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 = "2459852"
data_path = "/mnt/sn1/2459852"
In [4]:
from astropy.time import Time
utc = Time(JD, format='jd').datetime
print(f'Date: {utc.month}-{utc.day}-{utc.year}')

Date: 9-29-2022
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/sn1/2459852 on JD 2459852...
Found auto_metrics results file at /mnt/sn1/2459852/zen.2459852.25278.sum.auto_metrics.h5.
Found 1850 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: [8, 10, 18, 21, 22, 27, 28, 31, 32, 33, 34, 35, 36, 40, 43, 44, 46, 47, 48, 49, 50, 51, 52, 54, 55, 57, 58, 59, 60, 61, 62, 63, 64, 68, 70, 72, 73, 74, 75, 77, 78, 84, 86, 87, 91, 92, 101, 102, 103, 104, 108, 109, 110, 111, 117, 119, 120, 121, 122, 123, 124, 126, 135, 137, 140, 141, 142, 144, 145, 149, 150, 151, 152, 153, 154, 155, 156, 158, 160, 161, 165, 166, 167, 171, 173, 178, 179, 180, 181, 182, 189, 190, 191, 192, 193, 200, 201, 202, 203, 219, 220, 221, 222, 237, 238, 239, 320, 321, 322, 323, 324, 325, 329, 333]
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 ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
151 N16 not_connected nn Temporal Discontinuties 400.499977 6.074009 2.870741 2.417418 0.614273 140.391350 205.871546 399.061122 400.499977
181 N13 digital_ok nn Shape 56.791628 13.370008 56.791628 26.419293 3.046397 15.651503 21.168395 16.781306 14.166232
92 N10 RF_maintenance ee Shape 48.495496 48.495496 45.531578 1.591816 1.799688 9.950936 15.995607 9.308606 10.392688
167 N15 digital_ok ee Shape 45.458710 45.458710 43.172461 2.299288 2.219284 15.331346 10.717737 13.354979 12.594282
142 N13 digital_ok ee Shape 44.968842 44.968842 16.640910 2.380843 28.067134 8.850754 19.884699 10.100684 16.458624
33 N02 RF_maintenance nn Shape 43.220761 -0.108163 43.220761 -0.687409 1.198525 -0.429776 14.079413 0.494040 5.671897
28 N01 RF_maintenance nn Shape 42.820996 26.193161 42.820996 1.102180 1.675181 9.367529 22.305562 9.181491 13.287481
200 N18 RF_maintenance nn Shape 42.676192 13.721196 42.676192 8.503694 13.325663 15.481006 15.505904 16.811791 14.270269
68 N03 digital_ok nn Power 39.489012 0.280794 29.407291 0.544983 39.489012 0.062756 19.312562 0.010555 16.535128
120 N08 RF_maintenance nn Power 37.597911 1.432051 23.643689 10.778482 37.597911 6.482700 19.861217 12.337463 16.717067
84 N08 digital_ok nn Power 37.309660 6.708118 21.962876 -0.351655 37.309660 -1.388262 19.284236 -1.024322 16.481224
51 N03 digital_ok ee Power 35.154569 24.335003 5.314995 35.154569 2.247695 15.028492 2.857292 17.120810 3.137725
161 N13 digital_ok nn Shape 33.009958 0.160995 33.009958 -0.915127 0.991707 -0.669427 8.865125 -0.279609 6.083698
103 N08 digital_ok nn Power 32.776831 20.992069 21.148251 30.987800 32.776831 16.096043 20.346564 17.186432 16.793870
110 N10 RF_maintenance ee Shape 30.923847 30.923847 13.675496 0.870483 1.966056 12.039313 11.764239 5.806499 7.928258
108 N09 digital_ok ee Temporal Variability 30.025347 5.857166 2.473961 8.657414 -0.743040 30.025347 -0.285812 9.054680 -0.056625
179 N12 digital_ok nn Power 29.699293 14.401679 18.708947 26.577140 29.699293 15.896520 20.186459 16.620306 16.185634
117 N07 digital_ok nn Power 29.271484 13.816869 17.701358 26.216631 29.271484 15.779585 20.049873 16.674647 16.448426
75 N05 digital_maintenance nn Power 28.483119 3.955408 16.360006 9.180905 28.483119 5.540399 20.081930 9.652394 16.542264
190 N15 digital_ok nn Power 28.456654 10.496100 16.204838 20.853953 28.456654 13.282114 20.024808 16.975208 16.367897
135 N12 digital_maintenance nn Power 28.351495 0.088031 16.608631 5.802777 28.351495 2.426509 20.034128 7.883218 16.376252
102 N08 RF_maintenance nn Power 28.323583 7.473371 17.612225 22.971149 28.323583 10.220983 20.032865 12.545442 16.655930
201 N18 RF_ok ee Power 28.274228 9.212631 9.162485 28.274228 26.088883 14.488049 17.083054 16.190289 15.585111
145 N14 RF_maintenance nn Power 28.235116 13.543759 17.335743 26.246330 28.235116 15.691383 19.884723 16.796230 16.625922
58 N05 digital_maintenance nn Power 28.228954 14.140699 16.799798 25.817632 28.228954 15.691258 20.076315 16.873923 16.542281
149 N15 RF_maintenance nn Power 28.204823 4.183151 16.259003 0.729953 28.204823 -0.921859 19.884265 0.311694 16.437369
55 N04 digital_ok nn Power 28.186270 0.503541 16.894284 0.086756 28.186270 7.496430 19.866846 0.043526 16.413323
60 N05 digital_maintenance nn Power 28.118259 13.526697 16.659967 25.954312 28.118259 15.613264 19.951122 16.783592 16.591370
193 N16 not_connected ee Power 28.070139 8.640062 3.158326 28.070139 17.020841 14.166186 7.818951 16.070877 11.804487
150 N15 RF_maintenance nn Power 28.062292 13.358926 16.096783 26.010512 28.062292 15.635094 19.883910 16.768849 16.523474
140 N13 digital_ok nn Power 27.929151 12.867898 16.492330 25.361214 27.929151 15.511961 19.790187 16.798479 16.533953
160 N13 digital_ok nn Power 27.928134 13.873439 16.328506 25.845021 27.928134 15.488002 19.751092 16.799302 16.465160
104 N08 RF_maintenance nn Temporal Discontinuties 27.891069 8.692413 26.918077 6.543801 23.267666 1.738419 14.825847 5.077492 27.891069
18 N01 RF_maintenance nn Shape 27.761009 9.831353 27.761009 0.351709 1.040571 6.676137 13.569214 3.294425 6.368744
46 N05 digital_ok nn Power 27.747721 -1.219745 15.761808 1.448143 27.747721 1.353071 20.008869 0.969797 16.551594
27 N01 RF_maintenance nn Power 27.634721 13.021063 15.740823 26.019528 27.634721 15.599037 19.820341 16.795790 16.529423
109 N10 digital_ok nn Power 27.323651 -1.244722 16.204088 -0.145749 27.323651 -0.180435 19.806004 -0.658077 16.474151
182 N13 RF_maintenance nn Power 27.277286 4.571969 15.488824 20.647749 27.277286 8.387869 19.758013 13.633882 16.400584
73 N05 digital_ok nn Power 27.269700 12.497565 15.328130 25.413281 27.269700 15.444994 19.798294 16.865067 16.448382
192 N16 not_connected nn Power 27.263089 4.378651 9.307011 22.375702 27.263089 11.794485 18.473966 13.750226 15.784233
74 N05 digital_maintenance ee Power 26.863803 13.525888 11.401341 26.863803 26.509387 15.896262 14.877988 16.718374 12.272428
180 N13 RF_maintenance nn Power 26.573518 1.337568 11.944438 0.045920 26.573518 -0.936383 14.336529 -0.317848 11.418353
111 N10 digital_ok nn Power 26.474660 -0.139876 12.271393 -0.564861 26.474660 0.101989 15.904759 -0.593956 10.687938
54 N04 digital_ok ee Power 26.004177 13.231309 -0.217464 26.004177 -0.933908 15.672972 1.429151 16.735702 -0.925418
156 N12 digital_ok ee Power 25.650014 13.023164 -0.956063 25.650014 1.919727 14.866347 0.792503 15.380068 1.147578
43 N05 digital_maintenance ee Power 25.617335 12.846803 2.226267 25.617335 -0.110991 15.619158 0.168742 16.748950 -0.510269
119 N07 RF_maintenance nn Temporal Variability 25.428324 2.971010 5.836029 7.598109 5.622531 2.743091 25.428324 5.739028 4.268218
155 N12 digital_maintenance ee Power 24.999736 13.305843 0.308307 24.999736 1.344503 15.370847 1.941744 16.531116 1.918939
22 N06 not_connected ee Shape 24.551891 24.551891 16.327851 4.176345 12.018639 7.800569 6.698770 7.269220 9.999952
8 N02 RF_maintenance ee Power 23.926988 6.008037 6.676340 23.926988 23.529426 11.243421 14.655352 14.836444 14.787845
189 N15 digital_ok ee Power 22.602050 6.733959 6.470249 22.602050 19.766221 9.651122 12.566184 14.593591 13.402148
32 N02 RF_maintenance ee Power 22.429981 7.967523 11.952485 22.429981 22.314322 14.828275 16.673028 15.649270 14.435019
191 N15 digital_ok ee Power 21.981270 4.956696 3.432609 21.981270 18.659540 9.568455 9.822428 14.167032 12.948847
21 N02 digital_ok nn Power 21.398583 1.095548 5.232556 5.903841 21.398583 2.033361 12.805782 3.858249 13.823950
158 N12 digital_ok ee Power 21.382546 3.635407 -1.180731 21.382546 2.918424 11.027363 0.694844 13.564304 5.373574
78 N06 not_connected ee Shape 21.127065 21.127065 2.182967 10.547545 13.337223 8.089456 5.751043 8.489643 9.991319
50 N03 RF_maintenance nn Shape 20.658504 0.499096 20.658504 -0.785708 0.417504 2.534650 7.631979 0.419170 5.422864
63 N06 not_connected nn Temporal Variability 19.892335 2.710473 16.361543 13.745266 10.544844 4.451790 19.892335 9.692541 16.498219
320 N03 dish_maintenance nn Temporal Variability 19.840546 0.641621 14.764050 3.112027 17.304725 1.051735 19.840546 1.857551 16.476570
173 N16 not_connected nn Temporal Variability 19.806916 15.289200 16.388646 7.232548 9.505554 15.391762 19.806916 16.992208 16.714445
322 N05 digital_maintenance nn Power 19.506822 2.933158 4.414322 14.003640 19.506822 6.430570 11.514605 8.740744 11.947415
59 N05 digital_maintenance ee Shape 19.368184 19.368184 3.246582 2.186928 0.127206 5.347286 0.468716 5.050586 0.591528
324 N04 not_connected nn Power 18.372646 2.706002 4.597277 17.148296 18.372646 7.836033 10.196808 10.427513 11.261663
323 N02 not_connected nn Power 18.175388 11.476702 3.223065 1.021448 18.175388 5.731667 10.728076 7.663645 11.109472
48 N06 not_connected nn Power 17.930810 2.751524 4.600523 16.019201 17.930810 7.600349 7.748574 10.669393 12.286929
325 N09 dish_ok ee Power 17.308264 -0.064749 0.560713 17.308264 10.007200 7.156184 3.554511 10.182152 6.431504
178 N12 digital_ok ee Power 17.209617 4.514699 0.178190 17.209617 4.491031 7.960917 2.898455 15.731461 5.101299
49 N06 not_connected nn Power 17.050556 2.070024 2.970319 9.807402 17.050556 4.825245 8.990476 6.522498 11.145603
62 N06 not_connected nn Power 16.771258 1.731192 3.127974 13.761256 16.771258 5.836025 10.054203 9.655734 11.462341
34 N06 not_connected ee Temporal Discontinuties 16.692812 13.817689 4.602917 9.199763 10.414589 15.603567 3.644895 16.692812 8.429692
47 N06 not_connected ee Temporal Discontinuties 16.688579 14.258945 4.158662 8.621421 9.431998 15.638846 3.425084 16.688579 7.750272
153 N16 not_connected ee Temporal Discontinuties 16.682260 13.327521 1.497490 8.353513 10.042711 15.744328 3.541920 16.682260 7.187241
31 N02 digital_ok nn Power 16.313292 3.023714 2.508793 12.497740 16.313292 3.668704 4.474453 9.005893 12.337871
202 N18 RF_ok ee Power 15.389183 2.464513 6.503931 15.389183 -0.395203 6.245688 6.932660 10.836789 1.884219
77 N06 not_connected ee Power 14.904098 7.715114 11.382575 14.904098 11.205798 6.057982 9.532884 12.251533 10.478424
126 N09 RF_maintenance ee Temporal Variability 14.701780 -0.184479 0.844044 4.906850 -0.775549 14.701780 -0.771687 6.087308 -0.145180
64 N06 not_connected nn Power 14.557554 2.805578 2.882369 9.754577 14.557554 4.229718 6.933955 6.811991 9.905146
154 N16 not_connected ee Power 14.534553 0.554414 0.743306 14.534553 13.302575 6.671012 6.062674 8.969036 8.542561
222 N18 RF_ok nn Power 13.615608 3.808076 3.507458 13.291027 13.615608 6.504610 6.163140 9.638197 10.159341
57 N04 RF_maintenance ee Shape 13.538868 13.538868 1.068060 10.654446 -0.724138 6.290180 0.359654 11.907650 -1.010783
220 N18 RF_ok nn Power 12.811012 1.564883 0.007795 11.454752 12.811012 3.943700 6.333936 8.300376 9.250815
321 N02 not_connected nn Power 12.718444 0.129822 0.911500 12.214147 12.718444 5.659651 6.253724 7.433273 8.091919
221 N18 RF_ok nn Power 12.352072 5.052324 2.289556 4.489506 12.352072 5.555709 5.239818 3.875284 9.424495
91 N09 digital_ok nn Power 12.094631 0.844129 0.533131 11.782360 12.094631 3.727206 3.850613 8.633963 9.513442
87 N08 RF_maintenance ee Temporal Variability 11.663375 5.441636 10.462610 8.109301 -0.167723 11.663375 1.044517 8.040244 -0.543608
166 N14 RF_maintenance ee Shape 11.632512 11.632512 1.923118 -0.124625 1.501763 5.696469 6.311365 4.594624 3.279114
329 N12 dish_maintenance nn Power 11.263112 6.065415 1.119414 -0.177672 11.263112 4.127869 4.873965 2.631232 7.170302
124 N09 digital_ok nn Temporal Discontinuties 9.813927 0.568704 -0.247563 6.532004 9.392688 1.233878 4.225068 4.759096 9.813927
152 N16 not_connected nn Power 9.757758 2.589412 2.371591 8.262696 9.757758 2.575561 4.821178 6.532314 7.231549
101 N08 digital_ok nn Shape 9.728278 7.362806 9.728278 5.945217 1.655777 1.270076 -0.275624 4.325378 0.837258
333 N12 dish_maintenance nn Power 9.403986 4.653546 3.124810 0.219011 9.403986 3.411827 4.709931 1.603246 5.981495
10 N02 digital_ok nn Temporal Variability 9.337319 2.679551 -0.413727 -0.529298 2.088841 0.444226 9.337319 2.430296 7.318459
171 N16 not_connected ee Power 9.256279 3.002164 6.621582 9.256279 0.134002 4.078278 3.987862 7.074828 2.327156
141 N13 digital_ok nn Temporal Discontinuties 8.883914 3.656627 4.754660 -0.178519 7.632438 1.207203 3.868506 0.718092 8.883914
123 N08 digital_ok nn Shape 8.809410 6.428830 8.809410 2.565430 -0.289284 -0.163004 0.287669 1.335182 -0.352611
121 N08 digital_ok nn Shape 8.772791 3.526303 8.772791 1.192156 0.907525 -0.491916 -0.193870 3.101908 0.964705
35 N06 not_connected nn Power 8.691133 3.025331 1.470292 3.190974 8.691133 1.828017 5.352549 2.880341 5.710893
36 N03 RF_maintenance nn Shape 8.645750 8.201833 8.645750 -0.396085 -0.092569 0.155983 0.484518 -0.116255 0.322017
70 N04 RF_maintenance ee Shape 8.456627 8.456627 -0.293421 0.865772 -0.843292 3.496131 1.178002 0.315218 -0.859387
40 N04 digital_ok nn Temporal Variability 8.388029 -0.192072 -1.079827 -0.503190 -0.302531 1.104672 8.388029 -0.713109 -0.145798
122 N08 digital_ok nn Shape 8.201914 7.493119 8.201914 -0.226681 1.000442 4.482274 -0.605108 -0.389488 0.560985
52 N03 RF_maintenance nn Shape 8.127596 7.635977 8.127596 0.723584 1.729026 3.263063 0.045207 -0.143855 1.314798
144 N14 digital_ok nn Temporal Variability 7.022523 -0.803003 -0.625215 -0.063101 4.231166 3.299315 7.022523 0.135218 3.159291
86 N08 digital_ok ee Temporal Variability 6.918881 0.705855 0.940990 1.503639 0.793736 6.918881 1.000629 1.325837 1.262732
137 N07 RF_maintenance nn Temporal Variability 6.760720 2.541488 -0.358240 -0.399655 0.441582 2.050147 6.760720 -0.083949 0.971620
165 N14 digital_ok ee Power 6.379034 -1.911393 0.758814 6.379034 -0.540733 1.985897 -0.930017 5.011343 0.011770
61 N06 not_connected ee Power 5.176110 3.344621 5.062153 5.176110 2.571699 2.589578 4.452413 4.847119 2.846617
44 N05 digital_maintenance ee Temporal Variability 4.908420 0.928887 1.453166 -0.408174 -0.780586 4.908420 1.251400 2.117985 0.485887
72 N04 digital_ok ee Shape 4.687721 4.687721 -1.282230 -0.569835 1.561132 0.275550 1.113965 0.112315 1.098416
176 N12 digital_ok ee Temporal Discontinuties 3.817055 -0.086863 0.444695 0.838442 1.466492 0.239862 0.781921 3.817055 3.765744
89 N09 RF_maintenance ee Power 3.771635 2.084589 0.424190 3.771635 0.338522 0.817938 -0.988367 2.767172 -0.373281
83 N07 digital_ok ee Power 3.700927 0.572050 0.533210 3.700927 0.780941 0.941216 0.219202 2.441535 0.510700
147 N15 digital_ok ee Temporal Discontinuties 3.528584 1.415259 0.472884 2.342257 0.121906 2.498557 -1.036183 3.528584 -0.131467
82 N07 RF_maintenance ee Power 3.261269 -0.270466 0.540731 3.261269 -0.238052 1.489008 -0.798905 1.954571 -0.671678
168 N15 RF_maintenance nn Shape 3.199925 2.435226 3.199925 0.663956 -0.463013 0.230485 0.274407 0.397332 0.177049
169 N15 digital_ok nn Shape 3.072753 1.412464 3.072753 -0.459976 0.155001 -1.336962 0.276386 -0.762519 0.200421
99 N07 digital_ok nn Temporal Variability 2.999474 1.843942 1.143475 2.295762 1.756620 0.282749 2.999474 1.224373 1.749672
65 N03 digital_ok ee Shape 2.804368 2.804368 0.099511 -0.041217 -0.815922 2.232816 0.452264 0.572080 0.231909
106 N09 digital_ok ee Temporal Variability 2.800454 1.827600 1.034061 -0.684295 0.998969 2.800454 0.857216 -0.724541 0.938512
53 N03 digital_ok ee Shape 2.799043 2.799043 2.404855 1.233357 1.558587 -0.514847 -0.344911 1.015839 1.612589
4 N01 RF_maintenance ee Temporal Discontinuties 2.684333 0.768204 0.969152 0.632304 -0.576561 2.085471 1.269913 2.684333 2.123997
41 N04 digital_ok ee Power 2.605386 0.939945 -0.018123 2.605386 -0.759587 1.968397 -1.105531 1.432067 -0.637895
157 N12 digital_ok nn Temporal Discontinuties 2.573240 -1.210296 -0.572504 0.789902 2.404007 -1.073907 -0.102954 0.351769 2.573240
56 N04 digital_ok nn Power 2.246198 0.583910 0.044958 0.614762 2.246198 0.048374 2.046547 -0.060429 1.693657
3 N01 digital_ok nn Temporal Discontinuties 2.216688 1.330922 -1.688056 -0.624984 -0.088587 -0.421556 0.749507 1.567465 2.216688
128 N10 digital_ok nn Shape 2.175376 -0.604448 2.175376 -0.135936 0.133451 -0.069201 1.530861 -0.922025 -0.502256
125 N09 RF_maintenance nn Power 2.095189 -0.637427 0.518799 0.004026 2.095189 -1.381472 0.360182 -0.318754 1.805700
37 N03 digital_ok nn Shape 2.068366 1.957973 2.068366 -0.526445 0.504581 -1.382469 -0.172250 -0.614946 0.990810
162 N13 digital_ok ee Shape 2.066389 2.066389 0.451312 -0.746002 -0.453817 0.956576 0.155773 -0.355557 -0.476835
136 N12 digital_maintenance ee Temporal Discontinuties 2.043941 -0.006683 -0.492683 1.748934 0.256887 -0.425822 -0.673094 2.043941 0.663250
148 N15 RF_maintenance nn Shape 2.039771 0.305984 2.039771 -0.788936 -0.219649 1.110784 -1.110654 -0.717966 -0.365619
7 N02 digital_ok nn Temporal Discontinuties 2.017203 -0.458441 -1.288225 -0.226543 -0.906065 0.221433 0.475255 1.949705 2.017203
93 N10 digital_ok nn Shape 1.976192 1.190657 1.976192 -0.228007 0.193004 1.473699 -0.350319 -0.205196 -0.348270
98 N07 digital_ok nn Temporal Variability 1.951584 -0.433671 0.279734 -0.363019 -0.672892 -0.306013 1.951584 -0.087140 0.318994
107 N09 digital_ok ee Power 1.941196 0.987731 -0.789862 1.941196 1.746003 0.477003 -0.478073 0.883948 0.970279
116 N07 digital_ok nn Power 1.932762 -0.533660 0.883558 0.791601 1.932762 1.168668 1.287533 1.305724 1.711729
9 N02 digital_ok nn Temporal Discontinuties 1.802142 0.172978 -0.931676 -0.763864 -0.260226 1.695697 0.437610 1.564463 1.802142
105 N09 digital_ok nn Power 1.740468 -0.003441 0.616130 1.521867 1.740468 -0.366245 0.028741 0.352534 1.413232
66 N03 digital_ok ee Temporal Variability 1.731441 1.425655 0.189018 1.297147 -0.635562 1.731441 -0.028741 1.068658 -0.849472
45 N05 digital_ok nn Temporal Discontinuties 1.703720 0.312477 -0.310792 -0.864688 0.475681 0.635865 0.973892 -1.122943 1.703720
100 N07 digital_ok ee Temporal Variability 1.694293 0.199067 -0.095328 0.208884 -0.315765 1.694293 -0.604584 -0.311591 -0.647378
5 N01 digital_ok nn Power 1.679877 -0.357252 -0.047928 -0.702336 1.679877 -0.174478 1.102238 1.350126 1.397887
20 N02 digital_ok ee Temporal Discontinuties 1.650879 -0.257379 1.044368 0.440236 0.121042 -0.103059 -0.196095 1.650879 0.833385
88 N09 digital_ok nn Temporal Variability 1.622148 -0.195365 0.711929 1.590264 -0.225997 -0.187586 1.622148 1.181235 -0.068435
177 N12 digital_ok nn Temporal Discontinuties 1.549228 -1.173476 -1.276243 -0.400819 1.543254 -0.550323 1.369605 0.630856 1.549228
81 N07 digital_ok nn Temporal Discontinuties 1.449779 -1.054561 -0.675712 0.558130 1.015824 0.751049 0.671049 0.711351 1.449779
94 N10 digital_ok nn Temporal Variability 1.432498 -0.680963 -1.208406 0.473251 -0.951121 1.116798 1.432498 -0.001208 -0.440267
38 N03 digital_ok ee Temporal Variability 1.325888 1.218058 0.604873 -0.876007 -0.119197 1.325888 0.417543 -0.736747 -0.243327
127 N10 digital_ok ee Power 1.321921 -0.112402 1.065583 1.321921 -0.851356 0.540932 -0.093464 0.693096 -0.542187
186 N14 digital_ok ee Temporal Variability 1.294487 0.846498 -0.557451 0.154525 -0.997161 1.294487 -0.270140 0.182971 -0.436727
118 N07 digital_ok nn Shape 1.290453 -0.378592 1.290453 -0.975735 0.229961 -0.612430 0.856098 -0.949203 0.001208
17 N01 digital_ok nn Shape 1.281594 0.311579 1.281594 -0.860362 -0.832669 -0.278660 -0.644004 -0.095928 -0.182103
15 N01 digital_ok nn Shape 1.235929 1.000508 1.235929 -0.230078 -0.713249 -0.509226 -0.494582 -0.054941 -0.293101
130 N10 digital_ok ee Shape 1.206786 1.206786 -0.393628 -0.735781 -0.653737 0.106584 -0.260778 -0.585819 -0.441480
184 N14 digital_ok ee Temporal Variability 1.155239 -0.334774 -0.727243 -0.913677 0.151545 1.155239 -0.564478 -0.923440 -0.181416
164 N14 digital_ok nn Power 1.109698 -1.061475 -0.563492 -0.877824 1.109698 -0.981450 0.409352 -0.652271 0.786929
19 N02 digital_ok nn Temporal Variability 1.076896 -0.708048 -0.942306 -0.462908 0.635473 -1.010565 1.076896 0.159989 0.367945
170 N15 digital_ok ee Temporal Discontinuties 1.039478 0.402174 0.258055 0.983712 0.160043 0.083308 -1.094251 1.039478 0.072795
69 N04 digital_ok ee Power 1.021096 -0.878789 -1.611093 1.021096 0.338459 0.985204 0.865473 0.300045 -0.223748
112 N10 digital_ok nn Temporal Variability 0.790931 -1.273004 -0.068864 -0.886911 -0.956186 -0.164216 0.790931 -0.908774 -0.645797
42 N04 digital_ok ee Power 0.751773 -1.145031 0.519121 0.751773 -0.914073 -0.559752 -0.971190 -0.405213 -1.047078
183 N13 digital_ok ee Power 0.744896 -1.501468 -0.979703 0.744896 -0.225308 -0.891424 0.035625 0.118449 -0.315587
16 N01 digital_ok nn Temporal Discontinuties 0.725340 -1.215155 -0.270533 0.681199 0.289843 -0.685832 0.261936 0.677303 0.725340
138 N07 RF_maintenance nn Shape 0.673269 0.229178 0.673269 -0.298632 -0.613349 -1.570399 -0.388866 -0.052671 -0.269324
143 N14 digital_ok nn Temporal Variability 0.670384 -0.509051 -1.134290 0.123655 -0.792961 -0.539268 0.670384 0.043190 -0.429122
67 N03 digital_ok nn Shape 0.612363 -0.647135 0.612363 -0.379310 0.165268 0.080196 -0.675888 -1.060606 -0.455434
30 N01 digital_ok ee Power 0.508355 -0.354273 -0.865691 0.508355 -0.338423 -0.416452 -1.196075 0.329028 -0.529674
90 N09 RF_maintenance nn Power 0.468998 0.085641 -0.951216 -0.676090 0.468998 -1.327856 -0.432363 -1.014781 -0.132812
187 N14 digital_ok nn Shape 0.407129 -0.570610 0.407129 0.351554 -0.914421 -0.686703 -0.469227 0.266073 -0.158103
129 N10 digital_ok ee Temporal Variability 0.071885 -0.472870 -0.886248 -0.676538 -0.801526 0.071885 -0.319670 -1.159373 -0.984789
185 N14 digital_ok nn Power 0.045185 -0.415830 -0.486679 -0.384398 0.045185 -1.337651 -1.235103 -0.761690 -0.223944
163 N14 digital_ok ee Shape 0.003441 0.003441 -0.276000 -0.549055 -0.073871 -1.747458 -0.213021 -0.752996 -0.245614
71 N04 digital_ok ee Power -0.004026 -0.293112 -0.975728 -0.004026 -0.926836 -0.231071 -0.734389 -0.646879 -0.878426
85 N08 digital_ok nn Shape -0.182831 -0.664035 -0.182831 -0.801840 -0.470989 -1.716643 -0.438695 -1.317923 -0.793593
29 N01 digital_ok nn Power -0.300694 -0.907040 -0.915425 -0.599014 -0.300694 -1.634466 -1.106308 -1.248370 -0.484712
203 N18 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan
219 N18 RF_ok ee Shape nan nan nan inf inf nan nan nan nan
237 N18 RF_ok ee Shape nan nan nan inf inf nan nan nan nan
238 N18 RF_ok ee Shape nan nan nan inf inf nan nan nan nan
239 N18 RF_ok ee 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]:
180
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=(50 * (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 151: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
151 N16 not_connected nn Temporal Discontinuties 400.499977 6.074009 2.870741 2.417418 0.614273 140.391350 205.871546 399.061122 400.499977

Antenna 181: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
181 N13 digital_ok nn Shape 56.791628 13.370008 56.791628 26.419293 3.046397 15.651503 21.168395 16.781306 14.166232

Antenna 92: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
92 N10 RF_maintenance ee Shape 48.495496 48.495496 45.531578 1.591816 1.799688 9.950936 15.995607 9.308606 10.392688

Antenna 167: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
167 N15 digital_ok ee Shape 45.458710 45.458710 43.172461 2.299288 2.219284 15.331346 10.717737 13.354979 12.594282

Antenna 142: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
142 N13 digital_ok ee Shape 44.968842 44.968842 16.640910 2.380843 28.067134 8.850754 19.884699 10.100684 16.458624

Antenna 33: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
33 N02 RF_maintenance nn Shape 43.220761 -0.108163 43.220761 -0.687409 1.198525 -0.429776 14.079413 0.494040 5.671897

Antenna 28: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 42.820996 26.193161 42.820996 1.102180 1.675181 9.367529 22.305562 9.181491 13.287481

Antenna 200: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
200 N18 RF_maintenance nn Shape 42.676192 13.721196 42.676192 8.503694 13.325663 15.481006 15.505904 16.811791 14.270269

Antenna 68: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
68 N03 digital_ok nn Power 39.489012 0.280794 29.407291 0.544983 39.489012 0.062756 19.312562 0.010555 16.535128

Antenna 120: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
120 N08 RF_maintenance nn Power 37.597911 1.432051 23.643689 10.778482 37.597911 6.482700 19.861217 12.337463 16.717067

Antenna 84: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
84 N08 digital_ok nn Power 37.309660 6.708118 21.962876 -0.351655 37.309660 -1.388262 19.284236 -1.024322 16.481224

Antenna 51: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 N03 digital_ok ee Power 35.154569 24.335003 5.314995 35.154569 2.247695 15.028492 2.857292 17.120810 3.137725

Antenna 161: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
161 N13 digital_ok nn Shape 33.009958 0.160995 33.009958 -0.915127 0.991707 -0.669427 8.865125 -0.279609 6.083698

Antenna 103: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
103 N08 digital_ok nn Power 32.776831 20.992069 21.148251 30.987800 32.776831 16.096043 20.346564 17.186432 16.793870

Antenna 110: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance ee Shape 30.923847 30.923847 13.675496 0.870483 1.966056 12.039313 11.764239 5.806499 7.928258

Antenna 108: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
108 N09 digital_ok ee Temporal Variability 30.025347 5.857166 2.473961 8.657414 -0.743040 30.025347 -0.285812 9.054680 -0.056625

Antenna 179: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
179 N12 digital_ok nn Power 29.699293 14.401679 18.708947 26.577140 29.699293 15.896520 20.186459 16.620306 16.185634

Antenna 117: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
117 N07 digital_ok nn Power 29.271484 13.816869 17.701358 26.216631 29.271484 15.779585 20.049873 16.674647 16.448426

Antenna 75: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
75 N05 digital_maintenance nn Power 28.483119 3.955408 16.360006 9.180905 28.483119 5.540399 20.081930 9.652394 16.542264

Antenna 190: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
190 N15 digital_ok nn Power 28.456654 10.496100 16.204838 20.853953 28.456654 13.282114 20.024808 16.975208 16.367897

Antenna 135: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
135 N12 digital_maintenance nn Power 28.351495 0.088031 16.608631 5.802777 28.351495 2.426509 20.034128 7.883218 16.376252

Antenna 102: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
102 N08 RF_maintenance nn Power 28.323583 7.473371 17.612225 22.971149 28.323583 10.220983 20.032865 12.545442 16.655930

Antenna 201: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
201 N18 RF_ok ee Power 28.274228 9.212631 9.162485 28.274228 26.088883 14.488049 17.083054 16.190289 15.585111

Antenna 145: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 RF_maintenance nn Power 28.235116 13.543759 17.335743 26.246330 28.235116 15.691383 19.884723 16.796230 16.625922

Antenna 58: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
58 N05 digital_maintenance nn Power 28.228954 14.140699 16.799798 25.817632 28.228954 15.691258 20.076315 16.873923 16.542281

Antenna 149: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
149 N15 RF_maintenance nn Power 28.204823 4.183151 16.259003 0.729953 28.204823 -0.921859 19.884265 0.311694 16.437369

Antenna 55: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
55 N04 digital_ok nn Power 28.186270 0.503541 16.894284 0.086756 28.186270 7.496430 19.866846 0.043526 16.413323

Antenna 60: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
60 N05 digital_maintenance nn Power 28.118259 13.526697 16.659967 25.954312 28.118259 15.613264 19.951122 16.783592 16.591370

Antenna 193: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
193 N16 not_connected ee Power 28.070139 8.640062 3.158326 28.070139 17.020841 14.166186 7.818951 16.070877 11.804487

Antenna 150: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 28.062292 13.358926 16.096783 26.010512 28.062292 15.635094 19.883910 16.768849 16.523474

Antenna 140: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
140 N13 digital_ok nn Power 27.929151 12.867898 16.492330 25.361214 27.929151 15.511961 19.790187 16.798479 16.533953

Antenna 160: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Power 27.928134 13.873439 16.328506 25.845021 27.928134 15.488002 19.751092 16.799302 16.465160

Antenna 104: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
104 N08 RF_maintenance nn Temporal Discontinuties 27.891069 8.692413 26.918077 6.543801 23.267666 1.738419 14.825847 5.077492 27.891069

Antenna 18: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Shape 27.761009 9.831353 27.761009 0.351709 1.040571 6.676137 13.569214 3.294425 6.368744

Antenna 46: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
46 N05 digital_ok nn Power 27.747721 -1.219745 15.761808 1.448143 27.747721 1.353071 20.008869 0.969797 16.551594

Antenna 27: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Power 27.634721 13.021063 15.740823 26.019528 27.634721 15.599037 19.820341 16.795790 16.529423

Antenna 109: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
109 N10 digital_ok nn Power 27.323651 -1.244722 16.204088 -0.145749 27.323651 -0.180435 19.806004 -0.658077 16.474151

Antenna 182: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
182 N13 RF_maintenance nn Power 27.277286 4.571969 15.488824 20.647749 27.277286 8.387869 19.758013 13.633882 16.400584

Antenna 73: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 N05 digital_ok nn Power 27.269700 12.497565 15.328130 25.413281 27.269700 15.444994 19.798294 16.865067 16.448382

Antenna 192: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
192 N16 not_connected nn Power 27.263089 4.378651 9.307011 22.375702 27.263089 11.794485 18.473966 13.750226 15.784233

Antenna 74: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
74 N05 digital_maintenance ee Power 26.863803 13.525888 11.401341 26.863803 26.509387 15.896262 14.877988 16.718374 12.272428

Antenna 180: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
180 N13 RF_maintenance nn Power 26.573518 1.337568 11.944438 0.045920 26.573518 -0.936383 14.336529 -0.317848 11.418353

Antenna 111: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Power 26.474660 -0.139876 12.271393 -0.564861 26.474660 0.101989 15.904759 -0.593956 10.687938

Antenna 54: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok ee Power 26.004177 13.231309 -0.217464 26.004177 -0.933908 15.672972 1.429151 16.735702 -0.925418

Antenna 156: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
156 N12 digital_ok ee Power 25.650014 13.023164 -0.956063 25.650014 1.919727 14.866347 0.792503 15.380068 1.147578

Antenna 43: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
43 N05 digital_maintenance ee Power 25.617335 12.846803 2.226267 25.617335 -0.110991 15.619158 0.168742 16.748950 -0.510269

Antenna 119: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance nn Temporal Variability 25.428324 2.971010 5.836029 7.598109 5.622531 2.743091 25.428324 5.739028 4.268218

Antenna 155: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
155 N12 digital_maintenance ee Power 24.999736 13.305843 0.308307 24.999736 1.344503 15.370847 1.941744 16.531116 1.918939

Antenna 22: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
22 N06 not_connected ee Shape 24.551891 24.551891 16.327851 4.176345 12.018639 7.800569 6.698770 7.269220 9.999952

Antenna 8: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
8 N02 RF_maintenance ee Power 23.926988 6.008037 6.676340 23.926988 23.529426 11.243421 14.655352 14.836444 14.787845

Antenna 189: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
189 N15 digital_ok ee Power 22.602050 6.733959 6.470249 22.602050 19.766221 9.651122 12.566184 14.593591 13.402148

Antenna 32: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance ee Power 22.429981 7.967523 11.952485 22.429981 22.314322 14.828275 16.673028 15.649270 14.435019

Antenna 191: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
191 N15 digital_ok ee Power 21.981270 4.956696 3.432609 21.981270 18.659540 9.568455 9.822428 14.167032 12.948847

Antenna 21: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
21 N02 digital_ok nn Power 21.398583 1.095548 5.232556 5.903841 21.398583 2.033361 12.805782 3.858249 13.823950

Antenna 158: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 N12 digital_ok ee Power 21.382546 3.635407 -1.180731 21.382546 2.918424 11.027363 0.694844 13.564304 5.373574

Antenna 78: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 21.127065 21.127065 2.182967 10.547545 13.337223 8.089456 5.751043 8.489643 9.991319

Antenna 50: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
50 N03 RF_maintenance nn Shape 20.658504 0.499096 20.658504 -0.785708 0.417504 2.534650 7.631979 0.419170 5.422864

Antenna 63: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
63 N06 not_connected nn Temporal Variability 19.892335 2.710473 16.361543 13.745266 10.544844 4.451790 19.892335 9.692541 16.498219

Antenna 320: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
320 N03 dish_maintenance nn Temporal Variability 19.840546 0.641621 14.764050 3.112027 17.304725 1.051735 19.840546 1.857551 16.476570

Antenna 173: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
173 N16 not_connected nn Temporal Variability 19.806916 15.289200 16.388646 7.232548 9.505554 15.391762 19.806916 16.992208 16.714445

Antenna 322: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
322 N05 digital_maintenance nn Power 19.506822 2.933158 4.414322 14.003640 19.506822 6.430570 11.514605 8.740744 11.947415

Antenna 59: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
59 N05 digital_maintenance ee Shape 19.368184 19.368184 3.246582 2.186928 0.127206 5.347286 0.468716 5.050586 0.591528

Antenna 324: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
324 N04 not_connected nn Power 18.372646 2.706002 4.597277 17.148296 18.372646 7.836033 10.196808 10.427513 11.261663

Antenna 323: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
323 N02 not_connected nn Power 18.175388 11.476702 3.223065 1.021448 18.175388 5.731667 10.728076 7.663645 11.109472

Antenna 48: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
48 N06 not_connected nn Power 17.930810 2.751524 4.600523 16.019201 17.930810 7.600349 7.748574 10.669393 12.286929

Antenna 325: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
325 N09 dish_ok ee Power 17.308264 -0.064749 0.560713 17.308264 10.007200 7.156184 3.554511 10.182152 6.431504

Antenna 178: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
178 N12 digital_ok ee Power 17.209617 4.514699 0.178190 17.209617 4.491031 7.960917 2.898455 15.731461 5.101299

Antenna 49: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
49 N06 not_connected nn Power 17.050556 2.070024 2.970319 9.807402 17.050556 4.825245 8.990476 6.522498 11.145603

Antenna 62: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
62 N06 not_connected nn Power 16.771258 1.731192 3.127974 13.761256 16.771258 5.836025 10.054203 9.655734 11.462341

Antenna 34: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Temporal Discontinuties 16.692812 13.817689 4.602917 9.199763 10.414589 15.603567 3.644895 16.692812 8.429692

Antenna 47: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
47 N06 not_connected ee Temporal Discontinuties 16.688579 14.258945 4.158662 8.621421 9.431998 15.638846 3.425084 16.688579 7.750272

Antenna 153: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
153 N16 not_connected ee Temporal Discontinuties 16.682260 13.327521 1.497490 8.353513 10.042711 15.744328 3.541920 16.682260 7.187241

Antenna 31: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
31 N02 digital_ok nn Power 16.313292 3.023714 2.508793 12.497740 16.313292 3.668704 4.474453 9.005893 12.337871

Antenna 202: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
202 N18 RF_ok ee Power 15.389183 2.464513 6.503931 15.389183 -0.395203 6.245688 6.932660 10.836789 1.884219

Antenna 77: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
77 N06 not_connected ee Power 14.904098 7.715114 11.382575 14.904098 11.205798 6.057982 9.532884 12.251533 10.478424

Antenna 126: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Temporal Variability 14.701780 -0.184479 0.844044 4.906850 -0.775549 14.701780 -0.771687 6.087308 -0.145180

Antenna 64: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
64 N06 not_connected nn Power 14.557554 2.805578 2.882369 9.754577 14.557554 4.229718 6.933955 6.811991 9.905146

Antenna 154: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
154 N16 not_connected ee Power 14.534553 0.554414 0.743306 14.534553 13.302575 6.671012 6.062674 8.969036 8.542561

Antenna 222: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
222 N18 RF_ok nn Power 13.615608 3.808076 3.507458 13.291027 13.615608 6.504610 6.163140 9.638197 10.159341

Antenna 57: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance ee Shape 13.538868 13.538868 1.068060 10.654446 -0.724138 6.290180 0.359654 11.907650 -1.010783

Antenna 220: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
220 N18 RF_ok nn Power 12.811012 1.564883 0.007795 11.454752 12.811012 3.943700 6.333936 8.300376 9.250815

Antenna 321: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
321 N02 not_connected nn Power 12.718444 0.129822 0.911500 12.214147 12.718444 5.659651 6.253724 7.433273 8.091919

Antenna 221: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
221 N18 RF_ok nn Power 12.352072 5.052324 2.289556 4.489506 12.352072 5.555709 5.239818 3.875284 9.424495

Antenna 91: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
91 N09 digital_ok nn Power 12.094631 0.844129 0.533131 11.782360 12.094631 3.727206 3.850613 8.633963 9.513442

Antenna 87: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Temporal Variability 11.663375 5.441636 10.462610 8.109301 -0.167723 11.663375 1.044517 8.040244 -0.543608

Antenna 166: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance ee Shape 11.632512 11.632512 1.923118 -0.124625 1.501763 5.696469 6.311365 4.594624 3.279114

Antenna 329: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Power 11.263112 6.065415 1.119414 -0.177672 11.263112 4.127869 4.873965 2.631232 7.170302

Antenna 124: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
124 N09 digital_ok nn Temporal Discontinuties 9.813927 0.568704 -0.247563 6.532004 9.392688 1.233878 4.225068 4.759096 9.813927

Antenna 152: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
152 N16 not_connected nn Power 9.757758 2.589412 2.371591 8.262696 9.757758 2.575561 4.821178 6.532314 7.231549

Antenna 101: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
101 N08 digital_ok nn Shape 9.728278 7.362806 9.728278 5.945217 1.655777 1.270076 -0.275624 4.325378 0.837258

Antenna 333: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
333 N12 dish_maintenance nn Power 9.403986 4.653546 3.124810 0.219011 9.403986 3.411827 4.709931 1.603246 5.981495

Antenna 10: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
10 N02 digital_ok nn Temporal Variability 9.337319 2.679551 -0.413727 -0.529298 2.088841 0.444226 9.337319 2.430296 7.318459

Antenna 171: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
171 N16 not_connected ee Power 9.256279 3.002164 6.621582 9.256279 0.134002 4.078278 3.987862 7.074828 2.327156

Antenna 141: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
141 N13 digital_ok nn Temporal Discontinuties 8.883914 3.656627 4.754660 -0.178519 7.632438 1.207203 3.868506 0.718092 8.883914

Antenna 123: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 N08 digital_ok nn Shape 8.809410 6.428830 8.809410 2.565430 -0.289284 -0.163004 0.287669 1.335182 -0.352611

Antenna 121: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
121 N08 digital_ok nn Shape 8.772791 3.526303 8.772791 1.192156 0.907525 -0.491916 -0.193870 3.101908 0.964705

Antenna 35: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
35 N06 not_connected nn Power 8.691133 3.025331 1.470292 3.190974 8.691133 1.828017 5.352549 2.880341 5.710893

Antenna 36: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance nn Shape 8.645750 8.201833 8.645750 -0.396085 -0.092569 0.155983 0.484518 -0.116255 0.322017

Antenna 70: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
70 N04 RF_maintenance ee Shape 8.456627 8.456627 -0.293421 0.865772 -0.843292 3.496131 1.178002 0.315218 -0.859387

Antenna 40: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
40 N04 digital_ok nn Temporal Variability 8.388029 -0.192072 -1.079827 -0.503190 -0.302531 1.104672 8.388029 -0.713109 -0.145798

Antenna 122: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
122 N08 digital_ok nn Shape 8.201914 7.493119 8.201914 -0.226681 1.000442 4.482274 -0.605108 -0.389488 0.560985

Antenna 52: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
52 N03 RF_maintenance nn Shape 8.127596 7.635977 8.127596 0.723584 1.729026 3.263063 0.045207 -0.143855 1.314798

Antenna 144: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Temporal Variability 7.022523 -0.803003 -0.625215 -0.063101 4.231166 3.299315 7.022523 0.135218 3.159291

Antenna 86: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
86 N08 digital_ok ee Temporal Variability 6.918881 0.705855 0.940990 1.503639 0.793736 6.918881 1.000629 1.325837 1.262732

Antenna 137: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
137 N07 RF_maintenance nn Temporal Variability 6.760720 2.541488 -0.358240 -0.399655 0.441582 2.050147 6.760720 -0.083949 0.971620

Antenna 165: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
165 N14 digital_ok ee Power 6.379034 -1.911393 0.758814 6.379034 -0.540733 1.985897 -0.930017 5.011343 0.011770

Antenna 61: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
61 N06 not_connected ee Power 5.176110 3.344621 5.062153 5.176110 2.571699 2.589578 4.452413 4.847119 2.846617

Antenna 44: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
44 N05 digital_maintenance ee Temporal Variability 4.908420 0.928887 1.453166 -0.408174 -0.780586 4.908420 1.251400 2.117985 0.485887

Antenna 72: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
72 N04 digital_ok ee Shape 4.687721 4.687721 -1.282230 -0.569835 1.561132 0.275550 1.113965 0.112315 1.098416

Antenna 176: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
176 N12 digital_ok ee Temporal Discontinuties 3.817055 -0.086863 0.444695 0.838442 1.466492 0.239862 0.781921 3.817055 3.765744

Antenna 89: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
89 N09 RF_maintenance ee Power 3.771635 2.084589 0.424190 3.771635 0.338522 0.817938 -0.988367 2.767172 -0.373281

Antenna 83: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
83 N07 digital_ok ee Power 3.700927 0.572050 0.533210 3.700927 0.780941 0.941216 0.219202 2.441535 0.510700

Antenna 147: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
147 N15 digital_ok ee Temporal Discontinuties 3.528584 1.415259 0.472884 2.342257 0.121906 2.498557 -1.036183 3.528584 -0.131467

Antenna 82: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
82 N07 RF_maintenance ee Power 3.261269 -0.270466 0.540731 3.261269 -0.238052 1.489008 -0.798905 1.954571 -0.671678

Antenna 168: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance nn Shape 3.199925 2.435226 3.199925 0.663956 -0.463013 0.230485 0.274407 0.397332 0.177049

Antenna 169: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
169 N15 digital_ok nn Shape 3.072753 1.412464 3.072753 -0.459976 0.155001 -1.336962 0.276386 -0.762519 0.200421

Antenna 99: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
99 N07 digital_ok nn Temporal Variability 2.999474 1.843942 1.143475 2.295762 1.756620 0.282749 2.999474 1.224373 1.749672

Antenna 65: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
65 N03 digital_ok ee Shape 2.804368 2.804368 0.099511 -0.041217 -0.815922 2.232816 0.452264 0.572080 0.231909

Antenna 106: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Temporal Variability 2.800454 1.827600 1.034061 -0.684295 0.998969 2.800454 0.857216 -0.724541 0.938512

Antenna 53: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
53 N03 digital_ok ee Shape 2.799043 2.799043 2.404855 1.233357 1.558587 -0.514847 -0.344911 1.015839 1.612589

Antenna 4: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance ee Temporal Discontinuties 2.684333 0.768204 0.969152 0.632304 -0.576561 2.085471 1.269913 2.684333 2.123997

Antenna 41: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
41 N04 digital_ok ee Power 2.605386 0.939945 -0.018123 2.605386 -0.759587 1.968397 -1.105531 1.432067 -0.637895

Antenna 157: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
157 N12 digital_ok nn Temporal Discontinuties 2.573240 -1.210296 -0.572504 0.789902 2.404007 -1.073907 -0.102954 0.351769 2.573240

Antenna 56: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
56 N04 digital_ok nn Power 2.246198 0.583910 0.044958 0.614762 2.246198 0.048374 2.046547 -0.060429 1.693657

Antenna 3: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
3 N01 digital_ok nn Temporal Discontinuties 2.216688 1.330922 -1.688056 -0.624984 -0.088587 -0.421556 0.749507 1.567465 2.216688

Antenna 128: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
128 N10 digital_ok nn Shape 2.175376 -0.604448 2.175376 -0.135936 0.133451 -0.069201 1.530861 -0.922025 -0.502256

Antenna 125: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance nn Power 2.095189 -0.637427 0.518799 0.004026 2.095189 -1.381472 0.360182 -0.318754 1.805700

Antenna 37: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
37 N03 digital_ok nn Shape 2.068366 1.957973 2.068366 -0.526445 0.504581 -1.382469 -0.172250 -0.614946 0.990810

Antenna 162: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Shape 2.066389 2.066389 0.451312 -0.746002 -0.453817 0.956576 0.155773 -0.355557 -0.476835

Antenna 136: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 N12 digital_maintenance ee Temporal Discontinuties 2.043941 -0.006683 -0.492683 1.748934 0.256887 -0.425822 -0.673094 2.043941 0.663250

Antenna 148: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
148 N15 RF_maintenance nn Shape 2.039771 0.305984 2.039771 -0.788936 -0.219649 1.110784 -1.110654 -0.717966 -0.365619

Antenna 7: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
7 N02 digital_ok nn Temporal Discontinuties 2.017203 -0.458441 -1.288225 -0.226543 -0.906065 0.221433 0.475255 1.949705 2.017203

Antenna 93: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
93 N10 digital_ok nn Shape 1.976192 1.190657 1.976192 -0.228007 0.193004 1.473699 -0.350319 -0.205196 -0.348270

Antenna 98: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
98 N07 digital_ok nn Temporal Variability 1.951584 -0.433671 0.279734 -0.363019 -0.672892 -0.306013 1.951584 -0.087140 0.318994

Antenna 107: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
107 N09 digital_ok ee Power 1.941196 0.987731 -0.789862 1.941196 1.746003 0.477003 -0.478073 0.883948 0.970279

Antenna 116: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
116 N07 digital_ok nn Power 1.932762 -0.533660 0.883558 0.791601 1.932762 1.168668 1.287533 1.305724 1.711729

Antenna 9: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
9 N02 digital_ok nn Temporal Discontinuties 1.802142 0.172978 -0.931676 -0.763864 -0.260226 1.695697 0.437610 1.564463 1.802142

Antenna 105: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
105 N09 digital_ok nn Power 1.740468 -0.003441 0.616130 1.521867 1.740468 -0.366245 0.028741 0.352534 1.413232

Antenna 66: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
66 N03 digital_ok ee Temporal Variability 1.731441 1.425655 0.189018 1.297147 -0.635562 1.731441 -0.028741 1.068658 -0.849472

Antenna 45: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 N05 digital_ok nn Temporal Discontinuties 1.703720 0.312477 -0.310792 -0.864688 0.475681 0.635865 0.973892 -1.122943 1.703720

Antenna 100: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
100 N07 digital_ok ee Temporal Variability 1.694293 0.199067 -0.095328 0.208884 -0.315765 1.694293 -0.604584 -0.311591 -0.647378

Antenna 5: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
5 N01 digital_ok nn Power 1.679877 -0.357252 -0.047928 -0.702336 1.679877 -0.174478 1.102238 1.350126 1.397887

Antenna 20: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
20 N02 digital_ok ee Temporal Discontinuties 1.650879 -0.257379 1.044368 0.440236 0.121042 -0.103059 -0.196095 1.650879 0.833385

Antenna 88: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
88 N09 digital_ok nn Temporal Variability 1.622148 -0.195365 0.711929 1.590264 -0.225997 -0.187586 1.622148 1.181235 -0.068435

Antenna 177: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
177 N12 digital_ok nn Temporal Discontinuties 1.549228 -1.173476 -1.276243 -0.400819 1.543254 -0.550323 1.369605 0.630856 1.549228

Antenna 81: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
81 N07 digital_ok nn Temporal Discontinuties 1.449779 -1.054561 -0.675712 0.558130 1.015824 0.751049 0.671049 0.711351 1.449779

Antenna 94: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 digital_ok nn Temporal Variability 1.432498 -0.680963 -1.208406 0.473251 -0.951121 1.116798 1.432498 -0.001208 -0.440267

Antenna 38: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
38 N03 digital_ok ee Temporal Variability 1.325888 1.218058 0.604873 -0.876007 -0.119197 1.325888 0.417543 -0.736747 -0.243327

Antenna 127: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
127 N10 digital_ok ee Power 1.321921 -0.112402 1.065583 1.321921 -0.851356 0.540932 -0.093464 0.693096 -0.542187

Antenna 186: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
186 N14 digital_ok ee Temporal Variability 1.294487 0.846498 -0.557451 0.154525 -0.997161 1.294487 -0.270140 0.182971 -0.436727

Antenna 118: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
118 N07 digital_ok nn Shape 1.290453 -0.378592 1.290453 -0.975735 0.229961 -0.612430 0.856098 -0.949203 0.001208

Antenna 17: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
17 N01 digital_ok nn Shape 1.281594 0.311579 1.281594 -0.860362 -0.832669 -0.278660 -0.644004 -0.095928 -0.182103

Antenna 15: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
15 N01 digital_ok nn Shape 1.235929 1.000508 1.235929 -0.230078 -0.713249 -0.509226 -0.494582 -0.054941 -0.293101

Antenna 130: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
130 N10 digital_ok ee Shape 1.206786 1.206786 -0.393628 -0.735781 -0.653737 0.106584 -0.260778 -0.585819 -0.441480

Antenna 184: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
184 N14 digital_ok ee Temporal Variability 1.155239 -0.334774 -0.727243 -0.913677 0.151545 1.155239 -0.564478 -0.923440 -0.181416

Antenna 164: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
164 N14 digital_ok nn Power 1.109698 -1.061475 -0.563492 -0.877824 1.109698 -0.981450 0.409352 -0.652271 0.786929

Antenna 19: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
19 N02 digital_ok nn Temporal Variability 1.076896 -0.708048 -0.942306 -0.462908 0.635473 -1.010565 1.076896 0.159989 0.367945

Antenna 170: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
170 N15 digital_ok ee Temporal Discontinuties 1.039478 0.402174 0.258055 0.983712 0.160043 0.083308 -1.094251 1.039478 0.072795

Antenna 69: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
69 N04 digital_ok ee Power 1.021096 -0.878789 -1.611093 1.021096 0.338459 0.985204 0.865473 0.300045 -0.223748

Antenna 112: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
112 N10 digital_ok nn Temporal Variability 0.790931 -1.273004 -0.068864 -0.886911 -0.956186 -0.164216 0.790931 -0.908774 -0.645797

Antenna 42: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Power 0.751773 -1.145031 0.519121 0.751773 -0.914073 -0.559752 -0.971190 -0.405213 -1.047078

Antenna 183: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
183 N13 digital_ok ee Power 0.744896 -1.501468 -0.979703 0.744896 -0.225308 -0.891424 0.035625 0.118449 -0.315587

Antenna 16: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
16 N01 digital_ok nn Temporal Discontinuties 0.725340 -1.215155 -0.270533 0.681199 0.289843 -0.685832 0.261936 0.677303 0.725340

Antenna 138: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
138 N07 RF_maintenance nn Shape 0.673269 0.229178 0.673269 -0.298632 -0.613349 -1.570399 -0.388866 -0.052671 -0.269324

Antenna 143: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 N14 digital_ok nn Temporal Variability 0.670384 -0.509051 -1.134290 0.123655 -0.792961 -0.539268 0.670384 0.043190 -0.429122

Antenna 67: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
67 N03 digital_ok nn Shape 0.612363 -0.647135 0.612363 -0.379310 0.165268 0.080196 -0.675888 -1.060606 -0.455434

Antenna 30: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Power 0.508355 -0.354273 -0.865691 0.508355 -0.338423 -0.416452 -1.196075 0.329028 -0.529674

Antenna 90: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance nn Power 0.468998 0.085641 -0.951216 -0.676090 0.468998 -1.327856 -0.432363 -1.014781 -0.132812

Antenna 187: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
187 N14 digital_ok nn Shape 0.407129 -0.570610 0.407129 0.351554 -0.914421 -0.686703 -0.469227 0.266073 -0.158103

Antenna 129: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
129 N10 digital_ok ee Temporal Variability 0.071885 -0.472870 -0.886248 -0.676538 -0.801526 0.071885 -0.319670 -1.159373 -0.984789

Antenna 185: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
185 N14 digital_ok nn Power 0.045185 -0.415830 -0.486679 -0.384398 0.045185 -1.337651 -1.235103 -0.761690 -0.223944

Antenna 163: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
163 N14 digital_ok ee Shape 0.003441 0.003441 -0.276000 -0.549055 -0.073871 -1.747458 -0.213021 -0.752996 -0.245614

Antenna 71: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
71 N04 digital_ok ee Power -0.004026 -0.293112 -0.975728 -0.004026 -0.926836 -0.231071 -0.734389 -0.646879 -0.878426

Antenna 85: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
85 N08 digital_ok nn Shape -0.182831 -0.664035 -0.182831 -0.801840 -0.470989 -1.716643 -0.438695 -1.317923 -0.793593

Antenna 29: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
29 N01 digital_ok nn Power -0.300694 -0.907040 -0.915425 -0.599014 -0.300694 -1.634466 -1.106308 -1.248370 -0.484712

Antenna 203: 2459852

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

Antenna 219: 2459852

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

Antenna 237: 2459852

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

Antenna 238: 2459852

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

Antenna 239: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
239 N18 RF_ok ee Shape nan nan nan inf inf nan nan nan nan
In [31]:
from hera_qm import __version__
print(__version__)

2.0.4.dev12+g1dfcaf5
In [ ]: