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 = "2459763"
data_path = "/mnt/sn1/2459763"
In [4]:
from astropy.time import Time
utc = Time(JD, format='jd').datetime
print(f'Date: {utc.month}-{utc.day}-{utc.year}')

Date: 7-2-2022
In [5]:
print(f'Looking for data in {data_path} on JD {JD}...')

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

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

Looking for data in /mnt/sn1/2459763 on JD 2459763...
Found auto_metrics results file at /mnt/sn1/2459763/zen.2459763.25307.sum.auto_metrics.h5.
Found 12 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: [0, 1, 2, 7, 8, 9, 10, 11, 12, 13, 14, 16, 18, 19, 20, 21, 23, 24, 25, 26, 27, 28, 30, 32, 33, 36, 37, 38, 39, 45, 50, 51, 52, 53, 55, 57, 67, 68, 70, 73, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 98, 100, 101, 102, 103, 104, 105, 106, 107, 110, 112, 116, 120, 121, 122, 123, 124, 125, 126, 127, 129, 130, 136, 137, 138, 141, 142, 144, 145, 150, 155, 156, 160, 161, 164, 165, 166, 167, 168, 169, 170, 177, 179, 180, 181, 182, 184, 185, 186, 187, 190, 191, 220, 221, 222, 320, 321, 323, 324, 329, 333]
In [9]:
def Array_Plot():
    plt.figure(figsize=(16,16))
    plt.scatter(np.array([autos.antpos[ant][0] for ant in ants]), 
                np.array([autos.antpos[ant][1] for ant in ants]), c='w', s=0)    
    for ant in ants:
        pos = autos.antpos[ant]
        bad = ant in ex_ants
        plt.gca().add_artist(plt.Circle(tuple(pos[0:2]), radius=7, 
                                        fill=(~bad), color=['grey','r'][bad]))
        plt.text(pos[0],pos[1],str(ant), va='center', ha='center', color='w')
    plt.xlabel("Antenna East-West Position (meters)")
    plt.ylabel("Antenna North-South Position (meters)")
    plt.title(f'Antenna Positions and Auto_Metrics Flags on {JD}\n(Maximum Modified Z-Score > {mean_round_modz_cut} in Red)');
    plt.axis('equal')
    plt.tight_layout()

Figure 1: Antenna Positions with auto_metrics flags.¶

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

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

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

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

Table 1: Modified Z-Score Summary¶

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

In [13]:
HTML(table1.render())
Out[13]:
Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance ee Power inf 278.280352 271.647419 inf inf 1217.131904 -1120.627583 4488.600163 -4011.958695
38 N03 RF_maintenance ee Power inf 491.471755 724.451085 inf inf 2776.516747 4927.844467 10450.947105 19352.855679
186 N14 digital_ok ee Power inf 487.129325 1418.354422 inf inf 2053.013459 9116.354728 3494.837199 20294.454835
169 N15 digital_ok ee Power inf 678.105792 1381.976130 inf inf 5259.301711 5849.628642 12617.390090 15791.956782
168 N15 RF_maintenance ee Power inf 707.737884 430.793868 inf inf 5669.522737 2630.815612 23421.046247 9825.946052
166 N14 RF_maintenance ee Power inf 379.998179 885.905701 inf inf 2118.850845 6327.763122 8579.735866 25331.367619
126 N09 RF_maintenance ee Power inf 274.793782 272.549371 inf inf 1082.236171 1082.207565 4107.157852 4067.081317
124 N09 digital_ok ee Power inf 506.331127 368.492127 inf inf 2491.370765 -1483.162202 8946.860435 -4995.184171
106 N09 digital_ok ee Power inf 274.976749 281.619815 inf inf 1236.236140 1196.230168 4886.598546 4628.653901
94 N10 RF_maintenance ee Power inf 682.060384 312.288229 inf inf 4906.524660 1587.466314 17785.987909 5998.488013
89 N09 RF_maintenance ee Power inf 1121.476096 554.783701 inf inf -7229.572231 -3281.296514 -27939.170920 -12611.759756
68 N03 digital_ok ee Power inf 917.812110 283.590478 inf inf 4127.991908 1020.569498 12841.948801 3862.520689
12 N00 RF_maintenance ee Temporal Discontinuties 506.895692 68.729486 37.682204 96.243713 80.944102 143.673879 44.400167 506.895692 263.158408
0 N00 RF_maintenance nn Temporal Discontinuties 456.172092 20.398879 102.585524 74.638016 117.192818 51.375299 127.190875 132.051687 456.172092
1 N00 RF_maintenance ee Temporal Discontinuties 396.959581 24.731898 68.626305 86.822950 89.462788 58.503687 58.967866 396.959581 314.786003
24 N00 RF_maintenance nn Temporal Discontinuties 388.073890 22.301103 65.529575 97.915308 99.928533 89.956982 130.636179 367.943810 388.073890
182 N13 RF_maintenance nn Temporal Variability 383.849254 1.603520 8.923714 3.862314 8.145834 4.627796 383.849254 3.271791 236.948983
13 N00 RF_maintenance ee Temporal Discontinuties 278.936543 45.773336 42.213763 81.005083 79.372602 47.891019 31.428917 278.936543 197.733737
14 N00 RF_maintenance ee Temporal Discontinuties 269.542865 66.947915 61.227069 86.192837 78.776845 50.574641 24.398380 269.542865 151.080936
2 N00 RF_maintenance nn Temporal Discontinuties 192.912052 19.289927 57.581225 72.628899 79.414020 45.817514 37.251923 167.592561 192.912052
11 N00 RF_maintenance ee Temporal Discontinuties 189.065473 136.686105 56.459037 95.273696 85.478465 31.888191 40.355090 189.065473 176.213216
23 N00 RF_maintenance ee Temporal Discontinuties 188.782800 28.106342 24.653405 76.054950 75.451715 45.365531 29.893932 188.782800 170.705279
21 N02 digital_ok nn Temporal Variability 153.400096 0.560730 1.884753 0.518647 14.696374 -1.327241 153.400096 -0.843234 90.541140
19 N02 digital_ok nn Temporal Variability 85.610625 0.564228 0.163946 0.144764 0.084137 1.657039 85.610625 7.053334 51.971660
104 N08 RF_maintenance nn Shape 64.832994 8.388851 64.832994 2.833328 37.166117 2.572799 12.055091 4.711110 14.050133
52 N03 RF_maintenance nn Power 49.209772 6.291021 35.716880 0.844562 49.209772 5.916690 7.095348 5.709667 8.714054
51 N03 digital_ok nn Power 48.831767 0.598526 36.595974 -0.127220 48.831767 -0.557627 5.801282 -0.473952 5.869821
190 N15 digital_ok ee Shape 47.554616 47.554616 31.547414 6.523752 6.238113 11.712400 2.863847 34.398199 9.554307
120 N08 RF_maintenance nn Power 44.206024 12.753497 32.553931 4.520460 44.206024 2.804372 4.515101 1.504546 4.345770
161 N13 digital_ok nn Shape 43.934950 1.143001 43.934950 2.628559 11.904933 0.570193 3.441647 0.326950 2.097539
150 N15 RF_maintenance nn Power 41.726137 18.893706 22.984379 39.951475 41.726137 9.117758 5.546235 7.205946 5.215657
180 N13 RF_maintenance nn Power 41.023186 17.491420 21.843830 1.632746 41.023186 4.715885 6.815050 15.402357 7.381676
145 N14 digital_ok nn Power 40.977720 17.157220 20.653082 40.034860 40.977720 9.781826 5.625535 9.895470 7.189077
142 N13 digital_ok nn Power 40.777328 19.682112 21.392780 23.533636 40.777328 2.153949 5.502089 2.966278 5.419771
27 N01 RF_maintenance nn Power 40.460613 17.269835 20.759068 39.807312 40.460613 9.665100 7.009284 7.377241 5.659195
160 N13 digital_ok nn Power 40.438784 16.095300 17.899589 39.473803 40.438784 8.962199 4.659232 6.127920 3.463781
155 N12 RF_maintenance nn Power 40.309582 15.848884 17.347594 39.197999 40.309582 9.514082 5.680970 6.620899 6.032103
45 N05 RF_maintenance nn Power 40.097767 17.122490 19.945566 38.959120 40.097767 9.641647 5.501698 6.797075 4.440408
110 N10 RF_maintenance ee Shape 39.805504 39.805504 4.272012 5.091909 6.408693 2.383891 4.008354 3.597530 3.032042
130 N10 digital_maintenance ee Power 39.698170 17.199115 5.024347 39.698170 4.380252 8.749121 0.582383 6.039234 -0.032781
102 N08 RF_maintenance nn Power 37.323258 17.225975 20.928769 35.170294 37.323258 8.318758 4.565628 5.491628 3.501257
91 N09 digital_ok nn Power 37.089918 18.000363 20.614017 35.654224 37.089918 8.389657 4.457094 6.276235 3.716226
88 N09 digital_ok nn Power 36.576724 21.918815 24.188424 35.636021 36.576724 8.684651 4.887403 6.945485 4.095553
86 N08 RF_maintenance nn Power 36.224281 17.211877 22.560031 35.564682 36.224281 8.643462 4.963058 5.623594 3.953099
137 N07 RF_maintenance nn Power 35.905878 9.618597 21.889488 4.915890 35.905878 26.874632 4.816486 17.813942 4.274940
105 N09 digital_ok nn Power 35.536439 19.134442 25.243031 34.114889 35.536439 7.739140 3.859886 5.745398 3.399017
85 N08 RF_maintenance nn Power 35.283138 17.733189 21.161128 34.576276 35.283138 8.273629 4.478406 5.645966 3.686678
107 N09 digital_ok nn Power 35.167539 18.398663 19.159362 34.286884 35.167539 8.126911 4.256883 5.543647 3.448526
87 N08 RF_maintenance ee Temporal Variability 35.111086 12.795658 3.806641 0.144786 4.419663 35.111086 3.384338 24.791486 3.381395
138 N07 digital_ok ee Power 33.419444 19.866293 2.662759 33.419444 1.031144 8.100971 -0.635232 5.665470 -0.656905
320 N03 dish_maintenance nn Power 31.303591 21.717822 21.619271 30.994200 31.303591 10.657743 6.708437 9.035419 6.199318
30 N01 digital_ok ee Temporal Variability 30.813217 0.767562 0.818638 1.085453 -0.545352 30.813217 2.435475 28.867181 6.268069
144 N14 digital_ok nn Temporal Variability 28.426773 2.510648 3.391756 5.046880 10.486436 1.116268 28.426773 0.942055 16.951392
32 N02 RF_maintenance ee Shape 27.865502 27.865502 24.334403 3.875645 2.667170 2.017324 2.960136 1.398559 0.767415
28 N01 RF_maintenance nn Shape 27.677495 5.909998 27.677495 5.386643 23.078688 5.877757 3.439443 3.868541 5.974310
141 N13 digital_ok nn Power 25.827843 0.990111 3.962682 -0.688829 25.827843 2.479405 3.769944 3.837214 9.893278
323 N02 not_connected ee Shape 20.557468 20.557468 3.554740 3.213286 5.903742 2.447038 1.761006 4.412357 1.140239
50 N03 digital_ok ee Temporal Variability 19.788844 7.376958 0.894123 2.548228 -0.504677 19.788844 -0.057330 14.697560 1.738425
164 N14 digital_ok nn Temporal Variability 18.162924 -0.289627 -0.127523 -0.550660 -0.072343 1.021717 18.162924 2.190023 14.623268
18 N01 RF_maintenance nn Temporal Discontinuties 17.696348 1.819043 10.786353 1.403774 5.317988 3.460229 12.771280 8.179092 17.696348
55 N04 digital_ok ee Power 17.314041 5.292409 3.688112 17.314041 5.936239 1.439419 3.067348 3.663777 3.129756
167 N15 digital_ok nn Shape 14.966346 11.338129 14.966346 3.225452 3.781184 2.197548 4.020813 0.812722 3.643127
57 N04 digital_ok ee Temporal Variability 14.828729 2.008281 0.699305 3.381337 2.755729 14.828729 2.063228 10.794072 3.232638
16 N01 digital_ok ee Temporal Discontinuties 14.419254 1.634912 1.069962 0.080956 -0.539436 9.759171 8.444480 14.419254 12.688810
121 N08 RF_maintenance ee Temporal Discontinuties 10.921503 2.576325 7.275471 0.918479 7.273353 0.309044 0.934329 10.921503 9.738704
70 N04 RF_maintenance nn Power 9.834270 4.384883 6.671589 2.043625 9.834270 5.511254 1.900382 2.785437 1.179957
177 N12 digital_ok nn Temporal Variability 9.567708 0.532022 0.911324 -0.340059 1.969166 -0.777974 9.567708 1.818682 7.950092
101 N08 digital_ok nn Shape 8.786398 7.226079 8.786398 -0.223062 1.837646 -0.417357 2.607393 2.576515 3.473919
103 N08 digital_ok nn Shape 8.748274 3.776072 8.748274 1.168254 1.252214 -0.481223 0.049114 1.739923 1.963707
122 N08 digital_ok ee Shape 8.131018 8.131018 6.617964 2.380045 0.562639 -1.481960 -0.305671 -1.003727 -0.370081
84 N08 digital_ok nn Shape 7.976042 7.473431 7.976042 0.332480 0.522307 0.514705 -0.765313 0.049037 -0.693492
181 N13 digital_ok ee Power 7.456582 4.674140 1.371870 7.456582 1.777904 5.457585 0.438525 4.107813 1.559539
67 N03 RF_maintenance nn Power 7.450052 0.341913 2.067461 1.689611 7.450052 0.058515 2.226265 0.176515 1.589454
136 N12 RF_maintenance nn Shape 7.390722 1.122054 7.390722 -0.485952 0.644691 0.143830 4.572390 -0.050951 2.554454
324 N04 not_connected nn Power 7.017920 4.408805 4.814138 6.691758 7.017920 6.073098 3.590874 3.744647 2.241717
36 N03 RF_maintenance ee Shape 6.494450 6.494450 6.443215 0.575854 3.073899 0.496300 0.895368 0.016579 0.536561
100 N07 RF_maintenance ee Power 5.967191 3.857370 2.721477 5.967191 5.076129 4.300164 2.295777 1.887289 0.702985
123 N08 digital_ok ee Shape 5.878247 5.878247 5.376993 0.033334 1.515054 -1.141159 0.493128 -1.065500 -0.130079
116 N07 RF_maintenance nn Power 5.876867 0.845987 3.491760 2.250059 5.876867 2.833082 3.329456 3.527385 3.427024
129 N10 digital_ok ee Power 5.764254 2.266278 -0.297070 5.764254 0.673663 2.648771 0.240870 3.093998 1.314123
127 N10 RF_maintenance ee Temporal Discontinuties 5.745585 1.671719 1.128776 1.978553 1.148316 5.169349 2.000063 5.745585 3.674417
90 N09 RF_maintenance ee Temporal Discontinuties 5.460106 2.420080 -0.139365 3.469979 -0.777091 5.458853 -0.699397 5.460106 -0.269321
98 N07 digital_maintenance ee Temporal Variability 5.359177 3.195763 2.996332 5.154571 1.707381 5.359177 2.182673 2.731918 2.394453
9 N02 digital_ok nn Temporal Discontinuties 5.354688 -0.074426 -0.251984 0.004132 -0.176200 1.299439 1.714915 5.108437 5.354688
73 N05 RF_maintenance ee Temporal Discontinuties 4.974471 0.600987 1.375743 1.347512 1.932809 4.072675 1.978964 4.974471 3.739020
112 N10 RF_maintenance nn Temporal Variability 4.830233 -0.494754 0.571577 0.373856 -0.396834 0.392594 4.830233 0.551956 2.676860
33 N02 RF_maintenance nn Shape 4.683050 -0.112159 4.683050 -0.255943 -0.484106 -1.296040 -0.037995 -0.868198 1.166711
321 N02 not_connected ee Temporal Discontinuties 4.553401 1.485283 1.048142 2.293712 2.722416 1.130969 1.905509 4.553401 4.418261
8 N02 RF_maintenance nn Power 4.367409 1.707420 2.134690 3.533957 4.367409 3.436660 2.979067 3.920940 2.820952
15 N01 digital_ok nn Temporal Discontinuties 3.983223 -0.022925 1.275321 0.753436 -0.230941 1.142821 1.203120 3.823507 3.983223
158 N12 RF_maintenance ee Temporal Discontinuties 3.921937 -0.358664 -1.340895 -0.685627 -0.638513 2.615601 0.494372 3.921937 2.794143
71 N04 digital_ok ee Temporal Variability 3.596115 0.581560 0.756157 1.035106 1.667624 3.596115 0.874407 2.323661 -0.154294
72 N04 digital_ok ee Temporal Variability 3.462885 2.315578 -0.240733 0.977978 -0.712260 3.462885 0.295247 2.468575 -0.083641
99 N07 digital_ok nn Temporal Discontinuties 3.377192 1.499849 0.311227 0.776663 0.081727 0.430312 2.971039 1.968039 3.377192
3 N01 RF_maintenance ee Shape 3.077730 3.077730 -0.189577 0.899755 0.927046 0.036166 -0.287291 -0.047420 0.033840
7 N02 digital_ok nn Temporal Discontinuties 3.027021 -0.076232 -0.883671 0.051146 -0.149425 -0.725606 1.370690 0.622482 3.027021
66 N03 digital_ok ee Power 2.989700 1.123980 1.337984 2.989700 0.663355 0.611605 1.277523 1.067905 2.025946
42 N04 digital_ok ee Temporal Discontinuties 2.931203 -0.672306 0.674070 -0.707273 -0.140140 1.627395 -0.168916 2.931203 1.672329
119 N07 RF_maintenance ee Power 2.799455 1.906398 1.238167 2.799455 1.882721 1.751699 0.052385 0.596180 -0.478564
135 N12 digital_ok nn Temporal Discontinuties 2.747215 -0.846725 -0.307690 -0.617083 -0.843005 -0.498299 0.284268 2.444576 2.747215
31 N02 digital_ok nn Temporal Discontinuties 2.490706 0.674912 -0.302595 0.349401 -0.448570 -0.348672 2.035932 0.141260 2.490706
128 N10 digital_ok nn Shape 2.401200 -0.199729 2.401200 -0.082761 -0.637608 -1.106919 0.464018 -0.811724 0.022510
108 N09 digital_ok nn Shape 2.373804 1.141369 2.373804 0.742363 -0.250141 -1.718390 -1.030600 -1.172662 -0.976568
183 N13 digital_ok nn Power 2.220488 -0.777921 1.247901 1.686123 2.220488 1.096726 -0.616450 0.438641 0.072032
156 N12 RF_maintenance nn Temporal Discontinuties 2.125520 1.623597 1.611728 -0.346240 0.281949 -0.775794 -0.258522 -0.328138 2.125520
29 N01 digital_ok nn Temporal Discontinuties 2.090993 -0.447634 -0.504094 0.093023 -0.712144 0.059401 -0.149630 1.849201 2.090993
54 N04 digital_ok nn Temporal Discontinuties 2.089287 -0.592761 -0.810866 -0.808125 0.020068 -0.900169 0.278326 1.951592 2.089287
178 N12 digital_ok ee Power 2.079546 0.022925 -1.111494 2.079546 -0.842858 -0.822065 -0.875558 -0.529636 -0.909748
65 N03 digital_ok nn Power 1.966516 0.788150 1.365625 1.809682 1.966516 1.919273 0.666624 0.623025 0.119145
157 N12 RF_maintenance ee Power 1.760980 -0.432834 -0.436039 1.760980 -0.253548 0.446386 -0.495904 -0.204672 -0.679296
191 N15 digital_ok nn Temporal Discontinuties 1.739375 -0.167386 -0.746457 1.096847 -0.870617 0.851769 0.707383 0.239649 1.739375
117 N07 digital_ok ee Power 1.728116 1.552727 0.441943 1.728116 -0.368824 -0.261666 -0.569817 -0.669686 -0.700742
189 N15 digital_ok nn Shape 1.650551 0.932595 1.650551 -0.736030 -0.057705 -1.439667 1.192740 -1.119820 0.705418
10 N02 digital_ok nn Temporal Variability 1.553386 -0.536736 -0.461712 0.536343 -0.524419 0.128314 1.553386 0.049418 0.667853
53 N03 digital_ok nn Temporal Discontinuties 1.488043 0.597139 1.159713 0.257466 0.029588 -1.473824 -0.614254 0.057071 1.488043
143 N14 digital_ok nn Temporal Variability 1.428551 0.449640 -0.828979 -0.606524 -0.435149 -1.092940 1.428551 -0.833741 0.353185
41 N04 digital_ok ee Temporal Variability 1.329555 -0.736514 -0.849889 -0.834304 -0.705915 1.329555 -0.747607 0.292500 -0.740561
20 N02 digital_ok ee Power 1.324787 0.285595 1.078396 1.324787 -0.430398 0.138252 -0.148677 -0.168168 -0.322819
118 N07 digital_ok nn Shape 1.299378 0.958415 1.299378 0.547062 -0.020068 0.648598 0.778877 0.037809 0.062045
162 N13 digital_ok ee Temporal Variability 1.287491 0.339935 -0.614182 0.534391 -0.660441 1.287491 0.121098 0.464514 -0.205432
40 N04 digital_ok ee Power 1.238175 0.521135 0.211967 1.238175 0.797734 -1.512412 -0.608586 -1.079663 -0.650679
56 N04 digital_ok nn Shape 0.997815 -0.755211 0.997815 -0.534893 0.269186 -1.304995 0.243537 -0.944082 -0.088504
140 N13 digital_ok nn Shape 0.970670 0.695251 0.970670 0.194553 0.076274 -0.682358 -0.508445 -0.379803 -0.504508
4 N01 RF_maintenance nn Shape 0.943309 -0.400911 0.943309 -0.842968 -0.644757 -1.719207 -0.414309 -1.393941 -0.610430
17 N01 digital_ok ee Temporal Variability 0.751266 -0.343635 -0.275826 0.394681 0.199715 0.751266 -0.368474 0.121837 -0.617183
5 N01 digital_ok ee Shape 0.649601 0.649601 -0.591265 0.325866 0.435093 -0.642189 0.081373 0.174981 0.328411
163 N14 digital_ok nn Temporal Variability 0.595798 -0.024650 -0.110881 0.088444 -0.743893 -0.708339 0.595798 -0.616616 0.478605
176 N12 digital_ok ee Power 0.251297 -0.584541 -0.909133 0.251297 -0.491467 -1.227884 -0.454303 -1.078115 -0.616954
111 N10 digital_ok nn Shape 0.223276 0.118838 0.223276 -0.068734 -0.768835 -1.226327 -0.369729 -0.922803 -0.022510
109 N10 digital_ok ee Power 0.165464 -0.561883 -0.342832 0.165464 -0.828876 -0.457022 -1.013787 -0.485038 -0.912663
69 N04 digital_ok ee Temporal Variability 0.005433 -0.644259 -0.279450 -0.772910 -0.262809 0.005433 -0.548832 -0.162877 -0.682454
46 N05 digital_ok ee Temporal Variability -0.005433 -0.988199 -1.010980 -0.889984 -0.769801 -0.005433 -0.967224 -0.235398 -0.858251
25 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan
26 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan
37 N03 digital_ok ee Shape nan nan nan inf inf nan nan nan nan
39 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan
81 N07 digital_ok ee Shape nan nan nan inf inf nan nan nan nan
82 N07 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan
83 N07 digital_ok ee Shape nan nan nan inf inf nan nan nan nan
92 N10 digital_ok ee Shape nan nan nan inf inf nan nan nan nan
93 N10 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan
125 N09 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan
165 N14 digital_ok ee Shape nan nan nan inf inf nan nan nan nan
170 N15 digital_ok ee Shape nan nan nan inf inf nan nan nan nan
179 N12 digital_ok ee Shape nan nan nan inf inf nan nan nan nan
184 N14 digital_ok ee Shape nan nan nan inf inf nan nan nan nan
185 N14 digital_ok ee Shape nan nan nan inf inf nan nan nan nan
187 N14 digital_ok ee Shape nan nan nan inf inf nan nan nan nan
220 N18 RF_ok ee Shape nan nan nan inf inf nan nan nan nan
221 N18 RF_ok ee Shape nan nan nan inf inf nan nan nan nan
222 N18 RF_ok ee Shape nan nan nan inf inf nan nan nan nan
333 N12 dish_maintenance ee Shape nan nan nan inf inf nan nan nan nan
In [14]:
def Flag_Bar_Chart():
    plt.figure(figsize=(8, 4), dpi=100)

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

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

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

Figure 2: Flagging Rationale Summary¶

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

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

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

Figure 3: Flagging Rationale Correlations¶

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

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

Figure 4: Outliers in Autocorrelation Shape¶

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

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

Figure 5: Outliers in Autocorrelation Power¶

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

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

Figure 6: Outliers in Autocorrelation Temporal Variability¶

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

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

Figure 7: Outliers in Autocorrelation Temporal Discontinuities¶

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

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

Figure 8: Average Good Autocorrelations and Flags¶

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

In [26]:
Avg_Auto_Plot()

Per-Antenna Plots¶

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

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

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

        # decorate axis
        ax.set_yscale(yscale)
        ax.legend(loc=2)
        ax.set_title(f'{pol} {reason}')
In [28]:
len(ants)
Out[28]:
152
In [29]:
def Plot_All_Auto_Metrics():
    for row, ant in enumerate(df['Ant']): 
        # print title of section
        display(HTML(f'<h2>Antenna {ant}: {JD}</h2>'))

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

        # plot spectra and waterfalls
        fig, axes = plt.subplots(2, 6, figsize=(18, 5.5), dpi=(50 * (104 / len(ants))**.5)) # this should help manage filesize

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

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

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

        plt.show()

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

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

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

In [30]:
Plot_All_Auto_Metrics()

Antenna 329: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
329 N12 dish_maintenance ee Power inf 278.280352 271.647419 inf inf 1217.131904 -1120.627583 4488.600163 -4011.958695

Antenna 38: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
38 N03 RF_maintenance ee Power inf 491.471755 724.451085 inf inf 2776.516747 4927.844467 10450.947105 19352.855679

Antenna 186: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
186 N14 digital_ok ee Power inf 487.129325 1418.354422 inf inf 2053.013459 9116.354728 3494.837199 20294.454835

Antenna 169: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
169 N15 digital_ok ee Power inf 678.105792 1381.976130 inf inf 5259.301711 5849.628642 12617.390090 15791.956782

Antenna 168: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
168 N15 RF_maintenance ee Power inf 707.737884 430.793868 inf inf 5669.522737 2630.815612 23421.046247 9825.946052

Antenna 166: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
166 N14 RF_maintenance ee Power inf 379.998179 885.905701 inf inf 2118.850845 6327.763122 8579.735866 25331.367619

Antenna 126: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
126 N09 RF_maintenance ee Power inf 274.793782 272.549371 inf inf 1082.236171 1082.207565 4107.157852 4067.081317

Antenna 124: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
124 N09 digital_ok ee Power inf 506.331127 368.492127 inf inf 2491.370765 -1483.162202 8946.860435 -4995.184171

Antenna 106: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
106 N09 digital_ok ee Power inf 274.976749 281.619815 inf inf 1236.236140 1196.230168 4886.598546 4628.653901

Antenna 94: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
94 N10 RF_maintenance ee Power inf 682.060384 312.288229 inf inf 4906.524660 1587.466314 17785.987909 5998.488013

Antenna 89: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
89 N09 RF_maintenance ee Power inf 1121.476096 554.783701 inf inf -7229.572231 -3281.296514 -27939.170920 -12611.759756

Antenna 68: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
68 N03 digital_ok ee Power inf 917.812110 283.590478 inf inf 4127.991908 1020.569498 12841.948801 3862.520689

Antenna 12: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
12 N00 RF_maintenance ee Temporal Discontinuties 506.895692 68.729486 37.682204 96.243713 80.944102 143.673879 44.400167 506.895692 263.158408

Antenna 0: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
0 N00 RF_maintenance nn Temporal Discontinuties 456.172092 20.398879 102.585524 74.638016 117.192818 51.375299 127.190875 132.051687 456.172092

Antenna 1: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
1 N00 RF_maintenance ee Temporal Discontinuties 396.959581 24.731898 68.626305 86.822950 89.462788 58.503687 58.967866 396.959581 314.786003

Antenna 24: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
24 N00 RF_maintenance nn Temporal Discontinuties 388.073890 22.301103 65.529575 97.915308 99.928533 89.956982 130.636179 367.943810 388.073890

Antenna 182: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
182 N13 RF_maintenance nn Temporal Variability 383.849254 1.603520 8.923714 3.862314 8.145834 4.627796 383.849254 3.271791 236.948983

Antenna 13: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
13 N00 RF_maintenance ee Temporal Discontinuties 278.936543 45.773336 42.213763 81.005083 79.372602 47.891019 31.428917 278.936543 197.733737

Antenna 14: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
14 N00 RF_maintenance ee Temporal Discontinuties 269.542865 66.947915 61.227069 86.192837 78.776845 50.574641 24.398380 269.542865 151.080936

Antenna 2: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
2 N00 RF_maintenance nn Temporal Discontinuties 192.912052 19.289927 57.581225 72.628899 79.414020 45.817514 37.251923 167.592561 192.912052

Antenna 11: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
11 N00 RF_maintenance ee Temporal Discontinuties 189.065473 136.686105 56.459037 95.273696 85.478465 31.888191 40.355090 189.065473 176.213216

Antenna 23: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
23 N00 RF_maintenance ee Temporal Discontinuties 188.782800 28.106342 24.653405 76.054950 75.451715 45.365531 29.893932 188.782800 170.705279

Antenna 21: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
21 N02 digital_ok nn Temporal Variability 153.400096 0.560730 1.884753 0.518647 14.696374 -1.327241 153.400096 -0.843234 90.541140

Antenna 19: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
19 N02 digital_ok nn Temporal Variability 85.610625 0.564228 0.163946 0.144764 0.084137 1.657039 85.610625 7.053334 51.971660

Antenna 104: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
104 N08 RF_maintenance nn Shape 64.832994 8.388851 64.832994 2.833328 37.166117 2.572799 12.055091 4.711110 14.050133

Antenna 52: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
52 N03 RF_maintenance nn Power 49.209772 6.291021 35.716880 0.844562 49.209772 5.916690 7.095348 5.709667 8.714054

Antenna 51: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
51 N03 digital_ok nn Power 48.831767 0.598526 36.595974 -0.127220 48.831767 -0.557627 5.801282 -0.473952 5.869821

Antenna 190: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
190 N15 digital_ok ee Shape 47.554616 47.554616 31.547414 6.523752 6.238113 11.712400 2.863847 34.398199 9.554307

Antenna 120: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
120 N08 RF_maintenance nn Power 44.206024 12.753497 32.553931 4.520460 44.206024 2.804372 4.515101 1.504546 4.345770

Antenna 161: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
161 N13 digital_ok nn Shape 43.934950 1.143001 43.934950 2.628559 11.904933 0.570193 3.441647 0.326950 2.097539

Antenna 150: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
150 N15 RF_maintenance nn Power 41.726137 18.893706 22.984379 39.951475 41.726137 9.117758 5.546235 7.205946 5.215657

Antenna 180: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
180 N13 RF_maintenance nn Power 41.023186 17.491420 21.843830 1.632746 41.023186 4.715885 6.815050 15.402357 7.381676

Antenna 145: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
145 N14 digital_ok nn Power 40.977720 17.157220 20.653082 40.034860 40.977720 9.781826 5.625535 9.895470 7.189077

Antenna 142: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
142 N13 digital_ok nn Power 40.777328 19.682112 21.392780 23.533636 40.777328 2.153949 5.502089 2.966278 5.419771

Antenna 27: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
27 N01 RF_maintenance nn Power 40.460613 17.269835 20.759068 39.807312 40.460613 9.665100 7.009284 7.377241 5.659195

Antenna 160: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
160 N13 digital_ok nn Power 40.438784 16.095300 17.899589 39.473803 40.438784 8.962199 4.659232 6.127920 3.463781

Antenna 155: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
155 N12 RF_maintenance nn Power 40.309582 15.848884 17.347594 39.197999 40.309582 9.514082 5.680970 6.620899 6.032103

Antenna 45: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
45 N05 RF_maintenance nn Power 40.097767 17.122490 19.945566 38.959120 40.097767 9.641647 5.501698 6.797075 4.440408

Antenna 110: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
110 N10 RF_maintenance ee Shape 39.805504 39.805504 4.272012 5.091909 6.408693 2.383891 4.008354 3.597530 3.032042

Antenna 130: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
130 N10 digital_maintenance ee Power 39.698170 17.199115 5.024347 39.698170 4.380252 8.749121 0.582383 6.039234 -0.032781

Antenna 102: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
102 N08 RF_maintenance nn Power 37.323258 17.225975 20.928769 35.170294 37.323258 8.318758 4.565628 5.491628 3.501257

Antenna 91: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
91 N09 digital_ok nn Power 37.089918 18.000363 20.614017 35.654224 37.089918 8.389657 4.457094 6.276235 3.716226

Antenna 88: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
88 N09 digital_ok nn Power 36.576724 21.918815 24.188424 35.636021 36.576724 8.684651 4.887403 6.945485 4.095553

Antenna 86: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
86 N08 RF_maintenance nn Power 36.224281 17.211877 22.560031 35.564682 36.224281 8.643462 4.963058 5.623594 3.953099

Antenna 137: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
137 N07 RF_maintenance nn Power 35.905878 9.618597 21.889488 4.915890 35.905878 26.874632 4.816486 17.813942 4.274940

Antenna 105: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
105 N09 digital_ok nn Power 35.536439 19.134442 25.243031 34.114889 35.536439 7.739140 3.859886 5.745398 3.399017

Antenna 85: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
85 N08 RF_maintenance nn Power 35.283138 17.733189 21.161128 34.576276 35.283138 8.273629 4.478406 5.645966 3.686678

Antenna 107: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
107 N09 digital_ok nn Power 35.167539 18.398663 19.159362 34.286884 35.167539 8.126911 4.256883 5.543647 3.448526

Antenna 87: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
87 N08 RF_maintenance ee Temporal Variability 35.111086 12.795658 3.806641 0.144786 4.419663 35.111086 3.384338 24.791486 3.381395

Antenna 138: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
138 N07 digital_ok ee Power 33.419444 19.866293 2.662759 33.419444 1.031144 8.100971 -0.635232 5.665470 -0.656905

Antenna 320: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
320 N03 dish_maintenance nn Power 31.303591 21.717822 21.619271 30.994200 31.303591 10.657743 6.708437 9.035419 6.199318

Antenna 30: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
30 N01 digital_ok ee Temporal Variability 30.813217 0.767562 0.818638 1.085453 -0.545352 30.813217 2.435475 28.867181 6.268069

Antenna 144: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
144 N14 digital_ok nn Temporal Variability 28.426773 2.510648 3.391756 5.046880 10.486436 1.116268 28.426773 0.942055 16.951392

Antenna 32: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
32 N02 RF_maintenance ee Shape 27.865502 27.865502 24.334403 3.875645 2.667170 2.017324 2.960136 1.398559 0.767415

Antenna 28: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
28 N01 RF_maintenance nn Shape 27.677495 5.909998 27.677495 5.386643 23.078688 5.877757 3.439443 3.868541 5.974310

Antenna 141: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
141 N13 digital_ok nn Power 25.827843 0.990111 3.962682 -0.688829 25.827843 2.479405 3.769944 3.837214 9.893278

Antenna 323: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
323 N02 not_connected ee Shape 20.557468 20.557468 3.554740 3.213286 5.903742 2.447038 1.761006 4.412357 1.140239

Antenna 50: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
50 N03 digital_ok ee Temporal Variability 19.788844 7.376958 0.894123 2.548228 -0.504677 19.788844 -0.057330 14.697560 1.738425

Antenna 164: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
164 N14 digital_ok nn Temporal Variability 18.162924 -0.289627 -0.127523 -0.550660 -0.072343 1.021717 18.162924 2.190023 14.623268

Antenna 18: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
18 N01 RF_maintenance nn Temporal Discontinuties 17.696348 1.819043 10.786353 1.403774 5.317988 3.460229 12.771280 8.179092 17.696348

Antenna 55: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
55 N04 digital_ok ee Power 17.314041 5.292409 3.688112 17.314041 5.936239 1.439419 3.067348 3.663777 3.129756

Antenna 167: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
167 N15 digital_ok nn Shape 14.966346 11.338129 14.966346 3.225452 3.781184 2.197548 4.020813 0.812722 3.643127

Antenna 57: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
57 N04 digital_ok ee Temporal Variability 14.828729 2.008281 0.699305 3.381337 2.755729 14.828729 2.063228 10.794072 3.232638

Antenna 16: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
16 N01 digital_ok ee Temporal Discontinuties 14.419254 1.634912 1.069962 0.080956 -0.539436 9.759171 8.444480 14.419254 12.688810

Antenna 121: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
121 N08 RF_maintenance ee Temporal Discontinuties 10.921503 2.576325 7.275471 0.918479 7.273353 0.309044 0.934329 10.921503 9.738704

Antenna 70: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
70 N04 RF_maintenance nn Power 9.834270 4.384883 6.671589 2.043625 9.834270 5.511254 1.900382 2.785437 1.179957

Antenna 177: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
177 N12 digital_ok nn Temporal Variability 9.567708 0.532022 0.911324 -0.340059 1.969166 -0.777974 9.567708 1.818682 7.950092

Antenna 101: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
101 N08 digital_ok nn Shape 8.786398 7.226079 8.786398 -0.223062 1.837646 -0.417357 2.607393 2.576515 3.473919

Antenna 103: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
103 N08 digital_ok nn Shape 8.748274 3.776072 8.748274 1.168254 1.252214 -0.481223 0.049114 1.739923 1.963707

Antenna 122: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
122 N08 digital_ok ee Shape 8.131018 8.131018 6.617964 2.380045 0.562639 -1.481960 -0.305671 -1.003727 -0.370081

Antenna 84: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
84 N08 digital_ok nn Shape 7.976042 7.473431 7.976042 0.332480 0.522307 0.514705 -0.765313 0.049037 -0.693492

Antenna 181: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
181 N13 digital_ok ee Power 7.456582 4.674140 1.371870 7.456582 1.777904 5.457585 0.438525 4.107813 1.559539

Antenna 67: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
67 N03 RF_maintenance nn Power 7.450052 0.341913 2.067461 1.689611 7.450052 0.058515 2.226265 0.176515 1.589454

Antenna 136: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
136 N12 RF_maintenance nn Shape 7.390722 1.122054 7.390722 -0.485952 0.644691 0.143830 4.572390 -0.050951 2.554454

Antenna 324: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
324 N04 not_connected nn Power 7.017920 4.408805 4.814138 6.691758 7.017920 6.073098 3.590874 3.744647 2.241717

Antenna 36: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
36 N03 RF_maintenance ee Shape 6.494450 6.494450 6.443215 0.575854 3.073899 0.496300 0.895368 0.016579 0.536561

Antenna 100: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
100 N07 RF_maintenance ee Power 5.967191 3.857370 2.721477 5.967191 5.076129 4.300164 2.295777 1.887289 0.702985

Antenna 123: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
123 N08 digital_ok ee Shape 5.878247 5.878247 5.376993 0.033334 1.515054 -1.141159 0.493128 -1.065500 -0.130079

Antenna 116: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
116 N07 RF_maintenance nn Power 5.876867 0.845987 3.491760 2.250059 5.876867 2.833082 3.329456 3.527385 3.427024

Antenna 129: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
129 N10 digital_ok ee Power 5.764254 2.266278 -0.297070 5.764254 0.673663 2.648771 0.240870 3.093998 1.314123

Antenna 127: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
127 N10 RF_maintenance ee Temporal Discontinuties 5.745585 1.671719 1.128776 1.978553 1.148316 5.169349 2.000063 5.745585 3.674417

Antenna 90: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
90 N09 RF_maintenance ee Temporal Discontinuties 5.460106 2.420080 -0.139365 3.469979 -0.777091 5.458853 -0.699397 5.460106 -0.269321

Antenna 98: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
98 N07 digital_maintenance ee Temporal Variability 5.359177 3.195763 2.996332 5.154571 1.707381 5.359177 2.182673 2.731918 2.394453

Antenna 9: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
9 N02 digital_ok nn Temporal Discontinuties 5.354688 -0.074426 -0.251984 0.004132 -0.176200 1.299439 1.714915 5.108437 5.354688

Antenna 73: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
73 N05 RF_maintenance ee Temporal Discontinuties 4.974471 0.600987 1.375743 1.347512 1.932809 4.072675 1.978964 4.974471 3.739020

Antenna 112: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
112 N10 RF_maintenance nn Temporal Variability 4.830233 -0.494754 0.571577 0.373856 -0.396834 0.392594 4.830233 0.551956 2.676860

Antenna 33: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
33 N02 RF_maintenance nn Shape 4.683050 -0.112159 4.683050 -0.255943 -0.484106 -1.296040 -0.037995 -0.868198 1.166711

Antenna 321: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
321 N02 not_connected ee Temporal Discontinuties 4.553401 1.485283 1.048142 2.293712 2.722416 1.130969 1.905509 4.553401 4.418261

Antenna 8: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
8 N02 RF_maintenance nn Power 4.367409 1.707420 2.134690 3.533957 4.367409 3.436660 2.979067 3.920940 2.820952

Antenna 15: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
15 N01 digital_ok nn Temporal Discontinuties 3.983223 -0.022925 1.275321 0.753436 -0.230941 1.142821 1.203120 3.823507 3.983223

Antenna 158: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
158 N12 RF_maintenance ee Temporal Discontinuties 3.921937 -0.358664 -1.340895 -0.685627 -0.638513 2.615601 0.494372 3.921937 2.794143

Antenna 71: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
71 N04 digital_ok ee Temporal Variability 3.596115 0.581560 0.756157 1.035106 1.667624 3.596115 0.874407 2.323661 -0.154294

Antenna 72: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
72 N04 digital_ok ee Temporal Variability 3.462885 2.315578 -0.240733 0.977978 -0.712260 3.462885 0.295247 2.468575 -0.083641

Antenna 99: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
99 N07 digital_ok nn Temporal Discontinuties 3.377192 1.499849 0.311227 0.776663 0.081727 0.430312 2.971039 1.968039 3.377192

Antenna 3: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
3 N01 RF_maintenance ee Shape 3.077730 3.077730 -0.189577 0.899755 0.927046 0.036166 -0.287291 -0.047420 0.033840

Antenna 7: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
7 N02 digital_ok nn Temporal Discontinuties 3.027021 -0.076232 -0.883671 0.051146 -0.149425 -0.725606 1.370690 0.622482 3.027021

Antenna 66: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
66 N03 digital_ok ee Power 2.989700 1.123980 1.337984 2.989700 0.663355 0.611605 1.277523 1.067905 2.025946

Antenna 42: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
42 N04 digital_ok ee Temporal Discontinuties 2.931203 -0.672306 0.674070 -0.707273 -0.140140 1.627395 -0.168916 2.931203 1.672329

Antenna 119: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
119 N07 RF_maintenance ee Power 2.799455 1.906398 1.238167 2.799455 1.882721 1.751699 0.052385 0.596180 -0.478564

Antenna 135: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
135 N12 digital_ok nn Temporal Discontinuties 2.747215 -0.846725 -0.307690 -0.617083 -0.843005 -0.498299 0.284268 2.444576 2.747215

Antenna 31: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
31 N02 digital_ok nn Temporal Discontinuties 2.490706 0.674912 -0.302595 0.349401 -0.448570 -0.348672 2.035932 0.141260 2.490706

Antenna 128: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
128 N10 digital_ok nn Shape 2.401200 -0.199729 2.401200 -0.082761 -0.637608 -1.106919 0.464018 -0.811724 0.022510

Antenna 108: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
108 N09 digital_ok nn Shape 2.373804 1.141369 2.373804 0.742363 -0.250141 -1.718390 -1.030600 -1.172662 -0.976568

Antenna 183: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
183 N13 digital_ok nn Power 2.220488 -0.777921 1.247901 1.686123 2.220488 1.096726 -0.616450 0.438641 0.072032

Antenna 156: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
156 N12 RF_maintenance nn Temporal Discontinuties 2.125520 1.623597 1.611728 -0.346240 0.281949 -0.775794 -0.258522 -0.328138 2.125520

Antenna 29: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
29 N01 digital_ok nn Temporal Discontinuties 2.090993 -0.447634 -0.504094 0.093023 -0.712144 0.059401 -0.149630 1.849201 2.090993

Antenna 54: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
54 N04 digital_ok nn Temporal Discontinuties 2.089287 -0.592761 -0.810866 -0.808125 0.020068 -0.900169 0.278326 1.951592 2.089287

Antenna 178: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
178 N12 digital_ok ee Power 2.079546 0.022925 -1.111494 2.079546 -0.842858 -0.822065 -0.875558 -0.529636 -0.909748

Antenna 65: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
65 N03 digital_ok nn Power 1.966516 0.788150 1.365625 1.809682 1.966516 1.919273 0.666624 0.623025 0.119145

Antenna 157: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
157 N12 RF_maintenance ee Power 1.760980 -0.432834 -0.436039 1.760980 -0.253548 0.446386 -0.495904 -0.204672 -0.679296

Antenna 191: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
191 N15 digital_ok nn Temporal Discontinuties 1.739375 -0.167386 -0.746457 1.096847 -0.870617 0.851769 0.707383 0.239649 1.739375

Antenna 117: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
117 N07 digital_ok ee Power 1.728116 1.552727 0.441943 1.728116 -0.368824 -0.261666 -0.569817 -0.669686 -0.700742

Antenna 189: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
189 N15 digital_ok nn Shape 1.650551 0.932595 1.650551 -0.736030 -0.057705 -1.439667 1.192740 -1.119820 0.705418

Antenna 10: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
10 N02 digital_ok nn Temporal Variability 1.553386 -0.536736 -0.461712 0.536343 -0.524419 0.128314 1.553386 0.049418 0.667853

Antenna 53: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
53 N03 digital_ok nn Temporal Discontinuties 1.488043 0.597139 1.159713 0.257466 0.029588 -1.473824 -0.614254 0.057071 1.488043

Antenna 143: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
143 N14 digital_ok nn Temporal Variability 1.428551 0.449640 -0.828979 -0.606524 -0.435149 -1.092940 1.428551 -0.833741 0.353185

Antenna 41: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
41 N04 digital_ok ee Temporal Variability 1.329555 -0.736514 -0.849889 -0.834304 -0.705915 1.329555 -0.747607 0.292500 -0.740561

Antenna 20: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
20 N02 digital_ok ee Power 1.324787 0.285595 1.078396 1.324787 -0.430398 0.138252 -0.148677 -0.168168 -0.322819

Antenna 118: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
118 N07 digital_ok nn Shape 1.299378 0.958415 1.299378 0.547062 -0.020068 0.648598 0.778877 0.037809 0.062045

Antenna 162: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
162 N13 digital_ok ee Temporal Variability 1.287491 0.339935 -0.614182 0.534391 -0.660441 1.287491 0.121098 0.464514 -0.205432

Antenna 40: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
40 N04 digital_ok ee Power 1.238175 0.521135 0.211967 1.238175 0.797734 -1.512412 -0.608586 -1.079663 -0.650679

Antenna 56: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
56 N04 digital_ok nn Shape 0.997815 -0.755211 0.997815 -0.534893 0.269186 -1.304995 0.243537 -0.944082 -0.088504

Antenna 140: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
140 N13 digital_ok nn Shape 0.970670 0.695251 0.970670 0.194553 0.076274 -0.682358 -0.508445 -0.379803 -0.504508

Antenna 4: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
4 N01 RF_maintenance nn Shape 0.943309 -0.400911 0.943309 -0.842968 -0.644757 -1.719207 -0.414309 -1.393941 -0.610430

Antenna 17: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
17 N01 digital_ok ee Temporal Variability 0.751266 -0.343635 -0.275826 0.394681 0.199715 0.751266 -0.368474 0.121837 -0.617183

Antenna 5: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
5 N01 digital_ok ee Shape 0.649601 0.649601 -0.591265 0.325866 0.435093 -0.642189 0.081373 0.174981 0.328411

Antenna 163: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
163 N14 digital_ok nn Temporal Variability 0.595798 -0.024650 -0.110881 0.088444 -0.743893 -0.708339 0.595798 -0.616616 0.478605

Antenna 176: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
176 N12 digital_ok ee Power 0.251297 -0.584541 -0.909133 0.251297 -0.491467 -1.227884 -0.454303 -1.078115 -0.616954

Antenna 111: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
111 N10 digital_ok nn Shape 0.223276 0.118838 0.223276 -0.068734 -0.768835 -1.226327 -0.369729 -0.922803 -0.022510

Antenna 109: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
109 N10 digital_ok ee Power 0.165464 -0.561883 -0.342832 0.165464 -0.828876 -0.457022 -1.013787 -0.485038 -0.912663

Antenna 69: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
69 N04 digital_ok ee Temporal Variability 0.005433 -0.644259 -0.279450 -0.772910 -0.262809 0.005433 -0.548832 -0.162877 -0.682454

Antenna 46: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
46 N05 digital_ok ee Temporal Variability -0.005433 -0.988199 -1.010980 -0.889984 -0.769801 -0.005433 -0.967224 -0.235398 -0.858251

Antenna 25: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
25 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 26: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
26 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 37: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
37 N03 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 39: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
39 N00 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 81: 2459763

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

Antenna 82: 2459763

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

Antenna 83: 2459763

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

Antenna 92: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
92 N10 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 93: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
93 N10 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 125: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
125 N09 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 165: 2459763

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

Antenna 170: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
170 N15 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 179: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
179 N12 digital_ok ee Shape nan nan nan inf inf nan nan nan nan

Antenna 184: 2459763

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

Antenna 185: 2459763

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

Antenna 187: 2459763

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

Antenna 220: 2459763

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

Antenna 221: 2459763

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

Antenna 222: 2459763

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

Antenna 333: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
333 N12 dish_maintenance ee Shape nan nan nan inf inf nan nan nan nan
In [31]:
from hera_qm import __version__
print(__version__)

2.0.2
In [ ]: