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 = "2459982"
data_path = "/mnt/sn1/2459982"
In [4]:
from astropy.time import Time
utc = Time(JD, format='jd').datetime
print(f'Date: {utc.month}-{utc.day}-{utc.year}')

Date: 2-6-2023
In [5]:
print(f'Looking for data in {data_path} on JD {JD}...')

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

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

Looking for data in /mnt/sn1/2459982 on JD 2459982...
Found auto_metrics results file at /mnt/sn1/2459982/zen.2459982.21291.sum.auto_metrics.h5.
Found 1851 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: [3, 10, 15, 16, 18, 27, 28, 29, 32, 34, 36, 40, 42, 47, 50, 51, 52, 54, 55, 57, 58, 59, 60, 63, 68, 71, 72, 77, 78, 79, 80, 81, 84, 87, 92, 94, 95, 96, 101, 103, 104, 108, 109, 110, 111, 113, 114, 117, 121, 122, 123, 128, 131, 134, 136, 142, 144, 145, 147, 148, 149, 151, 155, 156, 159, 161, 165, 170, 173, 179, 180, 182, 185, 189, 200, 204, 205, 206, 208, 209, 210, 225, 226, 242, 243, 246, 262, 320]
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
149 N15 digital_ok ee Power inf 169.290484 169.394729 inf inf 2403.310248 2482.868272 770.265294 827.031431
114 N11 not_connected ee Temporal Discontinuties 147.257823 10.366057 6.631158 19.414995 11.500123 35.089894 9.188666 147.257823 23.197329
243 N19 RF_ok ee Shape 57.790797 57.790797 -0.267569 0.288324 -0.936288 5.683998 -0.842556 4.822499 -0.831822
77 N06 not_connected ee Shape 51.690036 51.690036 9.262623 0.296274 -1.002069 2.573616 3.350638 0.308495 -0.420796
104 N08 RF_maintenance nn Shape 39.577930 10.075884 39.577930 -1.051096 6.137870 0.889696 3.965903 -0.361376 4.911878
108 N09 RF_maintenance nn Shape 32.619442 9.294123 32.619442 8.356958 1.460984 4.522754 2.706285 2.443456 1.732283
200 N18 RF_maintenance nn Shape 30.654486 10.377070 30.654486 3.781452 1.310218 4.563912 2.884504 2.457411 3.849294
28 N01 RF_maintenance nn Shape 29.788038 13.423753 29.788038 0.592585 2.487398 3.417504 5.924934 0.655219 5.460869
92 N10 RF_maintenance ee Shape 28.576152 28.576152 26.418410 1.023870 1.703887 3.398832 3.064986 0.624611 1.440674
185 N14 digital_ok ee Shape 26.500934 26.500934 0.775852 -0.220159 -0.860410 3.874084 0.746389 0.601528 -0.906093
246 N20 dish_maintenance ee Shape 25.157412 25.157412 23.383106 -0.406651 -0.512077 2.192807 2.116051 0.619122 1.469260
161 N13 digital_ok nn Shape 23.778531 -1.115323 23.778531 0.337552 -0.035319 0.566901 0.841085 0.115839 -0.126966
111 N10 digital_ok ee Shape 22.800352 22.800352 10.567661 1.645058 8.671700 2.092761 5.056369 0.877748 3.135462
68 N03 dish_maintenance ee Shape 22.735976 22.735976 21.184562 1.662491 11.744922 2.680847 5.444928 0.578454 3.652608
32 N02 RF_maintenance nn Shape 21.206577 -0.286398 21.206577 -0.315535 2.310211 0.497402 1.003242 0.416115 1.207833
110 N10 RF_maintenance nn Shape 20.336428 20.217908 20.336428 11.187717 11.548370 4.559078 5.293045 2.411807 3.211984
18 N01 RF_maintenance nn Shape 19.752902 9.910738 19.752902 8.371977 -0.192266 4.543846 3.956493 2.354865 4.707320
96 N11 not_connected ee Shape 19.362156 19.362156 0.471413 0.088278 1.856787 0.832692 1.083527 0.341042 1.022942
54 N04 digital_ok ee Shape 17.929891 17.929891 -0.546430 3.953534 -0.362699 0.675618 0.386863 1.955994 -0.300121
159 N13 RF_maintenance nn Shape 17.651612 1.096404 17.651612 -1.032450 -0.650539 -1.113392 2.584517 -0.961396 2.948816
226 N19 RF_ok nn Shape 16.485067 -0.482918 16.485067 -0.825105 0.144865 -0.913159 0.707173 -1.139890 0.281927
165 N14 digital_ok ee Shape 16.268473 16.268473 0.829108 -0.532815 -0.525762 3.043434 0.330034 1.174951 -0.195637
57 N04 RF_maintenance ee Shape 16.060504 16.060504 1.954920 6.431631 -1.147268 2.180747 0.478341 0.954141 -0.963687
242 N19 RF_ok ee Shape 15.978780 15.978780 -0.553180 -0.116567 0.934239 0.246048 -0.296970 -0.105268 -0.169942
78 N06 not_connected ee Shape 15.949253 15.949253 -0.100663 -0.826031 0.430399 -0.035171 -0.923640 0.071474 -0.516982
204 N19 RF_maintenance nn Shape 13.749906 10.988475 13.749906 1.011972 -0.950885 0.075113 0.679339 2.075295 -1.088488
151 N16 digital_ok ee Shape 13.387915 13.387915 2.351274 -0.576632 0.701535 0.565213 -0.653389 0.513303 -0.156016
36 N03 RF_maintenance ee Shape 13.067248 13.067248 12.025065 11.096671 11.078569 4.719831 5.424723 2.556650 3.409739
134 N11 not_connected nn Shape 12.467856 10.336919 12.467856 3.810606 4.280678 4.428679 5.219286 2.310804 3.153247
117 N07 RF_maintenance nn Shape 12.279557 10.018962 12.279557 8.479909 9.215156 4.427759 5.270282 2.414890 3.301399
72 N04 digital_ok nn Shape 12.248674 9.908482 12.248674 8.735148 9.245944 4.396098 5.147119 2.349381 3.128935
80 N11 not_connected nn Shape 12.235610 -1.012039 12.235610 -0.178562 4.246296 -1.235311 5.223979 -0.623178 3.161902
34 N06 not_connected nn Shape 12.191280 10.530086 12.191280 3.970944 4.288343 4.518201 5.240514 2.397523 3.125597
113 N11 not_connected nn Shape 12.021270 10.543531 12.021270 3.694240 4.323660 4.420496 5.190179 2.435728 3.104833
79 N11 not_connected nn Shape 11.763010 1.465013 11.763010 -0.845381 4.321985 -0.979857 5.192966 0.042444 3.059887
84 N08 RF_maintenance nn Shape 11.755948 10.454571 11.755948 10.721251 11.259500 3.693145 5.375048 1.403239 3.298092
180 N13 RF_maintenance nn Shape 11.697742 -0.258026 11.697742 -0.986014 9.040923 1.122173 5.210447 0.390141 3.304802
15 N01 digital_ok nn Shape 11.684740 9.278531 11.684740 8.364934 8.927213 4.488833 5.270904 2.359849 3.110703
63 N06 not_connected nn Shape 11.633115 -0.673220 11.633115 -0.658626 4.288086 -1.040724 5.304028 -0.669937 3.300795
145 N14 RF_maintenance nn Shape 11.595316 9.229661 11.595316 8.389658 8.951189 4.372712 5.259938 2.292095 3.404643
55 N04 digital_ok nn Shape 11.542193 9.286985 11.542193 8.425861 8.918401 4.534445 5.263580 2.437286 3.309044
94 N10 digital_ok nn Shape 11.465587 9.786731 11.465587 8.517910 8.838050 4.509894 5.250924 2.395837 3.114654
47 N06 not_connected nn Shape 11.444914 10.360046 11.444914 3.883626 3.984248 4.545601 5.226099 2.775300 3.281304
3 N01 digital_ok nn Shape 11.417059 9.194973 11.417059 8.409544 8.983374 4.479884 5.250528 2.389768 3.158011
173 N16 digital_ok nn Shape 11.409072 10.937333 11.409072 3.439956 3.984529 4.597960 5.281064 2.699990 3.498668
225 N19 RF_ok nn Shape 11.406553 -1.179010 11.406553 0.116680 4.106878 -0.982090 5.147744 -1.052124 2.741084
142 N13 RF_maintenance nn Shape 11.339710 0.093931 11.339710 -0.186002 8.926253 1.919032 5.292733 2.248725 3.237823
81 N07 digital_ok nn Shape 11.261127 -0.941994 11.261127 0.452540 7.837672 0.093747 5.072028 0.271204 3.253273
60 N05 RF_maintenance nn Shape 11.248572 1.572216 11.248572 0.018489 8.916258 0.314045 5.291593 0.416139 3.449523
58 N05 RF_maintenance nn Shape 11.113431 8.810034 11.113431 8.331002 8.914930 4.458588 5.234991 2.450276 3.181980
109 N10 digital_ok nn Shape 11.039730 8.933842 11.039730 8.390020 8.715479 4.562910 5.282956 2.372034 3.207024
27 N01 RF_maintenance nn Shape 10.877104 8.654340 10.877104 8.395886 8.803095 4.537824 5.292005 2.477638 3.275014
51 N03 dish_maintenance ee Shape 10.834419 10.834419 5.762845 0.413566 1.802529 4.230565 2.893287 5.351783 0.051260
320 N03 dish_maintenance ee Shape 10.794932 10.794932 10.462502 5.743599 6.033082 4.594707 5.335845 2.374602 3.179225
29 N01 digital_ok nn Shape 10.741297 9.011772 10.741297 8.091572 8.500736 4.521930 5.268095 2.385619 3.106478
128 N10 digital_ok nn Shape 10.666906 -0.140515 10.666906 0.942707 8.902301 0.771510 5.207802 0.339947 3.292894
182 N13 digital_ok nn Shape 10.510283 0.134890 10.510283 -0.629934 8.697161 0.182323 5.315459 0.339387 3.238989
50 N03 RF_maintenance nn Shape 10.272885 0.693360 10.272885 0.576440 1.371671 0.034181 1.960794 1.506630 8.028142
170 N15 digital_ok ee Shape 10.252001 10.252001 -0.123950 8.627930 -0.404637 4.467483 -0.460131 2.603528 0.526542
156 N12 RF_maintenance nn Shape 10.210803 2.233733 10.210803 6.762207 8.715913 1.820801 5.249557 0.451258 3.315519
131 N11 not_connected nn Shape 10.189504 -0.668469 10.189504 -0.471293 4.141703 -0.787388 4.787697 -1.148567 0.675589
189 N15 digital_ok nn Shape 10.158689 8.284306 10.158689 8.025106 8.792814 4.583386 5.333457 2.577627 3.423103
59 N05 RF_maintenance ee Shape 9.460700 9.460700 -0.471907 7.988192 1.064889 4.361246 0.982965 2.394043 1.257585
16 N01 digital_ok ee Shape 9.076134 9.076134 -0.098187 8.382339 0.877948 4.464968 1.238859 2.375547 0.741837
155 N12 RF_maintenance ee Shape 8.737307 8.737307 0.292787 8.158094 -0.882057 4.564281 0.158875 2.526077 -0.371504
40 N04 digital_ok ee Shape 8.611296 8.611296 2.685795 8.097874 0.645887 4.519640 -0.221137 2.456004 0.092691
262 N20 dish_maintenance nn Power 8.299689 4.323363 5.112259 7.519501 8.299689 4.205052 4.846106 2.788200 4.495607
136 N12 digital_ok ee Shape 8.259825 8.259825 0.127520 8.046483 -0.341891 4.545913 0.320445 2.479536 -0.041509
205 N19 RF_ok ee Shape 7.898224 7.898224 0.671356 2.787602 -0.105895 3.173006 -1.093497 0.505557 0.243257
42 N04 digital_ok nn Power 6.994629 -0.045332 2.017689 -0.499471 6.994629 1.079209 2.471015 -0.396327 2.075202
144 N14 digital_ok nn Power 6.720400 -0.109317 1.804351 -1.267774 6.720400 0.521795 1.230398 -0.810859 1.342081
206 N19 RF_ok nn Shape 6.020094 -0.957998 6.020094 -1.241351 2.144226 3.899779 1.625250 -1.085499 -0.428984
101 N08 digital_ok nn Shape 5.979364 4.506983 5.979364 -0.133617 1.082088 0.528702 1.038423 -0.144621 1.073614
123 N08 digital_ok nn Shape 5.965792 4.216602 5.965792 0.845650 0.976898 0.543190 0.315420 0.540962 0.928298
103 N08 digital_ok ee Temporal Variability 5.234861 1.849089 3.193355 1.378097 -1.013224 5.234861 0.822164 1.081173 -0.281729
179 N12 RF_maintenance ee Shape 5.175023 5.175023 -0.200435 0.385450 -0.569303 -0.057309 1.419107 0.291167 -0.446864
95 N11 not_connected ee Shape 5.156210 5.156210 4.935310 -0.679605 0.663230 0.301131 -0.320874 -0.454894 0.003328
52 N03 RF_maintenance ee Shape 5.001758 5.001758 4.787477 -0.207982 0.549904 1.369531 0.827573 -0.085238 0.312687
121 N08 digital_ok nn Power 4.899808 3.858160 3.274686 -0.640443 4.899808 0.662153 0.519182 0.061853 4.607009
71 N04 digital_ok ee Shape 4.771652 4.771652 0.101441 0.656720 1.034538 0.792682 -0.195758 0.416093 0.747031
122 N08 digital_ok nn Shape 4.562054 1.632760 4.562054 -0.902563 -0.948582 0.258530 0.931962 -0.510142 -0.955525
87 N08 RF_maintenance nn Shape 4.357559 2.807640 4.357559 -0.360114 -0.248244 0.519798 0.700274 2.024209 2.205765
10 N02 digital_ok ee Power 4.218030 -0.201579 0.194420 4.218030 -0.895184 0.607951 0.245982 3.446695 1.008557
227 N20 RF_ok ee Shape 3.907490 3.907490 -0.083531 1.887480 -0.700511 0.517475 -1.262104 -0.315545 -1.403241
192 N16 digital_ok nn Temporal Variability 3.834592 2.404166 3.177612 3.472240 3.442631 2.903669 3.834592 1.676691 2.495083
224 N19 RF_ok ee Power 3.773738 2.694857 2.736419 3.773738 3.334235 3.414315 3.602257 1.937532 2.381277
193 N16 digital_ok ee Power 3.638282 2.810486 0.436759 3.638282 0.952141 3.189282 -0.235737 1.823090 -0.208460
171 N16 digital_ok nn Shape 3.562135 2.109206 3.562135 -1.139086 0.388677 -1.106080 -0.372302 -0.905125 -0.679798
97 N11 not_connected nn Temporal Discontinuties 3.472187 -0.578388 3.406520 -1.266414 1.398471 -0.882744 1.650149 0.313078 3.472187
120 N08 RF_maintenance ee Shape 3.448194 3.448194 1.435441 2.484170 -0.408474 -0.155612 0.889171 1.283600 -0.393517
333 N12 dish_maintenance nn Shape 3.340278 1.428319 3.340278 -0.697509 -1.017310 -0.910945 -0.685680 1.262283 1.266994
201 N18 RF_maintenance nn Power 2.925248 0.467209 2.032797 2.095937 2.925248 0.898485 2.845516 0.571532 1.985096
106 N09 digital_ok ee Shape 2.717498 2.717498 1.337218 -0.909628 -0.171066 -0.847621 -0.697468 -0.652768 -0.436114
45 N05 digital_ok nn Shape 2.574757 0.088745 2.574757 0.413977 0.726294 -0.328763 0.727828 0.380168 1.023747
324 N04 not_connected nn Shape 2.562804 2.228717 2.562804 0.503299 0.837327 -0.586397 -0.442050 -0.183627 -0.815733
9 N02 digital_ok ee Power 2.558729 -0.638409 -1.131695 2.558729 -0.702327 0.670672 0.115949 2.332661 0.245390
329 N12 dish_maintenance ee Shape 2.418308 2.418308 0.528640 0.159334 -1.180400 0.943088 -0.800438 2.207087 1.046438
17 N01 digital_ok nn Shape 2.370993 1.069804 2.370993 0.567516 0.533115 0.678310 0.777139 0.312209 0.262889
73 N05 RF_maintenance nn Shape 2.299877 -0.412403 2.299877 -0.790754 -0.656843 1.026755 -0.125079 -0.383504 -0.735465
86 N08 digital_ok nn Temporal Discontinuties 2.261133 1.142388 -0.036005 1.408279 1.621114 0.495237 -0.268438 0.528679 2.261133
237 N18 RF_ok ee Shape 2.242897 2.242897 0.273364 0.323213 -1.006132 -0.948542 -0.814920 -0.686584 -1.134164
20 N02 digital_ok ee Power 2.202690 0.508343 0.197963 2.202690 -0.620876 0.106327 0.595692 2.009579 -0.129483
162 N13 digital_ok ee Shape 2.190335 2.190335 -0.921080 -1.150975 -1.291165 0.938008 0.949895 -0.677548 -1.097103
166 N14 RF_maintenance nn Power 2.128753 0.671813 0.881751 0.000535 2.128753 0.214876 1.232106 0.289982 1.322284
125 N09 RF_maintenance ee Shape 2.058625 2.058625 0.731555 -0.000535 0.892161 -0.281707 -0.177854 0.023877 0.589367
82 N07 RF_maintenance nn Power 2.024291 0.539034 0.092527 0.625719 2.024291 0.035011 0.004422 0.315954 1.308059
93 N10 digital_ok ee Power 2.020076 -0.090915 -0.681351 2.020076 -0.561131 -0.092616 0.345225 1.867307 -0.440163
211 N20 RF_ok nn Shape 1.965252 0.908970 1.965252 -1.240221 -0.487484 -0.824006 -1.234651 -0.811967 -1.403306
7 N02 digital_ok nn Temporal Discontinuties 1.964653 -0.209592 -0.690865 -0.587883 0.173020 0.039296 0.562904 0.660269 1.964653
4 N01 RF_maintenance ee Power 1.872505 0.250999 -0.568647 1.872505 -0.403829 1.547411 -1.086741 1.310915 -1.090367
66 N03 digital_ok ee Temporal Variability 1.843496 0.316803 0.697573 -0.735851 -0.679512 1.843496 0.175713 -0.406328 -0.746889
132 N11 not_connected nn Shape 1.789049 0.480627 1.789049 -1.145706 -0.911906 0.787062 -1.012047 -0.671433 -0.744129
191 N15 digital_ok ee Temporal Discontinuties 1.746377 -1.193409 0.648636 1.302844 0.014916 0.604427 0.440685 1.746377 0.664367
202 N18 digital_ok nn Shape 1.737633 -0.402392 1.737633 0.870737 -1.103858 -0.797831 -0.417027 -0.373859 1.252640
31 N02 digital_ok ee Shape 1.700897 1.700897 -0.430477 1.146065 1.056652 1.190645 -0.286568 0.987754 1.181429
37 N03 digital_ok nn Shape 1.687890 0.137646 1.687890 -0.616787 1.477286 0.871613 1.066448 -0.104480 1.588737
107 N09 digital_ok ee Shape 1.659177 1.659177 1.085455 0.298883 -0.018753 0.059589 0.390763 0.441182 0.054968
127 N10 digital_ok ee Shape 1.642348 1.642348 0.615810 0.728398 0.590833 1.010044 0.473676 0.175557 0.349177
21 N02 digital_ok nn Temporal Discontinuties 1.635947 -0.170722 0.002095 -0.263218 0.311768 0.297999 1.084585 0.954878 1.635947
64 N06 not_connected nn Temporal Discontinuties 1.622164 -1.286030 -0.460343 -1.173930 -0.408686 -0.331344 -0.356603 0.327478 1.622164
325 N09 dish_ok nn Temporal Discontinuties 1.587262 -0.098025 -0.988296 0.554955 -1.158675 -0.803865 -0.705279 -0.399340 1.587262
261 N20 RF_ok nn Shape 1.562067 1.480821 1.562067 0.163446 -0.729623 -0.531153 -0.523130 -0.751170 -1.136843
158 N12 digital_ok nn Temporal Variability 1.557168 -0.151842 -0.786885 0.217310 -0.146990 1.385965 1.557168 0.346234 1.037962
143 N14 digital_ok nn Temporal Variability 1.552350 -0.759973 -0.956911 -1.098747 -0.621492 0.168921 1.552350 -0.425936 -0.709725
61 N06 not_connected ee Shape 1.551291 1.551291 -0.850793 -0.110420 -0.823560 -0.287665 -0.816900 -0.666504 -0.909825
164 N14 digital_ok nn Temporal Variability 1.550591 -1.040729 -0.330181 0.698253 1.392145 -0.090541 1.550591 0.459706 1.152999
53 N03 digital_ok nn Shape 1.528408 0.905375 1.528408 -0.882130 -0.743376 0.817730 1.152851 -0.340241 -0.610731
65 N03 digital_ok nn Temporal Discontinuties 1.460410 1.330709 1.457389 0.663184 1.160516 -0.256404 0.806965 0.679295 1.460410
85 N08 digital_ok nn Power 1.433126 -0.252788 1.280031 1.416015 1.433126 -0.374006 0.202360 0.551235 1.010050
67 N03 digital_ok nn Temporal Discontinuties 1.426762 -0.063027 0.690820 0.110097 1.354794 0.137221 0.591813 0.446772 1.426762
30 N01 digital_ok ee Temporal Variability 1.370512 0.030714 1.244533 1.258252 -1.106873 1.370512 0.205560 0.379025 -1.221382
245 N20 RF_ok nn Shape 1.331831 -0.744355 1.331831 0.471083 -0.901626 -1.180797 -1.201019 -0.939466 -1.371762
163 N14 digital_ok nn Shape 1.315164 0.978911 1.315164 0.092374 0.629022 0.367790 0.686710 -0.006296 0.552159
56 N04 digital_ok nn Power 1.303409 -0.653791 -0.562114 -0.322927 1.303409 0.232069 -0.218060 -0.276812 1.116061
19 N02 digital_ok nn Temporal Variability 1.289708 -1.207844 -0.279347 -0.654053 -0.464110 0.123423 1.289708 -0.201338 -0.013299
5 N01 digital_ok nn Temporal Variability 1.270420 0.570151 0.586967 0.497670 0.424001 0.151955 1.270420 0.845635 0.893879
221 N18 RF_ok ee Shape 1.269546 1.269546 -0.059730 -1.123794 -0.982258 -0.322411 -1.011368 0.256326 -1.476034
74 N05 RF_maintenance nn Temporal Variability 1.240890 -1.181640 -0.703788 -0.483359 -0.139204 0.310467 1.240890 -0.940039 0.221580
167 N15 digital_ok ee Temporal Variability 1.238598 -0.511414 -0.234245 -0.826239 0.174914 1.238598 -0.094507 -0.449379 0.433094
135 N12 RF_maintenance ee Temporal Variability 1.231328 -1.227509 -1.028520 -0.596780 -1.078929 1.231328 0.687195 0.366857 -0.542414
41 N04 digital_ok ee Temporal Variability 1.211922 0.893200 0.236857 0.223101 0.304324 1.211922 0.578496 -0.006371 0.262557
183 N13 digital_ok ee Temporal Variability 1.183524 -0.084407 1.010133 -0.304151 0.292679 1.183524 -0.349030 -0.242353 0.088473
89 N09 RF_maintenance ee Shape 1.157881 1.157881 0.345646 0.357511 1.008303 -0.541944 -0.207043 0.094962 0.533246
244 N20 RF_maintenance ee Shape 1.120295 1.120295 0.181332 -0.430045 -1.060953 -0.798004 -1.079652 -0.265069 -0.983019
141 N13 digital_ok ee Temporal Variability 1.119760 -1.058776 -1.129832 0.107285 0.139775 1.119760 -0.995248 0.223047 -0.921638
8 N02 RF_maintenance nn Temporal Discontinuties 1.101386 0.151263 -0.732823 -0.164055 0.307204 0.035974 0.305572 0.699590 1.101386
137 N07 RF_maintenance ee Temporal Variability 1.084008 1.059822 0.305628 0.555258 -1.133613 1.084008 0.075861 0.281639 -0.954935
126 N09 RF_maintenance nn Power 1.056432 0.432170 -0.397427 -0.690363 1.056432 -0.315124 0.157658 -0.338169 0.720576
70 N04 digital_ok nn Temporal Variability 1.053593 0.177562 -0.645347 0.145744 0.363711 0.806882 1.053593 -0.179686 0.134766
49 N06 not_connected ee Temporal Discontinuties 1.047335 0.049531 -0.621304 0.085376 -0.865348 -0.081640 -0.954800 1.047335 0.651746
48 N06 not_connected nn Power 1.036449 -0.131301 0.111655 -0.088910 1.036449 -0.750819 -0.158411 -0.864113 -0.349317
105 N09 digital_ok nn Power 1.002408 -0.520318 -0.024665 0.547473 1.002408 0.422986 -0.116427 0.120476 0.501410
160 N13 digital_ok nn Temporal Variability 0.967769 -0.095048 -0.914530 0.047163 -0.238939 -0.041406 0.967769 0.185592 0.006296
69 N04 digital_ok nn Power 0.942387 0.355415 -0.248406 0.458925 0.942387 -0.468601 0.615913 0.310972 0.737809
112 N10 digital_ok nn Temporal Variability 0.941933 -0.028857 -0.523102 0.519346 0.502125 0.003534 0.941933 0.509340 0.692295
157 N12 digital_ok nn Temporal Discontinuties 0.933985 -0.227773 -0.028790 0.252294 0.810371 0.154102 0.516124 0.298981 0.933985
168 N15 digital_ok ee Temporal Variability 0.909514 -0.336698 -0.321301 0.547130 0.020624 0.909514 0.478326 0.382831 0.083680
88 N09 digital_ok nn Power 0.895459 0.249787 0.196157 0.665556 0.895459 -0.112378 -0.637698 0.232995 0.362942
240 N19 RF_maintenance nn Shape 0.846050 0.344737 0.846050 -1.070823 -1.198748 -1.063580 -0.980486 -0.817046 -1.012080
43 N05 RF_maintenance nn Power 0.842160 0.192637 0.788380 -0.443178 0.842160 -0.515498 0.483603 -1.177270 0.609097
139 N13 RF_maintenance ee Power 0.839678 0.677168 0.602346 0.839678 -1.137902 -0.878253 -0.930533 -0.281767 -1.426429
102 N08 RF_maintenance nn Temporal Variability 0.836634 -0.730882 0.052983 -1.078394 -0.418638 0.805512 0.836634 -0.816861 0.026855
124 N09 digital_ok nn Power 0.827693 -0.015350 0.646756 0.337886 0.827693 0.018308 0.530108 0.187032 0.656958
38 N03 digital_ok nn Temporal Variability 0.823007 -0.189377 0.315704 0.423529 0.678306 -0.003534 0.823007 0.761790 0.720404
35 N06 not_connected nn Temporal Discontinuties 0.781147 -0.314018 0.241367 0.578190 -1.246075 -1.076124 -0.702462 -0.563757 0.781147
187 N14 digital_ok nn Temporal Variability 0.770852 -0.002095 -0.989397 -1.271070 -0.335196 0.363704 0.770852 -0.571104 -1.208939
207 N19 RF_ok nn Shape 0.762133 -0.634099 0.762133 -0.990808 -0.867291 -0.936910 -0.606181 -0.426159 -1.097913
150 N15 digital_ok ee Shape 0.756918 0.756918 -0.862494 -1.242037 -1.267891 -0.327648 0.352783 -0.555871 -0.783685
118 N07 digital_ok nn Power 0.754038 0.134705 0.660337 0.160254 0.754038 -0.421197 0.405141 -0.125011 0.509476
229 N20 RF_maintenance nn Power 0.748074 -1.039794 0.025543 -0.013660 0.748074 -0.369035 -0.445219 -0.857192 -0.601816
169 N15 digital_ok ee Temporal Variability 0.744941 -0.189466 -0.325108 -0.432796 -1.132802 0.744941 0.593839 -0.164112 -1.060242
181 N13 digital_ok nn Temporal Discontinuties 0.717643 -0.769177 -0.696255 0.697604 0.664040 -0.006144 0.250154 0.401676 0.717643
238 N18 RF_ok ee Power 0.678663 -0.302771 0.671399 0.678663 0.203489 -1.040829 -0.987119 -0.629666 -0.946733
91 N09 digital_ok ee Power 0.654463 -0.644434 -0.484678 0.654463 0.518129 -0.136073 -0.112750 0.369473 0.298231
222 N18 RF_ok ee Shape 0.596627 0.596627 -0.919615 -0.685554 -0.341307 -0.344799 -1.057247 -0.970134 -1.343898
83 N07 digital_ok nn Power 0.595108 -0.136850 0.234141 0.528380 0.595108 0.236540 0.116393 0.109808 0.569863
44 N05 digital_ok nn Temporal Variability 0.552748 -1.329605 -0.854925 -0.820362 -0.173196 -0.532458 0.552748 -1.064240 -0.164999
228 N20 RF_maintenance ee Power 0.490755 -0.871237 -0.186130 0.490755 -1.125801 -1.227542 -0.885247 -0.746177 -0.978133
62 N06 not_connected nn Power 0.450463 -0.316602 -1.154008 -0.670675 0.450463 -0.891076 -1.002373 -0.371640 -0.848013
90 N09 RF_maintenance nn Temporal Variability 0.394296 0.013563 -0.440060 -0.792341 -0.192537 0.242395 0.394296 -0.493577 -0.164819
184 N14 digital_ok nn Temporal Discontinuties 0.367477 -0.728677 -0.608381 -1.065408 -0.045504 -0.231110 0.037158 -0.175152 0.367477
186 N14 digital_ok ee Temporal Variability 0.215078 -0.727056 -0.346065 -0.063703 -0.585667 0.215078 -0.489900 -1.025696 -1.327876
46 N05 RF_maintenance ee Temporal Discontinuties 0.165969 -0.473407 -0.373027 -0.391449 -1.165706 -0.300784 -0.221905 0.165969 -1.043637
190 N15 digital_ok ee Temporal Variability 0.085536 -1.256365 -1.330566 -0.233763 -0.071679 0.085536 -1.160923 0.078553 -1.141298
140 N13 digital_ok ee Shape 0.063364 0.063364 -1.284147 -0.514884 -0.517636 -0.370438 -1.093809 -0.078904 -1.236296
146 N14 digital_ok nn Power 0.032425 -0.614971 -0.662410 -1.108360 0.032425 -1.031936 -1.245136 -1.019333 -1.170965
239 N18 RF_ok nn Power 0.014944 -0.681123 -0.843007 -0.110139 0.014944 -0.964974 -0.720880 -0.703537 -0.845272
22 N06 not_connected nn Shape -0.003960 -0.952877 -0.003960 -0.063595 -0.257072 -0.782483 -0.286629 -0.447041 -0.577362
223 N19 RF_ok nn Power -0.029233 -0.604318 -0.847286 -0.960201 -0.029233 -1.148974 -1.101498 -0.875881 -0.934788
220 N18 RF_maintenance ee Shape -0.063694 -0.063694 -1.045972 -0.081081 -0.736869 -1.009430 -1.214156 -0.609840 -1.456279
241 N19 RF_ok nn Power -0.240905 -1.131992 -0.826313 -0.734622 -0.240905 -0.550328 -1.211096 -1.029565 -1.261200
133 N11 not_connected ee Temporal Discontinuties -0.256316 -0.861336 -0.632950 -1.079914 -0.740525 -1.276731 -1.289101 -0.256316 -0.997171
115 N11 not_connected ee Temporal Discontinuties -0.337006 -0.597987 -0.855663 -0.801641 -0.379774 -0.978376 -1.312263 -0.337006 -0.767906
147 N15 digital_ok ee Shape nan nan nan inf inf nan nan nan nan
148 N15 digital_ok ee Shape nan nan nan inf inf nan nan nan nan
208 N20 dish_maintenance ee Shape nan nan nan inf inf nan nan nan nan
209 N20 dish_maintenance ee Shape nan nan nan inf inf nan nan nan nan
210 N20 dish_maintenance 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]:
198
In [29]:
def Plot_All_Auto_Metrics():
    for row, ant in enumerate(df['Ant']): 
        # print title of section
        display(HTML(f'<h2>Antenna {ant}: {JD}</h2>'))

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

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

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

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

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

        plt.show()

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

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

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

In [30]:
Plot_All_Auto_Metrics()

Antenna 149: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 digital_ok ee Power inf 169.290484 169.394729 inf inf 2403.310248 2482.868272 770.265294 827.031431

Antenna 114: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
114 N11 not_connected ee Temporal Discontinuties 147.257823 10.366057 6.631158 19.414995 11.500123 35.089894 9.188666 147.257823 23.197329

Antenna 243: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
243 N19 RF_ok ee Shape 57.790797 57.790797 -0.267569 0.288324 -0.936288 5.683998 -0.842556 4.822499 -0.831822

Antenna 77: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 51.690036 51.690036 9.262623 0.296274 -1.002069 2.573616 3.350638 0.308495 -0.420796

Antenna 104: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 39.577930 10.075884 39.577930 -1.051096 6.137870 0.889696 3.965903 -0.361376 4.911878

Antenna 108: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 RF_maintenance nn Shape 32.619442 9.294123 32.619442 8.356958 1.460984 4.522754 2.706285 2.443456 1.732283

Antenna 200: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 30.654486 10.377070 30.654486 3.781452 1.310218 4.563912 2.884504 2.457411 3.849294

Antenna 28: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 29.788038 13.423753 29.788038 0.592585 2.487398 3.417504 5.924934 0.655219 5.460869

Antenna 92: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 28.576152 28.576152 26.418410 1.023870 1.703887 3.398832 3.064986 0.624611 1.440674

Antenna 185: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 ee Shape 26.500934 26.500934 0.775852 -0.220159 -0.860410 3.874084 0.746389 0.601528 -0.906093

Antenna 246: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
246 N20 dish_maintenance ee Shape 25.157412 25.157412 23.383106 -0.406651 -0.512077 2.192807 2.116051 0.619122 1.469260

Antenna 161: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 23.778531 -1.115323 23.778531 0.337552 -0.035319 0.566901 0.841085 0.115839 -0.126966

Antenna 111: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 ee Shape 22.800352 22.800352 10.567661 1.645058 8.671700 2.092761 5.056369 0.877748 3.135462

Antenna 68: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 dish_maintenance ee Shape 22.735976 22.735976 21.184562 1.662491 11.744922 2.680847 5.444928 0.578454 3.652608

Antenna 32: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nn Shape 21.206577 -0.286398 21.206577 -0.315535 2.310211 0.497402 1.003242 0.416115 1.207833

Antenna 110: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nn Shape 20.336428 20.217908 20.336428 11.187717 11.548370 4.559078 5.293045 2.411807 3.211984

Antenna 18: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 19.752902 9.910738 19.752902 8.371977 -0.192266 4.543846 3.956493 2.354865 4.707320

Antenna 96: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
96 N11 not_connected ee Shape 19.362156 19.362156 0.471413 0.088278 1.856787 0.832692 1.083527 0.341042 1.022942

Antenna 54: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 17.929891 17.929891 -0.546430 3.953534 -0.362699 0.675618 0.386863 1.955994 -0.300121

Antenna 159: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
159 N13 RF_maintenance nn Shape 17.651612 1.096404 17.651612 -1.032450 -0.650539 -1.113392 2.584517 -0.961396 2.948816

Antenna 226: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
226 N19 RF_ok nn Shape 16.485067 -0.482918 16.485067 -0.825105 0.144865 -0.913159 0.707173 -1.139890 0.281927

Antenna 165: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 16.268473 16.268473 0.829108 -0.532815 -0.525762 3.043434 0.330034 1.174951 -0.195637

Antenna 57: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 16.060504 16.060504 1.954920 6.431631 -1.147268 2.180747 0.478341 0.954141 -0.963687

Antenna 242: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
242 N19 RF_ok ee Shape 15.978780 15.978780 -0.553180 -0.116567 0.934239 0.246048 -0.296970 -0.105268 -0.169942

Antenna 78: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 15.949253 15.949253 -0.100663 -0.826031 0.430399 -0.035171 -0.923640 0.071474 -0.516982

Antenna 204: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
204 N19 RF_maintenance nn Shape 13.749906 10.988475 13.749906 1.011972 -0.950885 0.075113 0.679339 2.075295 -1.088488

Antenna 151: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 digital_ok ee Shape 13.387915 13.387915 2.351274 -0.576632 0.701535 0.565213 -0.653389 0.513303 -0.156016

Antenna 36: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 ee Shape 13.067248 13.067248 12.025065 11.096671 11.078569 4.719831 5.424723 2.556650 3.409739

Antenna 134: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
134 N11 not_connected nn Shape 12.467856 10.336919 12.467856 3.810606 4.280678 4.428679 5.219286 2.310804 3.153247

Antenna 117: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 RF_maintenance nn Shape 12.279557 10.018962 12.279557 8.479909 9.215156 4.427759 5.270282 2.414890 3.301399

Antenna 72: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nn Shape 12.248674 9.908482 12.248674 8.735148 9.245944 4.396098 5.147119 2.349381 3.128935

Antenna 80: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
80 N11 not_connected nn Shape 12.235610 -1.012039 12.235610 -0.178562 4.246296 -1.235311 5.223979 -0.623178 3.161902

Antenna 34: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nn Shape 12.191280 10.530086 12.191280 3.970944 4.288343 4.518201 5.240514 2.397523 3.125597

Antenna 113: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
113 N11 not_connected nn Shape 12.021270 10.543531 12.021270 3.694240 4.323660 4.420496 5.190179 2.435728 3.104833

Antenna 79: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
79 N11 not_connected nn Shape 11.763010 1.465013 11.763010 -0.845381 4.321985 -0.979857 5.192966 0.042444 3.059887

Antenna 84: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 RF_maintenance nn Shape 11.755948 10.454571 11.755948 10.721251 11.259500 3.693145 5.375048 1.403239 3.298092

Antenna 180: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 11.697742 -0.258026 11.697742 -0.986014 9.040923 1.122173 5.210447 0.390141 3.304802

Antenna 15: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 11.684740 9.278531 11.684740 8.364934 8.927213 4.488833 5.270904 2.359849 3.110703

Antenna 63: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 11.633115 -0.673220 11.633115 -0.658626 4.288086 -1.040724 5.304028 -0.669937 3.300795

Antenna 145: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 11.595316 9.229661 11.595316 8.389658 8.951189 4.372712 5.259938 2.292095 3.404643

Antenna 55: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 11.542193 9.286985 11.542193 8.425861 8.918401 4.534445 5.263580 2.437286 3.309044

Antenna 94: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 11.465587 9.786731 11.465587 8.517910 8.838050 4.509894 5.250924 2.395837 3.114654

Antenna 47: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nn Shape 11.444914 10.360046 11.444914 3.883626 3.984248 4.545601 5.226099 2.775300 3.281304

Antenna 3: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 11.417059 9.194973 11.417059 8.409544 8.983374 4.479884 5.250528 2.389768 3.158011

Antenna 173: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 digital_ok nn Shape 11.409072 10.937333 11.409072 3.439956 3.984529 4.597960 5.281064 2.699990 3.498668

Antenna 225: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
225 N19 RF_ok nn Shape 11.406553 -1.179010 11.406553 0.116680 4.106878 -0.982090 5.147744 -1.052124 2.741084

Antenna 142: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 RF_maintenance nn Shape 11.339710 0.093931 11.339710 -0.186002 8.926253 1.919032 5.292733 2.248725 3.237823

Antenna 81: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 11.261127 -0.941994 11.261127 0.452540 7.837672 0.093747 5.072028 0.271204 3.253273

Antenna 60: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 RF_maintenance nn Shape 11.248572 1.572216 11.248572 0.018489 8.916258 0.314045 5.291593 0.416139 3.449523

Antenna 58: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 RF_maintenance nn Shape 11.113431 8.810034 11.113431 8.331002 8.914930 4.458588 5.234991 2.450276 3.181980

Antenna 109: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 11.039730 8.933842 11.039730 8.390020 8.715479 4.562910 5.282956 2.372034 3.207024

Antenna 27: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 10.877104 8.654340 10.877104 8.395886 8.803095 4.537824 5.292005 2.477638 3.275014

Antenna 51: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 dish_maintenance ee Shape 10.834419 10.834419 5.762845 0.413566 1.802529 4.230565 2.893287 5.351783 0.051260

Antenna 320: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 ee Shape 10.794932 10.794932 10.462502 5.743599 6.033082 4.594707 5.335845 2.374602 3.179225

Antenna 29: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 10.741297 9.011772 10.741297 8.091572 8.500736 4.521930 5.268095 2.385619 3.106478

Antenna 128: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 10.666906 -0.140515 10.666906 0.942707 8.902301 0.771510 5.207802 0.339947 3.292894

Antenna 182: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 digital_ok nn Shape 10.510283 0.134890 10.510283 -0.629934 8.697161 0.182323 5.315459 0.339387 3.238989

Antenna 50: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 10.272885 0.693360 10.272885 0.576440 1.371671 0.034181 1.960794 1.506630 8.028142

Antenna 170: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 10.252001 10.252001 -0.123950 8.627930 -0.404637 4.467483 -0.460131 2.603528 0.526542

Antenna 156: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 RF_maintenance nn Shape 10.210803 2.233733 10.210803 6.762207 8.715913 1.820801 5.249557 0.451258 3.315519

Antenna 131: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
131 N11 not_connected nn Shape 10.189504 -0.668469 10.189504 -0.471293 4.141703 -0.787388 4.787697 -1.148567 0.675589

Antenna 189: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nn Shape 10.158689 8.284306 10.158689 8.025106 8.792814 4.583386 5.333457 2.577627 3.423103

Antenna 59: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 RF_maintenance ee Shape 9.460700 9.460700 -0.471907 7.988192 1.064889 4.361246 0.982965 2.394043 1.257585

Antenna 16: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 ee Shape 9.076134 9.076134 -0.098187 8.382339 0.877948 4.464968 1.238859 2.375547 0.741837

Antenna 155: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 RF_maintenance ee Shape 8.737307 8.737307 0.292787 8.158094 -0.882057 4.564281 0.158875 2.526077 -0.371504

Antenna 40: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 ee Shape 8.611296 8.611296 2.685795 8.097874 0.645887 4.519640 -0.221137 2.456004 0.092691

Antenna 262: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
262 N20 dish_maintenance nn Power 8.299689 4.323363 5.112259 7.519501 8.299689 4.205052 4.846106 2.788200 4.495607

Antenna 136: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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_ok ee Shape 8.259825 8.259825 0.127520 8.046483 -0.341891 4.545913 0.320445 2.479536 -0.041509

Antenna 205: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
205 N19 RF_ok ee Shape 7.898224 7.898224 0.671356 2.787602 -0.105895 3.173006 -1.093497 0.505557 0.243257

Antenna 42: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nn Power 6.994629 -0.045332 2.017689 -0.499471 6.994629 1.079209 2.471015 -0.396327 2.075202

Antenna 144: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Power 6.720400 -0.109317 1.804351 -1.267774 6.720400 0.521795 1.230398 -0.810859 1.342081

Antenna 206: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
206 N19 RF_ok nn Shape 6.020094 -0.957998 6.020094 -1.241351 2.144226 3.899779 1.625250 -1.085499 -0.428984

Antenna 101: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 5.979364 4.506983 5.979364 -0.133617 1.082088 0.528702 1.038423 -0.144621 1.073614

Antenna 123: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 5.965792 4.216602 5.965792 0.845650 0.976898 0.543190 0.315420 0.540962 0.928298

Antenna 103: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 ee Temporal Variability 5.234861 1.849089 3.193355 1.378097 -1.013224 5.234861 0.822164 1.081173 -0.281729

Antenna 179: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 RF_maintenance ee Shape 5.175023 5.175023 -0.200435 0.385450 -0.569303 -0.057309 1.419107 0.291167 -0.446864

Antenna 95: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
95 N11 not_connected ee Shape 5.156210 5.156210 4.935310 -0.679605 0.663230 0.301131 -0.320874 -0.454894 0.003328

Antenna 52: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 ee Shape 5.001758 5.001758 4.787477 -0.207982 0.549904 1.369531 0.827573 -0.085238 0.312687

Antenna 121: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Power 4.899808 3.858160 3.274686 -0.640443 4.899808 0.662153 0.519182 0.061853 4.607009

Antenna 71: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 4.771652 4.771652 0.101441 0.656720 1.034538 0.792682 -0.195758 0.416093 0.747031

Antenna 122: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 4.562054 1.632760 4.562054 -0.902563 -0.948582 0.258530 0.931962 -0.510142 -0.955525

Antenna 87: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nn Shape 4.357559 2.807640 4.357559 -0.360114 -0.248244 0.519798 0.700274 2.024209 2.205765

Antenna 10: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 ee Power 4.218030 -0.201579 0.194420 4.218030 -0.895184 0.607951 0.245982 3.446695 1.008557

Antenna 227: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
227 N20 RF_ok ee Shape 3.907490 3.907490 -0.083531 1.887480 -0.700511 0.517475 -1.262104 -0.315545 -1.403241

Antenna 192: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 digital_ok nn Temporal Variability 3.834592 2.404166 3.177612 3.472240 3.442631 2.903669 3.834592 1.676691 2.495083

Antenna 224: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
224 N19 RF_ok ee Power 3.773738 2.694857 2.736419 3.773738 3.334235 3.414315 3.602257 1.937532 2.381277

Antenna 193: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 digital_ok ee Power 3.638282 2.810486 0.436759 3.638282 0.952141 3.189282 -0.235737 1.823090 -0.208460

Antenna 171: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 digital_ok nn Shape 3.562135 2.109206 3.562135 -1.139086 0.388677 -1.106080 -0.372302 -0.905125 -0.679798

Antenna 97: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
97 N11 not_connected nn Temporal Discontinuties 3.472187 -0.578388 3.406520 -1.266414 1.398471 -0.882744 1.650149 0.313078 3.472187

Antenna 120: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 ee Shape 3.448194 3.448194 1.435441 2.484170 -0.408474 -0.155612 0.889171 1.283600 -0.393517

Antenna 333: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 3.340278 1.428319 3.340278 -0.697509 -1.017310 -0.910945 -0.685680 1.262283 1.266994

Antenna 201: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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_maintenance nn Power 2.925248 0.467209 2.032797 2.095937 2.925248 0.898485 2.845516 0.571532 1.985096

Antenna 106: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 2.717498 2.717498 1.337218 -0.909628 -0.171066 -0.847621 -0.697468 -0.652768 -0.436114

Antenna 45: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 2.574757 0.088745 2.574757 0.413977 0.726294 -0.328763 0.727828 0.380168 1.023747

Antenna 324: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 2.562804 2.228717 2.562804 0.503299 0.837327 -0.586397 -0.442050 -0.183627 -0.815733

Antenna 9: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 ee Power 2.558729 -0.638409 -1.131695 2.558729 -0.702327 0.670672 0.115949 2.332661 0.245390

Antenna 329: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 ee Shape 2.418308 2.418308 0.528640 0.159334 -1.180400 0.943088 -0.800438 2.207087 1.046438

Antenna 17: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 2.370993 1.069804 2.370993 0.567516 0.533115 0.678310 0.777139 0.312209 0.262889

Antenna 73: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 RF_maintenance nn Shape 2.299877 -0.412403 2.299877 -0.790754 -0.656843 1.026755 -0.125079 -0.383504 -0.735465

Antenna 86: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nn Temporal Discontinuties 2.261133 1.142388 -0.036005 1.408279 1.621114 0.495237 -0.268438 0.528679 2.261133

Antenna 237: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 2.242897 2.242897 0.273364 0.323213 -1.006132 -0.948542 -0.814920 -0.686584 -1.134164

Antenna 20: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Power 2.202690 0.508343 0.197963 2.202690 -0.620876 0.106327 0.595692 2.009579 -0.129483

Antenna 162: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 2.190335 2.190335 -0.921080 -1.150975 -1.291165 0.938008 0.949895 -0.677548 -1.097103

Antenna 166: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nn Power 2.128753 0.671813 0.881751 0.000535 2.128753 0.214876 1.232106 0.289982 1.322284

Antenna 125: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 ee Shape 2.058625 2.058625 0.731555 -0.000535 0.892161 -0.281707 -0.177854 0.023877 0.589367

Antenna 82: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nn Power 2.024291 0.539034 0.092527 0.625719 2.024291 0.035011 0.004422 0.315954 1.308059

Antenna 93: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 ee Power 2.020076 -0.090915 -0.681351 2.020076 -0.561131 -0.092616 0.345225 1.867307 -0.440163

Antenna 211: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
211 N20 RF_ok nn Shape 1.965252 0.908970 1.965252 -1.240221 -0.487484 -0.824006 -1.234651 -0.811967 -1.403306

Antenna 7: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 1.964653 -0.209592 -0.690865 -0.587883 0.173020 0.039296 0.562904 0.660269 1.964653

Antenna 4: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Power 1.872505 0.250999 -0.568647 1.872505 -0.403829 1.547411 -1.086741 1.310915 -1.090367

Antenna 66: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 1.843496 0.316803 0.697573 -0.735851 -0.679512 1.843496 0.175713 -0.406328 -0.746889

Antenna 132: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
132 N11 not_connected nn Shape 1.789049 0.480627 1.789049 -1.145706 -0.911906 0.787062 -1.012047 -0.671433 -0.744129

Antenna 191: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Temporal Discontinuties 1.746377 -1.193409 0.648636 1.302844 0.014916 0.604427 0.440685 1.746377 0.664367

Antenna 202: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 digital_ok nn Shape 1.737633 -0.402392 1.737633 0.870737 -1.103858 -0.797831 -0.417027 -0.373859 1.252640

Antenna 31: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 ee Shape 1.700897 1.700897 -0.430477 1.146065 1.056652 1.190645 -0.286568 0.987754 1.181429

Antenna 37: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 1.687890 0.137646 1.687890 -0.616787 1.477286 0.871613 1.066448 -0.104480 1.588737

Antenna 107: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 1.659177 1.659177 1.085455 0.298883 -0.018753 0.059589 0.390763 0.441182 0.054968

Antenna 127: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 1.642348 1.642348 0.615810 0.728398 0.590833 1.010044 0.473676 0.175557 0.349177

Antenna 21: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Temporal Discontinuties 1.635947 -0.170722 0.002095 -0.263218 0.311768 0.297999 1.084585 0.954878 1.635947

Antenna 64: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Temporal Discontinuties 1.622164 -1.286030 -0.460343 -1.173930 -0.408686 -0.331344 -0.356603 0.327478 1.622164

Antenna 325: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nn Temporal Discontinuties 1.587262 -0.098025 -0.988296 0.554955 -1.158675 -0.803865 -0.705279 -0.399340 1.587262

Antenna 261: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
261 N20 RF_ok nn Shape 1.562067 1.480821 1.562067 0.163446 -0.729623 -0.531153 -0.523130 -0.751170 -1.136843

Antenna 158: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nn Temporal Variability 1.557168 -0.151842 -0.786885 0.217310 -0.146990 1.385965 1.557168 0.346234 1.037962

Antenna 143: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 1.552350 -0.759973 -0.956911 -1.098747 -0.621492 0.168921 1.552350 -0.425936 -0.709725

Antenna 61: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 1.551291 1.551291 -0.850793 -0.110420 -0.823560 -0.287665 -0.816900 -0.666504 -0.909825

Antenna 164: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Temporal Variability 1.550591 -1.040729 -0.330181 0.698253 1.392145 -0.090541 1.550591 0.459706 1.152999

Antenna 53: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nn Shape 1.528408 0.905375 1.528408 -0.882130 -0.743376 0.817730 1.152851 -0.340241 -0.610731

Antenna 65: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nn Temporal Discontinuties 1.460410 1.330709 1.457389 0.663184 1.160516 -0.256404 0.806965 0.679295 1.460410

Antenna 85: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Power 1.433126 -0.252788 1.280031 1.416015 1.433126 -0.374006 0.202360 0.551235 1.010050

Antenna 67: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Temporal Discontinuties 1.426762 -0.063027 0.690820 0.110097 1.354794 0.137221 0.591813 0.446772 1.426762

Antenna 30: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Temporal Variability 1.370512 0.030714 1.244533 1.258252 -1.106873 1.370512 0.205560 0.379025 -1.221382

Antenna 245: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
245 N20 RF_ok nn Shape 1.331831 -0.744355 1.331831 0.471083 -0.901626 -1.180797 -1.201019 -0.939466 -1.371762

Antenna 163: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nn Shape 1.315164 0.978911 1.315164 0.092374 0.629022 0.367790 0.686710 -0.006296 0.552159

Antenna 56: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 1.303409 -0.653791 -0.562114 -0.322927 1.303409 0.232069 -0.218060 -0.276812 1.116061

Antenna 19: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 1.289708 -1.207844 -0.279347 -0.654053 -0.464110 0.123423 1.289708 -0.201338 -0.013299

Antenna 5: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Temporal Variability 1.270420 0.570151 0.586967 0.497670 0.424001 0.151955 1.270420 0.845635 0.893879

Antenna 221: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 ee Shape 1.269546 1.269546 -0.059730 -1.123794 -0.982258 -0.322411 -1.011368 0.256326 -1.476034

Antenna 74: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 RF_maintenance nn Temporal Variability 1.240890 -1.181640 -0.703788 -0.483359 -0.139204 0.310467 1.240890 -0.940039 0.221580

Antenna 167: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Temporal Variability 1.238598 -0.511414 -0.234245 -0.826239 0.174914 1.238598 -0.094507 -0.449379 0.433094

Antenna 135: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 RF_maintenance ee Temporal Variability 1.231328 -1.227509 -1.028520 -0.596780 -1.078929 1.231328 0.687195 0.366857 -0.542414

Antenna 41: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Temporal Variability 1.211922 0.893200 0.236857 0.223101 0.304324 1.211922 0.578496 -0.006371 0.262557

Antenna 183: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Temporal Variability 1.183524 -0.084407 1.010133 -0.304151 0.292679 1.183524 -0.349030 -0.242353 0.088473

Antenna 89: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Shape 1.157881 1.157881 0.345646 0.357511 1.008303 -0.541944 -0.207043 0.094962 0.533246

Antenna 244: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
244 N20 RF_maintenance ee Shape 1.120295 1.120295 0.181332 -0.430045 -1.060953 -0.798004 -1.079652 -0.265069 -0.983019

Antenna 141: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 ee Temporal Variability 1.119760 -1.058776 -1.129832 0.107285 0.139775 1.119760 -0.995248 0.223047 -0.921638

Antenna 8: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nn Temporal Discontinuties 1.101386 0.151263 -0.732823 -0.164055 0.307204 0.035974 0.305572 0.699590 1.101386

Antenna 137: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 ee Temporal Variability 1.084008 1.059822 0.305628 0.555258 -1.133613 1.084008 0.075861 0.281639 -0.954935

Antenna 126: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nn Power 1.056432 0.432170 -0.397427 -0.690363 1.056432 -0.315124 0.157658 -0.338169 0.720576

Antenna 70: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 digital_ok nn Temporal Variability 1.053593 0.177562 -0.645347 0.145744 0.363711 0.806882 1.053593 -0.179686 0.134766

Antenna 49: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 ee Temporal Discontinuties 1.047335 0.049531 -0.621304 0.085376 -0.865348 -0.081640 -0.954800 1.047335 0.651746

Antenna 48: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 1.036449 -0.131301 0.111655 -0.088910 1.036449 -0.750819 -0.158411 -0.864113 -0.349317

Antenna 105: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 1.002408 -0.520318 -0.024665 0.547473 1.002408 0.422986 -0.116427 0.120476 0.501410

Antenna 160: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Temporal Variability 0.967769 -0.095048 -0.914530 0.047163 -0.238939 -0.041406 0.967769 0.185592 0.006296

Antenna 69: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nn Power 0.942387 0.355415 -0.248406 0.458925 0.942387 -0.468601 0.615913 0.310972 0.737809

Antenna 112: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 0.941933 -0.028857 -0.523102 0.519346 0.502125 0.003534 0.941933 0.509340 0.692295

Antenna 157: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 0.933985 -0.227773 -0.028790 0.252294 0.810371 0.154102 0.516124 0.298981 0.933985

Antenna 168: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 digital_ok ee Temporal Variability 0.909514 -0.336698 -0.321301 0.547130 0.020624 0.909514 0.478326 0.382831 0.083680

Antenna 88: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Power 0.895459 0.249787 0.196157 0.665556 0.895459 -0.112378 -0.637698 0.232995 0.362942

Antenna 240: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
240 N19 RF_maintenance nn Shape 0.846050 0.344737 0.846050 -1.070823 -1.198748 -1.063580 -0.980486 -0.817046 -1.012080

Antenna 43: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 RF_maintenance nn Power 0.842160 0.192637 0.788380 -0.443178 0.842160 -0.515498 0.483603 -1.177270 0.609097

Antenna 139: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
139 N13 RF_maintenance ee Power 0.839678 0.677168 0.602346 0.839678 -1.137902 -0.878253 -0.930533 -0.281767 -1.426429

Antenna 102: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Temporal Variability 0.836634 -0.730882 0.052983 -1.078394 -0.418638 0.805512 0.836634 -0.816861 0.026855

Antenna 124: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Power 0.827693 -0.015350 0.646756 0.337886 0.827693 0.018308 0.530108 0.187032 0.656958

Antenna 38: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nn Temporal Variability 0.823007 -0.189377 0.315704 0.423529 0.678306 -0.003534 0.823007 0.761790 0.720404

Antenna 35: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Temporal Discontinuties 0.781147 -0.314018 0.241367 0.578190 -1.246075 -1.076124 -0.702462 -0.563757 0.781147

Antenna 187: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Temporal Variability 0.770852 -0.002095 -0.989397 -1.271070 -0.335196 0.363704 0.770852 -0.571104 -1.208939

Antenna 207: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
207 N19 RF_ok nn Shape 0.762133 -0.634099 0.762133 -0.990808 -0.867291 -0.936910 -0.606181 -0.426159 -1.097913

Antenna 150: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 digital_ok ee Shape 0.756918 0.756918 -0.862494 -1.242037 -1.267891 -0.327648 0.352783 -0.555871 -0.783685

Antenna 118: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Power 0.754038 0.134705 0.660337 0.160254 0.754038 -0.421197 0.405141 -0.125011 0.509476

Antenna 229: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
229 N20 RF_maintenance nn Power 0.748074 -1.039794 0.025543 -0.013660 0.748074 -0.369035 -0.445219 -0.857192 -0.601816

Antenna 169: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 ee Temporal Variability 0.744941 -0.189466 -0.325108 -0.432796 -1.132802 0.744941 0.593839 -0.164112 -1.060242

Antenna 181: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Temporal Discontinuties 0.717643 -0.769177 -0.696255 0.697604 0.664040 -0.006144 0.250154 0.401676 0.717643

Antenna 238: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Power 0.678663 -0.302771 0.671399 0.678663 0.203489 -1.040829 -0.987119 -0.629666 -0.946733

Antenna 91: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 ee Power 0.654463 -0.644434 -0.484678 0.654463 0.518129 -0.136073 -0.112750 0.369473 0.298231

Antenna 222: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 ee Shape 0.596627 0.596627 -0.919615 -0.685554 -0.341307 -0.344799 -1.057247 -0.970134 -1.343898

Antenna 83: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nn Power 0.595108 -0.136850 0.234141 0.528380 0.595108 0.236540 0.116393 0.109808 0.569863

Antenna 44: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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_ok nn Temporal Variability 0.552748 -1.329605 -0.854925 -0.820362 -0.173196 -0.532458 0.552748 -1.064240 -0.164999

Antenna 228: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
228 N20 RF_maintenance ee Power 0.490755 -0.871237 -0.186130 0.490755 -1.125801 -1.227542 -0.885247 -0.746177 -0.978133

Antenna 62: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 0.450463 -0.316602 -1.154008 -0.670675 0.450463 -0.891076 -1.002373 -0.371640 -0.848013

Antenna 90: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 Temporal Variability 0.394296 0.013563 -0.440060 -0.792341 -0.192537 0.242395 0.394296 -0.493577 -0.164819

Antenna 184: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nn Temporal Discontinuties 0.367477 -0.728677 -0.608381 -1.065408 -0.045504 -0.231110 0.037158 -0.175152 0.367477

Antenna 186: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 0.215078 -0.727056 -0.346065 -0.063703 -0.585667 0.215078 -0.489900 -1.025696 -1.327876

Antenna 46: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 RF_maintenance ee Temporal Discontinuties 0.165969 -0.473407 -0.373027 -0.391449 -1.165706 -0.300784 -0.221905 0.165969 -1.043637

Antenna 190: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 ee Temporal Variability 0.085536 -1.256365 -1.330566 -0.233763 -0.071679 0.085536 -1.160923 0.078553 -1.141298

Antenna 140: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 ee Shape 0.063364 0.063364 -1.284147 -0.514884 -0.517636 -0.370438 -1.093809 -0.078904 -1.236296

Antenna 146: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
146 N14 digital_ok nn Power 0.032425 -0.614971 -0.662410 -1.108360 0.032425 -1.031936 -1.245136 -1.019333 -1.170965

Antenna 239: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nn Power 0.014944 -0.681123 -0.843007 -0.110139 0.014944 -0.964974 -0.720880 -0.703537 -0.845272

Antenna 22: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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 nn Shape -0.003960 -0.952877 -0.003960 -0.063595 -0.257072 -0.782483 -0.286629 -0.447041 -0.577362

Antenna 223: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
223 N19 RF_ok nn Power -0.029233 -0.604318 -0.847286 -0.960201 -0.029233 -1.148974 -1.101498 -0.875881 -0.934788

Antenna 220: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score 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_maintenance ee Shape -0.063694 -0.063694 -1.045972 -0.081081 -0.736869 -1.009430 -1.214156 -0.609840 -1.456279

Antenna 241: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
241 N19 RF_ok nn Power -0.240905 -1.131992 -0.826313 -0.734622 -0.240905 -0.550328 -1.211096 -1.029565 -1.261200

Antenna 133: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
133 N11 not_connected ee Temporal Discontinuties -0.256316 -0.861336 -0.632950 -1.079914 -0.740525 -1.276731 -1.289101 -0.256316 -0.997171

Antenna 115: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
115 N11 not_connected ee Temporal Discontinuties -0.337006 -0.597987 -0.855663 -0.801641 -0.379774 -0.978376 -1.312263 -0.337006 -0.767906

Antenna 147: 2459982

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

Antenna 148: 2459982

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

Antenna 208: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
208 N20 dish_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 209: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
209 N20 dish_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 210: 2459982

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
210 N20 dish_maintenance ee Shape nan nan nan inf inf nan nan nan nan
In [31]:
from hera_qm import __version__
print(__version__)

2.0.5.dev13+gd6c757c
In [ ]: