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 = "240" 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 | 0.00% | 0.00% | 0.00% | 0.00% | - | - | -0.627373 | 0.856827 | 1.366964 | 1.794970 | 0.966748 | 1.770516 | 3.329324 | 3.530831 | 0.5959 | 0.6214 | 0.3856 | nan | nan |
2459974 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 26.751349 | 45.932787 | 0.369669 | 0.642785 | 3.654249 | 4.630578 | 38.772278 | 28.293786 | 0.4710 | 0.4069 | 0.2459 | nan | nan |
2459973 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 26.401806 | 48.334438 | 0.622438 | 0.778051 | 4.013933 | 5.533285 | 41.452852 | 27.491139 | 0.4663 | 0.3980 | 0.2473 | nan | nan |
2459972 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 26.984043 | 49.547299 | 0.569135 | 0.964607 | 5.284983 | 10.859669 | 5.335759 | 7.422557 | 0.4742 | 0.4124 | 0.2759 | nan | nan |
2459971 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 27.012668 | 49.134808 | 0.444876 | 0.892985 | 4.360565 | 7.804958 | 6.824859 | 18.026998 | 0.4701 | 0.3973 | 0.2602 | nan | nan |
2459970 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 27.488384 | 51.386897 | 1.058664 | 1.153679 | 5.059057 | 6.847046 | 18.475524 | 13.043664 | 0.4688 | 0.4029 | 0.2500 | nan | nan |
2459969 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 30.163224 | 54.246684 | 0.193517 | 0.840386 | 7.600448 | 6.399396 | 17.043967 | 19.738535 | 0.4826 | 0.4036 | 0.2592 | nan | nan |
2459968 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 5.070148 | 33.324730 | 0.243470 | 0.097144 | 1.337247 | 12.323433 | 1.801324 | 1.805806 | 0.6299 | 0.5640 | 0.2007 | nan | nan |
2459967 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 31.800830 | 51.864683 | -0.313523 | 1.196913 | 6.775335 | 10.122797 | 24.114479 | 9.153291 | 0.4708 | 0.4181 | 0.2480 | nan | nan |
2459966 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 34.592568 | 55.160125 | -0.432952 | 1.033049 | 4.623144 | 8.378255 | 5.327122 | 11.018607 | 0.4668 | 0.4046 | 0.2425 | nan | nan |
2459965 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 32.068608 | 51.732534 | -0.498344 | 0.907640 | 2.481274 | 5.076103 | 1.975959 | 7.226668 | 0.4717 | 0.4246 | 0.2256 | nan | nan |
2459964 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 30.326316 | 52.873476 | -0.636487 | 1.061051 | 2.912886 | 7.960011 | 2.283855 | 6.102734 | 0.5401 | 0.4786 | 0.2285 | nan | nan |
2459963 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 19.413008 | 46.689303 | 1.990939 | 0.956105 | 3.513874 | 2.085233 | 1.185650 | 1.351161 | 0.5989 | 0.5244 | 0.1890 | nan | nan |
2459962 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 28.804038 | 58.737435 | -0.863171 | 1.082022 | 71.392233 | 5.083672 | 5.448985 | 1.005939 | 0.4978 | 0.4633 | 0.1904 | nan | nan |
2459961 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 21.380917 | 59.018535 | -0.668982 | 0.384682 | 7.260969 | 10.858054 | 6.738173 | 8.806658 | 0.6202 | 0.5535 | 0.1514 | nan | nan |
2459960 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 35.212560 | 59.195044 | -0.502753 | 1.019211 | 3.133593 | 5.644352 | 5.605543 | 5.160649 | 0.4871 | 0.4249 | 0.1986 | nan | nan |
2459959 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 38.774928 | 64.471317 | -0.670786 | 0.942978 | 2.716691 | 5.872332 | 11.838712 | 13.436068 | 0.4505 | 0.3922 | 0.2064 | nan | nan |
2459958 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 36.053543 | 60.506223 | -0.549749 | 1.030000 | 3.169425 | 6.879426 | 10.491363 | 8.715808 | 0.4489 | 0.3908 | 0.2159 | nan | nan |
2459957 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 31.827210 | 50.486605 | -0.536692 | 1.084489 | 3.678767 | 7.582833 | 14.173511 | 8.026725 | 0.4575 | 0.4095 | 0.2488 | nan | nan |
2459956 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 25.313061 | 64.223764 | -0.744796 | 0.809359 | 13.026424 | 7.091219 | 7.198102 | 3.345763 | 0.5267 | 0.4436 | 0.2086 | nan | nan |
2459955 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 31.337054 | 48.520155 | -0.276389 | 0.968673 | 3.264424 | 5.968355 | 24.874897 | 32.305402 | 0.4579 | 0.3947 | 0.2292 | nan | nan |
2459954 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 34.206749 | 55.883639 | -0.011544 | 1.150585 | 2.785436 | 6.834921 | 29.172480 | 14.136618 | 0.4602 | 0.3930 | 0.2422 | nan | nan |
2459953 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 33.055190 | 52.807679 | -0.046362 | 1.234134 | 14.627870 | 20.975332 | 21.513611 | 14.189952 | 0.4691 | 0.4025 | 0.2297 | nan | nan |
2459952 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 32.449549 | 50.152944 | 0.886891 | 1.870790 | 2.968973 | 6.206474 | 30.526428 | 4.510234 | 0.4910 | 0.4181 | 0.2448 | nan | nan |
2459951 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 26.387444 | 26.222398 | 0.269779 | 2.028758 | 4.045799 | 6.549179 | 115.177833 | 78.105379 | 0.4832 | 0.4495 | 0.2459 | nan | nan |
2459950 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 33.198589 | 36.983664 | 0.105928 | 1.860409 | 8.377424 | 10.684448 | 114.503556 | 60.885166 | 0.4532 | 0.4115 | 0.2100 | nan | nan |
2459949 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 29.597714 | 46.677042 | 0.363895 | 1.568080 | 4.393757 | 6.744751 | 11.745642 | 10.676742 | 0.4862 | 0.4071 | 0.2547 | nan | nan |
2459948 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 31.079550 | 48.366954 | -0.725729 | 1.496320 | 1.073849 | 4.814734 | 9.982970 | 8.763173 | 0.5070 | 0.4414 | 0.2435 | nan | nan |
2459947 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 18.075467 | 42.181246 | 2.055873 | 1.051628 | 4.877383 | 6.049592 | 12.271603 | 3.299609 | 0.5417 | 0.4369 | 0.2692 | nan | nan |
2459946 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 19.777941 | 48.101456 | 2.371736 | 1.050715 | 5.239593 | 7.683641 | -0.922189 | 5.486255 | 0.4993 | 0.4180 | 0.2430 | nan | nan |
2459945 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 18.864713 | 40.190331 | 1.879171 | 0.805822 | 4.810422 | 5.826662 | 44.725187 | 11.895634 | 0.4988 | 0.4210 | 0.2491 | nan | nan |
2459944 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 18.053792 | 39.662177 | 2.069829 | 0.958985 | 3.694885 | 7.311778 | 17.024459 | 70.098215 | 0.5081 | 0.4398 | 0.2459 | nan | nan |
2459943 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 15.699329 | 34.100419 | 2.202159 | 1.123694 | 5.790212 | 7.369023 | 55.331084 | 71.948512 | 0.4782 | 0.4182 | 0.2027 | nan | nan |
2459942 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 19.212097 | 50.599288 | 2.210374 | 1.022017 | 4.237881 | 6.069380 | 3.030722 | 16.809488 | 0.5146 | 0.4149 | 0.2529 | nan | nan |
2459941 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 19.563076 | 48.428674 | 2.253461 | 0.977001 | 3.792714 | 5.950940 | -0.517452 | 6.145913 | 0.4930 | 0.4002 | 0.2503 | nan | nan |
2459940 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 18.704564 | 48.652484 | 1.919215 | 0.702219 | 3.453403 | 5.534010 | -1.713645 | 1.392969 | 0.5014 | 0.4079 | 0.2409 | nan | nan |
2459939 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 17.598610 | 45.287496 | 1.870355 | 0.804693 | 3.503739 | 5.786386 | 8.652707 | 15.807979 | 0.5017 | 0.4137 | 0.2459 | nan | nan |
2459938 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 15.853577 | 43.009949 | 2.136703 | 0.957747 | 3.199866 | 5.110644 | 5.060101 | 34.011773 | 0.5088 | 0.4106 | 0.2427 | nan | nan |
2459937 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 18.325948 | 47.851363 | 2.105015 | 0.976307 | 3.540883 | 5.216200 | 0.915365 | 6.571676 | 0.5212 | 0.4408 | 0.2335 | nan | nan |
2459936 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 15.044185 | 44.888028 | 2.962168 | 1.911127 | 3.917104 | 6.263676 | 3.637842 | 3.705044 | 0.6736 | 0.6037 | 0.1442 | nan | nan |
2459935 | RF_maintenance | 100.00% | 87.61% | 87.61% | 0.00% | - | - | 24.622907 | 51.531142 | 2.233361 | 0.824992 | 5.796930 | 8.171401 | -0.871693 | 2.360972 | 0.4240 | 0.3376 | 0.2005 | nan | nan |
2459934 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 31.769178 | 62.618105 | 2.488115 | 1.139002 | 5.121774 | 6.241519 | 23.130951 | 26.868911 | nan | nan | nan | nan | nan |
2459933 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 26.137375 | 53.314422 | 2.719274 | 1.297801 | 4.544855 | 6.305159 | 3.222417 | 15.507326 | nan | nan | nan | nan | nan |
2459932 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 25.940063 | 54.188080 | 2.548769 | 1.048462 | 1.532158 | 1.922537 | -2.142634 | 0.334948 | nan | nan | nan | nan | nan |
2459931 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 27.318036 | 53.574223 | 2.776179 | 1.565857 | 6.819200 | 5.206660 | 1.095406 | 8.355418 | nan | nan | nan | nan | nan |
2459930 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 24.676623 | 49.726382 | 2.325767 | 1.018997 | 7.511724 | 4.768885 | 7.487706 | 1.334805 | nan | nan | nan | nan | nan |
2459929 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 0.809891 | 30.370683 | 1.954163 | 0.269671 | 0.554430 | 4.738932 | 0.878671 | 0.600784 | 0.6397 | 0.5784 | 0.1232 | nan | nan |
2459928 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 17.251216 | 39.538771 | 2.726144 | 1.514204 | 4.802674 | 6.689370 | 7.512094 | 9.579887 | 0.5077 | 0.4196 | 0.2593 | nan | nan |
2459927 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 16.087975 | 38.687115 | 1.654657 | 0.692758 | 1.447554 | 3.916517 | 1.044297 | 0.731731 | 0.4498 | 0.3892 | 0.2139 | nan | nan |
2459926 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 20.923899 | 35.192227 | -0.502312 | 0.141143 | 0.569375 | 0.538163 | -0.339663 | -0.235140 | 0.6645 | 0.6345 | 0.1712 | nan | nan |
2459925 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 1.080697 | 30.000193 | 2.209944 | -0.050945 | 2.614456 | 6.134338 | 1.166301 | 2.178077 | 0.6763 | 0.5763 | 0.1929 | nan | nan |
2459924 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 15.419228 | 42.936837 | 2.069613 | 0.704152 | 3.785279 | 7.901815 | 3.120262 | 27.101189 | 0.5184 | 0.4345 | 0.2451 | nan | nan |
2459923 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | - | - | 20.359461 | 40.072670 | 2.166918 | 1.020175 | 2.820506 | 4.200300 | 1.790550 | 0.581510 | 0.5694 | 0.5431 | 0.2128 | nan | nan |
2459922 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 233.170306 | 233.653646 | inf | inf | 4831.543584 | 4754.086383 | 4662.317822 | 4387.315833 | 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 |
2459918 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 260.783806 | 260.114766 | inf | inf | 3077.852001 | 3194.249219 | 4482.270249 | 3843.868480 | nan | nan | nan | nan | nan |
2459917 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
2459916 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
2459915 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
2459914 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | nan | nan |
2459913 | 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% | - | - | 231.887672 | 232.084657 | inf | inf | 4548.410628 | 4534.647989 | 4549.804130 | 4510.560538 | nan | nan | nan | nan | nan |
2459909 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 222.304304 | 221.861704 | inf | inf | 3117.986101 | 3118.813084 | 5435.720264 | 5132.825149 | 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% | - | - | 230.009121 | 230.173767 | inf | inf | 6025.339000 | 6102.083577 | 11332.605841 | 11657.467799 | 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% | - | - | 228.247312 | 227.479410 | inf | inf | 6058.983786 | 6460.641973 | 830.131946 | 784.600735 | 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% | - | - | 249.889357 | 250.118438 | inf | inf | 6518.256555 | 6529.549063 | 7229.517718 | 7318.427249 | nan | nan | nan | nan | nan |
2459890 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 241.208745 | 241.166695 | inf | inf | 6014.356198 | 5936.547844 | 5953.334779 | 5858.192144 | nan | nan | nan | nan | nan |
2459889 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 272.392668 | 273.609008 | inf | inf | 7482.062702 | 7352.785218 | 10757.603711 | 10310.713788 | 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% | - | - | 323.633502 | 323.310869 | inf | inf | 5316.805333 | 5337.309773 | 18214.131350 | 18192.975393 | 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% | - | - | 259.667643 | 260.484694 | inf | inf | 12283.120808 | 11838.424230 | 19178.748016 | 17565.489524 | 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% | - | - | 211.916966 | 212.129041 | inf | inf | 3479.895032 | 3491.943880 | 8545.517531 | 8610.240860 | nan | nan | nan | nan | nan |
2459878 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 320.757607 | 320.784458 | inf | inf | 9059.280887 | 9061.876703 | 32165.447181 | 32214.269544 | nan | nan | nan | nan | nan |
2459839 | RF_maintenance | 100.00% | - | - | - | - | - | nan | nan | inf | inf | nan | nan | nan | nan | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | nn Temporal Discontinuties | 3.530831 | -0.627373 | 0.856827 | 1.366964 | 1.794970 | 0.966748 | 1.770516 | 3.329324 | 3.530831 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | nn Shape | 45.932787 | 26.751349 | 45.932787 | 0.369669 | 0.642785 | 3.654249 | 4.630578 | 38.772278 | 28.293786 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | nn Shape | 48.334438 | 26.401806 | 48.334438 | 0.622438 | 0.778051 | 4.013933 | 5.533285 | 41.452852 | 27.491139 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | nn Shape | 49.547299 | 26.984043 | 49.547299 | 0.569135 | 0.964607 | 5.284983 | 10.859669 | 5.335759 | 7.422557 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | nn Shape | 49.134808 | 27.012668 | 49.134808 | 0.444876 | 0.892985 | 4.360565 | 7.804958 | 6.824859 | 18.026998 |
Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | nn Shape | 51.386897 | 51.386897 | 27.488384 | 1.153679 | 1.058664 | 6.847046 | 5.059057 | 13.043664 | 18.475524 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | nn Shape | 54.246684 | 30.163224 | 54.246684 | 0.193517 | 0.840386 | 7.600448 | 6.399396 | 17.043967 | 19.738535 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | nn Shape | 33.324730 | 5.070148 | 33.324730 | 0.243470 | 0.097144 | 1.337247 | 12.323433 | 1.801324 | 1.805806 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | nn Shape | 51.864683 | 31.800830 | 51.864683 | -0.313523 | 1.196913 | 6.775335 | 10.122797 | 24.114479 | 9.153291 |
Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | nn Shape | 55.160125 | 55.160125 | 34.592568 | 1.033049 | -0.432952 | 8.378255 | 4.623144 | 11.018607 | 5.327122 |
Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | nn Shape | 51.732534 | 51.732534 | 32.068608 | 0.907640 | -0.498344 | 5.076103 | 2.481274 | 7.226668 | 1.975959 |
Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | ee Temporal Variability | 71.392233 | 58.737435 | 28.804038 | 1.082022 | -0.863171 | 5.083672 | 71.392233 | 1.005939 | 5.448985 |
Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | nn Shape | 59.018535 | 59.018535 | 21.380917 | 0.384682 | -0.668982 | 10.858054 | 7.260969 | 8.806658 | 6.738173 |
Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | nn Shape | 59.195044 | 59.195044 | 35.212560 | 1.019211 | -0.502753 | 5.644352 | 3.133593 | 5.160649 | 5.605543 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | nn Shape | 64.471317 | 38.774928 | 64.471317 | -0.670786 | 0.942978 | 2.716691 | 5.872332 | 11.838712 | 13.436068 |
Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | nn Shape | 60.506223 | 60.506223 | 36.053543 | 1.030000 | -0.549749 | 6.879426 | 3.169425 | 8.715808 | 10.491363 |
Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | nn Shape | 50.486605 | 50.486605 | 31.827210 | 1.084489 | -0.536692 | 7.582833 | 3.678767 | 8.026725 | 14.173511 |
Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | nn Shape | 64.223764 | 64.223764 | 25.313061 | 0.809359 | -0.744796 | 7.091219 | 13.026424 | 3.345763 | 7.198102 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | nn Shape | 48.520155 | 31.337054 | 48.520155 | -0.276389 | 0.968673 | 3.264424 | 5.968355 | 24.874897 | 32.305402 |
Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | nn Shape | 55.883639 | 55.883639 | 34.206749 | 1.150585 | -0.011544 | 6.834921 | 2.785436 | 14.136618 | 29.172480 |
Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | nn Shape | 52.807679 | 52.807679 | 33.055190 | 1.234134 | -0.046362 | 20.975332 | 14.627870 | 14.189952 | 21.513611 |
Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | nn Shape | 50.152944 | 50.152944 | 32.449549 | 1.870790 | 0.886891 | 6.206474 | 2.968973 | 4.510234 | 30.526428 |
Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | ee Temporal Discontinuties | 115.177833 | 26.222398 | 26.387444 | 2.028758 | 0.269779 | 6.549179 | 4.045799 | 78.105379 | 115.177833 |
Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | ee Temporal Discontinuties | 114.503556 | 36.983664 | 33.198589 | 1.860409 | 0.105928 | 10.684448 | 8.377424 | 60.885166 | 114.503556 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | nn Shape | 46.677042 | 29.597714 | 46.677042 | 0.363895 | 1.568080 | 4.393757 | 6.744751 | 11.745642 | 10.676742 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | nn Shape | 48.366954 | 31.079550 | 48.366954 | -0.725729 | 1.496320 | 1.073849 | 4.814734 | 9.982970 | 8.763173 |
Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | nn Shape | 42.181246 | 42.181246 | 18.075467 | 1.051628 | 2.055873 | 6.049592 | 4.877383 | 3.299609 | 12.271603 |
Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | nn Shape | 48.101456 | 48.101456 | 19.777941 | 1.050715 | 2.371736 | 7.683641 | 5.239593 | 5.486255 | -0.922189 |
Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | ee Temporal Discontinuties | 44.725187 | 40.190331 | 18.864713 | 0.805822 | 1.879171 | 5.826662 | 4.810422 | 11.895634 | 44.725187 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | nn Temporal Discontinuties | 70.098215 | 18.053792 | 39.662177 | 2.069829 | 0.958985 | 3.694885 | 7.311778 | 17.024459 | 70.098215 |
Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | nn Temporal Discontinuties | 71.948512 | 34.100419 | 15.699329 | 1.123694 | 2.202159 | 7.369023 | 5.790212 | 71.948512 | 55.331084 |
Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | nn Shape | 50.599288 | 50.599288 | 19.212097 | 1.022017 | 2.210374 | 6.069380 | 4.237881 | 16.809488 | 3.030722 |
Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | nn Shape | 48.428674 | 48.428674 | 19.563076 | 0.977001 | 2.253461 | 5.950940 | 3.792714 | 6.145913 | -0.517452 |
Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | nn Shape | 48.652484 | 48.652484 | 18.704564 | 0.702219 | 1.919215 | 5.534010 | 3.453403 | 1.392969 | -1.713645 |
Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | nn Shape | 45.287496 | 45.287496 | 17.598610 | 0.804693 | 1.870355 | 5.786386 | 3.503739 | 15.807979 | 8.652707 |
Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | nn Shape | 43.009949 | 43.009949 | 15.853577 | 0.957747 | 2.136703 | 5.110644 | 3.199866 | 34.011773 | 5.060101 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | nn Shape | 47.851363 | 18.325948 | 47.851363 | 2.105015 | 0.976307 | 3.540883 | 5.216200 | 0.915365 | 6.571676 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | nn Shape | 44.888028 | 15.044185 | 44.888028 | 2.962168 | 1.911127 | 3.917104 | 6.263676 | 3.637842 | 3.705044 |
Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | nn Shape | 51.531142 | 51.531142 | 24.622907 | 0.824992 | 2.233361 | 8.171401 | 5.796930 | 2.360972 | -0.871693 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | nn Shape | 62.618105 | 31.769178 | 62.618105 | 2.488115 | 1.139002 | 5.121774 | 6.241519 | 23.130951 | 26.868911 |
Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | nn Shape | 53.314422 | 53.314422 | 26.137375 | 1.297801 | 2.719274 | 6.305159 | 4.544855 | 15.507326 | 3.222417 |
Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | nn Shape | 54.188080 | 54.188080 | 25.940063 | 1.048462 | 2.548769 | 1.922537 | 1.532158 | 0.334948 | -2.142634 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | nn Shape | 53.574223 | 27.318036 | 53.574223 | 2.776179 | 1.565857 | 6.819200 | 5.206660 | 1.095406 | 8.355418 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | nn Shape | 49.726382 | 24.676623 | 49.726382 | 2.325767 | 1.018997 | 7.511724 | 4.768885 | 7.487706 | 1.334805 |
Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | nn Shape | 30.370683 | 30.370683 | 0.809891 | 0.269671 | 1.954163 | 4.738932 | 0.554430 | 0.600784 | 0.878671 |
Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | nn Shape | 39.538771 | 39.538771 | 17.251216 | 1.514204 | 2.726144 | 6.689370 | 4.802674 | 9.579887 | 7.512094 |
Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | nn Shape | 38.687115 | 38.687115 | 16.087975 | 0.692758 | 1.654657 | 3.916517 | 1.447554 | 0.731731 | 1.044297 |
Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | nn Shape | 35.192227 | 35.192227 | 20.923899 | 0.141143 | -0.502312 | 0.538163 | 0.569375 | -0.235140 | -0.339663 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | nn Shape | 30.000193 | 1.080697 | 30.000193 | 2.209944 | -0.050945 | 2.614456 | 6.134338 | 1.166301 | 2.178077 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | nn Shape | 42.936837 | 15.419228 | 42.936837 | 2.069613 | 0.704152 | 3.785279 | 7.901815 | 3.120262 | 27.101189 |
Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | nn Shape | 40.072670 | 40.072670 | 20.359461 | 1.020175 | 2.166918 | 4.200300 | 2.820506 | 0.581510 | 1.790550 |
Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | nn Power | inf | 233.653646 | 233.170306 | inf | inf | 4754.086383 | 4831.543584 | 4387.315833 | 4662.317822 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | nn Power | inf | 260.114766 | 260.783806 | inf | inf | 3194.249219 | 3077.852001 | 3843.868480 | 4482.270249 |
Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | nn Power | inf | 232.084657 | 231.887672 | inf | inf | 4534.647989 | 4548.410628 | 4510.560538 | 4549.804130 |
Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | nn Power | inf | 221.861704 | 222.304304 | inf | inf | 3118.813084 | 3117.986101 | 5132.825149 | 5435.720264 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | nn Power | inf | 230.173767 | 230.009121 | inf | inf | 6102.083577 | 6025.339000 | 11657.467799 | 11332.605841 |
Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | ee Power | inf | 228.247312 | 227.479410 | inf | inf | 6058.983786 | 6460.641973 | 830.131946 | 784.600735 |
Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | ee Power | inf | 249.889357 | 250.118438 | inf | inf | 6518.256555 | 6529.549063 | 7229.517718 | 7318.427249 |
Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | nn Power | inf | 241.166695 | 241.208745 | inf | inf | 5936.547844 | 6014.356198 | 5858.192144 | 5953.334779 |
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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | ee Power | inf | 272.392668 | 273.609008 | inf | inf | 7482.062702 | 7352.785218 | 10757.603711 | 10310.713788 |
Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | nn Power | inf | 323.310869 | 323.633502 | inf | inf | 5337.309773 | 5316.805333 | 18192.975393 | 18214.131350 |
Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | nn Power | inf | 260.484694 | 259.667643 | inf | inf | 11838.424230 | 12283.120808 | 17565.489524 | 19178.748016 |
Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | 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 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | nn Power | inf | 212.129041 | 211.916966 | inf | inf | 3491.943880 | 3479.895032 | 8610.240860 | 8545.517531 |
Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | nn Power | inf | 320.784458 | 320.757607 | inf | inf | 9061.876703 | 9059.280887 | 32214.269544 | 32165.447181 |
Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
---|---|---|---|---|---|---|---|---|---|---|---|---|
240 | N19 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |