auto_metrics Nightly Notebook¶

By Josh Dillon

Last Updated January 27, 2021

auto_metrics is a module in hera_qm that computes a series of statistics on night-long autocorrelation waterfalls to find antenna outliers in shape, power, or temporal structure. In general, these are assessed by collapsing each waterfall to a single (normalized) spectrum, then comparing that spectrum to the mean/median of the unflagged antennas' spectra to compute some difference metric. Those are then converted into modified Z-scores by comparing the overall distribution of good antennas and the worst antenna is flagged if it exceeds some threshold. This whole processes is repeated iteratively until no new bad antennas are identified. This proceeds in two rounds, first with more robust median-based statistics to identify the worst outliers, and then (after an RFI flagging step), a round with mean-based statistics. This notebook examines those mean-based spectra and statistics.

Statistics computed (after removing the worst offenders with a median-based metrics and then RFI flagging):¶

  • Shape: Compute the mean spectrum over time for each autocorrelation, but then divide by the mean of the whole waterfall to get something near 1. Now compute the mean absolute value of the difference between that and the mean spectrum over all non-excluded antennas of the same polarization. Convert this to a modified Z-score by comparing to all non-excluded antennas.
  • Power: Compute the mean spectrum over time for each autocorrelation without normalizing. Now compute the mean absolute value of the difference between the log of that (because we care about power outliers in dB rather than linear units) and the log of the mean spectrum over all non-excluded antennas of the same polarization. Convert this to a modified Z-score by comparing to all non-excluded antennas.
  • Temporal variability: Divide each autocorrelation by the mean waterfall for all non-excluded antennas of the same polarization. Now reduce to a single spectrum by computing the standard deviation along the time axis for each. Now compute the mean value (not the absolute value, since low variability shouldn't get a high Z-score) of the difference between that and the mean spectrum over all non-excluded antennas of the same polarization. Convert this to a modified Z-score by comparing to all non-excluded antennas.
  • Temporal discontinuities: Divide each autocorrelation by the mean waterfall for all non-excluded antennas of the same polarization. Now compute the element-by-element difference along the time axis, take the absolute value, and take the mean along the time axis to get a single spectrum. Now compute the mean value (not the absolute value, since low variability shouldn't get a high z-score) of the difference between that and the mean spectrum over all non-excluded antennas of the same polarization. Convert this to a modified Z-score by comparing to all non-excluded antennas.
In [1]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import matplotlib.pyplot as plt
import matplotlib
import glob
import os
import operator
from hera_cal.io import HERAData
from hera_cal.utils import split_pol
from hera_qm.metrics_io import load_metric_file
from hera_notebook_templates.utils import status_colors
from IPython.display import display, HTML

%matplotlib inline
%config InlineBackend.figure_format = 'retina'
display(HTML("<style>.container { width:100% !important; }</style>"))

Parse Inputs and Load Data¶

In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the first few lines of this cell.
# JD = '2459122'
# data_path = '/lustre/aoc/projects/hera/H4C/2459122'
# os.environ["JULIANDATE"] = JD
# os.environ["DATA_PATH"] = data_path
In [3]:
# Use environment variables to figure out path to data
JD = os.environ['JULIANDATE']
data_path = os.environ['DATA_PATH']
print(f'JD = "{JD}"')
print(f'data_path = "{data_path}"')

JD = "2460118"
data_path = "/mnt/sn1/2460118"
In [4]:
from astropy.time import Time
utc = Time(JD, format='jd').datetime
print(f'Date: {utc.month}-{utc.day}-{utc.year}')

Date: 6-22-2023
In [5]:
print(f'Looking for data in {data_path} on JD {JD}...')

auto_metrics_file = sorted(glob.glob(os.path.join(data_path, f'zen.{JD}*.auto_metrics.h5')))
if len(auto_metrics_file) > 0:
    auto_metrics_file = auto_metrics_file[0]
    print(f'Found auto_metrics results file at {auto_metrics_file}.')
else:
    raise OSError(f'{auto_metrics_file} not found.')

raw_auto_files = sorted(glob.glob(os.path.join(data_path, f'zen.{JD}.?????.sum.autos.uvh5')))
if len(raw_auto_files) > 0:
    print(f'Found {len(raw_auto_files)} extracted autocorrelation files.')
else: 
    raise OSError(f'No files of the form zen.{JD}.?????.sum.autos.uvh5 found in {data_path}.')

Looking for data in /mnt/sn1/2460118 on JD 2460118...
Found auto_metrics results file at /mnt/sn1/2460118/zen.2460118.42113.sum.auto_metrics.h5.
Found 361 extracted autocorrelation files.
In [6]:
# load auto_metrics and define use someful quantities
am = load_metric_file(auto_metrics_file)
mean_round_modz_cut = am['parameters']['mean_round_modz_cut']
ex_ants = am['ex_ants']['r2_ex_ants']
ants = sorted(set(bl[0] for bl in am['modzs']['r2_shape_modzs']))

# load raw autocorrelation waterfalls and define some useful quantities
hd = HERAData(raw_auto_files)
autos, _, _ = hd.read(axis='blt')
wf_shape = next(iter(autos.values())).shape
freqs = autos.freqs / 1e6
times = autos.times
lsts = autos.lsts * 12 / np.pi
In [7]:
# try to load a priori antenna statusesm but fail gracefully if this doesn't work.
a_priori_statuses = {ant: 'Not Found' for ant in ants}
nodes = {ant: np.nan for ant in ants}
try:
    from hera_mc import cm_hookup

    # get node numbers
    hookup = cm_hookup.get_hookup('default')
    for ant_name in hookup:
        ant = int("".join(filter(str.isdigit, ant_name)))
        if ant in nodes:
            nodes[ant] = int(hookup[ant_name].get_part_from_type('node')['E<ground'][1:])            
            
    # get apriori antenna status
    for ant_name, data in hookup.items():
        ant = int("".join(filter(str.isdigit, ant_name)))
        if ant in a_priori_statuses:
            a_priori_statuses[ant] = data.apriori
    
except Exception as err:
    print(f'Could not load node numbers and a priori antenna statuses.\nEncountered {type(err)} with message: {err}')

Summary Plots and Tables¶

In [8]:
# print ex_ants for easy copy-pasting to YAML file
print('ex_ants: [' + ", ".join(str(ant) for ant in ex_ants) + ']')

ex_ants: [4, 7, 15, 17, 18, 27, 28, 29, 32, 34, 37, 38, 40, 42, 47, 51, 54, 55, 59, 61, 78, 81, 82, 83, 86, 87, 88, 92, 93, 94, 96, 103, 104, 109, 110, 111, 112, 117, 118, 120, 121, 124, 131, 137, 139, 140, 141, 142, 143, 144, 145, 146, 151, 153, 156, 159, 160, 161, 162, 163, 164, 165, 166, 169, 180, 181, 182, 183, 184, 185, 186, 187, 200, 204, 205, 206, 207, 208, 209, 211, 220, 221, 222, 223, 224, 225, 226, 237, 238, 239, 240, 241, 242, 243, 246, 329]
In [9]:
def Array_Plot():
    plt.figure(figsize=(16,16))
    plt.scatter(np.array([autos.antpos[ant][0] for ant in ants]), 
                np.array([autos.antpos[ant][1] for ant in ants]), c='w', s=0)    
    for ant in ants:
        pos = autos.antpos[ant]
        bad = ant in ex_ants
        plt.gca().add_artist(plt.Circle(tuple(pos[0:2]), radius=7, 
                                        fill=(~bad), color=['grey','r'][bad]))
        plt.text(pos[0],pos[1],str(ant), va='center', ha='center', color='w')
    plt.xlabel("Antenna East-West Position (meters)")
    plt.ylabel("Antenna North-South Position (meters)")
    plt.title(f'Antenna Positions and Auto_Metrics Flags on {JD}\n(Maximum Modified Z-Score > {mean_round_modz_cut} in Red)');
    plt.axis('equal')
    plt.tight_layout()

Figure 1: Antenna Positions with auto_metrics flags.¶

This plot shows the antenna positions of all antennas in the data. The antennas with at least one Modified Z-score for one metric on one polarization exceeding the cut are entirely flagged.

In [10]:
Array_Plot()
In [11]:
# Parse modzs for Table 1 and other figures
modzs_to_check = {'Shape': 'r2_shape_modzs', 'Power': 'r2_power_modzs', 
                  'Temporal Variability': 'r2_temp_var_modzs', 'Temporal Discontinuties': 'r2_temp_diff_modzs'}
worst_metrics = []
worst_zs = []
all_modzs = {}
binary_flags = {rationale: [] for rationale in modzs_to_check}

for ant in ants:
    # parse modzs and figure out flag counts
    modzs = {f'{pol} {rationale}': am['modzs'][dict_name][(ant, ant, pol)] 
             for rationale, dict_name in modzs_to_check.items() for pol in autos.pols()}
    for pol in autos.pols():
        for rationale, dict_name in modzs_to_check.items():
            binary_flags[rationale].append(am['modzs'][dict_name][(ant, ant, pol)] > mean_round_modz_cut)
    
    # figure out which metric is the largest outlier
    worst_metric, worst_z = max(modzs.items(), key=operator.itemgetter(1))
    worst_metrics.append(worst_metric)
    worst_zs.append(worst_z)
    
    # parse out all metrics for dataframe
    for k in modzs:
        col_label = k + ' Modified Z-Score'        
        if col_label in all_modzs:
            all_modzs[col_label].append(modzs[k])
        else:
            all_modzs[col_label] = [modzs[k]]
In [12]:
# build dataframe
to_show = {'Ant': ants, 
           'Node': [f'N{nodes[ant]:02}' for ant in ants],
           'A Priori Status': [a_priori_statuses[ant] for ant in ants],
           'Worst Metric': worst_metrics, 'Worst Modified Z-Score': worst_zs}
to_show.update(all_modzs)
df = pd.DataFrame(to_show).sort_values('Worst Modified Z-Score', ascending=False)

# style dataframe
z_score_cols = [col for col in df.columns if col not in ['Ant', 'Node', 'A Priori Status', 'Worst Metric']]
table1 = df.style.hide_index()\
           .applymap(lambda val: 'font-weight: bold' if val in ex_ants else '', subset=['Ant']) \
           .applymap(lambda val: 'color: red' if val in ex_ants else '', subset=['Ant']) \
           .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=z_score_cols) \
           .applymap(lambda val: 'font-weight: bold' if val > am['parameters']['mean_round_modz_cut'] else '', subset=z_score_cols) \
           .applymap(lambda val: 'color: red' if val > am['parameters']['mean_round_modz_cut'] else '', subset=z_score_cols) \
           .set_table_styles([dict(selector="th",props=[('max-width', '70pt')])])

Table 1: Modified Z-Score Summary¶

This table displays the metrics for each antenna, highlighting which one is the worst. It is sorted by each antenna's worst metric. When one metric exceeds the threshold, auto_metrics recommends cutting that antenna. Flagged antennas and metrics exceeding the cut are shown in bold and red. Also shown is the antenna's a priori status.

In [13]:
HTML(table1.render())
Out[13]:
Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
83 N07 RF_maintenance nn Power inf 117.517300 117.630300 inf inf 0.830356 1.083640 -0.519977 -0.383240
117 N07 RF_maintenance nn Power inf 117.524789 117.635640 inf inf 0.829875 1.084489 -0.500957 -0.397113
118 N07 digital_ok nn Power inf 47.339613 46.914216 inf inf 127.682668 125.080562 1075.370721 1054.008931
137 N07 RF_maintenance nn Power inf 47.156950 46.814361 inf inf 71.449708 71.726978 368.719003 368.437316
18 N01 RF_maintenance ee Temporal Discontinuties 60.046451 3.610308 0.626385 2.551416 0.302775 0.974113 1.160059 24.603795 60.046451
208 N20 dish_maintenance nn Temporal Discontinuties 35.614487 2.172085 2.045171 17.273156 8.665294 1.796908 1.312420 35.614487 1.446129
27 N01 RF_ok nn Temporal Discontinuties 31.415687 10.300310 21.555901 6.127694 15.682240 1.590500 2.118511 31.415687 5.402966
104 N08 dish_maintenance nn Shape 27.510951 27.510951 -1.245201 8.748003 2.610112 3.771935 2.304982 9.736815 4.268640
55 N04 RF_maintenance ee Shape 26.288052 -0.223593 26.288052 -0.875691 12.969127 -1.610449 2.542881 0.740574 1.709369
28 N01 RF_ok nn Temporal Discontinuties 24.703678 8.005429 -0.251821 7.450097 0.686298 0.397458 0.663515 24.703678 0.465150
87 N08 RF_maintenance ee Shape 22.619233 -2.703623 22.619233 -1.239134 3.925760 -0.239407 1.207204 1.485115 6.965530
59 N05 RF_maintenance nn Power 18.211912 5.210142 0.076600 18.211912 0.477706 2.062727 0.326150 2.508905 0.195411
124 N09 RF_maintenance nn Power 18.203123 3.936235 2.529504 18.203123 17.688387 2.017178 2.152998 5.345803 2.380051
93 N10 RF_maintenance nn Power 17.996871 3.669773 -0.858235 17.996871 0.955081 1.879675 -0.125527 3.712272 -1.346398
92 N10 RF_maintenance nn Power 17.830339 3.310699 2.324259 17.830339 17.440604 2.004255 2.144355 3.219814 3.304421
109 N10 RF_maintenance nn Power 17.663084 3.477024 1.024033 17.663084 -0.743236 2.003889 1.560496 2.578261 0.334818
40 N04 digital_ok nn Temporal Discontinuties 17.645881 0.827875 0.909330 0.848249 0.945123 0.741991 0.862317 17.645881 1.181122
29 N01 RF_maintenance nn Power 17.643919 5.192306 4.446080 17.643919 17.295708 2.057595 2.194941 2.898206 3.918676
209 N20 dish_maintenance nn Power 16.758612 0.951598 0.955231 16.758612 16.303613 2.071406 2.089729 12.729439 9.774842
51 N03 digital_ok ee Temporal Discontinuties 16.407196 -0.402305 0.061952 1.058754 -0.296353 0.946586 0.077146 0.566663 16.407196
86 N08 digital_ok ee Power 15.619423 -3.096027 3.212490 -0.321454 15.619423 0.532778 2.544601 9.261614 2.836022
112 N10 digital_ok ee Power 14.342665 -1.418391 1.626347 -0.009167 14.342665 -1.196418 -1.183649 -1.227676 1.029912
32 N02 RF_maintenance ee Shape 13.177440 8.926856 13.177440 0.095621 0.802418 -0.896627 -0.572096 1.205031 1.910822
329 N12 dish_maintenance nn Power 11.007097 3.559260 3.086680 11.007097 10.330479 2.010071 2.158311 2.515934 2.204973
211 N20 RF_maintenance nn Power 10.927680 3.432602 0.223479 10.927680 -0.332385 2.006979 -0.593474 2.773157 -0.127046
34 N06 not_connected ee Power 10.869894 0.249711 4.990228 -0.267192 10.869894 -1.362781 2.202875 -1.037585 2.056663
47 N06 not_connected nn Power 10.557685 5.316055 4.098490 10.557685 10.418416 2.041933 1.677484 1.662626 2.883553
200 N18 RF_maintenance ee Power 10.445086 -0.432560 3.087424 -1.262296 10.445086 -1.363320 2.152208 -0.379139 2.418634
131 N11 not_connected nn Power 10.428298 3.337504 -1.356166 10.428298 -0.612833 0.836059 -1.303972 1.100680 -0.959937
61 N06 not_connected ee Power 10.374881 -0.353279 4.907278 -0.927996 10.374881 -1.041415 2.206166 -0.039236 1.398492
246 N20 dish_maintenance nn Power 10.338093 3.510170 3.177023 10.338093 5.263098 2.005180 0.478430 2.216962 2.000922
153 N16 digital_ok ee Power 10.283332 -0.063625 2.677195 -0.855378 10.283332 -1.127997 2.149853 -0.274519 1.889767
78 N06 not_connected ee Shape 9.024950 0.712468 9.024950 0.328596 0.450093 -0.683019 -0.618832 -1.055272 0.594290
54 N04 dish_maintenance ee Shape 8.686752 1.831402 8.686752 5.545324 4.432862 1.300273 1.717100 2.024717 2.885532
121 N08 digital_ok nn Temporal Discontinuties 8.548686 2.483873 -1.135421 6.916693 1.330614 2.711740 0.723658 8.548686 0.868863
37 N03 digital_ok nn Power 8.168911 6.545396 3.907769 8.168911 5.900095 3.201209 2.873245 7.813936 1.935143
110 N10 RF_maintenance ee Shape 7.989583 -0.455594 7.989583 -1.170409 -0.292914 -1.186231 -0.336129 -0.654291 -0.908446
15 N01 digital_ok ee Shape 7.153482 -0.406680 7.153482 -0.604819 1.133191 -0.338108 -0.724430 -0.004585 0.611869
42 N04 digital_ok nn Power 6.929292 3.449323 0.606368 6.929292 0.356238 2.631337 0.669880 2.260456 0.447763
111 N10 RF_maintenance ee Shape 6.927073 1.919543 6.927073 1.228399 1.781651 0.584672 -0.151525 0.560040 1.048795
96 N11 not_connected nn Shape 6.322319 6.322319 -0.676214 -0.182647 0.511282 -1.367818 -0.448823 0.008695 -1.291139
4 N01 RF_maintenance nn Shape 5.632027 5.632027 -0.307462 -0.765934 -0.874628 0.364046 -1.607212 3.532947 -0.838222
120 N08 RF_maintenance ee Temporal Discontinuties 5.475316 -3.771505 -1.649845 -0.041521 2.752349 0.723664 2.735344 3.925571 5.475316
156 N12 RF_maintenance ee Power 5.100171 1.393473 4.916710 0.293972 5.100171 0.186769 2.083166 0.083791 1.878442
94 N10 RF_maintenance nn Shape 4.864606 4.864606 1.561874 4.270178 0.403106 1.994285 0.542686 1.717736 0.427048
88 N09 digital_ok ee Temporal Discontinuties 4.728029 0.827627 -0.186639 0.829856 0.070363 0.758399 0.400737 3.180461 4.728029
103 N08 digital_ok nn Temporal Discontinuties 4.562376 -3.418268 -3.400705 0.353427 -1.216696 1.017756 -0.737284 4.562376 1.345666
7 N02 digital_ok ee Temporal Discontinuties 4.533428 -0.156394 -0.458893 -0.500569 -1.207588 -0.089526 -0.691918 2.997244 4.533428
169 N15 digital_ok nn Shape 4.510238 4.510238 0.882331 0.342606 0.212678 -0.605894 0.371528 0.039202 0.066467
17 N01 digital_ok nn Power 4.433335 2.634020 0.731715 4.433335 1.604413 2.527759 1.556151 3.953297 0.863740
151 N16 digital_ok ee Shape 4.317175 0.007484 4.317175 1.139537 -0.715374 0.412653 -0.957785 2.704724 -0.033018
38 N03 digital_ok nn Temporal Discontinuties 4.137469 -0.019064 -0.582512 0.818135 -0.582058 0.880609 -0.329247 4.137469 0.444603
9 N02 digital_ok ee Power 3.940869 -0.081138 2.183448 0.471613 3.940869 0.425069 2.035752 0.184561 1.682493
5 N01 digital_ok nn Power 3.771655 1.645926 -0.133779 3.771655 0.092021 2.350910 0.475961 1.335378 0.085645
227 N20 RF_ok ee Temporal Discontinuties 3.742975 -1.310994 1.296619 -0.806592 0.737890 -1.752732 -0.168497 -0.205404 3.742975
192 N16 digital_ok nn Shape 3.742872 3.742872 3.354823 2.378765 2.292001 1.522429 1.557606 -1.566101 -1.565661
63 N06 not_connected nn Shape 3.618329 3.618329 -0.096920 2.301309 -0.744647 1.451518 -1.498733 -1.549646 -0.790603
41 N04 digital_ok nn Power 3.613104 1.943435 -0.406422 3.613104 0.222028 2.352503 0.372564 1.304322 0.143420
90 N09 RF_maintenance nn Temporal Discontinuties 3.580911 1.189926 -0.563526 1.348880 -0.063384 1.172353 0.410710 3.580911 2.094057
173 N16 digital_ok nn Shape 3.422476 3.422476 3.071024 2.137831 2.070849 1.287815 1.357801 -1.591583 -1.581509
193 N16 digital_ok ee Shape 3.300892 3.157943 3.300892 2.024410 2.275022 1.167377 1.532590 -1.635321 -1.570957
102 N08 RF_maintenance nn Temporal Discontinuties 3.130266 -1.630991 -1.874919 -0.948820 -1.256776 -0.368961 -0.724004 3.130266 1.291837
134 N11 not_connected ee Power 3.047322 0.165448 2.736733 1.771049 3.047322 0.628491 0.459788 -1.597701 1.904394
158 N12 digital_ok nn Temporal Discontinuties 3.007308 0.303353 0.236346 -0.204926 -0.280550 -0.245772 -0.047371 3.007308 0.511555
31 N02 digital_ok nn Temporal Discontinuties 2.926526 1.481572 -0.141098 1.181093 -0.136056 1.253887 0.301741 2.926526 0.164966
191 N15 digital_ok ee Temporal Discontinuties 2.852580 1.145956 0.871101 0.560442 0.206281 0.507136 0.221334 0.204956 2.852580
170 N15 digital_ok ee Shape 2.831766 1.177806 2.831766 0.496272 2.805802 0.366281 2.357756 0.293541 2.379536
73 N05 RF_maintenance nn Power 2.823995 1.898410 -0.147852 2.823995 -0.157611 1.794356 0.229729 1.232142 0.496934
8 N02 RF_maintenance nn Shape 2.622403 2.622403 2.196302 1.552187 1.480691 0.686732 0.776766 -1.419562 -1.506276
53 N03 digital_ok ee Temporal Discontinuties 2.602514 -0.165440 -0.651902 -0.052783 -0.003216 -0.070277 0.315117 1.655496 2.602514
125 N09 RF_maintenance ee Power 2.593166 0.326328 2.420272 0.041674 2.593166 0.092293 1.284513 -0.061581 0.955214
77 N06 not_connected ee Shape 2.576927 0.189462 2.576927 -0.570735 -0.968348 -1.420145 -0.856470 -0.840983 -0.315773
58 N05 RF_maintenance ee Shape 2.490425 2.338572 2.490425 1.427875 1.658099 0.550378 0.947695 -1.582135 -1.547566
101 N08 digital_ok nn Temporal Discontinuties 2.464713 -1.695018 -2.010198 0.584722 -0.564318 1.101414 0.316168 2.464713 1.835042
113 N11 not_connected nn Power 2.444838 0.690917 0.530515 2.444838 2.335178 1.307822 1.342884 -1.577150 -1.545027
147 N15 digital_ok ee Shape 2.436367 1.213154 2.436367 0.692455 1.138759 0.565146 0.830462 0.200151 0.411033
70 N04 digital_ok ee Power 2.426057 0.691765 1.805593 0.771846 2.426057 0.874237 1.528798 0.608481 0.872175
68 N03 RF_ok nn Temporal Discontinuties 2.357768 0.202898 -0.038698 1.266749 1.314867 0.971630 1.252275 2.357768 1.984872
60 N05 RF_maintenance nn Temporal Discontinuties 2.330102 0.342344 0.002190 0.538148 0.113217 0.419929 -0.031636 2.330102 0.564103
262 N20 RF_maintenance nn Shape 2.309083 2.309083 1.794451 -0.173683 -0.269301 -0.315002 -0.019994 -0.050152 -0.045427
333 N12 dish_maintenance nn Power 2.267089 0.646188 -0.314409 2.267089 -0.624035 1.151246 -0.732688 -1.590555 -0.091895
201 N18 RF_maintenance nn Power 2.188702 0.397296 -0.394960 2.188702 1.211324 1.074508 0.310442 -1.605513 -1.464426
20 N02 digital_ok ee Power 2.136565 -0.089595 1.538229 0.587371 2.136565 0.460365 1.716850 0.292953 1.150044
123 N08 digital_ok ee Power 2.083156 -1.388253 -0.169123 0.863030 2.083156 0.120899 1.447641 0.799356 -0.173759
202 N18 digital_ok nn Temporal Discontinuties 2.057554 1.801425 -0.604737 1.096443 0.299897 0.063144 -0.701938 2.057554 -1.280659
114 N11 not_connected ee Power 1.947368 -0.940850 0.258607 -1.224167 1.947368 -1.723028 0.987409 -0.721317 -1.538168
149 N15 digital_ok ee Shape 1.890485 0.917708 1.890485 -0.112712 0.540906 -0.095864 0.517166 -0.000777 0.253065
107 N09 digital_ok nn Temporal Discontinuties 1.840692 -1.998568 -1.713630 -1.274211 -0.930357 -0.857942 -0.140617 1.840692 1.395325
69 N04 digital_ok ee Temporal Discontinuties 1.803352 0.861672 0.472180 -0.001164 0.339632 -0.091287 0.393440 0.008087 1.803352
50 N03 RF_maintenance ee Temporal Discontinuties 1.801707 -0.330318 -0.311192 0.523267 0.738786 0.712108 0.957451 0.201102 1.801707
179 N12 RF_maintenance nn Shape 1.715007 1.715007 0.858559 0.954176 0.129995 0.829990 0.165603 0.429115 0.019851
84 N08 RF_ok nn Power 1.678818 -0.465425 -1.552104 1.678818 1.123782 0.989925 0.573928 -0.174129 -0.049786
45 N05 digital_ok nn Temporal Discontinuties 1.596119 1.278688 0.026862 0.333303 0.500915 0.375220 0.604102 1.596119 0.318396
80 N11 not_connected nn Power 1.584452 -0.094400 -1.231865 1.584452 -0.415746 0.468145 -1.341054 -1.550933 -0.992571
189 N15 digital_ok nn Power 1.566902 -0.108603 -0.428501 1.566902 1.380445 0.444262 0.389002 -1.567429 -1.518617
210 N20 dish_maintenance ee Shape 1.486421 0.983592 1.486421 0.129483 -0.310085 0.069467 -0.143728 -0.031993 -0.048523
122 N08 digital_ok ee Temporal Discontinuties 1.481138 -2.121841 -1.958953 -1.186618 -1.093498 -0.866764 -0.052558 0.970900 1.481138
22 N06 not_connected ee Power 1.457091 -0.414867 0.018056 -1.087121 1.457091 -1.308405 0.285900 -0.546925 0.694029
91 N09 digital_ok ee Temporal Discontinuties 1.455151 0.991726 0.804550 0.103345 0.286264 0.010641 0.042222 0.385849 1.455151
167 N15 digital_ok ee Shape 1.423440 1.309939 1.423440 0.326177 0.213930 0.200303 0.300197 0.127466 0.038352
85 N08 digital_ok ee Temporal Discontinuties 1.329487 -2.409652 -2.428930 -1.365772 -1.353350 -0.740460 -0.616843 1.310702 1.329487
89 N09 RF_maintenance nn Shape 1.279922 1.279922 0.726982 0.489060 0.140689 0.344370 0.217685 0.118831 0.004592
135 N12 RF_maintenance nn Shape 1.269314 1.269314 -0.498903 0.686915 -0.823416 0.418696 -1.567696 0.462964 -0.862451
71 N04 digital_ok ee Shape 1.249439 0.148132 1.249439 0.001164 -0.928807 0.095430 -0.600596 0.206846 -0.412046
128 N10 digital_ok nn Temporal Discontinuties 1.220836 0.009639 0.722174 -0.576656 -0.090023 -0.481290 0.043061 1.220836 0.079803
67 N03 digital_ok nn Temporal Variability 1.220609 0.607941 -0.638702 1.069668 -0.795972 1.220609 -0.291689 0.666083 0.212180
171 N16 digital_ok ee Power 1.220552 0.089852 -0.037406 1.076262 1.220552 0.162613 0.305896 0.536558 0.475825
324 N04 not_connected nn Shape 1.196774 1.196774 0.628875 0.392049 0.203572 -0.450356 -0.528773 -1.382322 -1.192716
52 N03 RF_maintenance ee Shape 1.177575 0.657988 1.177575 -0.176411 0.748828 -0.043724 0.794861 0.263951 1.085850
190 N15 digital_ok ee Shape 1.067738 0.386115 1.067738 -0.353699 -0.049600 -0.523027 0.027953 -0.167851 0.107104
108 N09 RF_maintenance nn Shape 1.050357 1.050357 -0.811109 0.242124 -1.119765 0.140323 -1.000150 0.031970 -0.274952
97 N11 not_connected nn Temporal Discontinuties 1.047079 -0.219233 -0.745055 -0.699669 -1.310871 -0.928154 -1.280143 1.047079 -0.596855
244 N20 RF_maintenance nn Shape 1.011865 1.011865 -0.002190 0.402702 -0.554530 -0.111563 -0.752200 0.178670 -0.206036
36 N03 RF_maintenance nn Shape 0.958191 0.958191 0.868122 0.475025 0.733131 0.584173 0.782715 0.643028 0.490130
168 N15 digital_ok ee Shape 0.952756 0.528784 0.952756 -0.051451 0.387373 -0.016210 0.408614 -0.032880 0.183807
157 N12 digital_ok nn Shape 0.941682 0.941682 0.584596 0.195708 -0.174481 0.228511 0.002868 0.028408 -0.073688
79 N11 not_connected ee Temporal Discontinuties 0.935650 -1.005185 0.727556 -1.222259 0.357492 -1.614492 -0.265743 -0.720604 0.935650
148 N15 digital_ok nn Shape 0.894094 0.894094 0.434740 0.350095 -0.203425 0.193102 -0.089809 0.047830 -0.142253
62 N06 digital_ok ee Power 0.884331 0.787366 -0.404894 0.177322 0.884331 -0.711406 0.009352 -1.335165 0.711992
66 N03 digital_ok nn Temporal Variability 0.874846 -0.647788 -0.290263 0.677698 0.671283 0.874846 0.734027 0.823093 0.291874
136 N12 RF_maintenance nn Temporal Discontinuties 0.855893 0.842296 -1.025241 0.076368 -1.242445 0.112817 -1.008770 0.855893 -0.629406
64 N06 not_connected ee Temporal Discontinuties 0.844987 -0.506430 -0.369909 -0.390063 -1.064754 -0.733248 -1.100787 -0.148969 0.844987
150 N15 digital_ok ee Shape 0.809814 0.515023 0.809814 -0.086283 -0.042847 -0.002868 0.112967 -0.143987 -0.005167
127 N10 RF_maintenance ee Power 0.784952 0.680052 -0.989545 -0.100494 0.784952 0.024323 -0.252199 0.408957 -1.413396
106 N09 digital_ok ee Power 0.776099 -0.377492 0.578433 -0.380688 0.776099 -0.442482 0.336496 -0.250140 0.725145
155 N12 RF_maintenance ee Power 0.743355 -1.247353 -0.963009 -0.854324 0.743355 -1.664206 -0.399828 -0.932620 -1.347642
56 N04 digital_ok nn Temporal Variability 0.739463 0.388841 -0.501142 -0.139135 -0.784061 0.739463 -0.267685 0.101252 -0.324754
43 N05 RF_maintenance nn Temporal Discontinuties 0.732763 -0.181283 -0.593040 0.619824 -1.268591 0.554098 -1.125948 0.732763 -0.609954
30 N01 digital_ok ee Temporal Discontinuties 0.682899 -0.291931 0.164330 -1.248250 -0.303974 -1.177473 -1.233612 -0.591430 0.682899
65 N03 digital_ok ee Temporal Variability 0.587074 -0.544219 -0.467156 -0.449838 0.290935 -0.137735 0.587074 0.139374 0.157477
229 N20 RF_maintenance nn Power 0.557908 -0.944152 -1.161863 0.557908 -0.001583 -0.666577 -1.084517 -1.433391 -1.087667
49 N06 not_connected ee Power 0.549142 -0.147790 -0.483323 -0.825243 0.549142 -1.789113 0.307897 -0.578298 0.279544
19 N02 digital_ok nn Temporal Discontinuties 0.518383 0.304675 -0.393986 -0.030104 -0.849691 0.143818 -0.532529 0.518383 -0.273303
57 N04 RF_maintenance nn Temporal Discontinuties 0.518112 -0.685104 -0.287975 -0.169065 0.055915 -0.051612 0.113753 0.518112 0.236195
10 N02 digital_ok ee Shape 0.506969 -0.381569 0.506969 -1.246557 0.185614 -1.115066 -0.726007 -0.546537 -1.293170
48 N06 not_connected nn Shape 0.505713 0.505713 -0.216414 0.203082 -0.789211 -0.722029 -1.538672 -1.338227 -0.879175
3 N01 digital_ok ee Temporal Variability 0.417960 -0.355464 -0.192301 -0.909013 0.193930 -0.634903 0.417960 -0.453727 0.106728
152 N16 digital_ok ee Temporal Discontinuties 0.399582 -0.442783 -0.640119 -1.144095 -1.263197 -1.381603 -1.296997 -0.618677 0.399582
126 N09 RF_maintenance ee Shape 0.363688 0.244507 0.363688 0.236059 -0.103417 0.276612 -0.142081 0.000777 0.227163
44 N05 digital_ok nn Temporal Variability 0.345155 -0.032301 -0.447208 0.004733 -1.285624 0.345155 -1.031944 0.032338 -0.501767
325 N09 digital_ok ee Power 0.304366 -0.643717 -0.834315 -1.212301 0.304366 -1.354476 -0.682404 -0.582011 -1.264148
21 N02 digital_ok ee Shape 0.233660 -0.267597 0.233660 -0.024661 -0.505975 0.151213 -0.315707 -0.021179 -0.149444
72 N04 digital_ok ee Temporal Discontinuties 0.208873 -0.532754 0.095347 -0.152548 -0.224304 0.055987 -0.229774 0.046091 0.208873
320 N03 digital_ok nn Temporal Discontinuties 0.159883 -0.277033 -0.393111 -1.263673 -1.293117 -1.299078 -1.233378 0.159883 -0.514138
105 N09 digital_ok nn Shape 0.148932 0.148932 -0.802082 -0.093849 -0.937852 -0.093611 -0.754628 -0.099839 -0.301073
172 N16 digital_ok nn Temporal Discontinuties 0.129725 -0.177678 0.052658 -0.077507 -0.265508 -0.311474 -1.117224 0.129725 -0.971311
16 N01 RF_maintenance nn Shape 0.080010 0.080010 -0.015512 -0.570405 -0.404262 -1.642017 -1.320744 -1.053549 -1.084534
35 N06 not_connected ee Shape 0.079874 -0.200976 0.079874 -1.099437 -0.298773 -1.643026 -1.188030 -0.781500 -1.096290
46 N05 RF_maintenance ee Temporal Discontinuties -0.014424 -0.218007 -0.561066 -1.017775 -0.319834 -1.593765 -0.113922 -0.754416 -0.014424
95 N11 not_connected nn Power -0.082253 -1.236058 -0.550486 -0.082253 -0.747194 -1.227090 -0.959761 -1.059041 -0.154763
245 N20 RF_maintenance ee Power -0.094007 -0.786034 -0.989114 -1.305790 -0.094007 -1.419058 -1.066849 -0.561536 -1.183758
228 N20 RF_maintenance nn Shape -0.183050 -0.183050 -0.841585 -0.917489 -0.365994 -1.323082 -1.187694 -0.420572 -0.794351
74 N05 RF_maintenance ee Shape -0.207783 -0.411771 -0.207783 -1.237251 -0.599989 -0.755417 -1.359467 -0.456590 -0.943670
261 N20 RF_maintenance ee Power -0.216256 -1.369092 -1.198012 -0.609212 -0.216256 -1.668930 -1.163790 -1.039204 -0.823131
115 N11 not_connected nn Power -0.372720 -1.069842 -0.668929 -0.372720 -1.279923 -1.313303 -1.351683 -0.920818 -0.621190
133 N11 not_connected ee Temporal Discontinuties -0.508964 -1.512211 -0.855064 -0.839306 -1.265756 -1.798427 -1.340485 -0.863610 -0.508964
132 N11 not_connected ee Power -0.525943 -0.680221 -1.271924 -1.280194 -0.525943 -1.644508 -1.438249 -0.727943 -1.022177
154 N16 digital_ok ee Power -0.553243 -1.177614 -1.160032 -1.167552 -0.553243 -1.752065 -1.393259 -0.707227 -0.996218
81 N07 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan
82 N07 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan
139 N13 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan
140 N13 digital_ok nn Shape nan nan nan inf inf nan nan nan nan
141 N13 digital_ok nn Shape nan nan nan inf inf nan nan nan nan
142 N13 RF_ok nn Shape nan nan nan inf inf nan nan nan nan
143 N14 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan
144 N14 digital_ok nn Shape nan nan nan inf inf nan nan nan nan
145 N14 digital_ok nn Shape nan nan nan inf inf nan nan nan nan
146 N14 digital_ok nn Shape nan nan nan inf inf nan nan nan nan
159 N13 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan
160 N13 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan
161 N13 digital_ok nn Shape nan nan nan inf inf nan nan nan nan
162 N13 digital_ok nn Shape nan nan nan inf inf nan nan nan nan
163 N14 digital_ok nn Shape nan nan nan inf inf nan nan nan nan
164 N14 digital_ok nn Shape nan nan nan inf inf nan nan nan nan
165 N14 digital_ok nn Shape nan nan nan inf inf nan nan nan nan
166 N14 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan
180 N13 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan
181 N13 digital_ok nn Shape nan nan nan inf inf nan nan nan nan
182 N13 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan
183 N13 digital_ok nn Shape nan nan nan inf inf nan nan nan nan
184 N14 dish_maintenance nn Shape nan nan nan inf inf nan nan nan nan
185 N14 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan
186 N14 digital_ok nn Shape nan nan nan inf inf nan nan nan nan
187 N14 digital_ok nn Shape nan nan nan inf inf nan nan nan nan
204 N19 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan
205 N19 RF_ok nn Shape nan nan nan inf inf nan nan nan nan
206 N19 RF_ok nn Shape nan nan nan inf inf nan nan nan nan
207 N19 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan
220 N18 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan
221 N18 RF_ok nn Shape nan nan nan inf inf nan nan nan nan
222 N18 RF_ok nn Shape nan nan nan inf inf nan nan nan nan
223 N19 RF_ok nn Shape nan nan nan inf inf nan nan nan nan
224 N19 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan
225 N19 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan
226 N19 RF_ok nn Shape nan nan nan inf inf nan nan nan nan
237 N18 RF_ok nn Shape nan nan nan inf inf nan nan nan nan
238 N18 RF_ok nn Shape nan nan nan inf inf nan nan nan nan
239 N18 RF_ok nn Shape nan nan nan inf inf nan nan nan nan
240 N19 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan
241 N19 RF_ok nn Shape nan nan nan inf inf nan nan nan nan
242 N19 RF_ok nn Shape nan nan nan inf inf nan nan nan nan
243 N19 RF_ok nn Shape nan nan nan inf inf nan nan nan nan
In [14]:
def Flag_Bar_Chart():
    plt.figure(figsize=(8, 4), dpi=100)

    # count 
    rationales = list(binary_flags.keys())
    flags_list = np.array([binary_flags[rationale] for rationale in rationales])
    antpol_flags = [np.sum(f) for f in flags_list]
    ant_flags = [np.sum(np.array(f)[0::2] | np.array(f)[1::2]) for f in flags_list]

    # make bar chart
    plt.bar(np.arange(len(rationales)), antpol_flags, width=.7, color='yellow', ec='k', tick_label=rationales)
    for x, (nflags, nants) in enumerate(zip(antpol_flags, ant_flags)):
        plt.text(x, nflags/2, f'{nflags} Feeds on \n{nants} Antennas\nFlagged', va='center', ha='center')

    # set labels
    plt.ylabel('Antenna-Polarizations Flagged')
    plt.xlabel('Reason for Flagging')
    plt.tight_layout()

Figure 2: Flagging Rationale Summary¶

This bar chart summarizes the number of antenna-polarizations that are statistical outliers in each metric (though often they overlap). Some of these issues occur on both polarizations, so there are fewer unique antennas flagged for each rationale than there are ant-pols flagged, as noted by the labels.

In [15]:
Flag_Bar_Chart()
In [16]:
def Rationale_Corr_Plot():
    plt.figure(figsize=(6,6), dpi=100)
    
    # compute correlation matrix
    rationales = list(binary_flags.keys())
    flags_list = np.array([binary_flags[rationale] for rationale in rationales])
    corrs = np.corrcoef(flags_list)
    
    # plot and label correlation matrix
    plt.imshow(corrs, cmap='viridis', interpolation='nearest', origin='upper')
    for i in range(corrs.shape[0]):
        for j in range(corrs.shape[1]):
            plt.text(i, j, np.round(corrs[i, j], 3), va='center', ha='center',
                     bbox={'facecolor': 'w', 'ec': 'w', 'alpha': .75})

    # colorbar, labels, and style
    plt.yticks(range(len(rationales)), rationales)
    plt.xticks(range(len(rationales)), rationales, rotation=-45, ha='right')
    plt.gca().xaxis.tick_top()
    plt.clim([0, 1])
    plt.colorbar(fraction=0.046, pad=0.04)
    plt.tight_layout()

Figure 3: Flagging Rationale Correlations¶

This plot shows the probability that if a given ant-pol is flagged for some reason, it's also flagged for another reason.

In [17]:
Rationale_Corr_Plot()
In [18]:
def plot_all_spectra(spectra, mod_zs, modz_cut, overall, freqs, reason, ex_ants=[], 
                     xlabel='Frequency (MHz)', ylabel='', yscale='linear', ylim_factor=None):
    '''Helper function for plotting all spectra and showing which ones were flagged and why.''' 
    fig, axes = plt.subplots(1,2, figsize=(14,5), dpi=100)
    pols = sorted(set([bl[2] for bl in spectra]))
    for ax, pol in zip(axes, pols):
        # sort antennas into good, bad, and bad but not for this reason
        bad_here = [bl for bl in spectra if (bl[2] == pol) and mod_zs[bl] > modz_cut]
        other_bad = [bl for bl in spectra if (bl[2] == pol) and (bl[0] in ex_ants) and (bl not in bad_here)]
        good = [bl for bl in spectra if (bl[2] == pol) and (bl[0] not in ex_ants)]
        
        # plot all spectra
        l1, l2, l3 = None, None, None
        for bl in other_bad:
            l2, = ax.plot(freqs, spectra[bl], 'darkviolet', lw=.5)
        for bl in bad_here:
            l1, = ax.plot(freqs, spectra[bl], 'r', lw=.5)
        for bl in good:
            l3, = ax.plot(freqs, spectra[bl], 'grey', alpha=.5)
        l4, = ax.plot(freqs, overall[bl[2]], 'k--')
        
        ax.set_xlabel(xlabel)
        ax.set_ylabel(ylabel)
        ax.set_yscale(yscale)
        if ylim_factor is not None:
            ax.set_ylim([np.nanmin([spectra[bl] for bl in good]) / ylim_factor, 
                         np.nanmax([spectra[bl] for bl in good]) * ylim_factor])
        ax.set_title(f'Outliers in Autocorrelation {reason}: {pol}')
        ax.legend([l1, l2, l3, l4], [f'Flagged for {reason}', 'Flagged for Another Reason', 'Unflagged', 'Average Unflagged'], loc='lower right')
    plt.tight_layout()
In [19]:
overall_shape = {pol: np.nanmean([spec for bl, spec in am['spectra']['mean_spectra_normed'].items() if (bl[2] == pol) 
                                  and (bl[0] not in ex_ants)], axis=0) for pol in autos.pols()}
overall_power = {pol: np.nanmean([spec for bl, spec in am['spectra']['mean_spectra'].items() if (bl[2] == pol) 
                                  and (bl[0] not in ex_ants)], axis=0) for pol in autos.pols()}
overall_temp_var = {pol: np.nanmean([spec for bl, spec in am['spectra']['std_spectra_normed'].items() if (bl[2] == pol) 
                                     and (bl[0] not in ex_ants)], axis=0) for pol in autos.pols()}
overall_temp_diff = {pol: np.nanmean([spec for bl, spec in am['spectra']['mean_abs_diff_spectra_normed'].items() if (bl[2] == pol) 
                                      and (bl[0] not in ex_ants)], axis=0) for pol in autos.pols()}

Figure 4: Outliers in Autocorrelation Shape¶

This plot summarizes the spectra computed to compare to one another to find outliers in autocorrelation shape (see above for how that was computed). The mean compared to is shown as a black dashed line. Antennas in red were flagged as outliers, antennas in gray and purple were not. However, antennas in purple were flagged for some other reason, either another metric or on the other polarization. Completely flagged channels (RFI and band edges) appear as white gaps.

In [20]:
plot_all_spectra(am['spectra']['mean_spectra_normed'], am['modzs']['r2_shape_modzs'], mean_round_modz_cut, 
                 overall_shape, freqs, 'Shape', ex_ants=ex_ants, yscale='linear', ylim_factor=1.2)

Figure 5: Outliers in Autocorrelation Power¶

This plot summarizes the spectra computed to compare to one another to find outliers in autocorrelation amplitude (see above for how that was computed). The mean compared to is shown as a black dashed line. Antennas in red were flagged as outliers, antennas in gray and purple were not. However, antennas in purple were flagged for some other reason, either another metric or on the other polarization. Completely flagged channels (RFI and band edges) appear as white gaps.

In [21]:
plot_all_spectra(am['spectra']['mean_spectra'], am['modzs']['r2_power_modzs'], mean_round_modz_cut, 
                 overall_power, freqs, 'Power', ex_ants=ex_ants, yscale='log')

Figure 6: Outliers in Autocorrelation Temporal Variability¶

This plot summarizes the spectra computed to compare to one another to find outliers in autocorrelation temporal variability (as measured by a standard deviation over time; see above for how that was computed). The mean compared to is shown as a black dashed line. Antennas in red were flagged as outliers, antennas in gray and purple were not. However, antennas in purple were flagged for some other reason, either another metric or on the other polarization. Completely flagged channels (RFI and band edges) appear as white gaps.

In [22]:
plot_all_spectra(am['spectra']['std_spectra_normed'], am['modzs']['r2_temp_var_modzs'], mean_round_modz_cut,
                 overall_temp_var, freqs, 'Temporal Variability', ex_ants=ex_ants, yscale='log')

Figure 7: Outliers in Autocorrelation Temporal Discontinuities¶

This plot summarizes the spectra computed to compare to one another to find outliers in autocorrelation temporal discontinuities (as measured by the average absolute integration-to-integration difference over time; see above for how that was computed). The mean compared to is shown as a black dashed line. Antennas in red were flagged as outliers, antennas in gray and purple were not. However, antennas in purple were flagged for some other reason, either another metric or on the other polarization. Completely flagged channels (RFI and band edges) appear as white gaps.

In [23]:
plot_all_spectra(am['spectra']['mean_abs_diff_spectra_normed'], am['modzs']['r2_temp_diff_modzs'], mean_round_modz_cut, 
                 overall_temp_diff, freqs, 'Temporal Discontinutities', ex_ants=ex_ants, yscale='log')
In [24]:
# compute average good autocorrelations for each polarization
avg_good_autos = {pol: np.zeros(wf_shape, dtype=float) for pol in autos.pols()}
for pol in autos.pols():
    for i in range(wf_shape[0]):
        avg_good_autos[pol][i] = np.mean([np.abs(autos[bl][i, :]) for bl in autos 
                                          if (bl[0] not in ex_ants) and (bl[2] == pol)], axis=0)
    avg_good_autos[pol][am['flags']] = np.nan
In [25]:
def Avg_Auto_Plot():
    fig, axes = plt.subplots(1, 2, figsize=(14,5), dpi=100)
    for ax, pol in zip(axes, sorted(autos.pols())):
        im = ax.imshow(avg_good_autos[pol], aspect='auto', interpolation='nearest',
                       extent=[freqs[0], freqs[-1], times[-1], times[0]])
        ax.set_yticklabels(np.around(lsts[[min(max(np.searchsorted(times, t), 0), len(times) - 1) for t in ax.get_yticks()]], 2))    
        plt.colorbar(im, ax=ax)
        ax.set_title(f'Average Good Raw {pol} Autocorrelation After Flagging')
        ax.set_ylabel('LST (hours)')
        ax.set_xlabel('Frequency (MHz)')
    plt.tight_layout()

Figure 8: Average Good Autocorrelations and Flags¶

Here we show the waterfalls of the array-averaged autocorrelations over the night, after removing all flagged antennas. We also show the RFI mask generated between the median and mean rounds of antenna outlier detection. This is meant to show that there is little or no RFI remaining to affect the statistics.

In [26]:
Avg_Auto_Plot()

Per-Antenna Plots¶

In [27]:
def plot_spectra(axes, ant, spec, modzs, modz_cut, overall, reason, yscale='linear'):
    '''Helper function for plotting both antennas of a given polarization.'''
    for pol, ax in zip(sorted(autos.pols()), axes):
        bl = (ant, ant, pol)

        # plot good antennas
        for bl2 in modzs:
            if (bl2[0] not in ex_ants) and (bl2[2] == pol):
                ax.plot(freqs, spec[bl2], 'grey', lw=.5, alpha=.5)
        ax.plot(freqs, overall[pol], 'k--')

        # plot this anetnna
        color = 'r'
        alpha = .75
        if modzs[bl] >= modz_cut:
            alpha = 1
        elif bl[0] in ex_ants:
            color = 'darkviolet'
        else:
            color = 'darkgreen'
        ax.plot(freqs, spec[bl], color, alpha=alpha, label=f'{ant} {pol}\n(z = {np.round(modzs[bl],1)})')

        # decorate axis
        ax.set_yscale(yscale)
        ax.legend(loc=2)
        ax.set_title(f'{pol} {reason}')
In [28]:
len(ants)
Out[28]:
202
In [29]:
def Plot_All_Auto_Metrics():
    for row, ant in enumerate(df['Ant']): 
        # print title of section
        display(HTML(f'<h2>Antenna {ant}: {JD}</h2>'))

        # print metrics
        df_row = df.loc[df['Ant'] == ant]
        df_row = df_row.style.hide_index()\
                       .set_table_styles([dict(selector="th",props=[('max-width', '70pt')])])\
                       .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
                       .applymap(lambda val: 'font-weight: bold' if val in ex_ants else '', subset=['Ant']) \
                       .applymap(lambda val: 'color: red' if val in ex_ants else '', subset=['Ant']) \
                       .applymap(lambda val: 'font-weight: bold' if val > am['parameters']['mean_round_modz_cut'] else '', subset=z_score_cols) \
                       .applymap(lambda val: 'color: red' if val > am['parameters']['mean_round_modz_cut'] else '', subset=z_score_cols)
        display(HTML(df_row.render()))

        # plot spectra and waterfalls
        fig, axes = plt.subplots(2, 6, figsize=(18, 5.5), dpi=(40 * (104 / len(ants))**.5)) # this should help manage filesize

        # plot individual spectra compared to all good antennas
        plot_spectra(axes[:, 0], ant, am['spectra']['mean_spectra_normed'], am['modzs']['r2_shape_modzs'], 
                     mean_round_modz_cut, overall_shape, 'Shape', yscale='linear')
        plot_spectra(axes[:, 1], ant, am['spectra']['mean_spectra'], am['modzs']['r2_power_modzs'], 
                     mean_round_modz_cut, overall_power, 'Power', yscale='log')
        plot_spectra(axes[:, 2], ant, am['spectra']['std_spectra_normed'], am['modzs']['r2_temp_var_modzs'],
                     mean_round_modz_cut, overall_temp_var, 'Temporal Variability', yscale='linear')
        plot_spectra(axes[:, 3], ant, am['spectra']['mean_abs_diff_spectra_normed'], am['modzs']['r2_temp_diff_modzs'],
                     mean_round_modz_cut, overall_temp_diff, 'Temporal Discontinutities', yscale='linear')
        plt.tight_layout()

        # plot linear-scale waterfalls 
        for pol, ax in zip(sorted(autos.pols()), axes[:, 4]):
            bl = (ant, ant, pol)        
            im = ax.imshow(np.where(am['flags'], np.nan, autos[bl].real), 
                           aspect='auto', interpolation='nearest', cmap='inferno',
                           extent=[freqs[0], freqs[-1], times[-1], times[0]])
            ax.set_yticklabels(np.around(lsts[[min(max(np.searchsorted(times, t), 0), len(times) - 1) for t in ax.get_yticks()]], 2))
            ax.set_title(f'{pol} Waterfall (Linear Scale)')

        # plot log-scale mean-divided waterfalls
        for pol, ax in zip(sorted(autos.pols()), axes[:, 5]):
            bl = (ant, ant, pol)
            to_plot = autos[bl].real / avg_good_autos[pol]
            to_plot[am['flags']] = np.nan
            to_plot /= np.nanmean(to_plot)
            im = ax.imshow(np.log10(to_plot), aspect='auto', cmap='seismic', interpolation='nearest', vmin=-.07, vmax=.07,
                           extent=[freqs[0], freqs[-1], times[-1], times[0]])
            ax.set_yticklabels(np.around(lsts[[min(max(np.searchsorted(times, t), 0), len(times) - 1) for t in ax.get_yticks()]], 2))
            ax.set_title(f'{pol} Log(Normalized Waterfall)')

        plt.show()

        # print some whitespace
        display(HTML('<hr style="height:3px">'))

Figure 9: Per-Antenna Statistics, Spectra, and Waterfalls¶

Here we show the metrics for each antenna and the spectra/waterfalls that hopefully explain what led to them. The table reproduces the information from Table 1 above. The first four panels in each row clearly highlight the antenna's spectrum as it compares to the mean good antenna (black) and the distribution of good antennas (gray). Spectra in red were flagged as outliers. Spectra in purple were flagged for some other reason, either another metric or on the other polarization. Good antennas are shown in green. Completely flagged channels (RFI and band edges) appear as white gaps. In the fifth column, the waterfall of that autocorrelation is shown on a linear scale after RFI/band edge flags (white). In the sixth column, we show the log (base 10) of the same waterfall, divided by the average good antennas' waterfall of that polarization and then normalized to an average of 1.

In [30]:
Plot_All_Auto_Metrics()

Antenna 83: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
83 N07 RF_maintenance nn Power inf 117.517300 117.630300 inf inf 0.830356 1.083640 -0.519977 -0.383240

Antenna 117: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
117 N07 RF_maintenance nn Power inf 117.524789 117.635640 inf inf 0.829875 1.084489 -0.500957 -0.397113

Antenna 118: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
118 N07 digital_ok nn Power inf 47.339613 46.914216 inf inf 127.682668 125.080562 1075.370721 1054.008931

Antenna 137: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
137 N07 RF_maintenance nn Power inf 47.156950 46.814361 inf inf 71.449708 71.726978 368.719003 368.437316

Antenna 18: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance ee Temporal Discontinuties 60.046451 3.610308 0.626385 2.551416 0.302775 0.974113 1.160059 24.603795 60.046451

Antenna 208: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
208 N20 dish_maintenance nn Temporal Discontinuties 35.614487 2.172085 2.045171 17.273156 8.665294 1.796908 1.312420 35.614487 1.446129

Antenna 27: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_ok nn Temporal Discontinuties 31.415687 10.300310 21.555901 6.127694 15.682240 1.590500 2.118511 31.415687 5.402966

Antenna 104: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
104 N08 dish_maintenance nn Shape 27.510951 27.510951 -1.245201 8.748003 2.610112 3.771935 2.304982 9.736815 4.268640

Antenna 55: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
55 N04 RF_maintenance ee Shape 26.288052 -0.223593 26.288052 -0.875691 12.969127 -1.610449 2.542881 0.740574 1.709369

Antenna 28: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_ok nn Temporal Discontinuties 24.703678 8.005429 -0.251821 7.450097 0.686298 0.397458 0.663515 24.703678 0.465150

Antenna 87: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Shape 22.619233 -2.703623 22.619233 -1.239134 3.925760 -0.239407 1.207204 1.485115 6.965530

Antenna 59: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
59 N05 RF_maintenance nn Power 18.211912 5.210142 0.076600 18.211912 0.477706 2.062727 0.326150 2.508905 0.195411

Antenna 124: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
124 N09 RF_maintenance nn Power 18.203123 3.936235 2.529504 18.203123 17.688387 2.017178 2.152998 5.345803 2.380051

Antenna 93: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
93 N10 RF_maintenance nn Power 17.996871 3.669773 -0.858235 17.996871 0.955081 1.879675 -0.125527 3.712272 -1.346398

Antenna 92: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
92 N10 RF_maintenance nn Power 17.830339 3.310699 2.324259 17.830339 17.440604 2.004255 2.144355 3.219814 3.304421

Antenna 109: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
109 N10 RF_maintenance nn Power 17.663084 3.477024 1.024033 17.663084 -0.743236 2.003889 1.560496 2.578261 0.334818

Antenna 40: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
40 N04 digital_ok nn Temporal Discontinuties 17.645881 0.827875 0.909330 0.848249 0.945123 0.741991 0.862317 17.645881 1.181122

Antenna 29: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
29 N01 RF_maintenance nn Power 17.643919 5.192306 4.446080 17.643919 17.295708 2.057595 2.194941 2.898206 3.918676

Antenna 209: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
209 N20 dish_maintenance nn Power 16.758612 0.951598 0.955231 16.758612 16.303613 2.071406 2.089729 12.729439 9.774842

Antenna 51: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 digital_ok ee Temporal Discontinuties 16.407196 -0.402305 0.061952 1.058754 -0.296353 0.946586 0.077146 0.566663 16.407196

Antenna 86: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
86 N08 digital_ok ee Power 15.619423 -3.096027 3.212490 -0.321454 15.619423 0.532778 2.544601 9.261614 2.836022

Antenna 112: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
112 N10 digital_ok ee Power 14.342665 -1.418391 1.626347 -0.009167 14.342665 -1.196418 -1.183649 -1.227676 1.029912

Antenna 32: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance ee Shape 13.177440 8.926856 13.177440 0.095621 0.802418 -0.896627 -0.572096 1.205031 1.910822

Antenna 329: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Power 11.007097 3.559260 3.086680 11.007097 10.330479 2.010071 2.158311 2.515934 2.204973

Antenna 211: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
211 N20 RF_maintenance nn Power 10.927680 3.432602 0.223479 10.927680 -0.332385 2.006979 -0.593474 2.773157 -0.127046

Antenna 34: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Power 10.869894 0.249711 4.990228 -0.267192 10.869894 -1.362781 2.202875 -1.037585 2.056663

Antenna 47: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
47 N06 not_connected nn Power 10.557685 5.316055 4.098490 10.557685 10.418416 2.041933 1.677484 1.662626 2.883553

Antenna 200: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
200 N18 RF_maintenance ee Power 10.445086 -0.432560 3.087424 -1.262296 10.445086 -1.363320 2.152208 -0.379139 2.418634

Antenna 131: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
131 N11 not_connected nn Power 10.428298 3.337504 -1.356166 10.428298 -0.612833 0.836059 -1.303972 1.100680 -0.959937

Antenna 61: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
61 N06 not_connected ee Power 10.374881 -0.353279 4.907278 -0.927996 10.374881 -1.041415 2.206166 -0.039236 1.398492

Antenna 246: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score 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 dish_maintenance nn Power 10.338093 3.510170 3.177023 10.338093 5.263098 2.005180 0.478430 2.216962 2.000922

Antenna 153: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
153 N16 digital_ok ee Power 10.283332 -0.063625 2.677195 -0.855378 10.283332 -1.127997 2.149853 -0.274519 1.889767

Antenna 78: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 9.024950 0.712468 9.024950 0.328596 0.450093 -0.683019 -0.618832 -1.055272 0.594290

Antenna 54: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 dish_maintenance ee Shape 8.686752 1.831402 8.686752 5.545324 4.432862 1.300273 1.717100 2.024717 2.885532

Antenna 121: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
121 N08 digital_ok nn Temporal Discontinuties 8.548686 2.483873 -1.135421 6.916693 1.330614 2.711740 0.723658 8.548686 0.868863

Antenna 37: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
37 N03 digital_ok nn Power 8.168911 6.545396 3.907769 8.168911 5.900095 3.201209 2.873245 7.813936 1.935143

Antenna 110: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance ee Shape 7.989583 -0.455594 7.989583 -1.170409 -0.292914 -1.186231 -0.336129 -0.654291 -0.908446

Antenna 15: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
15 N01 digital_ok ee Shape 7.153482 -0.406680 7.153482 -0.604819 1.133191 -0.338108 -0.724430 -0.004585 0.611869

Antenna 42: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Power 6.929292 3.449323 0.606368 6.929292 0.356238 2.631337 0.669880 2.260456 0.447763

Antenna 111: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
111 N10 RF_maintenance ee Shape 6.927073 1.919543 6.927073 1.228399 1.781651 0.584672 -0.151525 0.560040 1.048795

Antenna 96: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
96 N11 not_connected nn Shape 6.322319 6.322319 -0.676214 -0.182647 0.511282 -1.367818 -0.448823 0.008695 -1.291139

Antenna 4: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 5.632027 5.632027 -0.307462 -0.765934 -0.874628 0.364046 -1.607212 3.532947 -0.838222

Antenna 120: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
120 N08 RF_maintenance ee Temporal Discontinuties 5.475316 -3.771505 -1.649845 -0.041521 2.752349 0.723664 2.735344 3.925571 5.475316

Antenna 156: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance ee Power 5.100171 1.393473 4.916710 0.293972 5.100171 0.186769 2.083166 0.083791 1.878442

Antenna 94: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Shape 4.864606 4.864606 1.561874 4.270178 0.403106 1.994285 0.542686 1.717736 0.427048

Antenna 88: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
88 N09 digital_ok ee Temporal Discontinuties 4.728029 0.827627 -0.186639 0.829856 0.070363 0.758399 0.400737 3.180461 4.728029

Antenna 103: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
103 N08 digital_ok nn Temporal Discontinuties 4.562376 -3.418268 -3.400705 0.353427 -1.216696 1.017756 -0.737284 4.562376 1.345666

Antenna 7: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
7 N02 digital_ok ee Temporal Discontinuties 4.533428 -0.156394 -0.458893 -0.500569 -1.207588 -0.089526 -0.691918 2.997244 4.533428

Antenna 169: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
169 N15 digital_ok nn Shape 4.510238 4.510238 0.882331 0.342606 0.212678 -0.605894 0.371528 0.039202 0.066467

Antenna 17: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
17 N01 digital_ok nn Power 4.433335 2.634020 0.731715 4.433335 1.604413 2.527759 1.556151 3.953297 0.863740

Antenna 151: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
151 N16 digital_ok ee Shape 4.317175 0.007484 4.317175 1.139537 -0.715374 0.412653 -0.957785 2.704724 -0.033018

Antenna 38: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
38 N03 digital_ok nn Temporal Discontinuties 4.137469 -0.019064 -0.582512 0.818135 -0.582058 0.880609 -0.329247 4.137469 0.444603

Antenna 9: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
9 N02 digital_ok ee Power 3.940869 -0.081138 2.183448 0.471613 3.940869 0.425069 2.035752 0.184561 1.682493

Antenna 5: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
5 N01 digital_ok nn Power 3.771655 1.645926 -0.133779 3.771655 0.092021 2.350910 0.475961 1.335378 0.085645

Antenna 227: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
227 N20 RF_ok ee Temporal Discontinuties 3.742975 -1.310994 1.296619 -0.806592 0.737890 -1.752732 -0.168497 -0.205404 3.742975

Antenna 192: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
192 N16 digital_ok nn Shape 3.742872 3.742872 3.354823 2.378765 2.292001 1.522429 1.557606 -1.566101 -1.565661

Antenna 63: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
63 N06 not_connected nn Shape 3.618329 3.618329 -0.096920 2.301309 -0.744647 1.451518 -1.498733 -1.549646 -0.790603

Antenna 41: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
41 N04 digital_ok nn Power 3.613104 1.943435 -0.406422 3.613104 0.222028 2.352503 0.372564 1.304322 0.143420

Antenna 90: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance nn Temporal Discontinuties 3.580911 1.189926 -0.563526 1.348880 -0.063384 1.172353 0.410710 3.580911 2.094057

Antenna 173: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
173 N16 digital_ok nn Shape 3.422476 3.422476 3.071024 2.137831 2.070849 1.287815 1.357801 -1.591583 -1.581509

Antenna 193: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
193 N16 digital_ok ee Shape 3.300892 3.157943 3.300892 2.024410 2.275022 1.167377 1.532590 -1.635321 -1.570957

Antenna 102: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
102 N08 RF_maintenance nn Temporal Discontinuties 3.130266 -1.630991 -1.874919 -0.948820 -1.256776 -0.368961 -0.724004 3.130266 1.291837

Antenna 134: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
134 N11 not_connected ee Power 3.047322 0.165448 2.736733 1.771049 3.047322 0.628491 0.459788 -1.597701 1.904394

Antenna 158: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 digital_ok nn Temporal Discontinuties 3.007308 0.303353 0.236346 -0.204926 -0.280550 -0.245772 -0.047371 3.007308 0.511555

Antenna 31: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
31 N02 digital_ok nn Temporal Discontinuties 2.926526 1.481572 -0.141098 1.181093 -0.136056 1.253887 0.301741 2.926526 0.164966

Antenna 191: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
191 N15 digital_ok ee Temporal Discontinuties 2.852580 1.145956 0.871101 0.560442 0.206281 0.507136 0.221334 0.204956 2.852580

Antenna 170: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
170 N15 digital_ok ee Shape 2.831766 1.177806 2.831766 0.496272 2.805802 0.366281 2.357756 0.293541 2.379536

Antenna 73: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance nn Power 2.823995 1.898410 -0.147852 2.823995 -0.157611 1.794356 0.229729 1.232142 0.496934

Antenna 8: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
8 N02 RF_maintenance nn Shape 2.622403 2.622403 2.196302 1.552187 1.480691 0.686732 0.776766 -1.419562 -1.506276

Antenna 53: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
53 N03 digital_ok ee Temporal Discontinuties 2.602514 -0.165440 -0.651902 -0.052783 -0.003216 -0.070277 0.315117 1.655496 2.602514

Antenna 125: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance ee Power 2.593166 0.326328 2.420272 0.041674 2.593166 0.092293 1.284513 -0.061581 0.955214

Antenna 77: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
77 N06 not_connected ee Shape 2.576927 0.189462 2.576927 -0.570735 -0.968348 -1.420145 -0.856470 -0.840983 -0.315773

Antenna 58: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
58 N05 RF_maintenance ee Shape 2.490425 2.338572 2.490425 1.427875 1.658099 0.550378 0.947695 -1.582135 -1.547566

Antenna 101: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
101 N08 digital_ok nn Temporal Discontinuties 2.464713 -1.695018 -2.010198 0.584722 -0.564318 1.101414 0.316168 2.464713 1.835042

Antenna 113: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
113 N11 not_connected nn Power 2.444838 0.690917 0.530515 2.444838 2.335178 1.307822 1.342884 -1.577150 -1.545027

Antenna 147: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
147 N15 digital_ok ee Shape 2.436367 1.213154 2.436367 0.692455 1.138759 0.565146 0.830462 0.200151 0.411033

Antenna 70: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
70 N04 digital_ok ee Power 2.426057 0.691765 1.805593 0.771846 2.426057 0.874237 1.528798 0.608481 0.872175

Antenna 68: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
68 N03 RF_ok nn Temporal Discontinuties 2.357768 0.202898 -0.038698 1.266749 1.314867 0.971630 1.252275 2.357768 1.984872

Antenna 60: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
60 N05 RF_maintenance nn Temporal Discontinuties 2.330102 0.342344 0.002190 0.538148 0.113217 0.419929 -0.031636 2.330102 0.564103

Antenna 262: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
262 N20 RF_maintenance nn Shape 2.309083 2.309083 1.794451 -0.173683 -0.269301 -0.315002 -0.019994 -0.050152 -0.045427

Antenna 333: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
333 N12 dish_maintenance nn Power 2.267089 0.646188 -0.314409 2.267089 -0.624035 1.151246 -0.732688 -1.590555 -0.091895

Antenna 201: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
201 N18 RF_maintenance nn Power 2.188702 0.397296 -0.394960 2.188702 1.211324 1.074508 0.310442 -1.605513 -1.464426

Antenna 20: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
20 N02 digital_ok ee Power 2.136565 -0.089595 1.538229 0.587371 2.136565 0.460365 1.716850 0.292953 1.150044

Antenna 123: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 N08 digital_ok ee Power 2.083156 -1.388253 -0.169123 0.863030 2.083156 0.120899 1.447641 0.799356 -0.173759

Antenna 202: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
202 N18 digital_ok nn Temporal Discontinuties 2.057554 1.801425 -0.604737 1.096443 0.299897 0.063144 -0.701938 2.057554 -1.280659

Antenna 114: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
114 N11 not_connected ee Power 1.947368 -0.940850 0.258607 -1.224167 1.947368 -1.723028 0.987409 -0.721317 -1.538168

Antenna 149: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
149 N15 digital_ok ee Shape 1.890485 0.917708 1.890485 -0.112712 0.540906 -0.095864 0.517166 -0.000777 0.253065

Antenna 107: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
107 N09 digital_ok nn Temporal Discontinuties 1.840692 -1.998568 -1.713630 -1.274211 -0.930357 -0.857942 -0.140617 1.840692 1.395325

Antenna 69: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
69 N04 digital_ok ee Temporal Discontinuties 1.803352 0.861672 0.472180 -0.001164 0.339632 -0.091287 0.393440 0.008087 1.803352

Antenna 50: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
50 N03 RF_maintenance ee Temporal Discontinuties 1.801707 -0.330318 -0.311192 0.523267 0.738786 0.712108 0.957451 0.201102 1.801707

Antenna 179: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
179 N12 RF_maintenance nn Shape 1.715007 1.715007 0.858559 0.954176 0.129995 0.829990 0.165603 0.429115 0.019851

Antenna 84: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
84 N08 RF_ok nn Power 1.678818 -0.465425 -1.552104 1.678818 1.123782 0.989925 0.573928 -0.174129 -0.049786

Antenna 45: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 digital_ok nn Temporal Discontinuties 1.596119 1.278688 0.026862 0.333303 0.500915 0.375220 0.604102 1.596119 0.318396

Antenna 80: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
80 N11 not_connected nn Power 1.584452 -0.094400 -1.231865 1.584452 -0.415746 0.468145 -1.341054 -1.550933 -0.992571

Antenna 189: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
189 N15 digital_ok nn Power 1.566902 -0.108603 -0.428501 1.566902 1.380445 0.444262 0.389002 -1.567429 -1.518617

Antenna 210: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
210 N20 dish_maintenance ee Shape 1.486421 0.983592 1.486421 0.129483 -0.310085 0.069467 -0.143728 -0.031993 -0.048523

Antenna 122: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
122 N08 digital_ok ee Temporal Discontinuties 1.481138 -2.121841 -1.958953 -1.186618 -1.093498 -0.866764 -0.052558 0.970900 1.481138

Antenna 22: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
22 N06 not_connected ee Power 1.457091 -0.414867 0.018056 -1.087121 1.457091 -1.308405 0.285900 -0.546925 0.694029

Antenna 91: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
91 N09 digital_ok ee Temporal Discontinuties 1.455151 0.991726 0.804550 0.103345 0.286264 0.010641 0.042222 0.385849 1.455151

Antenna 167: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
167 N15 digital_ok ee Shape 1.423440 1.309939 1.423440 0.326177 0.213930 0.200303 0.300197 0.127466 0.038352

Antenna 85: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
85 N08 digital_ok ee Temporal Discontinuties 1.329487 -2.409652 -2.428930 -1.365772 -1.353350 -0.740460 -0.616843 1.310702 1.329487

Antenna 89: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
89 N09 RF_maintenance nn Shape 1.279922 1.279922 0.726982 0.489060 0.140689 0.344370 0.217685 0.118831 0.004592

Antenna 135: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
135 N12 RF_maintenance nn Shape 1.269314 1.269314 -0.498903 0.686915 -0.823416 0.418696 -1.567696 0.462964 -0.862451

Antenna 71: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
71 N04 digital_ok ee Shape 1.249439 0.148132 1.249439 0.001164 -0.928807 0.095430 -0.600596 0.206846 -0.412046

Antenna 128: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
128 N10 digital_ok nn Temporal Discontinuties 1.220836 0.009639 0.722174 -0.576656 -0.090023 -0.481290 0.043061 1.220836 0.079803

Antenna 67: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
67 N03 digital_ok nn Temporal Variability 1.220609 0.607941 -0.638702 1.069668 -0.795972 1.220609 -0.291689 0.666083 0.212180

Antenna 171: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
171 N16 digital_ok ee Power 1.220552 0.089852 -0.037406 1.076262 1.220552 0.162613 0.305896 0.536558 0.475825

Antenna 324: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
324 N04 not_connected nn Shape 1.196774 1.196774 0.628875 0.392049 0.203572 -0.450356 -0.528773 -1.382322 -1.192716

Antenna 52: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
52 N03 RF_maintenance ee Shape 1.177575 0.657988 1.177575 -0.176411 0.748828 -0.043724 0.794861 0.263951 1.085850

Antenna 190: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
190 N15 digital_ok ee Shape 1.067738 0.386115 1.067738 -0.353699 -0.049600 -0.523027 0.027953 -0.167851 0.107104

Antenna 108: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
108 N09 RF_maintenance nn Shape 1.050357 1.050357 -0.811109 0.242124 -1.119765 0.140323 -1.000150 0.031970 -0.274952

Antenna 97: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
97 N11 not_connected nn Temporal Discontinuties 1.047079 -0.219233 -0.745055 -0.699669 -1.310871 -0.928154 -1.280143 1.047079 -0.596855

Antenna 244: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
244 N20 RF_maintenance nn Shape 1.011865 1.011865 -0.002190 0.402702 -0.554530 -0.111563 -0.752200 0.178670 -0.206036

Antenna 36: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance nn Shape 0.958191 0.958191 0.868122 0.475025 0.733131 0.584173 0.782715 0.643028 0.490130

Antenna 168: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
168 N15 digital_ok ee Shape 0.952756 0.528784 0.952756 -0.051451 0.387373 -0.016210 0.408614 -0.032880 0.183807

Antenna 157: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
157 N12 digital_ok nn Shape 0.941682 0.941682 0.584596 0.195708 -0.174481 0.228511 0.002868 0.028408 -0.073688

Antenna 79: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
79 N11 not_connected ee Temporal Discontinuties 0.935650 -1.005185 0.727556 -1.222259 0.357492 -1.614492 -0.265743 -0.720604 0.935650

Antenna 148: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
148 N15 digital_ok nn Shape 0.894094 0.894094 0.434740 0.350095 -0.203425 0.193102 -0.089809 0.047830 -0.142253

Antenna 62: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
62 N06 digital_ok ee Power 0.884331 0.787366 -0.404894 0.177322 0.884331 -0.711406 0.009352 -1.335165 0.711992

Antenna 66: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
66 N03 digital_ok nn Temporal Variability 0.874846 -0.647788 -0.290263 0.677698 0.671283 0.874846 0.734027 0.823093 0.291874

Antenna 136: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance nn Temporal Discontinuties 0.855893 0.842296 -1.025241 0.076368 -1.242445 0.112817 -1.008770 0.855893 -0.629406

Antenna 64: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
64 N06 not_connected ee Temporal Discontinuties 0.844987 -0.506430 -0.369909 -0.390063 -1.064754 -0.733248 -1.100787 -0.148969 0.844987

Antenna 150: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 digital_ok ee Shape 0.809814 0.515023 0.809814 -0.086283 -0.042847 -0.002868 0.112967 -0.143987 -0.005167

Antenna 127: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance ee Power 0.784952 0.680052 -0.989545 -0.100494 0.784952 0.024323 -0.252199 0.408957 -1.413396

Antenna 106: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Power 0.776099 -0.377492 0.578433 -0.380688 0.776099 -0.442482 0.336496 -0.250140 0.725145

Antenna 155: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
155 N12 RF_maintenance ee Power 0.743355 -1.247353 -0.963009 -0.854324 0.743355 -1.664206 -0.399828 -0.932620 -1.347642

Antenna 56: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
56 N04 digital_ok nn Temporal Variability 0.739463 0.388841 -0.501142 -0.139135 -0.784061 0.739463 -0.267685 0.101252 -0.324754

Antenna 43: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
43 N05 RF_maintenance nn Temporal Discontinuties 0.732763 -0.181283 -0.593040 0.619824 -1.268591 0.554098 -1.125948 0.732763 -0.609954

Antenna 30: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Discontinuties 0.682899 -0.291931 0.164330 -1.248250 -0.303974 -1.177473 -1.233612 -0.591430 0.682899

Antenna 65: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
65 N03 digital_ok ee Temporal Variability 0.587074 -0.544219 -0.467156 -0.449838 0.290935 -0.137735 0.587074 0.139374 0.157477

Antenna 229: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
229 N20 RF_maintenance nn Power 0.557908 -0.944152 -1.161863 0.557908 -0.001583 -0.666577 -1.084517 -1.433391 -1.087667

Antenna 49: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
49 N06 not_connected ee Power 0.549142 -0.147790 -0.483323 -0.825243 0.549142 -1.789113 0.307897 -0.578298 0.279544

Antenna 19: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
19 N02 digital_ok nn Temporal Discontinuties 0.518383 0.304675 -0.393986 -0.030104 -0.849691 0.143818 -0.532529 0.518383 -0.273303

Antenna 57: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance nn Temporal Discontinuties 0.518112 -0.685104 -0.287975 -0.169065 0.055915 -0.051612 0.113753 0.518112 0.236195

Antenna 10: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
10 N02 digital_ok ee Shape 0.506969 -0.381569 0.506969 -1.246557 0.185614 -1.115066 -0.726007 -0.546537 -1.293170

Antenna 48: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
48 N06 not_connected nn Shape 0.505713 0.505713 -0.216414 0.203082 -0.789211 -0.722029 -1.538672 -1.338227 -0.879175

Antenna 3: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
3 N01 digital_ok ee Temporal Variability 0.417960 -0.355464 -0.192301 -0.909013 0.193930 -0.634903 0.417960 -0.453727 0.106728

Antenna 152: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
152 N16 digital_ok ee Temporal Discontinuties 0.399582 -0.442783 -0.640119 -1.144095 -1.263197 -1.381603 -1.296997 -0.618677 0.399582

Antenna 126: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Shape 0.363688 0.244507 0.363688 0.236059 -0.103417 0.276612 -0.142081 0.000777 0.227163

Antenna 44: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
44 N05 digital_ok nn Temporal Variability 0.345155 -0.032301 -0.447208 0.004733 -1.285624 0.345155 -1.031944 0.032338 -0.501767

Antenna 325: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
325 N09 digital_ok ee Power 0.304366 -0.643717 -0.834315 -1.212301 0.304366 -1.354476 -0.682404 -0.582011 -1.264148

Antenna 21: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
21 N02 digital_ok ee Shape 0.233660 -0.267597 0.233660 -0.024661 -0.505975 0.151213 -0.315707 -0.021179 -0.149444

Antenna 72: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
72 N04 digital_ok ee Temporal Discontinuties 0.208873 -0.532754 0.095347 -0.152548 -0.224304 0.055987 -0.229774 0.046091 0.208873

Antenna 320: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
320 N03 digital_ok nn Temporal Discontinuties 0.159883 -0.277033 -0.393111 -1.263673 -1.293117 -1.299078 -1.233378 0.159883 -0.514138

Antenna 105: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
105 N09 digital_ok nn Shape 0.148932 0.148932 -0.802082 -0.093849 -0.937852 -0.093611 -0.754628 -0.099839 -0.301073

Antenna 172: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
172 N16 digital_ok nn Temporal Discontinuties 0.129725 -0.177678 0.052658 -0.077507 -0.265508 -0.311474 -1.117224 0.129725 -0.971311

Antenna 16: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
16 N01 RF_maintenance nn Shape 0.080010 0.080010 -0.015512 -0.570405 -0.404262 -1.642017 -1.320744 -1.053549 -1.084534

Antenna 35: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
35 N06 not_connected ee Shape 0.079874 -0.200976 0.079874 -1.099437 -0.298773 -1.643026 -1.188030 -0.781500 -1.096290

Antenna 46: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
46 N05 RF_maintenance ee Temporal Discontinuties -0.014424 -0.218007 -0.561066 -1.017775 -0.319834 -1.593765 -0.113922 -0.754416 -0.014424

Antenna 95: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
95 N11 not_connected nn Power -0.082253 -1.236058 -0.550486 -0.082253 -0.747194 -1.227090 -0.959761 -1.059041 -0.154763

Antenna 245: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
245 N20 RF_maintenance ee Power -0.094007 -0.786034 -0.989114 -1.305790 -0.094007 -1.419058 -1.066849 -0.561536 -1.183758

Antenna 228: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
228 N20 RF_maintenance nn Shape -0.183050 -0.183050 -0.841585 -0.917489 -0.365994 -1.323082 -1.187694 -0.420572 -0.794351

Antenna 74: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
74 N05 RF_maintenance ee Shape -0.207783 -0.411771 -0.207783 -1.237251 -0.599989 -0.755417 -1.359467 -0.456590 -0.943670

Antenna 261: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
261 N20 RF_maintenance ee Power -0.216256 -1.369092 -1.198012 -0.609212 -0.216256 -1.668930 -1.163790 -1.039204 -0.823131

Antenna 115: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
115 N11 not_connected nn Power -0.372720 -1.069842 -0.668929 -0.372720 -1.279923 -1.313303 -1.351683 -0.920818 -0.621190

Antenna 133: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
133 N11 not_connected ee Temporal Discontinuties -0.508964 -1.512211 -0.855064 -0.839306 -1.265756 -1.798427 -1.340485 -0.863610 -0.508964

Antenna 132: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
132 N11 not_connected ee Power -0.525943 -0.680221 -1.271924 -1.280194 -0.525943 -1.644508 -1.438249 -0.727943 -1.022177

Antenna 154: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
154 N16 digital_ok ee Power -0.553243 -1.177614 -1.160032 -1.167552 -0.553243 -1.752065 -1.393259 -0.707227 -0.996218

Antenna 81: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
81 N07 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 82: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
82 N07 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 139: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
139 N13 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 140: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
140 N13 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 141: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
141 N13 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 142: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
142 N13 RF_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 143: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
143 N14 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 144: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 145: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
145 N14 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 146: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
146 N14 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 159: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
159 N13 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 160: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
160 N13 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 161: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
161 N13 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 162: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
162 N13 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 163: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
163 N14 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 164: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
164 N14 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 165: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
165 N14 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 166: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 180: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
180 N13 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 181: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
181 N13 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 182: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
182 N13 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 183: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
183 N13 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 184: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
184 N14 dish_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 185: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
185 N14 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 186: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
186 N14 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 187: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
187 N14 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 204: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
204 N19 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 205: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
205 N19 RF_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 206: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
206 N19 RF_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 207: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
207 N19 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 220: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
220 N18 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 221: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
221 N18 RF_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 222: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
222 N18 RF_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 223: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
223 N19 RF_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 224: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
224 N19 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 225: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
225 N19 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 226: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
226 N19 RF_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 237: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
237 N18 RF_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 238: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
238 N18 RF_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 239: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
239 N18 RF_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 240: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score 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

Antenna 241: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
241 N19 RF_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 242: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
242 N19 RF_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 243: 2460118

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
243 N19 RF_ok nn Shape nan nan nan inf inf nan nan nan nan
In [31]:
from hera_qm import __version__
print(__version__)

2.1.1.dev3+gb291d34
In [ ]: