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 = "246" 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% | - | - | 9.783231 | 7.557276 | -1.213980 | -0.440634 | 5.057350 | 5.179757 | 2.252485 | -0.464548 | 0.3150 | 0.3154 | 0.1595 | nan | nan |
2459974 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 8.893184 | 6.948571 | -1.255319 | -0.452538 | 4.994467 | 4.675513 | 4.756278 | -0.909921 | 0.3204 | 0.3195 | 0.1587 | nan | nan |
2459973 | RF_maintenance | 100.00% | 0.05% | 0.05% | 0.00% | - | - | 8.265763 | 6.680652 | -0.757086 | -0.077824 | 3.062908 | 3.073131 | 1.201953 | -0.611865 | 0.3280 | 0.3279 | 0.1595 | nan | nan |
2459972 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 8.053675 | 6.628038 | -0.592325 | 0.471655 | 5.843502 | 6.157582 | 0.754114 | -0.728786 | 0.3154 | 0.3148 | 0.1587 | nan | nan |
2459971 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 8.415111 | 7.011561 | -1.076139 | -0.234327 | 5.858846 | 5.781244 | 2.438676 | -0.460667 | 0.3165 | 0.3179 | 0.1585 | nan | nan |
2459970 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 8.657970 | 7.283263 | -0.443670 | 0.421809 | 4.817461 | 5.778934 | 0.827688 | -1.281945 | 0.3207 | 0.3217 | 0.1594 | nan | nan |
2459969 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 9.272358 | 7.951728 | -0.936985 | -0.248450 | 5.438110 | 5.139264 | 1.181859 | -0.593966 | 0.3281 | 0.3291 | 0.1606 | nan | nan |
2459968 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 8.651804 | 9.003010 | -1.099370 | -0.288071 | 5.714293 | 5.913683 | 2.847959 | 2.746843 | 0.4937 | 0.4887 | 0.1441 | nan | nan |
2459967 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 8.684947 | 7.235057 | -0.466377 | 0.655521 | 5.398167 | 6.445355 | 1.299383 | -0.258523 | 0.3302 | 0.3305 | 0.1588 | nan | nan |
2459966 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 10.059002 | 8.695060 | -0.956809 | -0.077482 | 6.612637 | 6.854689 | 2.654468 | 0.177220 | 0.3239 | 0.3254 | 0.1583 | nan | nan |
2459965 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 8.526578 | 7.276541 | -0.441481 | 0.345347 | 3.865886 | 4.329955 | 2.274515 | 1.090831 | 0.3422 | 0.3437 | 0.1498 | nan | nan |
2459964 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 9.889073 | 8.181514 | -0.650021 | 0.357195 | 5.848454 | 5.628730 | 3.857550 | 3.466412 | 0.3851 | 0.3924 | 0.1466 | nan | nan |
2459963 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 8.772704 | 5.955629 | -0.897931 | 0.449385 | 2.836389 | 2.466069 | 1.311570 | 1.781686 | 0.4552 | 0.4507 | 0.1214 | nan | nan |
2459962 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 10.353467 | 8.557856 | -1.016407 | 0.543903 | 5.938308 | 6.663695 | 0.452595 | 0.529642 | 0.3799 | 0.3792 | 0.1479 | nan | nan |
2459961 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 13.624726 | 11.969377 | -0.976514 | -0.042633 | 9.289615 | 10.267319 | 2.668853 | 3.820294 | 0.4960 | 0.4937 | 0.1311 | nan | nan |
2459960 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 10.061604 | 8.324986 | -1.071372 | -0.005236 | 6.213454 | 6.130225 | 1.134631 | 0.610267 | 0.3694 | 0.3667 | 0.1301 | 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 | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 9.603258 | 8.084542 | -0.548742 | 0.572105 | 5.005310 | 5.115585 | 2.205183 | -0.054344 | 0.3276 | 0.3348 | 0.1573 | nan | nan |
2459957 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 8.997897 | 7.553033 | -0.490751 | 0.442583 | 6.181935 | 7.129739 | 3.707302 | -0.201588 | 0.3181 | 0.3245 | 0.1596 | nan | nan |
2459956 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 14.163981 | 13.397042 | -0.621564 | 0.170722 | 4.303354 | 4.688071 | 4.552676 | 3.479215 | 0.3667 | 0.3714 | 0.1500 | nan | nan |
2459955 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 8.960057 | 7.299335 | -0.949181 | -0.093896 | 5.909758 | 5.939973 | 3.473226 | 0.121575 | 0.3119 | 0.3219 | 0.1589 | nan | nan |
2459954 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 9.663110 | 8.183003 | -0.674317 | 0.088893 | 4.894421 | 5.742053 | 5.646157 | -0.149863 | 0.3098 | 0.3199 | 0.1625 | nan | nan |
2459953 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 8.898137 | 7.478987 | -0.394953 | 0.496472 | 6.314776 | 7.550649 | 2.928616 | -0.370401 | 0.3200 | 0.3304 | 0.1621 | nan | nan |
2459952 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 9.975647 | 8.750535 | -0.738575 | -0.038978 | 4.595974 | 5.625463 | 8.159350 | -0.236777 | 0.3217 | 0.3310 | 0.1631 | nan | nan |
2459951 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 8.660498 | 6.994664 | -1.141247 | -0.457198 | 3.994968 | 4.787509 | 3.367754 | -0.361408 | 0.3295 | 0.3389 | 0.1645 | nan | nan |
2459950 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 9.430883 | 7.605320 | -0.644671 | 0.261957 | 6.267939 | 7.677940 | 1.771310 | -0.398698 | 0.3241 | 0.3320 | 0.1662 | nan | nan |
2459949 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 9.272725 | 7.577625 | -0.891277 | -0.041983 | 5.086707 | 5.122715 | 2.202574 | -1.061706 | 0.3209 | 0.3283 | 0.1633 | nan | nan |
2459948 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 8.599169 | 7.731240 | -1.088976 | -0.944550 | 3.324930 | 3.545248 | 1.872526 | 1.899337 | 0.3502 | 0.3547 | 0.1630 | nan | nan |
2459947 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 9.190113 | 8.197911 | -1.048236 | -0.827260 | 4.387450 | 5.446418 | 4.728377 | 1.044246 | 0.3517 | 0.3530 | 0.1649 | nan | nan |
2459946 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 8.956900 | 7.567898 | -0.700738 | -0.748196 | 5.594455 | 7.148048 | 7.615513 | 0.172009 | 0.3277 | 0.3323 | 0.1603 | nan | nan |
2459945 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 8.712854 | 7.322517 | -1.028902 | -0.964325 | 3.863334 | 4.826345 | 2.581557 | -0.441302 | 0.3331 | 0.3364 | 0.1598 | nan | nan |
2459944 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 8.262155 | 7.077875 | -0.937263 | -0.850671 | 3.525300 | 4.099557 | 1.199615 | -0.196175 | 0.3377 | 0.3389 | 0.1604 | nan | nan |
2459943 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 7.668075 | 6.458260 | -0.811579 | -0.744675 | 2.651634 | 3.338261 | 1.213320 | -0.197021 | 0.3365 | 0.3397 | 0.1635 | nan | nan |
2459942 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 8.677409 | 7.540503 | -0.383700 | -0.245497 | 3.739600 | 4.443423 | 2.106338 | 0.227827 | 0.3345 | 0.3366 | 0.1619 | nan | nan |
2459941 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 9.299497 | 8.027836 | -0.697247 | -0.751561 | 2.968587 | 4.348216 | 2.799622 | -0.373480 | 0.3125 | 0.3176 | 0.1636 | nan | nan |
2459940 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 258.455818 | 258.530994 | inf | inf | 3708.425880 | 3693.238790 | 7410.057417 | 7175.438101 | nan | nan | nan | nan | nan |
2459939 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 8.356621 | 7.425871 | -0.882122 | -0.856128 | 2.945620 | 4.046424 | 2.261522 | -0.914637 | 0.3265 | 0.3293 | 0.1633 | nan | nan |
2459938 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 8.104470 | 7.207635 | -0.896180 | -0.795325 | 2.858405 | 3.997780 | 1.820956 | -0.295239 | 0.3300 | 0.3332 | 0.1606 | nan | nan |
2459937 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 8.526143 | 7.595425 | -0.574436 | -0.407738 | 3.059097 | 4.291982 | 2.186369 | 2.356341 | 0.3598 | 0.3585 | 0.1622 | nan | nan |
2459936 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 9.658163 | 8.331371 | -0.643109 | -0.092118 | 3.442898 | 4.104694 | 4.458068 | 4.134013 | 0.5630 | 0.5548 | 0.1169 | nan | nan |
2459935 | RF_maintenance | 100.00% | 87.61% | 87.61% | 0.00% | - | - | 18.959080 | 18.305374 | -0.523644 | -0.589735 | 6.031629 | 7.565431 | 5.591771 | 0.048921 | 0.2662 | 0.2618 | 0.1003 | nan | nan |
2459934 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 26.586754 | 25.465711 | -0.284568 | -0.224448 | 3.620251 | 4.869890 | 3.186704 | -0.358753 | nan | nan | nan | nan | nan |
2459933 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 21.180029 | 20.331672 | 0.129537 | 0.245580 | 4.059425 | 5.513309 | 1.675636 | -1.105070 | nan | nan | nan | nan | nan |
2459932 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 22.558144 | 22.479666 | 0.093090 | -0.014820 | 10.606508 | 8.034024 | 6.010364 | -1.185777 | nan | nan | nan | nan | nan |
2459931 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 23.116988 | 22.644095 | -0.433824 | -0.246099 | 3.190055 | 4.748445 | 2.646492 | -0.602150 | nan | nan | nan | nan | nan |
2459930 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 20.661416 | 19.898576 | -0.244837 | -0.287478 | 3.194452 | 4.719026 | 2.284322 | -0.705894 | nan | nan | nan | nan | nan |
2459929 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 16.135506 | 17.982192 | -1.391066 | -1.170183 | 1.224455 | 1.225391 | 0.631680 | -0.001446 | 0.5179 | 0.5148 | 0.1359 | nan | nan |
2459928 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 5.162264 | 5.290086 | 2.794015 | 3.289023 | 4.804386 | 6.819423 | 2.842880 | -2.274359 | 0.3319 | 0.3315 | 0.1651 | nan | nan |
2459927 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 5.854595 | 6.182973 | 1.853303 | 2.007072 | 8.955619 | 4.311723 | -0.920251 | -1.695542 | 0.2990 | 0.2915 | 0.1089 | nan | nan |
2459926 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 3.822145 | 4.888417 | 0.596852 | 1.027329 | 0.424884 | 1.165901 | 0.067342 | 0.553703 | 0.5554 | 0.5466 | 0.1393 | nan | nan |
2459925 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 6.195663 | 5.189784 | 1.690753 | 2.278871 | 3.335248 | 4.427311 | 1.993590 | 0.893095 | 0.4960 | 0.4900 | 0.1359 | nan | nan |
2459924 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 5.597880 | 5.910787 | 2.054875 | 2.679433 | 4.822096 | 6.271255 | 0.272479 | -0.160528 | 0.3405 | 0.3387 | 0.1657 | nan | nan |
2459923 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 5.452634 | 5.501074 | 2.381351 | 2.668132 | 3.729257 | 4.482407 | 1.489931 | 0.806090 | 0.4295 | 0.4198 | 0.1672 | 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% | - | - | 217.915032 | 217.977135 | inf | inf | 5315.366889 | 5333.443229 | 6143.157837 | 6204.691506 | nan | nan | nan | nan | nan |
2459910 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 233.076582 | 233.148407 | inf | inf | 5583.979347 | 5470.005566 | 3723.390541 | 3741.879609 | 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% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | 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% | - | - | 251.642955 | 251.653114 | inf | inf | 5910.445360 | 6073.238897 | 680.158624 | 698.302600 | 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% | - | - | 253.295823 | 252.944885 | inf | inf | 6521.960919 | 6616.139601 | 7240.319811 | 7536.802080 | 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% | - | - | 268.489508 | 265.956829 | inf | inf | 7334.653624 | 7419.005350 | 10172.468767 | 10385.778841 | 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% | - | - | 258.767423 | 258.714689 | inf | inf | 7089.086359 | 7294.042412 | 7073.934332 | 6644.562412 | 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% | - | - | 243.439194 | 242.775879 | inf | inf | 5378.960005 | 5365.313993 | 18132.635322 | 18197.398163 | 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% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
2459878 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 317.747465 | 317.786564 | inf | inf | 7928.324204 | 7983.857410 | 18440.644790 | 18928.518739 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | N20 | RF_maintenance | ee Shape | 9.783231 | 9.783231 | 7.557276 | -1.213980 | -0.440634 | 5.057350 | 5.179757 | 2.252485 | -0.464548 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | N20 | RF_maintenance | ee Shape | 8.893184 | 8.893184 | 6.948571 | -1.255319 | -0.452538 | 4.994467 | 4.675513 | 4.756278 | -0.909921 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | N20 | RF_maintenance | ee Shape | 8.265763 | 8.265763 | 6.680652 | -0.757086 | -0.077824 | 3.062908 | 3.073131 | 1.201953 | -0.611865 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | N20 | RF_maintenance | ee Shape | 8.053675 | 8.053675 | 6.628038 | -0.592325 | 0.471655 | 5.843502 | 6.157582 | 0.754114 | -0.728786 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | N20 | RF_maintenance | ee Shape | 8.415111 | 8.415111 | 7.011561 | -1.076139 | -0.234327 | 5.858846 | 5.781244 | 2.438676 | -0.460667 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | N20 | RF_maintenance | ee Shape | 8.657970 | 7.283263 | 8.657970 | 0.421809 | -0.443670 | 5.778934 | 4.817461 | -1.281945 | 0.827688 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | N20 | RF_maintenance | ee Shape | 9.272358 | 9.272358 | 7.951728 | -0.936985 | -0.248450 | 5.438110 | 5.139264 | 1.181859 | -0.593966 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | N20 | RF_maintenance | nn Shape | 9.003010 | 8.651804 | 9.003010 | -1.099370 | -0.288071 | 5.714293 | 5.913683 | 2.847959 | 2.746843 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | N20 | RF_maintenance | ee Shape | 8.684947 | 8.684947 | 7.235057 | -0.466377 | 0.655521 | 5.398167 | 6.445355 | 1.299383 | -0.258523 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | N20 | RF_maintenance | ee Shape | 10.059002 | 8.695060 | 10.059002 | -0.077482 | -0.956809 | 6.854689 | 6.612637 | 0.177220 | 2.654468 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | N20 | RF_maintenance | ee Shape | 8.526578 | 7.276541 | 8.526578 | 0.345347 | -0.441481 | 4.329955 | 3.865886 | 1.090831 | 2.274515 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | N20 | RF_maintenance | ee Shape | 10.353467 | 8.557856 | 10.353467 | 0.543903 | -1.016407 | 6.663695 | 5.938308 | 0.529642 | 0.452595 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | N20 | RF_maintenance | ee Shape | 13.624726 | 11.969377 | 13.624726 | -0.042633 | -0.976514 | 10.267319 | 9.289615 | 3.820294 | 2.668853 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | N20 | RF_maintenance | ee Shape | 10.061604 | 8.324986 | 10.061604 | -0.005236 | -1.071372 | 6.130225 | 6.213454 | 0.610267 | 1.134631 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | N20 | RF_maintenance | ee Shape | 9.603258 | 8.084542 | 9.603258 | 0.572105 | -0.548742 | 5.115585 | 5.005310 | -0.054344 | 2.205183 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | N20 | RF_maintenance | ee Shape | 8.997897 | 7.553033 | 8.997897 | 0.442583 | -0.490751 | 7.129739 | 6.181935 | -0.201588 | 3.707302 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | N20 | RF_maintenance | ee Shape | 14.163981 | 13.397042 | 14.163981 | 0.170722 | -0.621564 | 4.688071 | 4.303354 | 3.479215 | 4.552676 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | N20 | RF_maintenance | ee Shape | 8.960057 | 8.960057 | 7.299335 | -0.949181 | -0.093896 | 5.909758 | 5.939973 | 3.473226 | 0.121575 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | N20 | RF_maintenance | ee Shape | 9.663110 | 8.183003 | 9.663110 | 0.088893 | -0.674317 | 5.742053 | 4.894421 | -0.149863 | 5.646157 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | N20 | RF_maintenance | ee Shape | 8.898137 | 7.478987 | 8.898137 | 0.496472 | -0.394953 | 7.550649 | 6.314776 | -0.370401 | 2.928616 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | N20 | RF_maintenance | ee Shape | 9.975647 | 8.750535 | 9.975647 | -0.038978 | -0.738575 | 5.625463 | 4.595974 | -0.236777 | 8.159350 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | N20 | RF_maintenance | ee Shape | 8.660498 | 6.994664 | 8.660498 | -0.457198 | -1.141247 | 4.787509 | 3.994968 | -0.361408 | 3.367754 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | N20 | RF_maintenance | ee Shape | 9.430883 | 7.605320 | 9.430883 | 0.261957 | -0.644671 | 7.677940 | 6.267939 | -0.398698 | 1.771310 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | N20 | RF_maintenance | ee Shape | 9.272725 | 9.272725 | 7.577625 | -0.891277 | -0.041983 | 5.086707 | 5.122715 | 2.202574 | -1.061706 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | N20 | RF_maintenance | ee Shape | 8.599169 | 8.599169 | 7.731240 | -1.088976 | -0.944550 | 3.324930 | 3.545248 | 1.872526 | 1.899337 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | N20 | RF_maintenance | ee Shape | 9.190113 | 8.197911 | 9.190113 | -0.827260 | -1.048236 | 5.446418 | 4.387450 | 1.044246 | 4.728377 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | N20 | RF_maintenance | ee Shape | 8.956900 | 7.567898 | 8.956900 | -0.748196 | -0.700738 | 7.148048 | 5.594455 | 0.172009 | 7.615513 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | N20 | RF_maintenance | ee Shape | 8.712854 | 7.322517 | 8.712854 | -0.964325 | -1.028902 | 4.826345 | 3.863334 | -0.441302 | 2.581557 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | N20 | RF_maintenance | ee Shape | 8.262155 | 8.262155 | 7.077875 | -0.937263 | -0.850671 | 3.525300 | 4.099557 | 1.199615 | -0.196175 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | N20 | RF_maintenance | ee Shape | 7.668075 | 6.458260 | 7.668075 | -0.744675 | -0.811579 | 3.338261 | 2.651634 | -0.197021 | 1.213320 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | N20 | RF_maintenance | ee Shape | 8.677409 | 7.540503 | 8.677409 | -0.245497 | -0.383700 | 4.443423 | 3.739600 | 0.227827 | 2.106338 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | N20 | RF_maintenance | ee Shape | 9.299497 | 8.027836 | 9.299497 | -0.751561 | -0.697247 | 4.348216 | 2.968587 | -0.373480 | 2.799622 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | N20 | RF_maintenance | nn Power | inf | 258.530994 | 258.455818 | inf | inf | 3693.238790 | 3708.425880 | 7175.438101 | 7410.057417 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | N20 | RF_maintenance | ee Shape | 8.356621 | 7.425871 | 8.356621 | -0.856128 | -0.882122 | 4.046424 | 2.945620 | -0.914637 | 2.261522 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | N20 | RF_maintenance | ee Shape | 8.104470 | 7.207635 | 8.104470 | -0.795325 | -0.896180 | 3.997780 | 2.858405 | -0.295239 | 1.820956 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | N20 | RF_maintenance | ee Shape | 8.526143 | 8.526143 | 7.595425 | -0.574436 | -0.407738 | 3.059097 | 4.291982 | 2.186369 | 2.356341 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | N20 | RF_maintenance | ee Shape | 9.658163 | 9.658163 | 8.331371 | -0.643109 | -0.092118 | 3.442898 | 4.104694 | 4.458068 | 4.134013 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | N20 | RF_maintenance | ee Shape | 18.959080 | 18.305374 | 18.959080 | -0.589735 | -0.523644 | 7.565431 | 6.031629 | 0.048921 | 5.591771 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | N20 | RF_maintenance | ee Shape | 26.586754 | 26.586754 | 25.465711 | -0.284568 | -0.224448 | 3.620251 | 4.869890 | 3.186704 | -0.358753 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | N20 | RF_maintenance | ee Shape | 21.180029 | 20.331672 | 21.180029 | 0.245580 | 0.129537 | 5.513309 | 4.059425 | -1.105070 | 1.675636 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | N20 | RF_maintenance | ee Shape | 22.558144 | 22.479666 | 22.558144 | -0.014820 | 0.093090 | 8.034024 | 10.606508 | -1.185777 | 6.010364 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | N20 | RF_maintenance | ee Shape | 23.116988 | 23.116988 | 22.644095 | -0.433824 | -0.246099 | 3.190055 | 4.748445 | 2.646492 | -0.602150 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | N20 | RF_maintenance | ee Shape | 20.661416 | 20.661416 | 19.898576 | -0.244837 | -0.287478 | 3.194452 | 4.719026 | 2.284322 | -0.705894 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | N20 | RF_maintenance | nn Shape | 17.982192 | 17.982192 | 16.135506 | -1.170183 | -1.391066 | 1.225391 | 1.224455 | -0.001446 | 0.631680 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | N20 | RF_maintenance | nn Temporal Variability | 6.819423 | 5.290086 | 5.162264 | 3.289023 | 2.794015 | 6.819423 | 4.804386 | -2.274359 | 2.842880 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | N20 | RF_maintenance | ee Temporal Variability | 8.955619 | 6.182973 | 5.854595 | 2.007072 | 1.853303 | 4.311723 | 8.955619 | -1.695542 | -0.920251 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | N20 | RF_maintenance | nn Shape | 4.888417 | 4.888417 | 3.822145 | 1.027329 | 0.596852 | 1.165901 | 0.424884 | 0.553703 | 0.067342 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | N20 | RF_maintenance | ee Shape | 6.195663 | 6.195663 | 5.189784 | 1.690753 | 2.278871 | 3.335248 | 4.427311 | 1.993590 | 0.893095 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | N20 | RF_maintenance | nn Temporal Variability | 6.271255 | 5.597880 | 5.910787 | 2.054875 | 2.679433 | 4.822096 | 6.271255 | 0.272479 | -0.160528 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | N20 | RF_maintenance | nn Shape | 5.501074 | 5.501074 | 5.452634 | 2.668132 | 2.381351 | 4.482407 | 3.729257 | 0.806090 | 1.489931 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | N20 | RF_maintenance | nn Power | inf | 217.977135 | 217.915032 | inf | inf | 5333.443229 | 5315.366889 | 6204.691506 | 6143.157837 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | N20 | RF_maintenance | nn Power | inf | 233.148407 | 233.076582 | inf | inf | 5470.005566 | 5583.979347 | 3741.879609 | 3723.390541 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | N20 | RF_maintenance | ee Power | inf | 251.642955 | 251.653114 | inf | inf | 5910.445360 | 6073.238897 | 680.158624 | 698.302600 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | N20 | RF_maintenance | ee Power | inf | 253.295823 | 252.944885 | inf | inf | 6521.960919 | 6616.139601 | 7240.319811 | 7536.802080 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | N20 | RF_maintenance | ee Power | inf | 268.489508 | 265.956829 | inf | inf | 7334.653624 | 7419.005350 | 10172.468767 | 10385.778841 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | N20 | RF_maintenance | nn Power | inf | 258.714689 | 258.767423 | inf | inf | 7294.042412 | 7089.086359 | 6644.562412 | 7073.934332 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | N20 | RF_maintenance | nn Power | inf | 242.775879 | 243.439194 | inf | inf | 5365.313993 | 5378.960005 | 18197.398163 | 18132.635322 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
246 | N20 | RF_maintenance | nn Power | inf | 317.786564 | 317.747465 | inf | inf | 7983.857410 | 7928.324204 | 18928.518739 | 18440.644790 |