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 = "43"
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 43 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 43, Node N05:

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 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.137147 0.466846 -0.165929 0.590779 -0.786575 0.568419 -0.470426 1.060730 0.6368 0.6390 0.3690 nan nan
2459975 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.100556 0.622185 -0.220952 0.535431 -0.873081 0.307215 -0.861220 0.870251 0.6359 0.6404 0.3788 nan nan
2459974 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.418288 0.742429 -0.259795 0.577195 -0.558174 0.726691 -0.540346 1.924908 0.6389 0.6436 0.3777 nan nan
2459973 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.334732 0.599187 -0.228856 0.688004 -0.392594 0.410274 -0.710981 1.418336 0.6559 0.6602 0.3789 nan nan
2459972 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.165079 0.672397 0.015645 0.559753 -0.575551 0.586556 0.418303 1.508156 0.6336 0.6360 0.3779 nan nan
2459971 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.111801 0.678109 -0.046490 0.599033 -1.082545 0.282156 -1.117166 0.159037 0.6413 0.6440 0.3813 nan nan
2459970 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.057996 0.740226 0.097103 0.669584 -0.840675 0.046367 -0.733159 0.904485 0.6419 0.6444 0.3791 nan nan
2459969 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.388418 1.129555 -0.037322 0.599665 -0.388424 0.575656 -0.398680 1.883862 0.6494 0.6516 0.3799 nan nan
2459968 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.412078 -0.872393 0.502333 0.703884 -0.378980 0.512888 -0.012110 0.572195 0.7565 0.7600 0.2500 nan nan
2459967 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.189168 0.041156 0.039636 0.544069 -0.655041 -0.067700 -0.156765 2.205461 0.6495 0.6511 0.3721 nan nan
2459966 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.134347 0.463287 0.092084 0.550915 -0.790971 -0.055958 -1.146738 0.583096 0.6415 0.6421 0.3718 nan nan
2459965 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.097389 0.264647 -0.011936 0.599503 -0.217579 -0.024933 -0.367481 0.834412 0.6476 0.6484 0.3615 nan nan
2459964 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.137283 -0.013572 0.007750 0.662016 -0.867281 0.146294 -0.551665 0.357448 0.7042 0.7072 0.3157 nan nan
2459963 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -0.290344 -0.541266 -1.209422 0.650734 16.138007 0.824491 -0.512927 0.964921 0.7332 0.7266 0.2444 nan nan
2459962 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.054590 -0.475099 -0.040581 0.720623 0.139141 1.153677 0.192200 0.853632 0.6901 0.6928 0.3310 nan nan
2459961 RF_maintenance 100.00% 98.97% 99.19% 0.00% - - 219.224939 219.640349 inf inf 6247.588350 6213.759823 694.551336 708.477829 0.5531 0.4535 0.3555 nan nan
2459960 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.070470 -0.270114 -0.288690 0.692404 -0.741750 -0.272729 -0.274308 0.815929 0.6743 0.6733 0.3170 nan nan
2459959 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459958 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.032114 0.121293 -0.325341 0.619549 -0.485536 0.135918 0.189106 0.556675 0.6520 0.6561 0.3739 nan nan
2459957 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.186051 0.303382 -0.362364 0.459428 -0.201956 0.443993 1.047711 1.500610 0.6358 0.6430 0.3801 nan nan
2459956 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.168740 -0.014364 -0.308796 0.740313 -1.017528 0.216451 -0.772075 0.208122 0.6847 0.6786 0.3081 nan nan
2459955 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.100939 0.042927 -0.290318 0.489023 -0.743860 0.271238 -0.293392 0.483476 0.6309 0.6396 0.3804 nan nan
2459954 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.062092 0.399662 -0.250709 0.586379 -0.702467 0.374958 -0.173110 0.722506 0.6311 0.6403 0.3885 nan nan
2459953 RF_maintenance 100.00% 97.51% 97.57% 0.00% - - 197.763123 197.894407 inf inf 4191.355273 4229.794757 4928.527319 4681.530059 0.5954 0.6076 0.3738 nan nan
2459952 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.071327 0.234437 -0.128313 0.738691 -0.460297 -0.003394 -0.284368 1.060123 0.6517 0.6606 0.3913 nan nan
2459951 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 0.053027 0.217168 0.011678 0.585915 -0.446826 0.446309 0.616144 5.187806 0.6592 0.6707 0.3944 nan nan
2459950 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.308109 0.242266 0.000182 0.506532 -0.153218 0.532209 0.740760 3.065115 0.6505 0.6617 0.4013 nan nan
2459949 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.130081 0.225838 0.005811 0.683108 -0.207739 0.636686 0.163964 1.916485 0.6458 0.6527 0.3970 nan nan
2459948 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.111070 0.297025 -0.397665 0.611957 -0.700647 0.710179 -0.352063 0.646303 0.6780 0.6904 0.3704 nan nan
2459947 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.246972 0.394401 -0.399114 0.382997 -0.433897 0.577698 -0.432013 1.034273 0.6912 0.6825 0.3591 nan nan
2459946 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.116179 0.304850 -0.735974 0.507189 -0.533176 0.712765 -0.467824 0.347703 0.6612 0.6654 0.3902 nan nan
2459945 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -0.022324 0.175444 -0.625360 0.438530 0.069010 0.971334 0.640281 5.274732 0.6665 0.6689 0.3920 nan nan
2459944 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.018235 0.130754 -0.521574 0.503178 0.099695 0.943418 -0.242788 1.077084 0.6729 0.6762 0.3910 nan nan
2459943 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.023537 -0.052977 -0.475375 0.426025 -0.448576 0.994619 -0.030331 1.965753 0.6716 0.6798 0.3994 nan nan
2459942 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.272509 0.337927 -0.568987 0.390070 -0.026917 1.094058 0.005937 1.554427 0.6754 0.6733 0.3820 nan nan
2459941 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.126764 0.703260 -0.643056 0.500004 -0.464540 0.872123 -0.817637 0.249029 0.6583 0.6614 0.4059 nan nan
2459940 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.155303 0.385128 -0.628141 0.499583 -0.165001 1.133474 -0.426634 0.547572 0.6660 0.6706 0.4046 nan nan
2459939 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.070845 0.278519 -0.514175 0.398296 -0.141457 1.023446 0.219933 1.278292 0.6706 0.6734 0.4025 nan nan
2459938 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.036679 0.568801 -0.535145 0.337781 -0.181963 0.675933 -0.364440 2.715254 0.6665 0.6713 0.4001 nan nan
2459937 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.369727 0.471317 -0.565657 0.389707 -0.674116 0.528283 -0.339824 0.714800 0.6870 0.6940 0.3683 nan nan
2459936 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 0.025195 -0.353375 -0.643413 0.315157 -0.793826 0.802707 -0.675414 -0.015361 0.7984 0.7961 0.1990 nan nan
2459935 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.047629 0.756077 -0.822323 0.331917 -0.427429 0.402524 0.001178 0.706997 0.6505 0.6522 0.3837 nan nan
2459934 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.357522 0.860226 -0.772649 0.176935 -0.385585 0.487126 -0.124785 1.148673 0.6828 0.6878 0.3935 nan nan
2459933 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.483163 0.690248 -0.781993 0.140580 -0.307181 0.320651 -0.263240 0.662241 0.6784 0.6858 0.3949 nan nan
2459932 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.110198 0.825500 -0.764237 0.245415 -0.220039 -1.055833 -0.242744 1.579106 0.6077 0.6173 0.3347 nan nan
2459931 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.575884 0.615096 -0.612788 0.178889 -0.871960 0.095875 -0.057606 0.899077 0.6901 0.6940 0.3817 nan nan
2459930 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - -0.500553 0.693536 -0.084601 0.388123 7.284771 0.328736 0.163216 1.201674 0.6866 0.6845 0.3878 nan nan
2459929 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.852037 0.258007 -0.779471 0.481693 0.748672 0.331845 -1.062794 0.510634 0.7876 0.7867 0.2076 nan nan
2459928 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.086769 0.043247 -1.047053 0.307772 -0.870654 0.465158 -0.881633 0.895603 0.6609 0.6560 0.3963 nan nan
2459927 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.632645 0.427603 -0.850072 0.255859 -0.653816 -0.039376 -0.958603 0.737747 0.6103 0.6083 0.3320 nan nan
2459926 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.555371 -0.394012 -1.584959 0.332195 -0.845469 0.361383 -1.335596 0.491501 0.7827 0.7951 0.2097 nan nan
2459925 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.702490 -0.386940 -0.983669 0.512203 0.560432 0.113349 -1.662701 0.122871 0.7706 0.7592 0.2295 nan nan
2459924 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.682536 0.384450 -0.994188 0.244256 0.281954 0.320756 -0.162303 0.967086 0.6841 0.6877 0.3785 nan nan
2459923 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.535391 -0.065332 -0.585484 0.558411 -1.937680 0.217441 -1.121992 0.570235 0.7272 0.7292 0.3459 nan nan
2459922 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.008606 0.250225 0.110805 0.233974 -0.632825 0.466226 -1.124195 -0.014765 0.6818 0.6869 0.4014 nan nan
2459921 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459920 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.391253 0.304902 -0.291769 0.386277 -1.028715 0.771888 -1.633813 0.584129 0.6728 0.6812 0.4220 nan nan
2459919 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459918 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.511866 0.524421 0.111121 0.191916 -1.045993 0.568884 -1.194393 0.290642 0.6929 0.6945 0.3959 nan nan
2459917 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.075942 0.269848 -0.224067 0.456162 -1.097906 -0.707270 -1.330309 0.166727 0.7240 0.7217 0.4582 nan nan
2459916 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.435534 0.513972 -0.234174 0.202462 -1.260407 0.564173 -1.491612 0.895672 0.6879 0.6922 0.4009 nan nan
2459915 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.442609 0.050189 -0.044891 0.246073 -0.763396 1.299096 -1.100709 0.311135 0.7262 0.7243 0.3627 nan nan
2459914 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.244567 0.102385 0.025404 0.222002 -0.207043 0.699917 -0.903730 -0.004095 0.7420 0.7456 0.3095 nan nan
2459913 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.282643 0.890730 0.034400 0.304615 -0.693249 0.804257 -1.567196 0.391787 0.7095 0.6938 0.4026 nan nan
2459912 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.478982 0.795646 -0.176024 0.421623 -0.655850 0.348337 -0.537249 1.154000 0.6887 0.6903 0.4030 nan nan
2459911 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.399240 0.401746 -0.115097 0.280631 -1.172002 0.496395 -0.753781 0.138814 0.6850 0.6885 0.4069 nan nan
2459910 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.511817 0.577808 -0.173172 0.217866 -1.483204 0.479553 -0.874448 0.154446 0.6881 0.6905 0.4054 nan nan
2459909 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.600854 0.632101 -0.349530 0.257484 -1.200787 0.674095 -1.236212 0.016906 0.6862 0.6893 0.4051 nan nan
2459908 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.508440 0.669884 -0.289651 0.318384 -0.584457 0.340507 -1.023868 2.265148 0.6925 0.6977 0.4036 nan nan
2459907 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.735962 0.598137 -0.271138 0.282225 -0.547996 0.546875 -0.916591 0.684459 0.6904 0.6943 0.3976 nan nan
2459906 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.302760 0.405089 0.174504 0.185292 -0.806599 0.585205 -1.424888 1.411198 0.6803 0.6853 0.4022 nan nan
2459905 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - -0.467234 0.367405 0.004582 0.202918 -1.271812 0.137974 -0.844479 1.399629 0.0572 0.0585 0.0093 nan nan
2459904 RF_maintenance 0.00% 91.14% 91.14% 0.00% - - -0.539701 0.519499 0.249962 0.305368 -1.057126 -0.001319 -1.380059 1.912488 0.1201 0.1167 0.0360 nan nan
2459903 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.612621 0.499397 -0.067809 0.244606 -0.832593 0.111304 -1.754735 1.713873 0.6845 0.6885 0.3973 nan nan
2459902 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.587384 0.484810 0.139257 0.038951 -1.157024 0.212174 -1.327266 0.189731 0.6911 0.6901 0.3879 nan nan
2459901 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.659806 0.488090 -0.278606 0.230094 -0.822276 0.633354 -1.036637 0.533696 0.6821 0.6820 0.4077 nan nan
2459900 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.654996 0.477861 -0.191693 0.239990 -0.982892 0.577982 -1.626698 0.227162 0.6417 0.6462 0.3379 nan nan
2459898 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.530581 0.373014 -0.179019 0.167009 -1.061707 0.436040 -1.412971 0.985548 0.6923 0.6909 0.3953 nan nan
2459897 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - -0.432541 0.394820 0.186927 0.262850 -0.736147 0.171330 -1.666091 0.896264 0.0575 0.0528 0.0074 nan nan
2459896 RF_maintenance 0.00% 100.00% 100.00% 0.00% - - -0.517895 0.210892 0.003625 0.120466 -1.307733 -0.026910 -1.302741 0.289523 0.0578 0.0515 0.0070 nan nan
2459895 RF_maintenance 0.00% 7.73% 5.19% 0.00% - - -0.521569 -0.371653 0.237430 0.050300 -0.747636 0.469464 -0.855493 -0.239900 0.6701 0.6739 0.2421 nan nan
2459894 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.396343 0.175589 0.130749 0.247864 -1.315481 0.422579 -0.990985 0.496017 0.7084 0.6998 0.3754 nan nan
2459893 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.360139 0.354153 -0.149286 0.227973 -0.692190 0.183286 -1.945919 0.468472 0.7062 0.7006 0.3802 nan nan
2459892 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.590303 0.283750 -0.170811 0.150329 -0.825396 0.091414 -1.558094 0.424631 0.7017 0.7015 0.3788 nan nan
2459891 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.385453 0.263661 0.214694 0.242128 -1.521205 -0.066037 -1.377633 0.750634 0.6963 0.6936 0.3855 nan nan
2459890 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.465660 -0.146876 0.107605 0.184700 -1.066441 -0.006521 -1.112235 -0.382280 0.7002 0.6908 0.3860 nan nan
2459889 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.465428 0.203642 0.146413 0.151528 0.641693 0.054187 -1.779952 0.829520 0.7073 0.6948 0.3810 nan nan
2459888 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - -0.441536 -0.030787 0.118219 0.121643 -0.332487 -0.117717 -1.086217 0.070410 0.7194 0.7131 0.3722 nan nan
2459887 RF_maintenance 0.00% 0.00% 0.00% 0.00% - - 3.019147 -0.367269 3.169879 -1.915521 3.418435 0.151211 -2.422926 0.155209 0.6944 0.7005 0.3821 nan nan
2459886 RF_maintenance 100.00% 100.00% 0.00% 0.00% - - 14.356849 47.305455 10.412364 1.278307 6.487172 5.504344 2.796283 1.550193 0.0455 0.4211 0.2600 nan nan
2459885 RF_maintenance 100.00% 100.00% 0.00% 0.00% - - 17.660791 8.548833 61.261362 0.158543 14.232508 11.883479 17.473164 7.693207 0.0374 0.5094 0.3006 nan nan
2459884 RF_maintenance 100.00% 100.00% 0.00% 0.00% - - 9.597981 2.533714 11.490981 -0.158337 7.969674 0.192162 1.858045 2.410975 0.0386 0.6875 0.4829 nan nan
2459883 RF_maintenance 100.00% 100.00% 0.00% 0.00% - - 13.719711 3.342049 55.420476 -0.077199 7.961564 1.061273 8.716442 11.578164 0.0437 0.6970 0.4920 nan nan
2459882 RF_maintenance 100.00% 100.00% 0.00% 0.00% - - 22.857063 5.361948 61.747363 -0.349078 11.222498 0.872462 3.193616 11.281567 0.0444 0.6955 0.4892 nan nan
2459881 RF_maintenance 100.00% 99.68% 0.00% 0.00% - - 12.885490 3.708460 70.556693 -0.068679 22.009418 0.083337 7.911304 8.591796 0.0514 0.7348 0.5110 nan nan
2459880 RF_maintenance 100.00% 100.00% 0.00% 0.00% - - 15.687810 3.621372 58.451853 -0.199054 6.810721 0.818164 2.945437 14.960894 0.0403 0.6914 0.5094 nan nan
2459879 RF_maintenance 100.00% 100.00% 0.00% 0.00% - - 7.970588 2.741961 10.296595 0.094324 1.480532 0.144380 3.737013 4.019967 0.0371 0.6866 0.4360 nan nan
2459878 RF_maintenance 100.00% 100.00% 0.00% 0.00% - - 14.140128 4.705110 70.815783 0.240406 11.590145 0.725540 7.192667 8.017464 0.0436 0.6944 0.4267 nan nan
2459876 RF_maintenance 100.00% 100.00% 0.00% 0.00% - - 16.092287 1.105136 50.878174 -0.607998 29.857303 0.290006 6.429151 7.352520 0.0428 0.6935 0.4696 nan nan
2459875 RF_maintenance 100.00% 100.00% 0.00% 0.00% - - 16.796739 1.085620 66.633341 -0.554076 13.315559 -0.678915 3.819904 0.500252 0.0421 0.7161 0.4886 nan nan
2459874 digital_maintenance 100.00% 100.00% 0.00% 0.00% - - 23.884964 2.768957 34.737721 -0.732586 18.199789 -0.284389 4.809502 1.695795 0.0417 0.6896 0.4741 nan nan
2459873 digital_maintenance 100.00% 100.00% 0.00% 0.00% - - 17.918572 2.618845 44.913428 -0.575441 7.328409 0.038093 2.056006 2.866954 0.0439 0.6887 0.4867 nan nan
2459872 digital_maintenance 100.00% 100.00% 0.00% 0.00% - - 15.569373 2.506482 57.548069 -0.457654 20.208991 1.173368 3.115776 2.672329 0.0369 0.6919 0.4510 nan nan
2459871 digital_maintenance 100.00% 100.00% 0.00% 0.00% - - 12.497693 0.782688 62.098585 -0.509328 18.144250 -0.400681 1.771571 0.846852 0.0393 0.6916 0.4592 nan nan
2459870 digital_maintenance 100.00% 100.00% 0.00% 0.00% - - 21.197994 4.813316 46.770637 -0.322255 10.779570 0.624080 5.519359 3.879311 0.0411 0.6953 0.4849 nan nan
2459869 digital_maintenance 100.00% 100.00% 0.00% 0.00% - - 17.890085 1.048137 46.749769 -0.201501 15.824792 -0.039126 6.166719 1.562777 0.0432 0.7187 0.5149 nan nan
2459868 digital_maintenance 100.00% 100.00% 0.00% 0.00% - - 19.340845 1.967850 70.729441 -0.830048 10.864956 -0.733798 4.708628 3.669914 0.0393 0.6920 0.5000 nan nan
2459867 digital_maintenance 100.00% 100.00% 0.00% 0.00% - - 13.386597 1.670569 55.540704 -0.769096 5.797070 -0.252852 3.258565 0.683794 0.0414 0.6951 0.4963 nan nan
2459866 digital_maintenance 100.00% 100.00% 0.00% 0.00% - - 15.518874 1.869022 52.358493 -0.623906 6.577656 -0.077383 3.379277 3.140317 0.0454 0.6984 0.4891 nan nan
2459865 digital_maintenance 100.00% 100.00% 0.00% 0.00% - - 16.916118 5.120316 63.524402 4.288722 15.787720 0.223445 15.356300 1.223817 0.0367 0.7156 0.4683 nan nan
2459864 digital_maintenance 100.00% 100.00% 0.00% 0.00% - - 20.816074 5.839783 25.388393 -1.148175 8.249791 0.481755 5.087568 5.576570 0.0374 0.6857 0.4878 nan nan
2459863 digital_maintenance 100.00% 100.00% 0.00% 0.00% - - 12.381979 0.650836 8.032529 -0.072462 2.976857 -0.602650 2.295861 1.616751 0.0381 0.6786 0.4988 nan nan
2459862 digital_maintenance 100.00% 100.00% 0.00% 0.00% - - 12.156899 1.473495 29.008194 -1.470391 12.526969 -0.429048 1.696439 0.676417 0.0429 0.7112 0.4806 nan nan
2459861 digital_maintenance 100.00% 100.00% 0.00% 0.00% - - 9.359568 1.595040 8.113863 0.127491 2.555280 0.247699 1.831366 1.329353 0.0373 0.6930 0.4617 nan nan
2459860 digital_maintenance 100.00% 100.00% 0.00% 0.00% - - 10.349112 0.875144 24.378084 -1.070353 14.695023 -0.173043 2.122973 0.583748 0.0392 0.6931 0.5079 nan nan
2459859 digital_maintenance 100.00% 100.00% 0.00% 0.00% - - 8.577560 1.664766 8.785289 0.054858 2.230368 -0.088973 0.877579 1.338013 0.0432 0.6918 0.5088 nan nan
2459858 digital_maintenance 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 9.329167 2.289849 9.087143 0.005777 2.268161 0.167157 1.727083 0.973416 0.0405 0.6991 0.5067 1.144375 2.594569
2459857 digital_maintenance 100.00% 100.00% 100.00% 0.00% - - 7.297562 -0.380326 1.339638 -0.557783 1.771730 0.142087 5.926894 -0.459261 0.0243 0.0250 0.0005 nan nan
2459856 digital_maintenance 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 14.044759 4.289200 22.941011 -0.591668 6.656079 0.132799 3.417527 1.642090 0.0424 0.7122 0.5255 1.172875 2.736776
2459855 digital_maintenance 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 14.562656 5.286206 23.944214 -0.863357 2.764662 0.130601 1.384612 1.120531 0.0423 0.7232 0.5299 1.178665 2.747707
2459854 digital_maintenance 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 14.540315 6.997844 18.345058 0.324670 3.841574 0.599450 3.227382 4.516424 0.0450 0.7494 0.5580 1.157439 2.677109
2459853 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459852 digital_maintenance 100.00% 100.00% 0.00% 0.00% 100.00% 0.00% 12.846803 2.226267 25.617335 -0.110991 15.619158 0.168742 16.748950 -0.510269 0.0472 0.8470 0.5368 1.163610 4.316732
2459851 digital_maintenance 100.00% 89.69% 0.00% 0.00% 100.00% 0.00% 9.510555 2.714082 26.386509 0.572777 21.505144 -0.166024 13.355778 1.708281 0.1163 0.7618 0.4795 1.221582 3.597149
2459850 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 11.629747 2.029115 22.819260 0.420388 10.305514 0.088132 6.787655 0.970968 0.0274 0.0506 0.0204 1.157408 1.183744
2459849 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 13.541427 2.295437 46.104418 2.728420 7.112880 0.378082 4.270823 2.056854 0.0271 0.0528 0.0227 1.182474 1.213026
2459848 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 12.310868 1.420030 29.268021 16.351728 14.296933 1.626501 1.627937 0.090905 0.0268 0.0501 0.0228 1.180361 1.204757
2459847 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 14.218671 0.539913 27.296114 15.247434 21.934135 0.519055 0.353193 2.927262 0.0261 0.0441 0.0219 1.172899 1.197111
2459846 digital_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 24.127344 5.163601 33.275061 13.136849 21.574932 5.816819 4.056913 -0.124090 0.0270 0.0590 0.0281 1.192147 1.210466

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 43: 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
43 N05 RF_maintenance nn Temporal Discontinuties 1.060730 0.466846 -0.137147 0.590779 -0.165929 0.568419 -0.786575 1.060730 -0.470426

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Discontinuties 0.870251 -0.100556 0.622185 -0.220952 0.535431 -0.873081 0.307215 -0.861220 0.870251

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Discontinuties 1.924908 -0.418288 0.742429 -0.259795 0.577195 -0.558174 0.726691 -0.540346 1.924908

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Discontinuties 1.418336 -0.334732 0.599187 -0.228856 0.688004 -0.392594 0.410274 -0.710981 1.418336

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Discontinuties 1.508156 -0.165079 0.672397 0.015645 0.559753 -0.575551 0.586556 0.418303 1.508156

Antenna 43: 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
43 N05 RF_maintenance nn Shape 0.678109 -0.111801 0.678109 -0.046490 0.599033 -1.082545 0.282156 -1.117166 0.159037

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Discontinuties 0.904485 0.740226 0.057996 0.669584 0.097103 0.046367 -0.840675 0.904485 -0.733159

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Discontinuties 1.883862 -0.388418 1.129555 -0.037322 0.599665 -0.388424 0.575656 -0.398680 1.883862

Antenna 43: 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
43 N05 RF_maintenance nn Power 0.703884 -0.412078 -0.872393 0.502333 0.703884 -0.378980 0.512888 -0.012110 0.572195

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Discontinuties 2.205461 -0.189168 0.041156 0.039636 0.544069 -0.655041 -0.067700 -0.156765 2.205461

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Discontinuties 0.583096 0.463287 -0.134347 0.550915 0.092084 -0.055958 -0.790971 0.583096 -1.146738

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Discontinuties 0.834412 0.264647 -0.097389 0.599503 -0.011936 -0.024933 -0.217579 0.834412 -0.367481

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Variability 1.153677 -0.475099 -0.054590 0.720623 -0.040581 1.153677 0.139141 0.853632 0.192200

Antenna 43: 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
43 N05 RF_maintenance nn Power inf 219.640349 219.224939 inf inf 6213.759823 6247.588350 708.477829 694.551336

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Discontinuties 0.815929 -0.270114 -0.070470 0.692404 -0.288690 -0.272729 -0.741750 0.815929 -0.274308

Antenna 43: 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
43 N05 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 43: 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
43 N05 RF_maintenance nn Power 0.619549 0.121293 0.032114 0.619549 -0.325341 0.135918 -0.485536 0.556675 0.189106

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Discontinuties 1.500610 0.303382 -0.186051 0.459428 -0.362364 0.443993 -0.201956 1.500610 1.047711

Antenna 43: 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
43 N05 RF_maintenance nn Power 0.740313 -0.014364 0.168740 0.740313 -0.308796 0.216451 -1.017528 0.208122 -0.772075

Antenna 43: 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
43 N05 RF_maintenance nn Power 0.489023 -0.100939 0.042927 -0.290318 0.489023 -0.743860 0.271238 -0.293392 0.483476

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Discontinuties 0.722506 0.399662 -0.062092 0.586379 -0.250709 0.374958 -0.702467 0.722506 -0.173110

Antenna 43: 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
43 N05 RF_maintenance nn Power inf 197.894407 197.763123 inf inf 4229.794757 4191.355273 4681.530059 4928.527319

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Discontinuties 1.060123 0.234437 -0.071327 0.738691 -0.128313 -0.003394 -0.460297 1.060123 -0.284368

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Discontinuties 5.187806 0.217168 0.053027 0.585915 0.011678 0.446309 -0.446826 5.187806 0.616144

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Discontinuties 3.065115 0.242266 0.308109 0.506532 0.000182 0.532209 -0.153218 3.065115 0.740760

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Discontinuties 1.916485 0.130081 0.225838 0.005811 0.683108 -0.207739 0.636686 0.163964 1.916485

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Variability 0.710179 -0.111070 0.297025 -0.397665 0.611957 -0.700647 0.710179 -0.352063 0.646303

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Discontinuties 1.034273 0.394401 -0.246972 0.382997 -0.399114 0.577698 -0.433897 1.034273 -0.432013

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Variability 0.712765 0.304850 -0.116179 0.507189 -0.735974 0.712765 -0.533176 0.347703 -0.467824

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Discontinuties 5.274732 0.175444 -0.022324 0.438530 -0.625360 0.971334 0.069010 5.274732 0.640281

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Discontinuties 1.077084 -0.018235 0.130754 -0.521574 0.503178 0.099695 0.943418 -0.242788 1.077084

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Discontinuties 1.965753 -0.052977 0.023537 0.426025 -0.475375 0.994619 -0.448576 1.965753 -0.030331

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Discontinuties 1.554427 0.337927 -0.272509 0.390070 -0.568987 1.094058 -0.026917 1.554427 0.005937

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Variability 0.872123 0.703260 -0.126764 0.500004 -0.643056 0.872123 -0.464540 0.249029 -0.817637

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Variability 1.133474 0.385128 -0.155303 0.499583 -0.628141 1.133474 -0.165001 0.547572 -0.426634

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Discontinuties 1.278292 0.278519 -0.070845 0.398296 -0.514175 1.023446 -0.141457 1.278292 0.219933

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Discontinuties 2.715254 0.568801 -0.036679 0.337781 -0.535145 0.675933 -0.181963 2.715254 -0.364440

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Discontinuties 0.714800 -0.369727 0.471317 -0.565657 0.389707 -0.674116 0.528283 -0.339824 0.714800

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Variability 0.802707 0.025195 -0.353375 -0.643413 0.315157 -0.793826 0.802707 -0.675414 -0.015361

Antenna 43: 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
43 N05 RF_maintenance nn Shape 0.756077 0.756077 -0.047629 0.331917 -0.822323 0.402524 -0.427429 0.706997 0.001178

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Discontinuties 1.148673 -0.357522 0.860226 -0.772649 0.176935 -0.385585 0.487126 -0.124785 1.148673

Antenna 43: 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
43 N05 RF_maintenance nn Shape 0.690248 0.690248 -0.483163 0.140580 -0.781993 0.320651 -0.307181 0.662241 -0.263240

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Discontinuties 1.579106 0.825500 -0.110198 0.245415 -0.764237 -1.055833 -0.220039 1.579106 -0.242744

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Discontinuties 0.899077 -0.575884 0.615096 -0.612788 0.178889 -0.871960 0.095875 -0.057606 0.899077

Antenna 43: 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
43 N05 RF_maintenance ee Temporal Variability 7.284771 -0.500553 0.693536 -0.084601 0.388123 7.284771 0.328736 0.163216 1.201674

Antenna 43: 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
43 N05 RF_maintenance ee Temporal Variability 0.748672 0.258007 -0.852037 0.481693 -0.779471 0.331845 0.748672 0.510634 -1.062794

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Discontinuties 0.895603 0.043247 -0.086769 0.307772 -1.047053 0.465158 -0.870654 0.895603 -0.881633

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Discontinuties 0.737747 0.427603 -0.632645 0.255859 -0.850072 -0.039376 -0.653816 0.737747 -0.958603

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Discontinuties 0.491501 -0.394012 -0.555371 0.332195 -1.584959 0.361383 -0.845469 0.491501 -1.335596

Antenna 43: 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
43 N05 RF_maintenance ee Temporal Variability 0.560432 -0.702490 -0.386940 -0.983669 0.512203 0.560432 0.113349 -1.662701 0.122871

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Discontinuties 0.967086 -0.682536 0.384450 -0.994188 0.244256 0.281954 0.320756 -0.162303 0.967086

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Discontinuties 0.570235 -0.065332 -0.535391 0.558411 -0.585484 0.217441 -1.937680 0.570235 -1.121992

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Variability 0.466226 0.250225 -0.008606 0.233974 0.110805 0.466226 -0.632825 -0.014765 -1.124195

Antenna 43: 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
43 N05 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Variability 0.771888 0.304902 -0.391253 0.386277 -0.291769 0.771888 -1.028715 0.584129 -1.633813

Antenna 43: 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
43 N05 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Variability 0.568884 0.524421 -0.511866 0.191916 0.111121 0.568884 -1.045993 0.290642 -1.194393

Antenna 43: 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
43 N05 RF_maintenance nn Power 0.456162 0.269848 -0.075942 0.456162 -0.224067 -0.707270 -1.097906 0.166727 -1.330309

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Discontinuties 0.895672 -0.435534 0.513972 -0.234174 0.202462 -1.260407 0.564173 -1.491612 0.895672

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Variability 1.299096 -0.442609 0.050189 -0.044891 0.246073 -0.763396 1.299096 -1.100709 0.311135

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Variability 0.699917 -0.244567 0.102385 0.025404 0.222002 -0.207043 0.699917 -0.903730 -0.004095

Antenna 43: 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
43 N05 RF_maintenance nn Shape 0.890730 0.890730 -0.282643 0.304615 0.034400 0.804257 -0.693249 0.391787 -1.567196

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Discontinuties 1.154000 0.795646 -0.478982 0.421623 -0.176024 0.348337 -0.655850 1.154000 -0.537249

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Variability 0.496395 0.401746 -0.399240 0.280631 -0.115097 0.496395 -1.172002 0.138814 -0.753781

Antenna 43: 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
43 N05 RF_maintenance nn Shape 0.577808 0.577808 -0.511817 0.217866 -0.173172 0.479553 -1.483204 0.154446 -0.874448

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Variability 0.674095 0.632101 -0.600854 0.257484 -0.349530 0.674095 -1.200787 0.016906 -1.236212

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Discontinuties 2.265148 -0.508440 0.669884 -0.289651 0.318384 -0.584457 0.340507 -1.023868 2.265148

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Discontinuties 0.684459 0.598137 -0.735962 0.282225 -0.271138 0.546875 -0.547996 0.684459 -0.916591

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Discontinuties 1.411198 0.405089 -0.302760 0.185292 0.174504 0.585205 -0.806599 1.411198 -1.424888

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Discontinuties 1.399629 0.367405 -0.467234 0.202918 0.004582 0.137974 -1.271812 1.399629 -0.844479

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Discontinuties 1.912488 0.519499 -0.539701 0.305368 0.249962 -0.001319 -1.057126 1.912488 -1.380059

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Discontinuties 1.713873 0.499397 -0.612621 0.244606 -0.067809 0.111304 -0.832593 1.713873 -1.754735

Antenna 43: 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
43 N05 RF_maintenance nn Shape 0.484810 -0.587384 0.484810 0.139257 0.038951 -1.157024 0.212174 -1.327266 0.189731

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Variability 0.633354 -0.659806 0.488090 -0.278606 0.230094 -0.822276 0.633354 -1.036637 0.533696

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Variability 0.577982 -0.654996 0.477861 -0.191693 0.239990 -0.982892 0.577982 -1.626698 0.227162

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Discontinuties 0.985548 0.373014 -0.530581 0.167009 -0.179019 0.436040 -1.061707 0.985548 -1.412971

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Discontinuties 0.896264 0.394820 -0.432541 0.262850 0.186927 0.171330 -0.736147 0.896264 -1.666091

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Discontinuties 0.289523 0.210892 -0.517895 0.120466 0.003625 -0.026910 -1.307733 0.289523 -1.302741

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Variability 0.469464 -0.521569 -0.371653 0.237430 0.050300 -0.747636 0.469464 -0.855493 -0.239900

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Discontinuties 0.496017 0.175589 -0.396343 0.247864 0.130749 0.422579 -1.315481 0.496017 -0.990985

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Discontinuties 0.468472 -0.360139 0.354153 -0.149286 0.227973 -0.692190 0.183286 -1.945919 0.468472

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Discontinuties 0.424631 0.283750 -0.590303 0.150329 -0.170811 0.091414 -0.825396 0.424631 -1.558094

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Discontinuties 0.750634 -0.385453 0.263661 0.214694 0.242128 -1.521205 -0.066037 -1.377633 0.750634

Antenna 43: 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
43 N05 RF_maintenance nn Power 0.184700 -0.146876 -0.465660 0.184700 0.107605 -0.006521 -1.066441 -0.382280 -1.112235

Antenna 43: 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
43 N05 RF_maintenance nn Temporal Discontinuties 0.829520 -0.465428 0.203642 0.146413 0.151528 0.641693 0.054187 -1.779952 0.829520

Antenna 43: 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
43 N05 RF_maintenance nn Power 0.121643 -0.030787 -0.441536 0.121643 0.118219 -0.117717 -0.332487 0.070410 -1.086217

Antenna 43: 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
43 N05 RF_maintenance ee Temporal Variability 3.418435 -0.367269 3.019147 -1.915521 3.169879 0.151211 3.418435 0.155209 -2.422926

Antenna 43: 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
43 N05 RF_maintenance nn Shape 47.305455 14.356849 47.305455 10.412364 1.278307 6.487172 5.504344 2.796283 1.550193

Antenna 43: 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
43 N05 RF_maintenance ee Power 61.261362 8.548833 17.660791 0.158543 61.261362 11.883479 14.232508 7.693207 17.473164

Antenna 43: 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
43 N05 RF_maintenance ee Power 11.490981 2.533714 9.597981 -0.158337 11.490981 0.192162 7.969674 2.410975 1.858045

Antenna 43: 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
43 N05 RF_maintenance ee Power 55.420476 3.342049 13.719711 -0.077199 55.420476 1.061273 7.961564 11.578164 8.716442

Antenna 43: 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
43 N05 RF_maintenance ee Power 61.747363 5.361948 22.857063 -0.349078 61.747363 0.872462 11.222498 11.281567 3.193616

Antenna 43: 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
43 N05 RF_maintenance ee Power 70.556693 3.708460 12.885490 -0.068679 70.556693 0.083337 22.009418 8.591796 7.911304

Antenna 43: 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
43 N05 RF_maintenance ee Power 58.451853 3.621372 15.687810 -0.199054 58.451853 0.818164 6.810721 14.960894 2.945437

Antenna 43: 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
43 N05 RF_maintenance ee Power 10.296595 2.741961 7.970588 0.094324 10.296595 0.144380 1.480532 4.019967 3.737013

Antenna 43: 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
43 N05 RF_maintenance ee Power 70.815783 4.705110 14.140128 0.240406 70.815783 0.725540 11.590145 8.017464 7.192667

Antenna 43: 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
43 N05 RF_maintenance ee Power 50.878174 16.092287 1.105136 50.878174 -0.607998 29.857303 0.290006 6.429151 7.352520

Antenna 43: 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
43 N05 RF_maintenance ee Power 66.633341 16.796739 1.085620 66.633341 -0.554076 13.315559 -0.678915 3.819904 0.500252

Antenna 43: 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
43 N05 digital_maintenance ee Power 34.737721 23.884964 2.768957 34.737721 -0.732586 18.199789 -0.284389 4.809502 1.695795

Antenna 43: 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
43 N05 digital_maintenance ee Power 44.913428 17.918572 2.618845 44.913428 -0.575441 7.328409 0.038093 2.056006 2.866954
In [ ]: