Note
Click here to download the full example code
Correlating data with TLE catalog¶
TO RUN THIS EXAMPLE, YOU NEED THE CELESTRACK CATALOG FROM 2018-01-01 in the ‘data/uhf_correlation/tle-201801.txt’ path
Out:
Loading EISCAT UHF monostatic measurements
Loading TLE population
population size: 853
Correlating data and population
0%| | 0/853 [00:00<?, ?it/s]
Correlating object 0 : 0%| | 0/853 [00:00<?, ?it/s]
Correlating object 1 : 0%| | 1/853 [00:00<00:11, 74.83it/s]
Correlating object 2 : 0%| | 2/853 [00:00<00:11, 76.35it/s]
Correlating object 3 : 0%|1 | 3/853 [00:00<00:10, 78.06it/s]
Correlating object 4 : 0%|1 | 4/853 [00:00<00:10, 78.47it/s]
Correlating object 5 : 1%|2 | 5/853 [00:00<00:10, 78.57it/s]
Correlating object 6 : 1%|2 | 6/853 [00:00<00:10, 78.91it/s]
Correlating object 7 : 1%|3 | 7/853 [00:00<00:10, 79.27it/s]
Correlating object 8 : 1%|3 | 8/853 [00:00<00:10, 79.41it/s]
Correlating object 8 : 1%|4 | 9/853 [00:00<00:09, 89.22it/s]
Correlating object 9 : 1%|4 | 9/853 [00:00<00:09, 89.22it/s]
Correlating object 10 : 1%|4 | 10/853 [00:00<00:09, 89.22it/s]
Correlating object 11 : 1%|4 | 11/853 [00:00<00:09, 89.22it/s]
Correlating object 12 : 1%|5 | 12/853 [00:00<00:09, 89.22it/s]
Correlating object 13 : 2%|5 | 13/853 [00:00<00:09, 89.22it/s]
Correlating object 14 : 2%|6 | 14/853 [00:00<00:09, 89.22it/s]
Correlating object 15 : 2%|6 | 15/853 [00:00<00:09, 89.22it/s]
Correlating object 16 : 2%|7 | 16/853 [00:00<00:09, 89.22it/s]
Correlating object 16 : 2%|7 | 17/853 [00:00<00:09, 86.22it/s]
Correlating object 17 : 2%|7 | 17/853 [00:00<00:09, 86.22it/s]
Correlating object 18 : 2%|8 | 18/853 [00:00<00:09, 86.22it/s]
Correlating object 19 : 2%|8 | 19/853 [00:00<00:09, 86.22it/s]
Correlating object 20 : 2%|8 | 20/853 [00:00<00:09, 86.22it/s]
Correlating object 21 : 2%|9 | 21/853 [00:00<00:09, 86.22it/s]
Correlating object 22 : 3%|9 | 22/853 [00:00<00:09, 86.22it/s]
Correlating object 23 : 3%|# | 23/853 [00:00<00:09, 86.22it/s]
Correlating object 24 : 3%|# | 24/853 [00:00<00:09, 86.22it/s]
Correlating object 24 : 3%|#1 | 25/853 [00:00<00:09, 83.78it/s]
Correlating object 25 : 3%|#1 | 25/853 [00:00<00:09, 83.78it/s]
Correlating object 26 : 3%|#1 | 26/853 [00:00<00:09, 83.78it/s]
Correlating object 27 : 3%|#2 | 27/853 [00:00<00:09, 83.78it/s]
Correlating object 28 : 3%|#2 | 28/853 [00:00<00:09, 83.78it/s]
Correlating object 29 : 3%|#2 | 29/853 [00:00<00:09, 83.78it/s]
Correlating object 30 : 4%|#3 | 30/853 [00:00<00:09, 83.78it/s]
Correlating object 31 : 4%|#3 | 31/853 [00:00<00:09, 83.78it/s]
Correlating object 32 : 4%|#4 | 32/853 [00:00<00:09, 83.78it/s]
Correlating object 33 : 4%|#4 | 33/853 [00:00<00:09, 83.78it/s]
Correlating object 33 : 4%|#5 | 34/853 [00:00<00:09, 82.72it/s]
Correlating object 34 : 4%|#5 | 34/853 [00:00<00:09, 82.72it/s]
Correlating object 35 : 4%|#5 | 35/853 [00:00<00:09, 82.72it/s]
Correlating object 36 : 4%|#6 | 36/853 [00:00<00:09, 82.72it/s]
Correlating object 37 : 4%|#6 | 37/853 [00:00<00:09, 82.72it/s]
Correlating object 38 : 4%|#6 | 38/853 [00:00<00:09, 82.72it/s]
Correlating object 39 : 5%|#7 | 39/853 [00:00<00:09, 82.72it/s]
Correlating object 40 : 5%|#7 | 40/853 [00:00<00:09, 82.72it/s]
Correlating object 41 : 5%|#8 | 41/853 [00:00<00:09, 82.72it/s]
Correlating object 41 : 5%|#8 | 42/853 [00:00<00:09, 81.19it/s]
Correlating object 42 : 5%|#8 | 42/853 [00:00<00:09, 81.19it/s]
Correlating object 43 : 5%|#9 | 43/853 [00:00<00:09, 81.19it/s]
Correlating object 44 : 5%|#9 | 44/853 [00:00<00:09, 81.19it/s]
Correlating object 45 : 5%|## | 45/853 [00:00<00:09, 81.19it/s]
Correlating object 46 : 5%|## | 46/853 [00:00<00:09, 81.19it/s]
Correlating object 47 : 6%|## | 47/853 [00:00<00:09, 81.19it/s]
Correlating object 48 : 6%|##1 | 48/853 [00:00<00:09, 81.19it/s]
Correlating object 49 : 6%|##1 | 49/853 [00:00<00:09, 81.19it/s]
Correlating object 49 : 6%|##2 | 50/853 [00:00<00:09, 80.49it/s]
Correlating object 50 : 6%|##2 | 50/853 [00:00<00:09, 80.49it/s]
Correlating object 51 : 6%|##2 | 51/853 [00:00<00:09, 80.49it/s]
Correlating object 52 : 6%|##3 | 52/853 [00:00<00:09, 80.49it/s]
Correlating object 53 : 6%|##3 | 53/853 [00:00<00:09, 80.49it/s]
Correlating object 54 : 6%|##4 | 54/853 [00:00<00:09, 80.49it/s]
Correlating object 55 : 6%|##4 | 55/853 [00:00<00:09, 80.49it/s]
Correlating object 56 : 7%|##4 | 56/853 [00:00<00:09, 80.49it/s]
Correlating object 57 : 7%|##5 | 57/853 [00:00<00:09, 80.49it/s]
Correlating object 58 : 7%|##5 | 58/853 [00:00<00:09, 80.49it/s]
Correlating object 58 : 7%|##6 | 59/853 [00:00<00:09, 80.49it/s]
Correlating object 59 : 7%|##6 | 59/853 [00:00<00:09, 80.49it/s]
Correlating object 60 : 7%|##6 | 60/853 [00:00<00:09, 80.49it/s]
Correlating object 61 : 7%|##7 | 61/853 [00:00<00:09, 80.49it/s]
Correlating object 62 : 7%|##7 | 62/853 [00:00<00:09, 80.49it/s]
Correlating object 63 : 7%|##8 | 63/853 [00:00<00:09, 80.49it/s]
Correlating object 64 : 8%|##8 | 64/853 [00:00<00:09, 80.49it/s]
Correlating object 65 : 8%|##8 | 65/853 [00:00<00:09, 80.49it/s]
Correlating object 66 : 8%|##9 | 66/853 [00:00<00:09, 80.49it/s]
Correlating object 66 : 8%|##9 | 67/853 [00:00<00:09, 80.27it/s]
Correlating object 67 : 8%|##9 | 67/853 [00:00<00:09, 80.27it/s]
Correlating object 68 : 8%|### | 68/853 [00:00<00:09, 80.27it/s]
Correlating object 69 : 8%|### | 69/853 [00:00<00:09, 80.27it/s]
Correlating object 70 : 8%|###1 | 70/853 [00:00<00:09, 80.27it/s]
Correlating object 71 : 8%|###1 | 71/853 [00:00<00:09, 80.27it/s]
Correlating object 72 : 8%|###2 | 72/853 [00:00<00:09, 80.27it/s]
Correlating object 73 : 9%|###2 | 73/853 [00:00<00:09, 80.27it/s]
Correlating object 74 : 9%|###2 | 74/853 [00:00<00:09, 80.27it/s]
Correlating object 75 : 9%|###3 | 75/853 [00:00<00:09, 80.27it/s]
Correlating object 75 : 9%|###3 | 76/853 [00:00<00:09, 80.30it/s]
Correlating object 76 : 9%|###3 | 76/853 [00:00<00:09, 80.30it/s]
Correlating object 77 : 9%|###4 | 77/853 [00:00<00:09, 80.30it/s]
Correlating object 78 : 9%|###4 | 78/853 [00:00<00:09, 80.30it/s]
Correlating object 79 : 9%|###5 | 79/853 [00:00<00:09, 80.30it/s]
Correlating object 80 : 9%|###5 | 80/853 [00:01<00:09, 80.30it/s]
Correlating object 81 : 9%|###6 | 81/853 [00:01<00:09, 80.30it/s]
Correlating object 82 : 10%|###6 | 82/853 [00:01<00:09, 80.30it/s]
Correlating object 83 : 10%|###6 | 83/853 [00:01<00:09, 80.30it/s]
Correlating object 84 : 10%|###7 | 84/853 [00:01<00:09, 80.30it/s]
Correlating object 84 : 10%|###7 | 85/853 [00:01<00:09, 80.25it/s]
Correlating object 85 : 10%|###7 | 85/853 [00:01<00:09, 80.25it/s]
Correlating object 86 : 10%|###8 | 86/853 [00:01<00:09, 80.25it/s]
Correlating object 87 : 10%|###8 | 87/853 [00:01<00:09, 80.25it/s]
Correlating object 88 : 10%|###9 | 88/853 [00:01<00:09, 80.25it/s]
Correlating object 89 : 10%|###9 | 89/853 [00:01<00:09, 80.25it/s]
Correlating object 90 : 11%|#### | 90/853 [00:01<00:09, 80.25it/s]
Correlating object 91 : 11%|#### | 91/853 [00:01<00:09, 80.25it/s]
Correlating object 92 : 11%|#### | 92/853 [00:01<00:09, 80.25it/s]
Correlating object 93 : 11%|####1 | 93/853 [00:01<00:09, 80.25it/s]
Correlating object 93 : 11%|####1 | 94/853 [00:01<00:09, 80.25it/s]
Correlating object 94 : 11%|####1 | 94/853 [00:01<00:09, 80.25it/s]
Correlating object 95 : 11%|####2 | 95/853 [00:01<00:09, 80.25it/s]
Correlating object 96 : 11%|####2 | 96/853 [00:01<00:09, 80.25it/s]
Correlating object 97 : 11%|####3 | 97/853 [00:01<00:09, 80.25it/s]
Correlating object 98 : 11%|####3 | 98/853 [00:01<00:09, 80.25it/s]
Correlating object 99 : 12%|####4 | 99/853 [00:01<00:09, 80.25it/s]
Correlating object 100 : 12%|####2 | 100/853 [00:01<00:09, 80.25it/s]
Correlating object 101 : 12%|####2 | 101/853 [00:01<00:09, 80.25it/s]
Correlating object 101 : 12%|####3 | 102/853 [00:01<00:09, 79.99it/s]
Correlating object 102 : 12%|####3 | 102/853 [00:01<00:09, 79.99it/s]
Correlating object 103 : 12%|####3 | 103/853 [00:01<00:09, 79.99it/s]
Correlating object 104 : 12%|####3 | 104/853 [00:01<00:09, 79.99it/s]
Correlating object 105 : 12%|####4 | 105/853 [00:01<00:09, 79.99it/s]
Correlating object 106 : 12%|####4 | 106/853 [00:01<00:09, 79.99it/s]
Correlating object 107 : 13%|####5 | 107/853 [00:01<00:09, 79.99it/s]
Correlating object 108 : 13%|####5 | 108/853 [00:01<00:09, 79.99it/s]
Correlating object 109 : 13%|####6 | 109/853 [00:01<00:09, 79.99it/s]
Correlating object 110 : 13%|####6 | 110/853 [00:01<00:09, 79.99it/s]
Correlating object 110 : 13%|####6 | 111/853 [00:01<00:09, 80.08it/s]
Correlating object 111 : 13%|####6 | 111/853 [00:01<00:09, 80.08it/s]
Correlating object 112 : 13%|####7 | 112/853 [00:01<00:09, 80.08it/s]
Correlating object 113 : 13%|####7 | 113/853 [00:01<00:09, 80.08it/s]
Correlating object 114 : 13%|####8 | 114/853 [00:01<00:09, 80.08it/s]
Correlating object 115 : 13%|####8 | 115/853 [00:01<00:09, 80.08it/s]
Correlating object 116 : 14%|####8 | 116/853 [00:01<00:09, 80.08it/s]
Correlating object 117 : 14%|####9 | 117/853 [00:01<00:09, 80.08it/s]
Correlating object 118 : 14%|####9 | 118/853 [00:01<00:09, 80.08it/s]
Correlating object 118 : 14%|##### | 119/853 [00:01<00:09, 80.01it/s]
Correlating object 119 : 14%|##### | 119/853 [00:01<00:09, 80.01it/s]
Correlating object 120 : 14%|##### | 120/853 [00:01<00:09, 80.01it/s]
Correlating object 121 : 14%|#####1 | 121/853 [00:01<00:09, 80.01it/s]
Correlating object 122 : 14%|#####1 | 122/853 [00:01<00:09, 80.01it/s]
Correlating object 123 : 14%|#####1 | 123/853 [00:01<00:09, 80.01it/s]
Correlating object 124 : 15%|#####2 | 124/853 [00:01<00:09, 80.01it/s]
Correlating object 125 : 15%|#####2 | 125/853 [00:01<00:09, 80.01it/s]
Correlating object 126 : 15%|#####3 | 126/853 [00:01<00:09, 80.01it/s]
Correlating object 126 : 15%|#####3 | 127/853 [00:01<00:09, 78.80it/s]
Correlating object 127 : 15%|#####3 | 127/853 [00:01<00:09, 78.80it/s]
Correlating object 128 : 15%|#####4 | 128/853 [00:01<00:09, 78.80it/s]
Correlating object 129 : 15%|#####4 | 129/853 [00:01<00:09, 78.80it/s]
Correlating object 130 : 15%|#####4 | 130/853 [00:01<00:09, 78.80it/s]
Correlating object 131 : 15%|#####5 | 131/853 [00:01<00:09, 78.80it/s]
Correlating object 132 : 15%|#####5 | 132/853 [00:01<00:09, 78.80it/s]
Correlating object 133 : 16%|#####6 | 133/853 [00:01<00:09, 78.80it/s]
Correlating object 134 : 16%|#####6 | 134/853 [00:01<00:09, 78.80it/s]
Correlating object 134 : 16%|#####6 | 135/853 [00:01<00:09, 78.98it/s]
Correlating object 135 : 16%|#####6 | 135/853 [00:01<00:09, 78.98it/s]
Correlating object 136 : 16%|#####7 | 136/853 [00:01<00:09, 78.98it/s]
Correlating object 137 : 16%|#####7 | 137/853 [00:01<00:09, 78.98it/s]
Correlating object 138 : 16%|#####8 | 138/853 [00:01<00:09, 78.98it/s]
Correlating object 139 : 16%|#####8 | 139/853 [00:01<00:09, 78.98it/s]
Correlating object 140 : 16%|#####9 | 140/853 [00:01<00:09, 78.98it/s]
Correlating object 141 : 17%|#####9 | 141/853 [00:01<00:09, 78.98it/s]
Correlating object 142 : 17%|#####9 | 142/853 [00:01<00:09, 78.98it/s]
Correlating object 143 : 17%|###### | 143/853 [00:01<00:08, 78.98it/s]
Correlating object 143 : 17%|###### | 144/853 [00:01<00:08, 79.29it/s]
Correlating object 144 : 17%|###### | 144/853 [00:01<00:08, 79.29it/s]
Correlating object 145 : 17%|######1 | 145/853 [00:01<00:08, 79.29it/s]
Correlating object 146 : 17%|######1 | 146/853 [00:01<00:08, 79.29it/s]
Correlating object 147 : 17%|######2 | 147/853 [00:01<00:08, 79.29it/s]
Correlating object 148 : 17%|######2 | 148/853 [00:01<00:08, 79.29it/s]
Correlating object 149 : 17%|######2 | 149/853 [00:01<00:08, 79.29it/s]
Correlating object 150 : 18%|######3 | 150/853 [00:01<00:08, 79.29it/s]
Correlating object 151 : 18%|######3 | 151/853 [00:01<00:08, 79.29it/s]
Correlating object 151 : 18%|######4 | 152/853 [00:01<00:08, 79.33it/s]
Correlating object 152 : 18%|######4 | 152/853 [00:01<00:08, 79.33it/s]
Correlating object 153 : 18%|######4 | 153/853 [00:01<00:08, 79.33it/s]
Correlating object 154 : 18%|######4 | 154/853 [00:01<00:08, 79.33it/s]
Correlating object 155 : 18%|######5 | 155/853 [00:01<00:08, 79.33it/s]
Correlating object 156 : 18%|######5 | 156/853 [00:01<00:08, 79.33it/s]
Correlating object 157 : 18%|######6 | 157/853 [00:01<00:08, 79.33it/s]
Correlating object 158 : 19%|######6 | 158/853 [00:01<00:08, 79.33it/s]
Correlating object 159 : 19%|######7 | 159/853 [00:01<00:08, 79.33it/s]
Correlating object 160 : 19%|######7 | 160/853 [00:02<00:08, 79.33it/s]
Correlating object 160 : 19%|######7 | 161/853 [00:02<00:08, 79.63it/s]
Correlating object 161 : 19%|######7 | 161/853 [00:02<00:08, 79.63it/s]
Correlating object 162 : 19%|######8 | 162/853 [00:02<00:08, 79.63it/s]
Correlating object 163 : 19%|######8 | 163/853 [00:02<00:08, 79.63it/s]
Correlating object 164 : 19%|######9 | 164/853 [00:02<00:08, 79.63it/s]
Correlating object 165 : 19%|######9 | 165/853 [00:02<00:08, 79.63it/s]
Correlating object 166 : 19%|####### | 166/853 [00:02<00:08, 79.63it/s]
Correlating object 167 : 20%|####### | 167/853 [00:02<00:08, 79.63it/s]
Correlating object 168 : 20%|####### | 168/853 [00:02<00:08, 79.63it/s]
Correlating object 168 : 20%|#######1 | 169/853 [00:02<00:08, 79.58it/s]
Correlating object 169 : 20%|#######1 | 169/853 [00:02<00:08, 79.58it/s]
Correlating object 170 : 20%|#######1 | 170/853 [00:02<00:08, 79.58it/s]
Correlating object 171 : 20%|#######2 | 171/853 [00:02<00:08, 79.58it/s]
Correlating object 172 : 20%|#######2 | 172/853 [00:02<00:08, 79.58it/s]
Correlating object 173 : 20%|#######3 | 173/853 [00:02<00:08, 79.58it/s]
Correlating object 174 : 20%|#######3 | 174/853 [00:02<00:08, 79.58it/s]
Correlating object 175 : 21%|#######3 | 175/853 [00:02<00:08, 79.58it/s]
Correlating object 176 : 21%|#######4 | 176/853 [00:02<00:08, 79.58it/s]
Correlating object 177 : 21%|#######4 | 177/853 [00:02<00:08, 79.58it/s]
Correlating object 177 : 21%|#######5 | 178/853 [00:02<00:08, 79.59it/s]
Correlating object 178 : 21%|#######5 | 178/853 [00:02<00:08, 79.59it/s]
Correlating object 179 : 21%|#######5 | 179/853 [00:02<00:08, 79.59it/s]
Correlating object 180 : 21%|#######5 | 180/853 [00:02<00:08, 79.59it/s]
Correlating object 181 : 21%|#######6 | 181/853 [00:02<00:08, 79.59it/s]
Correlating object 182 : 21%|#######6 | 182/853 [00:02<00:08, 79.59it/s]
Correlating object 183 : 21%|#######7 | 183/853 [00:02<00:08, 79.59it/s]
Correlating object 184 : 22%|#######7 | 184/853 [00:02<00:08, 79.59it/s]
Correlating object 185 : 22%|#######8 | 185/853 [00:02<00:08, 79.59it/s]
Correlating object 185 : 22%|#######8 | 186/853 [00:02<00:08, 79.09it/s]
Correlating object 186 : 22%|#######8 | 186/853 [00:02<00:08, 79.09it/s]
Correlating object 187 : 22%|#######8 | 187/853 [00:02<00:08, 79.09it/s]
Correlating object 188 : 22%|#######9 | 188/853 [00:02<00:08, 79.09it/s]
Correlating object 189 : 22%|#######9 | 189/853 [00:02<00:08, 79.09it/s]
Correlating object 190 : 22%|######## | 190/853 [00:02<00:08, 79.09it/s]
Correlating object 191 : 22%|######## | 191/853 [00:02<00:08, 79.09it/s]
Correlating object 192 : 23%|########1 | 192/853 [00:02<00:08, 79.09it/s]
Correlating object 193 : 23%|########1 | 193/853 [00:02<00:08, 79.09it/s]
Correlating object 194 : 23%|########1 | 194/853 [00:02<00:08, 79.09it/s]
Correlating object 194 : 23%|########2 | 195/853 [00:02<00:08, 79.55it/s]
Correlating object 195 : 23%|########2 | 195/853 [00:02<00:08, 79.55it/s]
Correlating object 196 : 23%|########2 | 196/853 [00:02<00:08, 79.55it/s]
Correlating object 197 : 23%|########3 | 197/853 [00:02<00:08, 79.55it/s]
Correlating object 198 : 23%|########3 | 198/853 [00:02<00:08, 79.55it/s]
Correlating object 199 : 23%|########3 | 199/853 [00:02<00:08, 79.55it/s]
Correlating object 200 : 23%|########4 | 200/853 [00:02<00:08, 79.55it/s]
Correlating object 201 : 24%|########4 | 201/853 [00:02<00:08, 79.55it/s]
Correlating object 202 : 24%|########5 | 202/853 [00:02<00:08, 79.55it/s]
Correlating object 202 : 24%|########5 | 203/853 [00:02<00:08, 78.72it/s]
Correlating object 203 : 24%|########5 | 203/853 [00:02<00:08, 78.72it/s]
Correlating object 204 : 24%|########6 | 204/853 [00:02<00:08, 78.72it/s]
Correlating object 205 : 24%|########6 | 205/853 [00:02<00:08, 78.72it/s]
Correlating object 206 : 24%|########6 | 206/853 [00:02<00:08, 78.72it/s]
Correlating object 207 : 24%|########7 | 207/853 [00:02<00:08, 78.72it/s]
Correlating object 208 : 24%|########7 | 208/853 [00:02<00:08, 78.72it/s]
Correlating object 209 : 25%|########8 | 209/853 [00:02<00:08, 78.72it/s]
Correlating object 210 : 25%|########8 | 210/853 [00:02<00:08, 78.72it/s]
Correlating object 210 : 25%|########9 | 211/853 [00:02<00:08, 78.56it/s]
Correlating object 211 : 25%|########9 | 211/853 [00:02<00:08, 78.56it/s]
Correlating object 212 : 25%|########9 | 212/853 [00:02<00:08, 78.56it/s]
Correlating object 213 : 25%|########9 | 213/853 [00:02<00:08, 78.56it/s]
Correlating object 214 : 25%|######### | 214/853 [00:02<00:08, 78.56it/s]
Correlating object 215 : 25%|######### | 215/853 [00:02<00:08, 78.56it/s]
Correlating object 216 : 25%|#########1 | 216/853 [00:02<00:08, 78.56it/s]
Correlating object 217 : 25%|#########1 | 217/853 [00:02<00:08, 78.56it/s]
Correlating object 218 : 26%|#########2 | 218/853 [00:02<00:08, 78.56it/s]
Correlating object 219 : 26%|#########2 | 219/853 [00:02<00:08, 78.56it/s]
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Correlating object 220 : 26%|#########2 | 220/853 [00:02<00:08, 79.01it/s]
Correlating object 221 : 26%|#########3 | 221/853 [00:02<00:07, 79.01it/s]
Correlating object 222 : 26%|#########3 | 222/853 [00:02<00:07, 79.01it/s]
Correlating object 223 : 26%|#########4 | 223/853 [00:02<00:07, 79.01it/s]
Correlating object 224 : 26%|#########4 | 224/853 [00:02<00:07, 79.01it/s]
Correlating object 225 : 26%|#########4 | 225/853 [00:02<00:07, 79.01it/s]
Correlating object 226 : 26%|#########5 | 226/853 [00:02<00:07, 79.01it/s]
Correlating object 227 : 27%|#########5 | 227/853 [00:02<00:07, 79.01it/s]
Correlating object 227 : 27%|#########6 | 228/853 [00:02<00:07, 79.16it/s]
Correlating object 228 : 27%|#########6 | 228/853 [00:02<00:07, 79.16it/s]
Correlating object 229 : 27%|#########6 | 229/853 [00:02<00:07, 79.16it/s]
Correlating object 230 : 27%|#########7 | 230/853 [00:02<00:07, 79.16it/s]
Correlating object 231 : 27%|#########7 | 231/853 [00:02<00:07, 79.16it/s]
Correlating object 232 : 27%|#########7 | 232/853 [00:02<00:07, 79.16it/s]
Correlating object 233 : 27%|#########8 | 233/853 [00:02<00:07, 79.16it/s]
Correlating object 234 : 27%|#########8 | 234/853 [00:02<00:07, 79.16it/s]
Correlating object 235 : 28%|#########9 | 235/853 [00:02<00:07, 79.16it/s]
Correlating object 236 : 28%|#########9 | 236/853 [00:02<00:07, 79.16it/s]
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Correlating object 237 : 28%|########## | 237/853 [00:02<00:07, 79.49it/s]
Correlating object 238 : 28%|########## | 238/853 [00:02<00:07, 79.49it/s]
Correlating object 239 : 28%|########## | 239/853 [00:03<00:07, 79.49it/s]
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Correlating object 241 : 28%|##########1 | 241/853 [00:03<00:07, 79.49it/s]
Correlating object 242 : 28%|##########2 | 242/853 [00:03<00:07, 79.49it/s]
Correlating object 243 : 28%|##########2 | 243/853 [00:03<00:07, 79.49it/s]
Correlating object 244 : 29%|##########2 | 244/853 [00:03<00:07, 79.49it/s]
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Correlating object 245 : 29%|##########3 | 245/853 [00:03<00:07, 79.60it/s]
Correlating object 246 : 29%|##########3 | 246/853 [00:03<00:07, 79.60it/s]
Correlating object 247 : 29%|##########4 | 247/853 [00:03<00:07, 79.60it/s]
Correlating object 248 : 29%|##########4 | 248/853 [00:03<00:07, 79.60it/s]
Correlating object 249 : 29%|##########5 | 249/853 [00:03<00:07, 79.60it/s]
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Correlating object 251 : 29%|##########5 | 251/853 [00:03<00:07, 79.60it/s]
Correlating object 252 : 30%|##########6 | 252/853 [00:03<00:07, 79.60it/s]
Correlating object 253 : 30%|##########6 | 253/853 [00:03<00:07, 79.60it/s]
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Correlating object 254 : 30%|##########7 | 254/853 [00:03<00:07, 79.85it/s]
Correlating object 255 : 30%|##########7 | 255/853 [00:03<00:07, 79.85it/s]
Correlating object 256 : 30%|##########8 | 256/853 [00:03<00:07, 79.85it/s]
Correlating object 257 : 30%|##########8 | 257/853 [00:03<00:07, 79.85it/s]
Correlating object 258 : 30%|##########8 | 258/853 [00:03<00:07, 79.85it/s]
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Correlating object 260 : 30%|##########9 | 260/853 [00:03<00:07, 79.85it/s]
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Correlating object 261 : 31%|########### | 262/853 [00:03<00:07, 79.81it/s]
Correlating object 262 : 31%|########### | 262/853 [00:03<00:07, 79.81it/s]
Correlating object 263 : 31%|########### | 263/853 [00:03<00:07, 79.81it/s]
Correlating object 264 : 31%|###########1 | 264/853 [00:03<00:07, 79.81it/s]
Correlating object 265 : 31%|###########1 | 265/853 [00:03<00:07, 79.81it/s]
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Correlating object 267 : 31%|###########2 | 267/853 [00:03<00:07, 79.81it/s]
Correlating object 268 : 31%|###########3 | 268/853 [00:03<00:07, 79.81it/s]
Correlating object 269 : 32%|###########3 | 269/853 [00:03<00:07, 79.81it/s]
Correlating object 269 : 32%|###########3 | 270/853 [00:03<00:07, 79.86it/s]
Correlating object 270 : 32%|###########3 | 270/853 [00:03<00:07, 79.86it/s]
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Correlating object 272 : 32%|###########4 | 272/853 [00:03<00:07, 79.86it/s]
Correlating object 273 : 32%|###########5 | 273/853 [00:03<00:07, 79.86it/s]
Correlating object 274 : 32%|###########5 | 274/853 [00:03<00:07, 79.86it/s]
Correlating object 275 : 32%|###########6 | 275/853 [00:03<00:07, 79.86it/s]
Correlating object 276 : 32%|###########6 | 276/853 [00:03<00:07, 79.86it/s]
Correlating object 277 : 32%|###########6 | 277/853 [00:03<00:07, 79.86it/s]
Correlating object 278 : 33%|###########7 | 278/853 [00:03<00:07, 79.86it/s]
Correlating object 278 : 33%|###########7 | 279/853 [00:03<00:07, 79.76it/s]
Correlating object 279 : 33%|###########7 | 279/853 [00:03<00:07, 79.76it/s]
Correlating object 280 : 33%|###########8 | 280/853 [00:03<00:07, 79.76it/s]
Correlating object 281 : 33%|###########8 | 281/853 [00:03<00:07, 79.76it/s]
Correlating object 282 : 33%|###########9 | 282/853 [00:03<00:07, 79.76it/s]
Correlating object 283 : 33%|###########9 | 283/853 [00:03<00:07, 79.76it/s]
Correlating object 284 : 33%|###########9 | 284/853 [00:03<00:07, 79.76it/s]
Correlating object 285 : 33%|############ | 285/853 [00:03<00:07, 79.76it/s]
Correlating object 286 : 34%|############ | 286/853 [00:03<00:07, 79.76it/s]
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Correlating object 287 : 34%|############1 | 287/853 [00:03<00:07, 78.97it/s]
Correlating object 288 : 34%|############1 | 288/853 [00:03<00:07, 78.97it/s]
Correlating object 289 : 34%|############1 | 289/853 [00:03<00:07, 78.97it/s]
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Correlating object 291 : 34%|############2 | 291/853 [00:03<00:07, 78.97it/s]
Correlating object 292 : 34%|############3 | 292/853 [00:03<00:07, 78.97it/s]
Correlating object 293 : 34%|############3 | 293/853 [00:03<00:07, 78.97it/s]
Correlating object 294 : 34%|############4 | 294/853 [00:03<00:07, 78.97it/s]
Correlating object 294 : 35%|############4 | 295/853 [00:03<00:07, 78.99it/s]
Correlating object 295 : 35%|############4 | 295/853 [00:03<00:07, 78.99it/s]
Correlating object 296 : 35%|############4 | 296/853 [00:03<00:07, 78.99it/s]
Correlating object 297 : 35%|############5 | 297/853 [00:03<00:07, 78.99it/s]
Correlating object 298 : 35%|############5 | 298/853 [00:03<00:07, 78.99it/s]
Correlating object 299 : 35%|############6 | 299/853 [00:03<00:07, 78.99it/s]
Correlating object 300 : 35%|############6 | 300/853 [00:03<00:07, 78.99it/s]
Correlating object 301 : 35%|############7 | 301/853 [00:03<00:06, 78.99it/s]
Correlating object 302 : 35%|############7 | 302/853 [00:03<00:06, 78.99it/s]
Correlating object 303 : 36%|############7 | 303/853 [00:03<00:06, 78.99it/s]
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Correlating object 304 : 36%|############8 | 304/853 [00:03<00:06, 79.30it/s]
Correlating object 305 : 36%|############8 | 305/853 [00:03<00:06, 79.30it/s]
Correlating object 306 : 36%|############9 | 306/853 [00:03<00:06, 79.30it/s]
Correlating object 307 : 36%|############9 | 307/853 [00:03<00:06, 79.30it/s]
Correlating object 308 : 36%|############9 | 308/853 [00:03<00:06, 79.30it/s]
Correlating object 309 : 36%|############# | 309/853 [00:03<00:06, 79.30it/s]
Correlating object 310 : 36%|############# | 310/853 [00:03<00:06, 79.30it/s]
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Correlating object 312 : 37%|#############1 | 312/853 [00:03<00:06, 79.41it/s]
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Correlating object 314 : 37%|#############2 | 314/853 [00:03<00:06, 79.41it/s]
Correlating object 315 : 37%|#############2 | 315/853 [00:03<00:06, 79.41it/s]
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Correlating object 317 : 37%|#############3 | 317/853 [00:03<00:06, 79.41it/s]
Correlating object 318 : 37%|#############4 | 318/853 [00:04<00:06, 79.41it/s]
Correlating object 319 : 37%|#############4 | 319/853 [00:04<00:06, 79.41it/s]
Correlating object 320 : 38%|#############5 | 320/853 [00:04<00:06, 79.41it/s]
Correlating object 320 : 38%|#############5 | 321/853 [00:04<00:06, 79.58it/s]
Correlating object 321 : 38%|#############5 | 321/853 [00:04<00:06, 79.58it/s]
Correlating object 322 : 38%|#############5 | 322/853 [00:04<00:06, 79.58it/s]
Correlating object 323 : 38%|#############6 | 323/853 [00:04<00:06, 79.58it/s]
Correlating object 324 : 38%|#############6 | 324/853 [00:04<00:06, 79.58it/s]
Correlating object 325 : 38%|#############7 | 325/853 [00:04<00:06, 79.58it/s]
Correlating object 326 : 38%|#############7 | 326/853 [00:04<00:06, 79.58it/s]
Correlating object 327 : 38%|#############8 | 327/853 [00:04<00:06, 79.58it/s]
Correlating object 328 : 38%|#############8 | 328/853 [00:04<00:06, 79.58it/s]
Correlating object 329 : 39%|#############8 | 329/853 [00:04<00:06, 79.58it/s]
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Correlating object 330 : 39%|#############9 | 330/853 [00:04<00:06, 79.75it/s]
Correlating object 331 : 39%|#############9 | 331/853 [00:04<00:06, 79.75it/s]
Correlating object 332 : 39%|############## | 332/853 [00:04<00:06, 79.75it/s]
Correlating object 333 : 39%|############## | 333/853 [00:04<00:06, 79.75it/s]
Correlating object 334 : 39%|############## | 334/853 [00:04<00:06, 79.75it/s]
Correlating object 335 : 39%|##############1 | 335/853 [00:04<00:06, 79.75it/s]
Correlating object 336 : 39%|##############1 | 336/853 [00:04<00:06, 79.75it/s]
Correlating object 337 : 40%|##############2 | 337/853 [00:04<00:06, 79.75it/s]
Correlating object 338 : 40%|##############2 | 338/853 [00:04<00:06, 79.75it/s]
Correlating object 338 : 40%|##############3 | 339/853 [00:04<00:06, 79.85it/s]
Correlating object 339 : 40%|##############3 | 339/853 [00:04<00:06, 79.85it/s]
Correlating object 340 : 40%|##############3 | 340/853 [00:04<00:06, 79.85it/s]
Correlating object 341 : 40%|##############3 | 341/853 [00:04<00:06, 79.85it/s]
Correlating object 342 : 40%|##############4 | 342/853 [00:04<00:06, 79.85it/s]
Correlating object 343 : 40%|##############4 | 343/853 [00:04<00:06, 79.85it/s]
Correlating object 344 : 40%|##############5 | 344/853 [00:04<00:06, 79.85it/s]
Correlating object 345 : 40%|##############5 | 345/853 [00:04<00:06, 79.85it/s]
Correlating object 346 : 41%|##############6 | 346/853 [00:04<00:06, 79.85it/s]
Correlating object 346 : 41%|##############6 | 347/853 [00:04<00:06, 79.03it/s]
Correlating object 347 : 41%|##############6 | 347/853 [00:04<00:06, 79.03it/s]
Correlating object 348 : 41%|##############6 | 348/853 [00:04<00:06, 79.03it/s]
Correlating object 349 : 41%|##############7 | 349/853 [00:04<00:06, 79.03it/s]
Correlating object 350 : 41%|##############7 | 350/853 [00:04<00:06, 79.03it/s]
Correlating object 351 : 41%|##############8 | 351/853 [00:04<00:06, 79.03it/s]
Correlating object 352 : 41%|##############8 | 352/853 [00:04<00:06, 79.03it/s]
Correlating object 353 : 41%|##############8 | 353/853 [00:04<00:06, 79.03it/s]
Correlating object 354 : 42%|##############9 | 354/853 [00:04<00:06, 79.03it/s]
Correlating object 355 : 42%|##############9 | 355/853 [00:04<00:06, 79.03it/s]
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Correlating object 356 : 42%|############### | 356/853 [00:04<00:06, 79.34it/s]
Correlating object 357 : 42%|############### | 357/853 [00:04<00:06, 79.34it/s]
Correlating object 358 : 42%|###############1 | 358/853 [00:04<00:06, 79.34it/s]
Correlating object 359 : 42%|###############1 | 359/853 [00:04<00:06, 79.34it/s]
Correlating object 360 : 42%|###############1 | 360/853 [00:04<00:06, 79.34it/s]
Correlating object 361 : 42%|###############2 | 361/853 [00:04<00:06, 79.34it/s]
Correlating object 362 : 42%|###############2 | 362/853 [00:04<00:06, 79.34it/s]
Correlating object 363 : 43%|###############3 | 363/853 [00:04<00:06, 79.34it/s]
Correlating object 363 : 43%|###############3 | 364/853 [00:04<00:06, 78.63it/s]
Correlating object 364 : 43%|###############3 | 364/853 [00:04<00:06, 78.63it/s]
Correlating object 365 : 43%|###############4 | 365/853 [00:04<00:06, 78.63it/s]
Correlating object 366 : 43%|###############4 | 366/853 [00:04<00:06, 78.63it/s]
Correlating object 367 : 43%|###############4 | 367/853 [00:04<00:06, 78.63it/s]
Correlating object 368 : 43%|###############5 | 368/853 [00:04<00:06, 78.63it/s]
Correlating object 369 : 43%|###############5 | 369/853 [00:04<00:06, 78.63it/s]
Correlating object 370 : 43%|###############6 | 370/853 [00:04<00:06, 78.63it/s]
Correlating object 371 : 43%|###############6 | 371/853 [00:04<00:06, 78.63it/s]
Correlating object 371 : 44%|###############6 | 372/853 [00:04<00:06, 78.84it/s]
Correlating object 372 : 44%|###############6 | 372/853 [00:04<00:06, 78.84it/s]
Correlating object 373 : 44%|###############7 | 373/853 [00:04<00:06, 78.84it/s]
Correlating object 374 : 44%|###############7 | 374/853 [00:04<00:06, 78.84it/s]
Correlating object 375 : 44%|###############8 | 375/853 [00:04<00:06, 78.84it/s]
Correlating object 376 : 44%|###############8 | 376/853 [00:04<00:06, 78.84it/s]
Correlating object 377 : 44%|###############9 | 377/853 [00:04<00:06, 78.84it/s]
Correlating object 378 : 44%|###############9 | 378/853 [00:04<00:06, 78.84it/s]
Correlating object 379 : 44%|###############9 | 379/853 [00:04<00:06, 78.84it/s]
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Correlating object 380 : 45%|################ | 380/853 [00:04<00:05, 79.08it/s]
Correlating object 381 : 45%|################ | 381/853 [00:04<00:05, 79.08it/s]
Correlating object 382 : 45%|################1 | 382/853 [00:04<00:05, 79.08it/s]
Correlating object 383 : 45%|################1 | 383/853 [00:04<00:05, 79.08it/s]
Correlating object 384 : 45%|################2 | 384/853 [00:04<00:05, 79.08it/s]
Correlating object 385 : 45%|################2 | 385/853 [00:04<00:05, 79.08it/s]
Correlating object 386 : 45%|################2 | 386/853 [00:04<00:05, 79.08it/s]
Correlating object 387 : 45%|################3 | 387/853 [00:04<00:05, 79.08it/s]
Correlating object 387 : 45%|################3 | 388/853 [00:04<00:05, 79.28it/s]
Correlating object 388 : 45%|################3 | 388/853 [00:04<00:05, 79.28it/s]
Correlating object 389 : 46%|################4 | 389/853 [00:04<00:05, 79.28it/s]
Correlating object 390 : 46%|################4 | 390/853 [00:04<00:05, 79.28it/s]
Correlating object 391 : 46%|################5 | 391/853 [00:04<00:05, 79.28it/s]
Correlating object 392 : 46%|################5 | 392/853 [00:04<00:05, 79.28it/s]
Correlating object 393 : 46%|################5 | 393/853 [00:04<00:05, 79.28it/s]
Correlating object 394 : 46%|################6 | 394/853 [00:04<00:05, 79.28it/s]
Correlating object 395 : 46%|################6 | 395/853 [00:04<00:05, 79.28it/s]
Correlating object 395 : 46%|################7 | 396/853 [00:04<00:05, 77.70it/s]
Correlating object 396 : 46%|################7 | 396/853 [00:04<00:05, 77.70it/s]
Correlating object 397 : 47%|################7 | 397/853 [00:05<00:05, 77.70it/s]
Correlating object 398 : 47%|################7 | 398/853 [00:05<00:05, 77.70it/s]
Correlating object 399 : 47%|################8 | 399/853 [00:05<00:05, 77.70it/s]
Correlating object 400 : 47%|################8 | 400/853 [00:05<00:05, 77.70it/s]
Correlating object 401 : 47%|################9 | 401/853 [00:05<00:05, 77.70it/s]
Correlating object 402 : 47%|################9 | 402/853 [00:05<00:05, 77.70it/s]
Correlating object 403 : 47%|################# | 403/853 [00:05<00:05, 77.70it/s]
Correlating object 403 : 47%|################# | 404/853 [00:05<00:05, 76.86it/s]
Correlating object 404 : 47%|################# | 404/853 [00:05<00:05, 76.86it/s]
Correlating object 405 : 47%|################# | 405/853 [00:05<00:05, 76.86it/s]
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Correlating object 407 : 48%|#################1 | 407/853 [00:05<00:05, 76.86it/s]
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Correlating object 409 : 48%|#################2 | 409/853 [00:05<00:05, 76.86it/s]
Correlating object 410 : 48%|#################3 | 410/853 [00:05<00:05, 76.86it/s]
Correlating object 411 : 48%|#################3 | 411/853 [00:05<00:05, 76.86it/s]
Correlating object 411 : 48%|#################3 | 412/853 [00:05<00:05, 76.57it/s]
Correlating object 412 : 48%|#################3 | 412/853 [00:05<00:05, 76.57it/s]
Correlating object 413 : 48%|#################4 | 413/853 [00:05<00:05, 76.57it/s]
Correlating object 414 : 49%|#################4 | 414/853 [00:05<00:05, 76.57it/s]
Correlating object 415 : 49%|#################5 | 415/853 [00:05<00:05, 76.57it/s]
Correlating object 416 : 49%|#################5 | 416/853 [00:05<00:05, 76.57it/s]
Correlating object 417 : 49%|#################5 | 417/853 [00:05<00:05, 76.57it/s]
Correlating object 418 : 49%|#################6 | 418/853 [00:05<00:05, 76.57it/s]
Correlating object 419 : 49%|#################6 | 419/853 [00:05<00:05, 76.57it/s]
Correlating object 419 : 49%|#################7 | 420/853 [00:05<00:05, 76.69it/s]
Correlating object 420 : 49%|#################7 | 420/853 [00:05<00:05, 76.69it/s]
Correlating object 421 : 49%|#################7 | 421/853 [00:05<00:05, 76.69it/s]
Correlating object 422 : 49%|#################8 | 422/853 [00:05<00:05, 76.69it/s]
Correlating object 423 : 50%|#################8 | 423/853 [00:05<00:05, 76.69it/s]
Correlating object 424 : 50%|#################8 | 424/853 [00:05<00:05, 76.69it/s]
Correlating object 425 : 50%|#################9 | 425/853 [00:05<00:05, 76.69it/s]
Correlating object 426 : 50%|#################9 | 426/853 [00:05<00:05, 76.69it/s]
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Correlating object 431 : 51%|##################1 | 431/853 [00:05<00:05, 77.38it/s]
Correlating object 432 : 51%|##################2 | 432/853 [00:05<00:05, 77.38it/s]
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Correlating object 569 : 67%|######################## | 569/853 [00:07<00:03, 79.73it/s]
Correlating object 569 : 67%|######################## | 570/853 [00:07<00:03, 79.87it/s]
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Correlating object 617 : 72%|########################## | 617/853 [00:07<00:02, 79.25it/s]
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Correlating object 839 : 98%|###################################4| 839/853 [00:10<00:00, 79.09it/s]
Correlating object 840 : 98%|###################################4| 840/853 [00:10<00:00, 79.09it/s]
Correlating object 841 : 99%|###################################4| 841/853 [00:10<00:00, 79.09it/s]
Correlating object 842 : 99%|###################################5| 842/853 [00:10<00:00, 79.09it/s]
Correlating object 843 : 99%|###################################5| 843/853 [00:10<00:00, 79.09it/s]
Correlating object 844 : 99%|###################################6| 844/853 [00:10<00:00, 79.09it/s]
Correlating object 845 : 99%|###################################6| 845/853 [00:10<00:00, 79.09it/s]
Correlating object 846 : 99%|###################################7| 846/853 [00:10<00:00, 79.09it/s]
Correlating object 846 : 99%|###################################7| 847/853 [00:10<00:00, 79.21it/s]
Correlating object 847 : 99%|###################################7| 847/853 [00:10<00:00, 79.21it/s]
Correlating object 848 : 99%|###################################7| 848/853 [00:10<00:00, 79.21it/s]
Correlating object 849 : 100%|###################################8| 849/853 [00:10<00:00, 79.21it/s]
Correlating object 850 : 100%|###################################8| 850/853 [00:10<00:00, 79.21it/s]
Correlating object 851 : 100%|###################################9| 851/853 [00:10<00:00, 79.21it/s]
Correlating object 852 : 100%|###################################9| 852/853 [00:10<00:00, 79.21it/s]
Correlating object 852 : 100%|####################################| 853/853 [00:10<00:00, 79.27it/s]
Match metric:
ind = 852: metric = 178.14203444961115
oid mjd0 line1 line2
----- ------- --------------------------------------------------------------------- ---------------------------------------------------------------------
43075 58122.5 1 43075U 17083F 18004.50601262 .00000010 00000-0 -26700-5 0 9995 2 43075 86.5273 171.5023 0000810 83.8359 276.2943 14.58677444 1820
ind = 851: metric = 178.14203444961115
oid mjd0 line1 line2
----- ------- --------------------------------------------------------------------- ---------------------------------------------------------------------
43075 58122.5 1 43075U 17083F 18004.50601262 .00000010 00000-0 -26700-5 0 9995 2 43075 86.5273 171.5023 0000810 83.8359 276.2943 14.58677444 1820
ind = 547: metric = 2638730.286697549
oid mjd0 line1 line2
----- ------- --------------------------------------------------------------------- ---------------------------------------------------------------------
31564 58119.1 1 31564U 99025BZF 18001.07546320 .00010864 00000-0 12056-2 0 9996 2 31564 98.7622 104.2487 0007649 251.1574 108.8810 14.87427062560437
ind = 550: metric = 2652669.7973396713
oid mjd0 line1 line2
----- ------- --------------------------------------------------------------------- ---------------------------------------------------------------------
31564 58120.5 1 31564U 99025BZF 18002.48812320 +.00011516 +00000-0 +12762-2 0 9997 2 31564 098.7622 105.8073 0008057 248.6568 111.3786 14.87462951230298
import pathlib
import matplotlib.pyplot as plt
import numpy as np
import h5py
from astropy.time import Time
import sorts
radar = sorts.radars.eiscat_uhf
#TO RUN THIS EXAMPLE, YOU NEED THE CELESTRACK CATALOG FROM 2018-01-01
try:
tle_pth = pathlib.Path(__file__).parent / 'data' / 'tle-201801.txt'
obs_pth = pathlib.Path(__file__).parent / 'data' / 'uhf_correlation' / 'det-000000.h5'
except NameError:
import os
tle_pth = 'data' + os.path.sep + 'tle-201801.txt'
obs_pth = 'data' + os.path.sep + 'uhf_correlation' + os.path.sep + 'det-000000.h5'
# Each entry in the input `measurements` list must be a dictionary that contains the following fields:
# * 't': [numpy.ndarray] Times relative epoch in seconds
# * 'r': [numpy.ndarray] Two-way ranges in meters
# * 'v': [numpy.ndarray] Two-way range-rates in meters per second
# * 'epoch': [astropy.Time] epoch for measurements
# * 'tx': [sorts.TX] Pointer to the TX station
# * 'rx': [sorts.RX] Pointer to the RX station
print('Loading EISCAT UHF monostatic measurements')
with h5py.File(str(obs_pth),'r') as h_det:
r = h_det['r'][()]*1e3 #km -> m, one way
t = h_det['t'][()] #Unix seconds
v = -h_det['v'][()] #Inverted definition of range rate, one way
inds = np.argsort(t)
t = t[inds]
r = r[inds]
v = v[inds]
t = Time(t, format='unix', scale='utc')
epoch = t[0]
t = (t - epoch).sec
dat = {
'r': r*2,
't': t,
'v': v*2,
'epoch': epoch,
'tx': radar.tx[0],
'rx': radar.rx[0],
}
print('Loading TLE population')
pop = sorts.population.tle_catalog(tle_pth, cartesian=False)
#correlate requires output in ECEF
pop.out_frame = 'ITRS'
#filter out some objects for speed (leave 100 random ones)
#IRIDIUM = 43075U
random_selection = np.random.randint(low=0, high=len(pop), size=(100,))
random_selection = pop['oid'][random_selection].tolist()
pop.filter('oid', lambda oid: oid == 43075 or oid in random_selection)
#Lets also remove all but 1 TLE for IRIDIUM
#Using some numpy magic filtering
keep = np.full((len(pop),), True, dtype=np.bool)
mjds = pop.data[pop.data['oid'] == 43075]['mjd0']
best_mjd = np.argmin(np.abs(mjds - epoch.mjd))
best_mjd = mjds[best_mjd]
keep[pop.data['oid'] == 43075] = False
keep[np.logical_and(pop.data['oid'] == 43075, pop.data['mjd0'] == best_mjd)] = True
pop.data = pop.data[keep]
print('population size: {}'.format(len(pop)))
print('Correlating data and population')
indecies, metric, cdat = sorts.correlate(
measurements = [dat],
population = pop,
n_closest = 4,
)
print('Match metric:')
for ind, dst in zip(indecies, metric):
print(f'ind = {ind}: metric = {dst}')
print(pop.print(n=ind, fields=['oid', 'mjd0', 'line1', 'line2']) + '\n')
def plot_correlation(dat, cdat):
'''Plot the correlation between the measurement and simulated population object.
'''
t = dat['t']
r = dat['r']
v = dat['v']
r_ref = cdat['r_ref']
v_ref = cdat['v_ref']
fig = plt.figure(figsize=(15,15))
ax = fig.add_subplot(211)
ax.plot(t - t[0], r*1e-3, label='measurement')
ax.plot(t - t[0], r_ref*1e-3, label='simulation')
ax.set_ylabel('Range [km]')
ax.set_xlabel('Time [s]')
ax = fig.add_subplot(212)
ax.plot(t - t[0], v*1e-3, label='measurement')
ax.plot(t - t[0], v_ref*1e-3, label='simulation')
ax.set_ylabel('Velocity [km/s]')
ax.set_xlabel('Time [s]')
plt.legend()
fig = plt.figure(figsize=(15,15))
ax = fig.add_subplot(221)
ax.hist((r_ref - r)*1e-3)
ax.set_xlabel('Range residuals [km]')
ax = fig.add_subplot(222)
ax.hist((v_ref - v)*1e-3)
ax.set_xlabel('Velocity residuals [km/s]')
ax = fig.add_subplot(223)
ax.plot(t - t[0], (r_ref - r)*1e-3)
ax.set_ylabel('Range residuals [km]')
ax.set_xlabel('Time [s]')
ax = fig.add_subplot(224)
ax.plot(t - t[0], (v_ref - v)*1e-3)
ax.set_ylabel('Velocity residuals [km/s]')
ax.set_xlabel('Time [s]')
plot_correlation(dat, cdat[0][0])
plot_correlation(dat, cdat[3][0])
plt.show()
Total running time of the script: ( 0 minutes 34.174 seconds)