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_summary
notebook (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.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# 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
# 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 = "229" csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
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
# 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 158 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_ Found 155 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
# 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'
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
# 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')])])
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.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
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) |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2459975 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 0.861136 | 0.011789 | 1.429960 | 1.307778 | 0.384728 | 1.373190 | 6.999891 | -1.531740 | 0.5920 | 0.6095 | 0.3968 | nan | nan |
2459974 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 1.007670 | 0.038149 | 1.601999 | 1.376532 | 0.375621 | 1.268344 | 0.027940 | -2.188837 | 0.5973 | 0.6128 | 0.3947 | nan | nan |
2459973 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 1.062152 | 0.049725 | 1.532960 | 1.147366 | -0.353077 | 0.614615 | 4.351856 | -1.538078 | 0.6045 | 0.6184 | 0.3928 | nan | nan |
2459972 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 0.508593 | 0.053762 | 1.665485 | 1.769217 | 0.025849 | 1.953240 | 7.262791 | -1.412320 | 0.5929 | 0.6100 | 0.3962 | nan | nan |
2459971 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.717580 | -0.043648 | 1.659634 | 1.533104 | 0.334462 | 1.378514 | 0.015539 | -1.479954 | 0.5943 | 0.6113 | 0.3935 | nan | nan |
2459970 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 0.933394 | 0.125010 | 1.836896 | 1.654622 | 0.319907 | 1.543160 | 7.378126 | -1.950388 | 0.5990 | 0.6140 | 0.3949 | nan | nan |
2459969 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 1.272633 | 0.153637 | 1.690997 | 1.421476 | 0.487492 | 0.938602 | 4.930243 | -1.814286 | 0.6054 | 0.6210 | 0.3976 | nan | nan |
2459968 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | -0.023868 | 0.109476 | 2.038240 | 1.818337 | 0.433282 | 2.516854 | 1.129687 | 1.078932 | 0.7389 | 0.7454 | 0.2589 | nan | nan |
2459967 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 0.747220 | 0.070189 | 1.775658 | 2.041418 | 0.375752 | 2.007613 | 9.865635 | -1.440066 | 0.6019 | 0.6215 | 0.3880 | nan | nan |
2459966 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 0.804189 | 0.082246 | 1.686055 | 1.855255 | 0.251178 | 1.815106 | 11.396287 | -1.826859 | 0.5986 | 0.6190 | 0.3890 | nan | nan |
2459965 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.910431 | 0.132447 | 1.829531 | 1.559364 | 0.213776 | 0.706049 | -0.545484 | -1.279027 | 0.6065 | 0.6263 | 0.3786 | nan | nan |
2459964 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.245475 | -0.591682 | 1.915173 | 1.728445 | 0.077673 | 0.797611 | -0.180544 | -0.463723 | 0.6642 | 0.6760 | 0.3291 | nan | nan |
2459963 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.284809 | -0.616653 | 1.774091 | 1.586682 | 0.464909 | 0.243878 | 0.599780 | 0.705928 | 0.6840 | 0.6847 | 0.2689 | nan | nan |
2459962 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | -0.026899 | -0.641013 | 1.452221 | 1.771533 | 0.952089 | 0.788131 | 1.117448 | 0.231162 | 0.6486 | 0.6652 | 0.3524 | nan | nan |
2459961 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | -0.477956 | -0.011481 | 1.757602 | 1.620961 | 0.630942 | 1.223155 | 0.722682 | 0.817615 | 0.7513 | 0.7460 | 0.2324 | nan | nan |
2459960 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.482958 | -0.171076 | 1.877011 | 1.755837 | 0.008128 | 0.102444 | 0.052131 | -0.405212 | 0.6259 | 0.6341 | 0.3416 | nan | nan |
2459959 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.344969 | -0.025667 | 1.680545 | 1.518732 | -0.243831 | 0.815739 | 1.208692 | -1.227948 | 0.6142 | 0.6298 | 0.3753 | nan | nan |
2459958 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.495219 | -0.093174 | 1.824852 | 1.702473 | 0.177163 | 0.649140 | 1.569414 | -1.291264 | 0.6114 | 0.6254 | 0.3873 | nan | nan |
2459957 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.638161 | -0.063439 | 1.909790 | 1.798204 | 0.283917 | 1.696613 | 0.547665 | -2.124204 | 0.6081 | 0.6269 | 0.3956 | nan | nan |
2459956 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.153410 | 0.072831 | 1.913098 | 1.848436 | 0.026236 | 1.270824 | 1.166586 | 0.537631 | 0.6502 | 0.6564 | 0.3328 | nan | nan |
2459955 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 0.262763 | -0.052004 | 1.505773 | 1.703104 | -0.296789 | 1.274367 | 7.370134 | -1.374944 | 0.6033 | 0.6242 | 0.3959 | nan | nan |
2459954 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 0.635943 | 0.310486 | 1.830923 | 1.848105 | -0.401491 | 1.412422 | 8.056626 | -2.207176 | 0.6035 | 0.6240 | 0.4032 | nan | nan |
2459953 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 0.501103 | 0.236470 | 1.743011 | 1.833916 | 0.046010 | 1.293400 | 4.782424 | -1.508940 | 0.6096 | 0.6316 | 0.3998 | nan | nan |
2459952 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 0.866357 | 0.412873 | 1.937626 | 1.825103 | 0.074833 | 1.051920 | 6.973736 | -2.447012 | 0.6139 | 0.6341 | 0.4061 | nan | nan |
2459951 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.875530 | 0.210934 | 1.642526 | 1.409252 | -0.174124 | 0.753023 | -0.427183 | -2.738392 | 0.6222 | 0.6436 | 0.4038 | nan | nan |
2459950 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 1.336290 | 0.558370 | 1.844655 | 1.606605 | 0.281415 | 1.210960 | -0.855581 | -1.361142 | 0.6221 | 0.6414 | 0.4109 | nan | nan |
2459949 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 1.053504 | 0.333327 | 1.618148 | 1.364130 | 0.307405 | 0.913857 | -0.151043 | -1.752204 | 0.6086 | 0.6250 | 0.4065 | nan | nan |
2459948 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.982121 | 0.087033 | 2.066176 | 1.548820 | -0.260644 | 0.671443 | -0.645549 | -1.209850 | 0.6329 | 0.6570 | 0.3892 | nan | nan |
2459947 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.731801 | -0.174465 | 1.235016 | 0.931414 | -0.453181 | 0.208102 | -0.679814 | -0.824425 | 0.6407 | 0.6467 | 0.3805 | nan | nan |
2459946 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 0.194823 | -0.023061 | 1.082987 | 0.977962 | -0.061588 | 0.590335 | 36.094606 | -2.308662 | 0.6119 | 0.6345 | 0.4060 | nan | nan |
2459945 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 0.288303 | 0.074693 | 0.783684 | 0.693937 | -0.715569 | 0.315605 | 10.403734 | -0.939112 | 0.6196 | 0.6374 | 0.4051 | nan | nan |
2459944 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 0.222454 | 0.166833 | 0.887809 | 0.863518 | -0.695141 | 0.042265 | 10.250884 | -1.502711 | 0.6226 | 0.6429 | 0.4063 | nan | nan |
2459943 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 0.695188 | 0.218110 | 1.144476 | 0.907506 | -0.356629 | 0.140373 | 3.808476 | -1.360568 | 0.6254 | 0.6485 | 0.4113 | nan | nan |
2459942 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 0.758568 | 0.244091 | 1.134115 | 1.020363 | -0.152314 | 0.508347 | 5.065823 | -1.490412 | 0.6313 | 0.6457 | 0.3945 | nan | nan |
2459941 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 0.576524 | 0.069453 | 1.194369 | 0.915606 | -0.597179 | 0.739653 | 11.493420 | -1.531641 | 0.6096 | 0.6330 | 0.4203 | nan | nan |
2459940 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 0.342932 | -0.169744 | 0.917567 | 0.581128 | -0.722613 | 0.189850 | 15.654639 | -1.780333 | 0.6116 | 0.6342 | 0.4188 | nan | nan |
2459939 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 0.424617 | -0.125408 | 0.940584 | 0.731025 | -0.430273 | 0.034216 | 9.747985 | -1.770331 | 0.6234 | 0.6437 | 0.4141 | nan | nan |
2459938 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 0.638616 | 0.164422 | 1.122019 | 0.961366 | -0.423757 | -0.126635 | 10.805304 | -1.604104 | 0.6236 | 0.6465 | 0.4106 | nan | nan |
2459937 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.526101 | -0.105082 | 0.996005 | 0.938037 | -0.430200 | 0.121602 | 1.988960 | -1.633076 | 0.6467 | 0.6711 | 0.3769 | nan | nan |
2459936 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | -0.145736 | -0.906665 | 1.397740 | 1.593055 | -0.665595 | 0.141575 | 0.128026 | -0.178700 | 0.7804 | 0.7907 | 0.2002 | nan | nan |
2459935 | RF_maintenance | 100.00% | 87.61% | 87.61% | 0.00% | - | - | 13.310721 | 13.235575 | 1.228904 | 0.860256 | 2.019721 | 1.922174 | 15.459815 | -1.815588 | 0.5422 | 0.5472 | 0.3547 | nan | nan |
2459934 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 19.940107 | 19.834435 | 1.496047 | 1.294060 | 0.078229 | 0.304122 | 7.811810 | -1.782828 | nan | nan | nan | nan | nan |
2459933 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 16.023308 | 16.011556 | 1.503818 | 1.484110 | -0.100369 | 0.034871 | 8.618801 | -1.899507 | nan | nan | nan | nan | nan |
2459932 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 18.752925 | 18.530758 | 1.604372 | 1.090984 | 4.673790 | -0.745658 | 0.302231 | -2.809728 | nan | nan | nan | nan | nan |
2459931 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 17.280806 | 17.231584 | 1.666913 | 1.419225 | 0.404376 | 0.523887 | 1.460785 | -1.768518 | nan | nan | nan | nan | nan |
2459930 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 15.531684 | 15.411248 | 1.621391 | 1.052945 | 0.244393 | 0.163789 | -0.121557 | -1.430959 | nan | nan | nan | nan | nan |
2459929 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 0.701717 | -0.530667 | 0.797198 | 0.646048 | 0.110415 | -0.258592 | 0.006719 | -0.237145 | 0.7085 | 0.7163 | 0.2185 | nan | nan |
2459928 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 4.849875 | 5.342410 | 4.068883 | 4.045669 | 3.942788 | 5.093845 | 2.491826 | -2.856455 | 0.6129 | 0.6321 | 0.4053 | nan | nan |
2459927 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 5.909348 | 5.460171 | 3.133790 | 2.801532 | 2.677584 | 0.136798 | -1.269481 | -1.969827 | 0.5412 | 0.5536 | 0.3368 | nan | nan |
2459926 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 2.162614 | 2.328734 | 1.956440 | 1.848352 | 0.203683 | 0.279464 | 0.019634 | 0.115730 | 0.7541 | 0.7755 | 0.2255 | nan | nan |
2459925 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | - | - | 3.613222 | 2.317337 | 3.363618 | 3.296311 | 2.667744 | 2.402572 | 1.555397 | 0.768013 | 0.7196 | 0.7172 | 0.2663 | nan | nan |
2459924 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 4.296842 | 4.510756 | 3.384671 | 3.358104 | 4.057787 | 3.583637 | -0.844933 | -0.889003 | 0.6215 | 0.6504 | 0.3940 | nan | nan |
2459923 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 4.467181 | 4.730162 | 3.642427 | 3.385330 | 2.218086 | 2.818630 | 1.229889 | 0.630214 | 0.6750 | 0.6939 | 0.3604 | nan | nan |
2459922 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 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 | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 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 |
2459912 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
2459911 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
2459910 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
2459909 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
2459908 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
2459907 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
2459906 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 225.128111 | 225.071803 | inf | inf | 3769.991988 | 3785.684699 | 8524.163859 | 8603.849557 | nan | nan | nan | nan | nan |
2459905 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
2459904 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
2459903 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
2459902 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
2459901 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
2459900 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
2459898 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
2459897 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
2459896 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
2459895 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 248.945175 | 248.409864 | inf | inf | 5940.774119 | 6296.852973 | 850.441672 | 925.667954 | nan | nan | nan | nan | nan |
2459894 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
2459893 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
2459892 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
2459891 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
2459890 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
2459889 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
2459888 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
2459887 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
2459886 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
2459885 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
2459884 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
2459883 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
2459882 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
2459881 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
2459880 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
2459879 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 185.485433 | 185.325639 | inf | inf | 3403.583564 | 3433.791592 | 10194.494794 | 10427.674145 | nan | nan | nan | nan | nan |
2459878 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 317.693527 | 317.550046 | inf | inf | 7742.412048 | 7776.734697 | 25598.566901 | 25618.351368 | nan | nan | nan | nan | nan |
auto_metrics
notebooks.¶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
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.
for i, html_to_display in enumerate(htmls_to_display):
if i == 100:
break
display(HTML(html_to_display))
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | ee Temporal Discontinuties | 6.999891 | 0.861136 | 0.011789 | 1.429960 | 1.307778 | 0.384728 | 1.373190 | 6.999891 | -1.531740 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | ee Power | 1.601999 | 1.007670 | 0.038149 | 1.601999 | 1.376532 | 0.375621 | 1.268344 | 0.027940 | -2.188837 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | ee Temporal Discontinuties | 4.351856 | 1.062152 | 0.049725 | 1.532960 | 1.147366 | -0.353077 | 0.614615 | 4.351856 | -1.538078 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | ee Temporal Discontinuties | 7.262791 | 0.508593 | 0.053762 | 1.665485 | 1.769217 | 0.025849 | 1.953240 | 7.262791 | -1.412320 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | ee Power | 1.659634 | 0.717580 | -0.043648 | 1.659634 | 1.533104 | 0.334462 | 1.378514 | 0.015539 | -1.479954 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | ee Temporal Discontinuties | 7.378126 | 0.125010 | 0.933394 | 1.654622 | 1.836896 | 1.543160 | 0.319907 | -1.950388 | 7.378126 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | ee Temporal Discontinuties | 4.930243 | 1.272633 | 0.153637 | 1.690997 | 1.421476 | 0.487492 | 0.938602 | 4.930243 | -1.814286 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | nn Temporal Variability | 2.516854 | -0.023868 | 0.109476 | 2.038240 | 1.818337 | 0.433282 | 2.516854 | 1.129687 | 1.078932 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | ee Temporal Discontinuties | 9.865635 | 0.747220 | 0.070189 | 1.775658 | 2.041418 | 0.375752 | 2.007613 | 9.865635 | -1.440066 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | ee Temporal Discontinuties | 11.396287 | 0.082246 | 0.804189 | 1.855255 | 1.686055 | 1.815106 | 0.251178 | -1.826859 | 11.396287 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | ee Power | 1.829531 | 0.132447 | 0.910431 | 1.559364 | 1.829531 | 0.706049 | 0.213776 | -1.279027 | -0.545484 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | nn Power | 1.771533 | -0.641013 | -0.026899 | 1.771533 | 1.452221 | 0.788131 | 0.952089 | 0.231162 | 1.117448 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | ee Power | 1.757602 | -0.011481 | -0.477956 | 1.620961 | 1.757602 | 1.223155 | 0.630942 | 0.817615 | 0.722682 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | ee Power | 1.877011 | -0.171076 | 0.482958 | 1.755837 | 1.877011 | 0.102444 | 0.008128 | -0.405212 | 0.052131 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | ee Power | 1.680545 | 0.344969 | -0.025667 | 1.680545 | 1.518732 | -0.243831 | 0.815739 | 1.208692 | -1.227948 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | ee Power | 1.824852 | -0.093174 | 0.495219 | 1.702473 | 1.824852 | 0.649140 | 0.177163 | -1.291264 | 1.569414 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | ee Power | 1.909790 | -0.063439 | 0.638161 | 1.798204 | 1.909790 | 1.696613 | 0.283917 | -2.124204 | 0.547665 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | ee Power | 1.913098 | 0.072831 | 0.153410 | 1.848436 | 1.913098 | 1.270824 | 0.026236 | 0.537631 | 1.166586 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | ee Temporal Discontinuties | 7.370134 | 0.262763 | -0.052004 | 1.505773 | 1.703104 | -0.296789 | 1.274367 | 7.370134 | -1.374944 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | ee Temporal Discontinuties | 8.056626 | 0.310486 | 0.635943 | 1.848105 | 1.830923 | 1.412422 | -0.401491 | -2.207176 | 8.056626 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | ee Temporal Discontinuties | 4.782424 | 0.236470 | 0.501103 | 1.833916 | 1.743011 | 1.293400 | 0.046010 | -1.508940 | 4.782424 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | ee Temporal Discontinuties | 6.973736 | 0.412873 | 0.866357 | 1.825103 | 1.937626 | 1.051920 | 0.074833 | -2.447012 | 6.973736 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | ee Power | 1.642526 | 0.210934 | 0.875530 | 1.409252 | 1.642526 | 0.753023 | -0.174124 | -2.738392 | -0.427183 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | ee Power | 1.844655 | 0.558370 | 1.336290 | 1.606605 | 1.844655 | 1.210960 | 0.281415 | -1.361142 | -0.855581 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | ee Power | 1.618148 | 1.053504 | 0.333327 | 1.618148 | 1.364130 | 0.307405 | 0.913857 | -0.151043 | -1.752204 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | ee Power | 2.066176 | 0.982121 | 0.087033 | 2.066176 | 1.548820 | -0.260644 | 0.671443 | -0.645549 | -1.209850 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | ee Power | 1.235016 | -0.174465 | 0.731801 | 0.931414 | 1.235016 | 0.208102 | -0.453181 | -0.824425 | -0.679814 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | ee Temporal Discontinuties | 36.094606 | -0.023061 | 0.194823 | 0.977962 | 1.082987 | 0.590335 | -0.061588 | -2.308662 | 36.094606 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | ee Temporal Discontinuties | 10.403734 | 0.074693 | 0.288303 | 0.693937 | 0.783684 | 0.315605 | -0.715569 | -0.939112 | 10.403734 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | ee Temporal Discontinuties | 10.250884 | 0.222454 | 0.166833 | 0.887809 | 0.863518 | -0.695141 | 0.042265 | 10.250884 | -1.502711 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | ee Temporal Discontinuties | 3.808476 | 0.218110 | 0.695188 | 0.907506 | 1.144476 | 0.140373 | -0.356629 | -1.360568 | 3.808476 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | ee Temporal Discontinuties | 5.065823 | 0.244091 | 0.758568 | 1.020363 | 1.134115 | 0.508347 | -0.152314 | -1.490412 | 5.065823 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | ee Temporal Discontinuties | 11.493420 | 0.069453 | 0.576524 | 0.915606 | 1.194369 | 0.739653 | -0.597179 | -1.531641 | 11.493420 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | ee Temporal Discontinuties | 15.654639 | -0.169744 | 0.342932 | 0.581128 | 0.917567 | 0.189850 | -0.722613 | -1.780333 | 15.654639 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | ee Temporal Discontinuties | 9.747985 | -0.125408 | 0.424617 | 0.731025 | 0.940584 | 0.034216 | -0.430273 | -1.770331 | 9.747985 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | ee Temporal Discontinuties | 10.805304 | 0.164422 | 0.638616 | 0.961366 | 1.122019 | -0.126635 | -0.423757 | -1.604104 | 10.805304 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | ee Temporal Discontinuties | 1.988960 | 0.526101 | -0.105082 | 0.996005 | 0.938037 | -0.430200 | 0.121602 | 1.988960 | -1.633076 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | nn Power | 1.593055 | -0.145736 | -0.906665 | 1.397740 | 1.593055 | -0.665595 | 0.141575 | 0.128026 | -0.178700 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | ee Temporal Discontinuties | 15.459815 | 13.235575 | 13.310721 | 0.860256 | 1.228904 | 1.922174 | 2.019721 | -1.815588 | 15.459815 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | ee Shape | 19.940107 | 19.940107 | 19.834435 | 1.496047 | 1.294060 | 0.078229 | 0.304122 | 7.811810 | -1.782828 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | ee Shape | 16.023308 | 16.011556 | 16.023308 | 1.484110 | 1.503818 | 0.034871 | -0.100369 | -1.899507 | 8.618801 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | ee Shape | 18.752925 | 18.530758 | 18.752925 | 1.090984 | 1.604372 | -0.745658 | 4.673790 | -2.809728 | 0.302231 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | ee Shape | 17.280806 | 17.280806 | 17.231584 | 1.666913 | 1.419225 | 0.404376 | 0.523887 | 1.460785 | -1.768518 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | ee Shape | 15.531684 | 15.531684 | 15.411248 | 1.621391 | 1.052945 | 0.244393 | 0.163789 | -0.121557 | -1.430959 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | ee Power | 0.797198 | -0.530667 | 0.701717 | 0.646048 | 0.797198 | -0.258592 | 0.110415 | -0.237145 | 0.006719 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | nn Shape | 5.342410 | 5.342410 | 4.849875 | 4.045669 | 4.068883 | 5.093845 | 3.942788 | -2.856455 | 2.491826 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | ee Shape | 5.909348 | 5.460171 | 5.909348 | 2.801532 | 3.133790 | 0.136798 | 2.677584 | -1.969827 | -1.269481 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | nn Shape | 2.328734 | 2.328734 | 2.162614 | 1.848352 | 1.956440 | 0.279464 | 0.203683 | 0.115730 | 0.019634 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | ee Shape | 3.613222 | 3.613222 | 2.317337 | 3.363618 | 3.296311 | 2.667744 | 2.402572 | 1.555397 | 0.768013 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | nn Shape | 4.510756 | 4.296842 | 4.510756 | 3.384671 | 3.358104 | 4.057787 | 3.583637 | -0.844933 | -0.889003 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | nn Shape | 4.730162 | 4.730162 | 4.467181 | 3.385330 | 3.642427 | 2.818630 | 2.218086 | 0.630214 | 1.229889 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | nn Power | inf | 225.071803 | 225.128111 | inf | inf | 3785.684699 | 3769.991988 | 8603.849557 | 8524.163859 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | ee Power | inf | 248.945175 | 248.409864 | inf | inf | 5940.774119 | 6296.852973 | 850.441672 | 925.667954 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | nn Power | inf | 185.325639 | 185.485433 | inf | inf | 3433.791592 | 3403.583564 | 10427.674145 | 10194.494794 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
229 | N20 | RF_maintenance | nn Power | inf | 317.550046 | 317.693527 | inf | inf | 7776.734697 | 7742.412048 | 25618.351368 | 25598.566901 |