887230 3.342306 0.549482 7.776987 0.0702 0.0630 0.0070 1.288106 1.282235
2459817 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.876737 2.647507 0.219375 -0.121617 -1.160313 3.825906 -0.478677 0.840152 0.0776 0.0685 0.0058 1.229114 1.225704
2459816 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.658014 0.941476 0.934937 -0.110776 0.152750 1.866995 0.045742 13.605429 0.8398 0.5577 0.6136 4.725934 4.573893
2459815 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.683024 1.241895 0.911357 0.166583 -0.581248 -0.028042 1.489737 7.664620 0.7842 0.6271 0.5366 5.893454 6.830163
2459814 digital_ok 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 digital_ok 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

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 177: 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
177 N12 digital_ok nn Power 3.281143 -0.858557 -0.748935 0.971146 3.281143 -0.938029 2.765432 -0.180168 3.008118

Antenna 177: 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
177 N12 digital_ok nn Power 5.222955 -1.655704 -0.680751 1.343438 5.222955 -0.660164 2.008016 -0.445459 1.838641

Antenna 177: 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
177 N12 digital_ok nn Temporal Variability 3.142819 -1.069889 -0.898515 0.148815 1.897483 -0.553108 3.142819 -0.108763 2.699322

Antenna 177: 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
177 N12 digital_ok nn Power 2.289512 -1.212563 -0.781747 0.529694 2.289512 -0.719127 0.221083 -0.471208 2.071484

Antenna 177: 2459872

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

Antenna 177: 2459871

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
177 N12 digital_ok nn Power 4.430263 -0.688480 -1.065251 4.430263 0.814939 1.700331 -0.833301 1.688142 -0.358560

Antenna 177: 2459870

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
177 N12 digital_ok ee Power inf 280.134017 290.116436 inf inf 5357.742442 5581.421650 14562.996512 15119.204801

Antenna 177: 2459869

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

Antenna 177: 2459868

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
177 N12 digital_ok ee Power inf 385.548715 386.261843 inf inf 7416.894623 7291.802814 15685.287203 15489.964516

Antenna 177: 2459867

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
177 N12 digital_ok nn Temporal Discontinuties 2.902625 -1.174354 -0.953482 0.519599 1.795590 -0.715791 0.119777 -0.046852 2.902625

Antenna 177: 2459866

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
177 N12 digital_ok nn Temporal Discontinuties 2.479727 -0.997411 -1.367553 1.755457 0.672267 0.672277 -0.142772 2.479727 1.525127

Antenna 177: 2459865

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
177 N12 digital_ok nn Temporal Discontinuties 2.257907 -1.135080 -0.775151 0.247104 1.311624 -1.026500 0.565806 1.644839 2.257907

Antenna 177: 2459864

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
177 N12 digital_ok nn Temporal Discontinuties 9.387120 -1.977369 -2.106682 -0.285794 1.179581 1.185732 -0.895562 9.387120 1.079267

Antenna 177: 2459863

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
177 N12 digital_ok nn Temporal Discontinuties 4.512060 -1.266447 -1.163898 0.561759 -0.522647 -0.231850 -0.101796 -0.028967 4.512060

Antenna 177: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
177 N12 digital_ok nn Temporal Variability 1.004001 -1.564474 -1.025625 0.895718 0.291214 -1.021781 1.004001 -0.432752 0.946073

Antenna 177: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
177 N12 digital_ok nn Temporal Discontinuties 3.516324 -1.329363 -1.006845 -0.302060 0.643874 0.219785 -0.133525 3.516324 -0.244977

Antenna 177: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
177 N12 digital_ok nn Temporal Variability 1.354303 -1.221878 -1.501611 0.902812 0.522631 -0.950677 1.354303 -0.329400 0.701809

Antenna 177: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
177 N12 digital_ok ee Power 0.701892 -0.818253 -1.005635 0.701892 -0.529868 0.692604 -0.395850 -0.420513 0.354107

Antenna 177: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
177 N12 digital_ok nn Temporal Discontinuties 1.940900 -1.057030 -0.741418 -0.581605 0.697691 0.382396 0.791595 1.940900 -0.537893

Antenna 177: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
177 N12 digital_ok nn Temporal Variability 4.879195 0.584595 -0.292592 -0.706993 0.236336 4.879195 0.602393 1.381574 0.343071

Antenna 177: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
177 N12 digital_ok nn Temporal Variability 1.034789 -1.180886 -0.747399 0.871834 0.985877 -0.595043 1.034789 -0.406587 0.420684

Antenna 177: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
177 N12 digital_ok nn Temporal Discontinuties 0.835018 -0.760555 -1.833760 0.719524 0.700276 0.624760 -0.202236 0.835018 -0.657083

Antenna 177: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
177 N12 digital_ok nn Temporal Discontinuties 2.709051 -1.092657 -1.774212 1.362141 0.172533 0.830187 0.118081 2.709051 -0.174981

Antenna 177: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
177 N12 digital_ok nn Temporal Discontinuties 2.519503 -1.088548 -1.230367 2.104268 0.143781 1.174188 -0.083023 2.519503 -0.492335

Antenna 177: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
177 N12 digital_ok nn Temporal Discontinuties 1.549228 -1.173476 -1.276243 -0.400819 1.543254 -0.550323 1.369605 0.630856 1.549228

Antenna 177: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
177 N12 digital_ok nn Temporal Discontinuties 10.960125 -0.458340 -0.391986 -0.115827 2.064346 -0.046167 1.179984 0.650918 10.960125

Antenna 177: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
177 N12 digital_ok nn Temporal Discontinuties 8.071742 -0.676668 1.027304 -0.375047 -0.721095 -0.078512 1.370626 0.892141 8.071742

Antenna 177: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
177 N12 digital_ok nn Temporal Discontinuties 9.174023 0.472536 1.086652 0.099331 0.429149 0.274380 0.382903 2.031563 9.174023

Antenna 177: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
177 N12 digital_ok nn Temporal Discontinuties 5.254077 1.768846 0.981248 0.391030 0.659851 3.667255 0.443726 5.254077 0.546374

Antenna 177: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
177 N12 digital_ok nn Temporal Discontinuties 6.897841 1.475438 0.768524 0.696469 0.957942 0.569946 -0.362073 6.897841 1.785580

Antenna 177: 2459845

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
177 N12 digital_ok nn Temporal Discontinuties 3.452684 2.667116 1.384666 -0.378383 1.060977 0.765172 -0.052034 3.452684 1.956680

Antenna 177: 2459844

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
177 N12 digital_ok nn Temporal Variability 3.251463 0.514835 2.043929 -0.076413 -0.443927 -0.932666 3.251463 -0.918216 1.038077

Antenna 177: 2459843

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
177 N12 digital_ok nn Temporal Variability 13.436561 2.479626 0.977400 3.109752 -0.639119 13.436561 -0.725731 7.892308 0.761038

Antenna 177: 2459840

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
177 N12 digital_ok nn Temporal Discontinuties 2541.315523 137.108832 280.673534 71.181813 79.738579 768.966471 1076.132774 1793.234222 2541.315523

Antenna 177: 2459839

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
177 N12 digital_ok ee Temporal Discontinuties 3046.073066 62.923112 37.748650 159.497691 207.141103 247.137803 583.776178 2084.943130 3046.073066

Antenna 177: 2459838

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
177 N12 digital_ok nn Temporal Discontinuties 4.343023 1.203272 -0.268737 1.878723 0.508381 2.453169 1.068149 4.343023 0.634856

Antenna 177: 2459835

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
177 N12 digital_ok nn Temporal Variability 2.393393 -1.212970 0.245521 -0.039260 -0.323727 2.393393 -0.593029 2.260733 -0.216566

Antenna 177: 2459833

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
177 N12 digital_ok nn Temporal Variability 1.684615 1.137904 -0.410551 0.335140 -0.472449 1.684615 0.228777 0.967992 -0.207719

Antenna 177: 2459832

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
177 N12 digital_ok nn Temporal Discontinuties 5.146140 0.559973 0.251500 0.594607 2.116011 -0.108121 1.010696 0.015713 5.146140

Antenna 177: 2459831

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
177 N12 digital_ok nn Power 0.939276 0.461230 -0.006008 -0.577436 0.939276 -0.507362 -1.006137 -0.610243 -0.697110

Antenna 177: 2459830

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
177 N12 digital_ok nn Temporal Discontinuties 7.958328 0.614389 0.516685 0.987097 2.519062 -0.899991 1.778120 -0.241441 7.958328

Antenna 177: 2459829

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
177 N12 digital_ok nn Temporal Discontinuties 18.062466 1.971398 0.840611 1.533304 0.335841 17.618547 0.193840 18.062466 2.866324

Antenna 177: 2459828

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
177 N12 digital_ok nn Temporal Discontinuties 15.146312 1.219333 2.099218 1.629622 0.333537 1.920381 -0.292340 15.146312 -0.053327

Antenna 177: 2459827

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
177 N12 digital_ok nn Temporal Variability 53.593902 1.459977 2.369761 1.162331 6.372483 -0.351035 53.593902 5.467158 10.392233

Antenna 177: 2459826

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
177 N12 digital_ok nn Temporal Discontinuties 8.227384 1.072025 1.051367 3.380727 1.203451 2.479084 -0.348177 8.227384 -0.050508

Antenna 177: 2459825

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
177 N12 digital_ok ee Shape 1.914444 0.805824 1.914444 1.370120 0.441596 0.534565 -0.379607 0.382017 0.499822

Antenna 177: 2459824

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
177 N12 digital_ok nn Temporal Discontinuties 4.443763 0.980080 1.593767 0.568245 1.387652 -0.211978 2.719225 0.267999 4.443763

Antenna 177: 2459823

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
177 N12 digital_ok ee Temporal Discontinuties 23.283651 2.341019 1.526438 2.746202 1.146881 2.309272 0.525643 3.640629 23.283651

Antenna 177: 2459822

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
177 N12 digital_ok nn Power 2.778353 2.117376 1.626636 0.911036 2.778353 -0.368420 1.299445 0.830467 1.930488

Antenna 177: 2459821

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
177 N12 digital_ok nn Power inf 365.136427 364.937981 inf inf 893.977991 900.722131 1354.626752 1328.733752

Antenna 177: 2459820

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
177 N12 digital_ok nn Temporal Discontinuties 7.776987 1.025608 1.923951 0.882745 2.672268 -0.887230 3.342306 0.549482 7.776987

Antenna 177: 2459817

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
177 N12 digital_ok nn Temporal Variability 3.825906 1.876737 2.647507 0.219375 -0.121617 -1.160313 3.825906 -0.478677 0.840152

Antenna 177: 2459816

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
177 N12 digital_ok nn Temporal Discontinuties 13.605429 0.941476 1.658014 -0.110776 0.934937 1.866995 0.152750 13.605429 0.045742

Antenna 177: 2459815

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
177 N12 digital_ok nn Temporal Discontinuties 7.664620 1.241895 1.683024 0.166583 0.911357 -0.028042 -0.581248 7.664620 1.489737

Antenna 177: 2459814

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
177 N12 digital_ok nn Shape nan nan nan nan nan nan nan nan nan

Antenna 177: 2459813

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
177 N12 digital_ok nn Shape nan nan nan inf inf nan nan nan nan
In [ ]: