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 = "2460116"
data_path = "/mnt/sn1/2460116"
In [4]:
from astropy.time import Time
utc = Time(JD, format='jd').datetime
print(f'Date: {utc.month}-{utc.day}-{utc.year}')

Date: 6-20-2023
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/sn1/2460116 on JD 2460116...
Found auto_metrics results file at /mnt/sn1/2460116/zen.2460116.42101.sum.auto_metrics.h5.
Found 362 extracted autocorrelation files.
In [6]:
# load auto_metrics and define use someful quantities
am = load_metric_file(auto_metrics_file)
mean_round_modz_cut = am['parameters']['mean_round_modz_cut']
ex_ants = am['ex_ants']['r2_ex_ants']
ants = sorted(set(bl[0] for bl in am['modzs']['r2_shape_modzs']))

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

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

Summary Plots and Tables¶

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

ex_ants: [4, 7, 8, 9, 15, 16, 17, 18, 27, 28, 29, 32, 34, 37, 38, 40, 41, 42, 47, 51, 53, 54, 55, 58, 59, 60, 61, 62, 63, 73, 77, 78, 80, 81, 82, 83, 84, 86, 87, 90, 92, 93, 94, 96, 101, 104, 109, 110, 111, 112, 113, 114, 117, 118, 120, 121, 122, 123, 124, 125, 126, 127, 131, 134, 137, 139, 140, 141, 142, 143, 144, 145, 146, 147, 151, 153, 156, 159, 160, 161, 162, 163, 164, 165, 166, 173, 180, 181, 182, 183, 184, 185, 186, 187, 189, 192, 193, 200, 201, 202, 204, 205, 206, 207, 208, 209, 210, 211, 220, 221, 222, 223, 224, 225, 226, 227, 228, 229, 237, 238, 239, 240, 241, 242, 243, 244, 245, 246, 261, 262, 324, 329]
In [9]:
def Array_Plot():
    plt.figure(figsize=(16,16))
    plt.scatter(np.array([autos.antpos[ant][0] for ant in ants]), 
                np.array([autos.antpos[ant][1] for ant in ants]), c='w', s=0)    
    for ant in ants:
        pos = autos.antpos[ant]
        bad = ant in ex_ants
        plt.gca().add_artist(plt.Circle(tuple(pos[0:2]), radius=7, 
                                        fill=(~bad), color=['grey','r'][bad]))
        plt.text(pos[0],pos[1],str(ant), va='center', ha='center', color='w')
    plt.xlabel("Antenna East-West Position (meters)")
    plt.ylabel("Antenna North-South Position (meters)")
    plt.title(f'Antenna Positions and Auto_Metrics Flags on {JD}\n(Maximum Modified Z-Score > {mean_round_modz_cut} in Red)');
    plt.axis('equal')
    plt.tight_layout()

Figure 1: Antenna Positions with auto_metrics flags.¶

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

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

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

# style dataframe
z_score_cols = [col for col in df.columns if col not in ['Ant', 'Node', 'A Priori Status', 'Worst Metric']]
table1 = df.style.hide_index()\
           .applymap(lambda val: 'font-weight: bold' if val in ex_ants else '', subset=['Ant']) \
           .applymap(lambda val: 'color: red' if val in ex_ants else '', subset=['Ant']) \
           .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
           .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=z_score_cols) \
           .applymap(lambda val: 'font-weight: bold' if val > am['parameters']['mean_round_modz_cut'] else '', subset=z_score_cols) \
           .applymap(lambda val: 'color: red' if val > am['parameters']['mean_round_modz_cut'] else '', subset=z_score_cols) \
           .set_table_styles([dict(selector="th",props=[('max-width', '70pt')])])

Table 1: Modified Z-Score Summary¶

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

In [13]:
HTML(table1.render())
Out[13]:
Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
118 N07 digital_ok nn Power inf 55.447442 55.743118 inf inf 212.927250 212.958298 1625.525965 1625.661704
137 N07 RF_maintenance nn Power inf 55.457821 55.755786 inf inf 120.373271 119.708837 564.629224 558.150329
18 N01 RF_maintenance nn Temporal Discontinuties 56.905621 4.979697 0.881991 2.637470 0.466594 0.788634 0.334076 56.905621 11.039243
51 N03 digital_ok ee Temporal Discontinuties 37.195061 0.177891 0.090864 1.701194 -1.151777 2.531894 -1.108655 1.870859 37.195061
27 N01 RF_ok nn Temporal Discontinuties 30.663958 10.685275 9.661474 9.333414 24.613892 7.999695 6.744761 30.663958 7.721414
40 N04 digital_ok nn Temporal Discontinuties 29.581207 1.145004 0.351707 0.601932 0.849706 0.743340 1.200643 29.581207 1.511329
124 N09 RF_maintenance nn Power 27.688624 7.115451 5.952897 27.688624 27.307011 7.397443 6.503178 9.940315 5.135038
93 N10 RF_maintenance nn Power 27.520829 6.955409 6.170144 27.520829 26.841465 7.386151 6.507845 6.536445 5.595103
59 N05 RF_maintenance nn Power 27.305312 8.945522 -0.536195 27.305312 -0.168860 7.350432 -0.112139 3.642365 0.011654
92 N10 RF_maintenance nn Power 27.217491 6.492123 5.819241 27.217491 27.005691 7.352151 6.474944 5.840680 6.375762
127 N10 RF_maintenance ee Power 26.978379 4.400504 6.038430 2.768957 26.978379 6.970076 6.478956 5.093017 4.105200
109 N10 RF_maintenance nn Power 26.929637 6.938344 3.933830 26.929637 -0.780284 7.349308 5.800370 5.200137 1.285074
29 N01 RF_maintenance nn Power 26.539424 7.160273 6.365667 26.539424 26.390747 7.343250 6.456433 5.294208 6.884112
55 N04 RF_maintenance ee Shape 26.227958 0.979387 26.227958 0.951915 19.408902 0.597630 6.956648 1.608687 3.575927
86 N08 digital_ok ee Power 23.878272 -0.386765 6.474712 -1.127507 23.878272 -0.822842 6.508387 6.323024 3.298251
112 N10 digital_ok ee Power 22.122841 2.649606 2.178345 2.211989 22.122841 2.339537 0.111861 -1.403524 2.487489
329 N12 dish_maintenance nn Power 16.659040 6.893786 6.397689 16.659040 16.004541 7.386342 6.519902 5.212595 4.492183
34 N06 not_connected ee Power 16.486050 2.446785 6.644515 1.868382 16.486050 1.788393 6.504109 -1.166712 4.626439
153 N16 digital_ok ee Power 15.983749 -0.855469 6.010100 -0.694774 15.983749 -0.999360 6.489612 -0.086720 4.461955
131 N11 not_connected nn Power 15.772793 5.771563 1.065026 15.772793 0.872784 5.360265 0.696098 2.440858 -1.127670
54 N04 dish_maintenance ee Shape 14.040400 3.389710 14.040400 9.218668 6.952291 6.033819 6.980022 2.584842 4.256916
28 N01 RF_ok nn Temporal Discontinuties 13.427298 9.788916 -0.677894 10.073057 0.184248 2.131887 0.386249 13.427298 0.199401
32 N02 RF_maintenance ee Shape 12.810687 -0.399422 12.810687 -0.756279 0.240231 -0.933680 0.044603 0.011286 0.737268
37 N03 digital_ok nn Temporal Discontinuties 12.618994 6.390428 7.448191 11.272173 8.815125 5.273668 5.180518 12.618994 2.763622
94 N10 RF_maintenance nn Power 12.024008 4.035279 -0.058867 12.024008 0.277798 5.829297 0.910365 3.060801 1.474587
120 N08 RF_maintenance ee Temporal Discontinuties 11.759041 -0.498645 2.270113 -0.904179 3.704009 -0.403333 2.769011 7.769524 11.759041
104 N08 dish_maintenance ee Power 11.121607 4.857890 3.248184 3.764421 11.121607 3.546600 6.820732 -1.484725 4.558950
121 N08 digital_ok nn Power 10.478339 4.232366 4.406138 10.478339 3.559124 4.857367 3.238049 8.006419 -0.250320
125 N09 RF_maintenance ee Power 10.429813 0.699305 3.942110 0.341441 10.429813 0.847836 9.794509 0.313012 6.746394
42 N04 digital_ok nn Power 9.515536 5.187036 -0.003482 9.515536 -0.406840 4.511473 -0.227288 4.269724 0.430342
4 N01 RF_maintenance nn Shape 8.696325 8.696325 0.189956 0.328498 0.542653 2.288803 -0.145824 -0.246502 -1.045048
156 N12 RF_maintenance ee Power 8.693390 -0.382455 4.044423 -0.070806 8.693390 0.200078 4.377737 0.086413 4.698776
78 N06 not_connected ee Shape 8.306745 3.424903 8.306745 2.804888 0.160777 2.909843 1.187344 -1.337892 0.783857
90 N09 RF_maintenance nn Temporal Variability 7.762794 1.312742 1.665921 3.278156 1.364125 7.762794 0.902317 5.026468 -1.233909
38 N03 digital_ok nn Temporal Discontinuties 7.352298 0.365253 -1.024203 0.944178 -1.227940 1.567312 -0.741934 7.352298 1.775628
134 N11 not_connected ee Temporal Discontinuties 7.336850 5.630661 1.772181 4.506581 4.461731 4.981721 1.316623 -1.418303 7.336850
96 N11 not_connected nn Shape 7.335000 7.335000 3.166089 -0.323760 2.514734 1.182481 2.323470 1.424716 -1.323251
192 N16 digital_ok nn Shape 7.235812 7.235812 6.442392 5.779521 5.227622 6.423419 5.335190 -1.082091 -1.028294
63 N06 not_connected nn Shape 7.074045 7.074045 1.502128 5.661944 0.599042 6.297799 0.174339 -1.096745 -0.938080
110 N10 RF_maintenance ee Shape 7.020971 -0.633287 7.020971 -1.303055 1.222730 -1.056183 2.423441 -0.542728 -0.883780
113 N11 not_connected nn Shape 6.843338 6.843338 6.197221 5.504818 4.993853 6.113385 5.085010 -1.200599 -1.097094
111 N10 RF_maintenance ee Shape 6.754039 0.681133 6.754039 0.650082 2.161958 0.769948 0.163581 0.607250 5.134858
173 N16 digital_ok nn Shape 6.694323 6.694323 6.001356 5.301917 4.795500 5.865761 4.814733 -1.272619 -1.152607
193 N16 digital_ok ee Shape 6.493748 6.392746 6.493748 5.172440 5.254020 5.693333 5.348237 -1.334164 -1.020365
73 N05 RF_maintenance nn Power 6.042166 3.997068 -0.670902 6.042166 -0.958026 4.230158 -0.703031 3.795824 0.530151
151 N16 digital_ok ee Shape 5.919272 -0.606237 5.919272 0.506031 -0.490327 -0.153170 1.199178 3.151250 -0.200950
123 N08 digital_ok ee Shape 5.796310 3.975633 5.796310 3.143382 4.650502 3.213222 4.726215 -1.088097 -0.869666
114 N11 not_connected ee Shape 5.668542 1.612267 5.668542 0.502518 4.523261 0.335461 4.691468 -1.062085 -1.158317
84 N08 RF_ok nn Shape 5.648776 5.648776 4.127175 4.527116 3.431642 4.946790 3.209977 -1.333207 -1.326724
41 N04 digital_ok nn Power 5.636539 3.477996 -0.996732 5.636539 -0.627862 3.965043 -0.659674 1.679725 -0.109673
58 N05 RF_maintenance ee Shape 5.533534 5.256962 5.533534 4.321154 4.402536 4.688223 4.464338 -1.332702 -1.100514
189 N15 digital_ok nn Shape 5.410124 5.410124 4.310545 4.294597 3.541529 4.794434 3.408485 -1.366922 -1.368611
60 N05 RF_maintenance nn Temporal Discontinuties 5.295003 -0.653837 -0.913008 -0.563666 -1.203739 -0.378377 -1.511816 5.295003 -0.344682
147 N15 digital_ok ee Temporal Variability 5.245277 -0.046632 3.116244 0.597472 4.218355 0.938819 5.245277 0.632215 2.187502
80 N11 not_connected nn Shape 5.221624 5.221624 1.520208 4.285511 1.130572 4.771935 0.607774 -1.401611 -1.204300
53 N03 digital_ok ee Temporal Discontinuties 4.842381 0.053919 -0.521694 -1.206023 -0.801279 -0.755229 -0.271862 2.058166 4.842381
126 N09 RF_maintenance ee Temporal Variability 4.707785 0.807012 0.533253 -0.041919 1.586481 0.394730 4.707785 0.002760 2.688520
324 N04 not_connected nn Shape 4.068491 4.068491 3.406030 2.937673 2.328161 3.277302 2.227861 -1.428531 -1.090157
5 N01 digital_ok nn Power 3.841480 2.532784 -0.460486 3.841480 -0.651095 2.823620 -0.372157 1.355016 -0.202017
62 N06 digital_ok nn Shape 3.797063 3.797063 0.221536 2.655047 3.109964 2.958326 0.751075 -1.424097 1.817010
19 N02 digital_ok nn Shape 3.463845 3.463845 -1.429704 2.945423 -1.033269 3.044456 -1.336335 -1.250363 -0.484490
170 N15 digital_ok ee Power 3.458993 0.098962 2.842903 0.414350 3.458993 0.405209 2.809537 1.706471 1.952496
31 N02 digital_ok nn Power 3.407127 2.791552 -1.122184 3.407127 -0.889289 3.151552 -0.292237 3.110858 0.180996
167 N15 digital_ok nn Temporal Discontinuties 3.362645 0.197927 -0.130124 0.371930 -0.176786 0.923671 -0.034375 3.362645 0.253263
22 N06 not_connected ee Power 3.324419 -0.953834 0.772790 0.033782 3.324419 0.090127 1.555601 -0.059676 1.323131
158 N12 digital_ok nn Temporal Discontinuties 3.201348 -1.238696 -0.878066 -1.206956 -1.083486 -1.032961 -0.926379 3.201348 0.744981
155 N12 RF_maintenance ee Shape 3.071709 1.147140 3.071709 0.730185 2.680712 0.176541 2.333770 -1.159152 -1.328277
30 N01 digital_ok ee Shape 3.026181 0.056916 3.026181 -0.040367 2.529056 -0.594951 2.264407 -0.838066 -1.119344
70 N04 digital_ok ee Power 2.788758 0.187462 2.230488 0.073795 2.788758 0.458575 2.013338 1.313628 1.051040
48 N06 not_connected nn Shape 2.765760 2.765760 1.115148 2.321751 0.743862 2.384694 0.465188 -1.366784 -1.075813
179 N12 RF_maintenance ee Power 2.751586 0.756585 2.084863 0.920996 2.751586 1.359113 2.744808 0.416395 1.160595
325 N09 digital_ok ee Shape 2.543629 0.110169 2.543629 -0.281397 2.129092 -0.512791 1.844381 -0.836410 -1.367615
52 N03 RF_maintenance ee Temporal Discontinuties 2.393740 0.876324 2.071088 -1.087191 0.717140 -0.878259 1.053710 -0.130194 2.393740
149 N15 digital_ok ee Temporal Variability 2.358742 -0.889323 1.595375 -0.954984 1.955752 -0.679821 2.358742 -0.418408 2.310560
35 N06 not_connected ee Shape 2.262451 0.832046 2.262451 0.588583 1.840220 0.412879 1.456892 -1.236722 -1.453082
97 N11 not_connected nn Temporal Discontinuties 2.219525 -0.240956 0.117981 -1.046922 0.045184 -1.293145 -0.640154 2.219525 -0.986075
136 N12 RF_maintenance nn Temporal Discontinuties 2.113349 -0.037830 -0.318451 -0.607044 -0.079738 -0.500549 -1.052778 2.113349 -0.847450
107 N09 digital_ok ee Temporal Discontinuties 2.103718 2.038070 1.003942 -0.860613 -0.638460 -1.020647 -0.410762 1.356906 2.103718
95 N11 not_connected nn Shape 2.047447 2.047447 -0.574905 1.881878 -1.057268 1.930118 -1.063197 -1.370664 0.096802
10 N02 digital_ok ee Power 2.016351 -0.146608 1.979406 -0.028749 2.016351 -0.269024 1.564402 -0.693443 -1.399260
68 N03 RF_ok nn Temporal Discontinuties 2.009058 0.890147 1.588969 1.345126 1.462861 1.742781 1.667552 2.009058 1.544210
191 N15 digital_ok ee Temporal Discontinuties 1.988800 0.534669 0.075130 0.619486 0.348050 1.120969 0.347791 0.206231 1.988800
88 N09 digital_ok nn Temporal Variability 1.941205 0.741474 -0.417017 1.635513 0.247934 1.941205 0.602652 0.590421 0.146625
172 N16 digital_ok ee Shape 1.906789 -0.375213 1.906789 -1.270489 1.479075 -1.300188 0.960862 -0.470900 -1.244963
115 N11 not_connected nn Shape 1.892935 1.892935 -0.502500 1.595689 -0.705281 1.636201 -0.963438 -1.390549 -0.622496
102 N08 RF_maintenance nn Temporal Discontinuties 1.867544 -0.395538 1.480536 -0.537800 1.154602 -1.022440 0.533016 1.867544 -1.320969
36 N03 RF_maintenance ee Shape 1.802445 1.339840 1.802445 0.071341 0.572466 0.738716 0.756399 0.525759 0.599486
333 N12 dish_maintenance ee Temporal Discontinuties 1.784721 0.945033 0.369003 0.005664 0.404683 0.155314 -0.684197 -0.701516 1.784721
69 N04 digital_ok ee Temporal Discontinuties 1.778731 -0.308061 0.689384 -1.077705 0.293824 -0.507808 0.537322 -0.023650 1.778731
20 N02 digital_ok nn Temporal Variability 1.622930 0.239940 0.135128 0.920814 -0.045953 1.622930 -0.004133 0.537731 0.464446
171 N16 digital_ok ee Power 1.575013 -0.205017 0.269476 0.750027 1.575013 -0.327617 0.289055 0.476367 0.642582
67 N03 digital_ok ee Temporal Discontinuties 1.564604 0.037830 -1.095014 0.584766 -1.292767 1.299326 -0.560015 0.996306 1.564604
49 N06 not_connected nn Shape 1.470388 1.470388 -0.660309 1.157905 0.318086 1.035455 -0.277077 -1.374726 0.283463
128 N10 digital_ok nn Temporal Discontinuties 1.392966 -0.733369 0.089446 -0.898837 -0.175540 -1.331837 0.203499 1.392966 0.979252
85 N08 digital_ok ee Shape 1.382166 -0.331270 1.382166 -0.714080 0.743152 -1.424124 -0.161776 -0.729794 -1.228846
154 N16 digital_ok ee Shape 1.375580 0.788535 1.375580 0.418446 1.125951 0.311330 0.772815 -1.169521 -1.205572
56 N04 digital_ok nn Shape 1.375090 1.375090 -0.437062 0.691122 -1.196033 0.972108 -0.911543 0.683928 -0.250492
71 N04 digital_ok ee Shape 1.287304 -0.550637 1.287304 -0.540038 -0.847627 -0.131658 -1.239741 0.298710 -0.612505
103 N08 digital_ok nn Shape 1.170686 1.170686 0.841668 -0.795280 -0.077002 -0.512086 -0.919865 -0.163020 -0.470743
152 N16 digital_ok ee Temporal Discontinuties 1.115499 -0.235276 -0.082019 -0.318734 -0.666518 -0.397115 -1.158161 -0.876295 1.115499
66 N03 digital_ok nn Temporal Variability 1.115310 -0.265524 -0.337342 0.307154 -0.289825 1.115310 -0.298952 0.936244 -0.092145
150 N15 digital_ok ee Temporal Variability 1.109287 -0.809344 0.569232 -0.697545 0.682463 -0.262706 1.109287 -0.368568 0.598169
320 N03 digital_ok nn Shape 1.070615 1.070615 0.592614 0.489705 0.072172 0.373022 -0.287582 -1.024306 -0.776183
64 N06 not_connected ee Shape 0.859763 -0.922279 0.859763 -1.218266 -0.075330 -1.235626 -0.513117 -0.440957 -0.923837
132 N11 not_connected ee Shape 0.845929 -0.355411 0.845929 -0.009120 0.630501 -0.243413 0.093981 -0.933618 -1.103951
135 N12 RF_maintenance ee Shape 0.833363 0.118702 0.833363 0.316197 0.756444 0.397237 0.256954 0.708257 -0.772821
45 N05 digital_ok ee Temporal Variability 0.768414 -0.248111 0.079617 -0.829662 0.503658 -0.693709 0.768414 0.189475 0.452600
108 N09 RF_maintenance nn Shape 0.756165 0.756165 -0.770840 -0.178149 -1.194536 0.015608 -1.469754 -0.024712 -0.104653
89 N09 RF_maintenance ee Temporal Variability 0.738817 -0.204770 -0.593364 0.344846 0.369403 0.608126 0.738817 0.095898 0.155925
65 N03 digital_ok ee Temporal Variability 0.669160 -0.254851 0.050917 -0.683683 0.058498 -1.241387 0.669160 -0.431129 0.188625
43 N05 RF_maintenance nn Temporal Discontinuties 0.665054 -0.325362 -0.927354 -0.082509 -0.876668 0.331421 -1.501157 0.665054 -0.626348
106 N09 digital_ok ee Temporal Discontinuties 0.659906 -1.062020 -0.304421 -0.651182 -0.305314 -0.440865 0.218919 -0.296735 0.659906
46 N05 RF_maintenance nn Power 0.621213 0.224420 -1.055332 0.621213 -0.901559 0.109480 -0.694154 -1.035180 0.168251
74 N05 RF_maintenance nn Temporal Discontinuties 0.565677 -1.297540 -0.198412 -0.764422 0.465103 -0.505202 -0.145553 0.565677 -0.756841
133 N11 not_connected nn Shape 0.557168 0.557168 -0.656389 0.463368 -0.479019 0.171632 -1.023570 -1.108083 -0.745508
91 N09 digital_ok ee Temporal Variability 0.537967 -0.441353 -0.350891 -0.005664 0.418614 0.364109 0.537967 -0.111975 0.243281
168 N15 digital_ok ee Temporal Variability 0.470081 -1.096614 -0.298982 -0.577070 0.275363 -0.321505 0.470081 0.041834 0.384305
79 N11 not_connected nn Shape 0.463096 0.463096 -0.412274 0.425289 0.131627 0.315093 -0.525794 -1.151038 0.342803
105 N09 digital_ok nn Temporal Variability 0.419052 -0.176786 -1.103675 0.369304 -1.173468 0.419052 -1.015386 0.127492 0.003546
190 N15 digital_ok ee Temporal Discontinuties 0.366776 -0.981364 -0.208039 -0.878743 -0.223120 -0.776428 0.226485 -0.332062 0.366776
148 N15 digital_ok ee Power 0.366691 -0.281976 0.292782 -0.173007 0.366691 -0.318188 -0.004899 -0.055482 0.096796
57 N04 RF_maintenance ee Temporal Discontinuties 0.320268 -1.136918 -1.043361 -0.931626 -1.301081 -1.116696 -0.953554 -0.147217 0.320268
50 N03 RF_maintenance nn Temporal Variability 0.292098 -0.457336 -0.570197 -0.220358 -0.392411 0.292098 0.127514 -0.179642 0.066880
169 N15 digital_ok ee Temporal Variability 0.238295 -1.221677 -0.515555 -1.338950 0.041211 -1.281118 0.238295 -0.440110 0.028113
157 N12 digital_ok ee Shape 0.185301 -0.249244 0.185301 -0.352945 -0.340710 0.004133 -0.184385 -0.154335 0.016735
21 N02 digital_ok ee Temporal Discontinuties 0.065011 -0.700988 -0.598999 -0.802971 -1.218131 -0.733733 -1.227249 -0.275999 0.065011
3 N01 digital_ok ee Temporal Discontinuties 0.026367 -0.436012 -0.065794 -0.537756 -0.368996 -1.199395 -0.133661 -0.920132 0.026367
72 N04 digital_ok ee Temporal Discontinuties -0.003546 -0.688673 -0.071749 -0.925192 -0.883779 -0.383100 -0.633952 -0.420707 -0.003546
44 N05 digital_ok nn Temporal Variability -0.051452 -0.287407 -1.079643 -0.726705 -0.532478 -0.051452 -1.258905 -0.162568 -0.725570
7 N02 digital_ok nn Shape nan nan nan inf inf nan nan nan nan
8 N02 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan
9 N02 digital_ok nn Shape nan nan nan inf inf nan nan nan nan
15 N01 digital_ok nn Shape nan nan nan inf inf nan nan nan nan
16 N01 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan
17 N01 digital_ok nn Shape nan nan nan inf inf nan nan nan nan
47 N06 not_connected nn Shape nan nan nan inf inf nan nan nan nan
61 N06 not_connected nn Shape nan nan nan inf inf nan nan nan nan
77 N06 not_connected nn Shape nan nan nan inf inf nan nan nan nan
81 N07 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan
82 N07 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan
83 N07 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan
87 N08 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan
101 N08 digital_ok nn Shape nan nan nan inf inf nan nan nan nan
117 N07 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan
122 N08 digital_ok nn Shape nan nan nan inf inf nan nan nan nan
139 N13 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan
140 N13 digital_ok nn Shape nan nan nan inf inf nan nan nan nan
141 N13 digital_ok nn Shape nan nan nan inf inf nan nan nan nan
142 N13 RF_ok nn Shape nan nan nan inf inf nan nan nan nan
143 N14 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan
144 N14 digital_ok nn Shape nan nan nan inf inf nan nan nan nan
145 N14 digital_ok nn Shape nan nan nan inf inf nan nan nan nan
146 N14 digital_ok nn Shape nan nan nan inf inf nan nan nan nan
159 N13 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan
160 N13 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan
161 N13 digital_ok nn Shape nan nan nan inf inf nan nan nan nan
162 N13 digital_ok nn Shape nan nan nan inf inf nan nan nan nan
163 N14 digital_ok nn Shape nan nan nan inf inf nan nan nan nan
164 N14 digital_ok nn Shape nan nan nan inf inf nan nan nan nan
165 N14 digital_ok nn Shape nan nan nan inf inf nan nan nan nan
166 N14 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan
180 N13 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan
181 N13 digital_ok nn Shape nan nan nan inf inf nan nan nan nan
182 N13 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan
183 N13 digital_ok nn Shape nan nan nan inf inf nan nan nan nan
184 N14 dish_maintenance nn Shape nan nan nan inf inf nan nan nan nan
185 N14 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan
186 N14 digital_ok nn Shape nan nan nan inf inf nan nan nan nan
187 N14 digital_ok nn Shape nan nan nan inf inf nan nan nan nan
200 N18 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan
201 N18 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan
202 N18 digital_ok nn Shape nan nan nan inf inf nan nan nan nan
204 N19 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan
205 N19 RF_ok nn Shape nan nan nan inf inf nan nan nan nan
206 N19 RF_ok nn Shape nan nan nan inf inf nan nan nan nan
207 N19 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan
208 N20 dish_maintenance nn Shape nan nan nan inf inf nan nan nan nan
209 N20 dish_maintenance nn Shape nan nan nan inf inf nan nan nan nan
210 N20 dish_maintenance nn Shape nan nan nan inf inf nan nan nan nan
211 N20 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan
220 N18 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan
221 N18 RF_ok nn Shape nan nan nan inf inf nan nan nan nan
222 N18 RF_ok nn Shape nan nan nan inf inf nan nan nan nan
223 N19 RF_ok nn Shape nan nan nan inf inf nan nan nan nan
224 N19 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan
225 N19 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan
226 N19 RF_ok nn Shape nan nan nan inf inf nan nan nan nan
227 N20 RF_ok nn Shape nan nan nan inf inf nan nan nan nan
228 N20 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan
229 N20 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan
237 N18 RF_ok nn Shape nan nan nan inf inf nan nan nan nan
238 N18 RF_ok nn Shape nan nan nan inf inf nan nan nan nan
239 N18 RF_ok nn Shape nan nan nan inf inf nan nan nan nan
240 N19 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan
241 N19 RF_ok nn Shape nan nan nan inf inf nan nan nan nan
242 N19 RF_ok nn Shape nan nan nan inf inf nan nan nan nan
243 N19 RF_ok nn Shape nan nan nan inf inf nan nan nan nan
244 N20 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan
245 N20 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan
246 N20 dish_maintenance nn Shape nan nan nan inf inf nan nan nan nan
261 N20 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan
262 N20 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan
In [14]:
def Flag_Bar_Chart():
    plt.figure(figsize=(8, 4), dpi=100)

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

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

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

Figure 2: Flagging Rationale Summary¶

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

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

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

Figure 3: Flagging Rationale Correlations¶

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

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

Figure 4: Outliers in Autocorrelation Shape¶

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

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

Figure 5: Outliers in Autocorrelation Power¶

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

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

Figure 6: Outliers in Autocorrelation Temporal Variability¶

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

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

Figure 7: Outliers in Autocorrelation Temporal Discontinuities¶

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

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

Figure 8: Average Good Autocorrelations and Flags¶

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

In [26]:
Avg_Auto_Plot()

Per-Antenna Plots¶

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

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

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

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

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

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

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

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

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

        plt.show()

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

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

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

In [30]:
Plot_All_Auto_Metrics()

Antenna 118: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
118 N07 digital_ok nn Power inf 55.447442 55.743118 inf inf 212.927250 212.958298 1625.525965 1625.661704

Antenna 137: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
137 N07 RF_maintenance nn Power inf 55.457821 55.755786 inf inf 120.373271 119.708837 564.629224 558.150329

Antenna 18: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 56.905621 4.979697 0.881991 2.637470 0.466594 0.788634 0.334076 56.905621 11.039243

Antenna 51: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
51 N03 digital_ok ee Temporal Discontinuties 37.195061 0.177891 0.090864 1.701194 -1.151777 2.531894 -1.108655 1.870859 37.195061

Antenna 27: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
27 N01 RF_ok nn Temporal Discontinuties 30.663958 10.685275 9.661474 9.333414 24.613892 7.999695 6.744761 30.663958 7.721414

Antenna 40: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
40 N04 digital_ok nn Temporal Discontinuties 29.581207 1.145004 0.351707 0.601932 0.849706 0.743340 1.200643 29.581207 1.511329

Antenna 124: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
124 N09 RF_maintenance nn Power 27.688624 7.115451 5.952897 27.688624 27.307011 7.397443 6.503178 9.940315 5.135038

Antenna 93: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
93 N10 RF_maintenance nn Power 27.520829 6.955409 6.170144 27.520829 26.841465 7.386151 6.507845 6.536445 5.595103

Antenna 59: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
59 N05 RF_maintenance nn Power 27.305312 8.945522 -0.536195 27.305312 -0.168860 7.350432 -0.112139 3.642365 0.011654

Antenna 92: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
92 N10 RF_maintenance nn Power 27.217491 6.492123 5.819241 27.217491 27.005691 7.352151 6.474944 5.840680 6.375762

Antenna 127: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance ee Power 26.978379 4.400504 6.038430 2.768957 26.978379 6.970076 6.478956 5.093017 4.105200

Antenna 109: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
109 N10 RF_maintenance nn Power 26.929637 6.938344 3.933830 26.929637 -0.780284 7.349308 5.800370 5.200137 1.285074

Antenna 29: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
29 N01 RF_maintenance nn Power 26.539424 7.160273 6.365667 26.539424 26.390747 7.343250 6.456433 5.294208 6.884112

Antenna 55: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
55 N04 RF_maintenance ee Shape 26.227958 0.979387 26.227958 0.951915 19.408902 0.597630 6.956648 1.608687 3.575927

Antenna 86: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
86 N08 digital_ok ee Power 23.878272 -0.386765 6.474712 -1.127507 23.878272 -0.822842 6.508387 6.323024 3.298251

Antenna 112: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
112 N10 digital_ok ee Power 22.122841 2.649606 2.178345 2.211989 22.122841 2.339537 0.111861 -1.403524 2.487489

Antenna 329: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance nn Power 16.659040 6.893786 6.397689 16.659040 16.004541 7.386342 6.519902 5.212595 4.492183

Antenna 34: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
34 N06 not_connected ee Power 16.486050 2.446785 6.644515 1.868382 16.486050 1.788393 6.504109 -1.166712 4.626439

Antenna 153: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
153 N16 digital_ok ee Power 15.983749 -0.855469 6.010100 -0.694774 15.983749 -0.999360 6.489612 -0.086720 4.461955

Antenna 131: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
131 N11 not_connected nn Power 15.772793 5.771563 1.065026 15.772793 0.872784 5.360265 0.696098 2.440858 -1.127670

Antenna 54: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
54 N04 dish_maintenance ee Shape 14.040400 3.389710 14.040400 9.218668 6.952291 6.033819 6.980022 2.584842 4.256916

Antenna 28: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
28 N01 RF_ok nn Temporal Discontinuties 13.427298 9.788916 -0.677894 10.073057 0.184248 2.131887 0.386249 13.427298 0.199401

Antenna 32: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance ee Shape 12.810687 -0.399422 12.810687 -0.756279 0.240231 -0.933680 0.044603 0.011286 0.737268

Antenna 37: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
37 N03 digital_ok nn Temporal Discontinuties 12.618994 6.390428 7.448191 11.272173 8.815125 5.273668 5.180518 12.618994 2.763622

Antenna 94: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance nn Power 12.024008 4.035279 -0.058867 12.024008 0.277798 5.829297 0.910365 3.060801 1.474587

Antenna 120: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
120 N08 RF_maintenance ee Temporal Discontinuties 11.759041 -0.498645 2.270113 -0.904179 3.704009 -0.403333 2.769011 7.769524 11.759041

Antenna 104: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
104 N08 dish_maintenance ee Power 11.121607 4.857890 3.248184 3.764421 11.121607 3.546600 6.820732 -1.484725 4.558950

Antenna 121: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
121 N08 digital_ok nn Power 10.478339 4.232366 4.406138 10.478339 3.559124 4.857367 3.238049 8.006419 -0.250320

Antenna 125: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance ee Power 10.429813 0.699305 3.942110 0.341441 10.429813 0.847836 9.794509 0.313012 6.746394

Antenna 42: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
42 N04 digital_ok nn Power 9.515536 5.187036 -0.003482 9.515536 -0.406840 4.511473 -0.227288 4.269724 0.430342

Antenna 4: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 8.696325 8.696325 0.189956 0.328498 0.542653 2.288803 -0.145824 -0.246502 -1.045048

Antenna 156: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance ee Power 8.693390 -0.382455 4.044423 -0.070806 8.693390 0.200078 4.377737 0.086413 4.698776

Antenna 78: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
78 N06 not_connected ee Shape 8.306745 3.424903 8.306745 2.804888 0.160777 2.909843 1.187344 -1.337892 0.783857

Antenna 90: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance nn Temporal Variability 7.762794 1.312742 1.665921 3.278156 1.364125 7.762794 0.902317 5.026468 -1.233909

Antenna 38: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
38 N03 digital_ok nn Temporal Discontinuties 7.352298 0.365253 -1.024203 0.944178 -1.227940 1.567312 -0.741934 7.352298 1.775628

Antenna 134: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
134 N11 not_connected ee Temporal Discontinuties 7.336850 5.630661 1.772181 4.506581 4.461731 4.981721 1.316623 -1.418303 7.336850

Antenna 96: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
96 N11 not_connected nn Shape 7.335000 7.335000 3.166089 -0.323760 2.514734 1.182481 2.323470 1.424716 -1.323251

Antenna 192: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
192 N16 digital_ok nn Shape 7.235812 7.235812 6.442392 5.779521 5.227622 6.423419 5.335190 -1.082091 -1.028294

Antenna 63: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
63 N06 not_connected nn Shape 7.074045 7.074045 1.502128 5.661944 0.599042 6.297799 0.174339 -1.096745 -0.938080

Antenna 110: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance ee Shape 7.020971 -0.633287 7.020971 -1.303055 1.222730 -1.056183 2.423441 -0.542728 -0.883780

Antenna 113: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
113 N11 not_connected nn Shape 6.843338 6.843338 6.197221 5.504818 4.993853 6.113385 5.085010 -1.200599 -1.097094

Antenna 111: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
111 N10 RF_maintenance ee Shape 6.754039 0.681133 6.754039 0.650082 2.161958 0.769948 0.163581 0.607250 5.134858

Antenna 173: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
173 N16 digital_ok nn Shape 6.694323 6.694323 6.001356 5.301917 4.795500 5.865761 4.814733 -1.272619 -1.152607

Antenna 193: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
193 N16 digital_ok ee Shape 6.493748 6.392746 6.493748 5.172440 5.254020 5.693333 5.348237 -1.334164 -1.020365

Antenna 73: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance nn Power 6.042166 3.997068 -0.670902 6.042166 -0.958026 4.230158 -0.703031 3.795824 0.530151

Antenna 151: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
151 N16 digital_ok ee Shape 5.919272 -0.606237 5.919272 0.506031 -0.490327 -0.153170 1.199178 3.151250 -0.200950

Antenna 123: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
123 N08 digital_ok ee Shape 5.796310 3.975633 5.796310 3.143382 4.650502 3.213222 4.726215 -1.088097 -0.869666

Antenna 114: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
114 N11 not_connected ee Shape 5.668542 1.612267 5.668542 0.502518 4.523261 0.335461 4.691468 -1.062085 -1.158317

Antenna 84: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
84 N08 RF_ok nn Shape 5.648776 5.648776 4.127175 4.527116 3.431642 4.946790 3.209977 -1.333207 -1.326724

Antenna 41: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
41 N04 digital_ok nn Power 5.636539 3.477996 -0.996732 5.636539 -0.627862 3.965043 -0.659674 1.679725 -0.109673

Antenna 58: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
58 N05 RF_maintenance ee Shape 5.533534 5.256962 5.533534 4.321154 4.402536 4.688223 4.464338 -1.332702 -1.100514

Antenna 189: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
189 N15 digital_ok nn Shape 5.410124 5.410124 4.310545 4.294597 3.541529 4.794434 3.408485 -1.366922 -1.368611

Antenna 60: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
60 N05 RF_maintenance nn Temporal Discontinuties 5.295003 -0.653837 -0.913008 -0.563666 -1.203739 -0.378377 -1.511816 5.295003 -0.344682

Antenna 147: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
147 N15 digital_ok ee Temporal Variability 5.245277 -0.046632 3.116244 0.597472 4.218355 0.938819 5.245277 0.632215 2.187502

Antenna 80: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
80 N11 not_connected nn Shape 5.221624 5.221624 1.520208 4.285511 1.130572 4.771935 0.607774 -1.401611 -1.204300

Antenna 53: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
53 N03 digital_ok ee Temporal Discontinuties 4.842381 0.053919 -0.521694 -1.206023 -0.801279 -0.755229 -0.271862 2.058166 4.842381

Antenna 126: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Temporal Variability 4.707785 0.807012 0.533253 -0.041919 1.586481 0.394730 4.707785 0.002760 2.688520

Antenna 324: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
324 N04 not_connected nn Shape 4.068491 4.068491 3.406030 2.937673 2.328161 3.277302 2.227861 -1.428531 -1.090157

Antenna 5: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
5 N01 digital_ok nn Power 3.841480 2.532784 -0.460486 3.841480 -0.651095 2.823620 -0.372157 1.355016 -0.202017

Antenna 62: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
62 N06 digital_ok nn Shape 3.797063 3.797063 0.221536 2.655047 3.109964 2.958326 0.751075 -1.424097 1.817010

Antenna 19: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
19 N02 digital_ok nn Shape 3.463845 3.463845 -1.429704 2.945423 -1.033269 3.044456 -1.336335 -1.250363 -0.484490

Antenna 170: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
170 N15 digital_ok ee Power 3.458993 0.098962 2.842903 0.414350 3.458993 0.405209 2.809537 1.706471 1.952496

Antenna 31: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
31 N02 digital_ok nn Power 3.407127 2.791552 -1.122184 3.407127 -0.889289 3.151552 -0.292237 3.110858 0.180996

Antenna 167: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
167 N15 digital_ok nn Temporal Discontinuties 3.362645 0.197927 -0.130124 0.371930 -0.176786 0.923671 -0.034375 3.362645 0.253263

Antenna 22: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
22 N06 not_connected ee Power 3.324419 -0.953834 0.772790 0.033782 3.324419 0.090127 1.555601 -0.059676 1.323131

Antenna 158: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
158 N12 digital_ok nn Temporal Discontinuties 3.201348 -1.238696 -0.878066 -1.206956 -1.083486 -1.032961 -0.926379 3.201348 0.744981

Antenna 155: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
155 N12 RF_maintenance ee Shape 3.071709 1.147140 3.071709 0.730185 2.680712 0.176541 2.333770 -1.159152 -1.328277

Antenna 30: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Shape 3.026181 0.056916 3.026181 -0.040367 2.529056 -0.594951 2.264407 -0.838066 -1.119344

Antenna 70: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
70 N04 digital_ok ee Power 2.788758 0.187462 2.230488 0.073795 2.788758 0.458575 2.013338 1.313628 1.051040

Antenna 48: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
48 N06 not_connected nn Shape 2.765760 2.765760 1.115148 2.321751 0.743862 2.384694 0.465188 -1.366784 -1.075813

Antenna 179: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
179 N12 RF_maintenance ee Power 2.751586 0.756585 2.084863 0.920996 2.751586 1.359113 2.744808 0.416395 1.160595

Antenna 325: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
325 N09 digital_ok ee Shape 2.543629 0.110169 2.543629 -0.281397 2.129092 -0.512791 1.844381 -0.836410 -1.367615

Antenna 52: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
52 N03 RF_maintenance ee Temporal Discontinuties 2.393740 0.876324 2.071088 -1.087191 0.717140 -0.878259 1.053710 -0.130194 2.393740

Antenna 149: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
149 N15 digital_ok ee Temporal Variability 2.358742 -0.889323 1.595375 -0.954984 1.955752 -0.679821 2.358742 -0.418408 2.310560

Antenna 35: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
35 N06 not_connected ee Shape 2.262451 0.832046 2.262451 0.588583 1.840220 0.412879 1.456892 -1.236722 -1.453082

Antenna 97: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
97 N11 not_connected nn Temporal Discontinuties 2.219525 -0.240956 0.117981 -1.046922 0.045184 -1.293145 -0.640154 2.219525 -0.986075

Antenna 136: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance nn Temporal Discontinuties 2.113349 -0.037830 -0.318451 -0.607044 -0.079738 -0.500549 -1.052778 2.113349 -0.847450

Antenna 107: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
107 N09 digital_ok ee Temporal Discontinuties 2.103718 2.038070 1.003942 -0.860613 -0.638460 -1.020647 -0.410762 1.356906 2.103718

Antenna 95: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
95 N11 not_connected nn Shape 2.047447 2.047447 -0.574905 1.881878 -1.057268 1.930118 -1.063197 -1.370664 0.096802

Antenna 10: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
10 N02 digital_ok ee Power 2.016351 -0.146608 1.979406 -0.028749 2.016351 -0.269024 1.564402 -0.693443 -1.399260

Antenna 68: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
68 N03 RF_ok nn Temporal Discontinuties 2.009058 0.890147 1.588969 1.345126 1.462861 1.742781 1.667552 2.009058 1.544210

Antenna 191: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
191 N15 digital_ok ee Temporal Discontinuties 1.988800 0.534669 0.075130 0.619486 0.348050 1.120969 0.347791 0.206231 1.988800

Antenna 88: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
88 N09 digital_ok nn Temporal Variability 1.941205 0.741474 -0.417017 1.635513 0.247934 1.941205 0.602652 0.590421 0.146625

Antenna 172: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
172 N16 digital_ok ee Shape 1.906789 -0.375213 1.906789 -1.270489 1.479075 -1.300188 0.960862 -0.470900 -1.244963

Antenna 115: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
115 N11 not_connected nn Shape 1.892935 1.892935 -0.502500 1.595689 -0.705281 1.636201 -0.963438 -1.390549 -0.622496

Antenna 102: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
102 N08 RF_maintenance nn Temporal Discontinuties 1.867544 -0.395538 1.480536 -0.537800 1.154602 -1.022440 0.533016 1.867544 -1.320969

Antenna 36: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 1.802445 1.339840 1.802445 0.071341 0.572466 0.738716 0.756399 0.525759 0.599486

Antenna 333: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
333 N12 dish_maintenance ee Temporal Discontinuties 1.784721 0.945033 0.369003 0.005664 0.404683 0.155314 -0.684197 -0.701516 1.784721

Antenna 69: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
69 N04 digital_ok ee Temporal Discontinuties 1.778731 -0.308061 0.689384 -1.077705 0.293824 -0.507808 0.537322 -0.023650 1.778731

Antenna 20: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
20 N02 digital_ok nn Temporal Variability 1.622930 0.239940 0.135128 0.920814 -0.045953 1.622930 -0.004133 0.537731 0.464446

Antenna 171: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
171 N16 digital_ok ee Power 1.575013 -0.205017 0.269476 0.750027 1.575013 -0.327617 0.289055 0.476367 0.642582

Antenna 67: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
67 N03 digital_ok ee Temporal Discontinuties 1.564604 0.037830 -1.095014 0.584766 -1.292767 1.299326 -0.560015 0.996306 1.564604

Antenna 49: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
49 N06 not_connected nn Shape 1.470388 1.470388 -0.660309 1.157905 0.318086 1.035455 -0.277077 -1.374726 0.283463

Antenna 128: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
128 N10 digital_ok nn Temporal Discontinuties 1.392966 -0.733369 0.089446 -0.898837 -0.175540 -1.331837 0.203499 1.392966 0.979252

Antenna 85: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
85 N08 digital_ok ee Shape 1.382166 -0.331270 1.382166 -0.714080 0.743152 -1.424124 -0.161776 -0.729794 -1.228846

Antenna 154: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
154 N16 digital_ok ee Shape 1.375580 0.788535 1.375580 0.418446 1.125951 0.311330 0.772815 -1.169521 -1.205572

Antenna 56: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
56 N04 digital_ok nn Shape 1.375090 1.375090 -0.437062 0.691122 -1.196033 0.972108 -0.911543 0.683928 -0.250492

Antenna 71: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
71 N04 digital_ok ee Shape 1.287304 -0.550637 1.287304 -0.540038 -0.847627 -0.131658 -1.239741 0.298710 -0.612505

Antenna 103: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
103 N08 digital_ok nn Shape 1.170686 1.170686 0.841668 -0.795280 -0.077002 -0.512086 -0.919865 -0.163020 -0.470743

Antenna 152: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
152 N16 digital_ok ee Temporal Discontinuties 1.115499 -0.235276 -0.082019 -0.318734 -0.666518 -0.397115 -1.158161 -0.876295 1.115499

Antenna 66: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
66 N03 digital_ok nn Temporal Variability 1.115310 -0.265524 -0.337342 0.307154 -0.289825 1.115310 -0.298952 0.936244 -0.092145

Antenna 150: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
150 N15 digital_ok ee Temporal Variability 1.109287 -0.809344 0.569232 -0.697545 0.682463 -0.262706 1.109287 -0.368568 0.598169

Antenna 320: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
320 N03 digital_ok nn Shape 1.070615 1.070615 0.592614 0.489705 0.072172 0.373022 -0.287582 -1.024306 -0.776183

Antenna 64: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
64 N06 not_connected ee Shape 0.859763 -0.922279 0.859763 -1.218266 -0.075330 -1.235626 -0.513117 -0.440957 -0.923837

Antenna 132: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
132 N11 not_connected ee Shape 0.845929 -0.355411 0.845929 -0.009120 0.630501 -0.243413 0.093981 -0.933618 -1.103951

Antenna 135: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
135 N12 RF_maintenance ee Shape 0.833363 0.118702 0.833363 0.316197 0.756444 0.397237 0.256954 0.708257 -0.772821

Antenna 45: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
45 N05 digital_ok ee Temporal Variability 0.768414 -0.248111 0.079617 -0.829662 0.503658 -0.693709 0.768414 0.189475 0.452600

Antenna 108: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
108 N09 RF_maintenance nn Shape 0.756165 0.756165 -0.770840 -0.178149 -1.194536 0.015608 -1.469754 -0.024712 -0.104653

Antenna 89: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
89 N09 RF_maintenance ee Temporal Variability 0.738817 -0.204770 -0.593364 0.344846 0.369403 0.608126 0.738817 0.095898 0.155925

Antenna 65: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
65 N03 digital_ok ee Temporal Variability 0.669160 -0.254851 0.050917 -0.683683 0.058498 -1.241387 0.669160 -0.431129 0.188625

Antenna 43: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
43 N05 RF_maintenance nn Temporal Discontinuties 0.665054 -0.325362 -0.927354 -0.082509 -0.876668 0.331421 -1.501157 0.665054 -0.626348

Antenna 106: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Temporal Discontinuties 0.659906 -1.062020 -0.304421 -0.651182 -0.305314 -0.440865 0.218919 -0.296735 0.659906

Antenna 46: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
46 N05 RF_maintenance nn Power 0.621213 0.224420 -1.055332 0.621213 -0.901559 0.109480 -0.694154 -1.035180 0.168251

Antenna 74: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
74 N05 RF_maintenance nn Temporal Discontinuties 0.565677 -1.297540 -0.198412 -0.764422 0.465103 -0.505202 -0.145553 0.565677 -0.756841

Antenna 133: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
133 N11 not_connected nn Shape 0.557168 0.557168 -0.656389 0.463368 -0.479019 0.171632 -1.023570 -1.108083 -0.745508

Antenna 91: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
91 N09 digital_ok ee Temporal Variability 0.537967 -0.441353 -0.350891 -0.005664 0.418614 0.364109 0.537967 -0.111975 0.243281

Antenna 168: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
168 N15 digital_ok ee Temporal Variability 0.470081 -1.096614 -0.298982 -0.577070 0.275363 -0.321505 0.470081 0.041834 0.384305

Antenna 79: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
79 N11 not_connected nn Shape 0.463096 0.463096 -0.412274 0.425289 0.131627 0.315093 -0.525794 -1.151038 0.342803

Antenna 105: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
105 N09 digital_ok nn Temporal Variability 0.419052 -0.176786 -1.103675 0.369304 -1.173468 0.419052 -1.015386 0.127492 0.003546

Antenna 190: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
190 N15 digital_ok ee Temporal Discontinuties 0.366776 -0.981364 -0.208039 -0.878743 -0.223120 -0.776428 0.226485 -0.332062 0.366776

Antenna 148: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
148 N15 digital_ok ee Power 0.366691 -0.281976 0.292782 -0.173007 0.366691 -0.318188 -0.004899 -0.055482 0.096796

Antenna 57: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
57 N04 RF_maintenance ee Temporal Discontinuties 0.320268 -1.136918 -1.043361 -0.931626 -1.301081 -1.116696 -0.953554 -0.147217 0.320268

Antenna 50: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
50 N03 RF_maintenance nn Temporal Variability 0.292098 -0.457336 -0.570197 -0.220358 -0.392411 0.292098 0.127514 -0.179642 0.066880

Antenna 169: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
169 N15 digital_ok ee Temporal Variability 0.238295 -1.221677 -0.515555 -1.338950 0.041211 -1.281118 0.238295 -0.440110 0.028113

Antenna 157: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
157 N12 digital_ok ee Shape 0.185301 -0.249244 0.185301 -0.352945 -0.340710 0.004133 -0.184385 -0.154335 0.016735

Antenna 21: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
21 N02 digital_ok ee Temporal Discontinuties 0.065011 -0.700988 -0.598999 -0.802971 -1.218131 -0.733733 -1.227249 -0.275999 0.065011

Antenna 3: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
3 N01 digital_ok ee Temporal Discontinuties 0.026367 -0.436012 -0.065794 -0.537756 -0.368996 -1.199395 -0.133661 -0.920132 0.026367

Antenna 72: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
72 N04 digital_ok ee Temporal Discontinuties -0.003546 -0.688673 -0.071749 -0.925192 -0.883779 -0.383100 -0.633952 -0.420707 -0.003546

Antenna 44: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
44 N05 digital_ok nn Temporal Variability -0.051452 -0.287407 -1.079643 -0.726705 -0.532478 -0.051452 -1.258905 -0.162568 -0.725570

Antenna 7: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
7 N02 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 8: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
8 N02 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 9: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
9 N02 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 15: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
15 N01 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 16: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
16 N01 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 17: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
17 N01 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 47: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
47 N06 not_connected nn Shape nan nan nan inf inf nan nan nan nan

Antenna 61: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
61 N06 not_connected nn Shape nan nan nan inf inf nan nan nan nan

Antenna 77: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
77 N06 not_connected nn Shape nan nan nan inf inf nan nan nan nan

Antenna 81: 2460116

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

Antenna 82: 2460116

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

Antenna 83: 2460116

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

Antenna 87: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 101: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
101 N08 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 117: 2460116

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

Antenna 122: 2460116

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
122 N08 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 139: 2460116

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

Antenna 140: 2460116

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

Antenna 141: 2460116

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

Antenna 142: 2460116

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

Antenna 143: 2460116

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

Antenna 144: 2460116

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

Antenna 145: 2460116

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

Antenna 146: 2460116

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

Antenna 159: 2460116

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

Antenna 160: 2460116

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

Antenna 161: 2460116

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

Antenna 162: 2460116

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

Antenna 163: 2460116

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

Antenna 164: 2460116

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

Antenna 165: 2460116

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

Antenna 166: 2460116

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

Antenna 180: 2460116

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

Antenna 181: 2460116

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

Antenna 182: 2460116

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

Antenna 183: 2460116

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

Antenna 184: 2460116

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

Antenna 185: 2460116

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

Antenna 186: 2460116

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

Antenna 187: 2460116

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

Antenna 200: 2460116

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

Antenna 201: 2460116

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

Antenna 202: 2460116

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

Antenna 204: 2460116

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

Antenna 205: 2460116

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

Antenna 206: 2460116

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

Antenna 207: 2460116

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

Antenna 208: 2460116

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

Antenna 209: 2460116

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

Antenna 210: 2460116

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

Antenna 211: 2460116

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

Antenna 220: 2460116

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

Antenna 221: 2460116

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

Antenna 222: 2460116

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

Antenna 223: 2460116

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

Antenna 224: 2460116

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

Antenna 225: 2460116

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

Antenna 226: 2460116

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

Antenna 227: 2460116

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

Antenna 228: 2460116

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

Antenna 229: 2460116

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

Antenna 237: 2460116

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

Antenna 238: 2460116

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

Antenna 239: 2460116

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

Antenna 240: 2460116

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

Antenna 241: 2460116

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

Antenna 242: 2460116

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

Antenna 243: 2460116

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

Antenna 244: 2460116

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

Antenna 245: 2460116

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

Antenna 246: 2460116

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

Antenna 261: 2460116

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

Antenna 262: 2460116

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

2.1.1.dev3+gb291d34
In [ ]: