This notebook demonstrates how to display data included in the lmatools repository.
If you haven't yet, process and view sample data included with lmatools
python ~/code/lmatools/testing/test_sklearn.py /path/to/output/files/Then, edit the data_path in the second cell to include /path/to/output/files/ as defined above. Run all the cells prior to the "Charge Analysis" and try interacting with the plot. You should see some data.
In [1]:
import matplotlib
%matplotlib qt4
# import matplotlib
# matplotlib.use('nbagg')
#import matplotlib.pyplot as plt
from brawl4d.brawl4d import B4D_startup, redraw
import os
In [2]:
data_path = '/data/DC3/flash_sort/'
lma_file = os.path.join(data_path, 'h5_files/2012/Jun/02/LYLOUT_120602_214001_0600.dat.flash.h5')
In the cell below, note that the basedate has been set to match the dataset we specified above.
If you are not using data from the WTLMA, then you'll also need to pass ctr_lon=value and ctr_lat=value to B4D_startup.
In [3]:
from datetime import datetime
panels = B4D_startup(basedate=datetime(2012,6,2), ctr_lat=40.4463980, ctr_lon=-104.6368130)
/Users/ebruning/anaconda/lib/python2.7/site-packages/matplotlib/font_manager.py:1279: UserWarning: findfont: Font family [u'Helvetica'] not found. Falling back to Bitstream Vera Sans
(prop.get_family(), self.defaultFamily[fontext]))
In [4]:
import matplotlib.pyplot as plt; plt.show()
In [5]:
from brawl4d.LMA.controller import LMAController
lma_ctrl = LMAController()
d, post_filter_brancher, scatter_ctrl, charge_lasso = lma_ctrl.load_hdf5_to_panels(panels, lma_file)
found flash data
In [6]:
h,m,s,dt = 21, 40, 0, 60
panels.panels['tz'].axis((h*3600 + m*60 + s, h*3600 + m*60 + s+dt, 1, 18))
panels.panels['xy'].axis((-150, 150, -150, 150))
Out[6]:
(-150, 150, -150, 150)
In [6]:
from brawl4d.LMA.widgets import LMAwidgetController
from IPython.display import display
from brawl4d.LMA.controller import LMAController
lma_tools = LMAwidgetController(panels, lma_ctrl, scatter_ctrl, charge_lasso, d)
display(lma_tools.tools_popup)
In [8]:
h,m,s,dt = 21, 40, 0, 60*2
panels.panels['tz'].axis((h*3600 + m*60 + s, h*3600 + m*60 + s+dt, 1, 15))
panels.panels['xy'].axis((30, 50, 45, 65))
Out[8]:
(30, 50, 45, 65)
By this point, all flashes are large, and occurr every 5-10 s.
In [9]:
h,m,s,dt = 21, 42, 0, 60*2
panels.panels['tz'].axis((h*3600 + m*60 + s, h*3600 + m*60 + s+dt, 1, 15))
panels.panels['xy'].axis((30, 50, 45, 65))
Out[9]:
(30, 50, 45, 65)
Two upper level flashes just after 42:40 and 43:40. These are +IC flashes, with upward negative leaders.
In [12]:
h,m,s,dt = 21, 44, 0, 60*2
panels.panels['tz'].axis((h*3600 + m*60 + s, h*3600 + m*60 + s+dt, 1, 15))
panels.panels['xy'].axis((34, 54, 45, 65))
Out[12]:
(34, 54, 45, 65)
One last upper flash at 2144:45.
Also now starting to get isolated flashes out of the forward part of the storm. Great example at 2145:37.9, which the NLDN saw as a -21 kA stroke. Note the negative charge is lowered from between 8 and 10 km.
In [15]:
h,m,s,dt = 21, 46, 0, 60*2
panels.panels['tz'].axis((h*3600 + m*60 + s, h*3600 + m*60 + s+dt, 1, 15))
panels.panels['xy'].axis((35, 55, 45, 65))
Out[15]:
(35, 55, 45, 65)
In [17]:
h,m,s,dt = 21, 48, 0, 60*2
panels.panels['tz'].axis((h*3600 + m*60 + s, h*3600 + m*60 + s+dt, 1, 15))
panels.panels['xy'].axis((35, 55, 45, 65))
Out[17]:
(35, 55, 45, 65)
Flash at 2149:34 remains generally elevated, with positive charge near the melting level, but after eastward extending positive leaders there is an attempted CG. NLDN has a negative cloud pulse at about the right time, but doesn't indicate a ground strike.
In [13]:
%%bash
cat /data/DC3/20120602/hereford_storm/june_02-03_nldn.txt | grep "21:4"
2012-06-02 16:21:43.870609545 38.2985 -106.6022 +5.1 kA C 1 1.2
2012-06-02 17:21:45.323613567 40.5040 -107.0310 -9.7 kA G 1 0.3
2012-06-02 19:21:41.192418493 41.4929 -108.0542 +11.7 kA C 1 0.2
2012-06-02 19:21:42.667166975 37.1426 -105.5884 -15.4 kA G 1 0.5
2012-06-02 19:21:47.138796883 37.3846 -104.5082 -26.7 kA G 10 0.2
2012-06-02 19:21:47.192735724 37.3719 -104.5060 -10.2 kA G 1 0.2
2012-06-02 19:21:47.489974013 37.3739 -104.5043 -8.0 kA G 1 0.4
2012-06-02 19:21:47.522323788 37.3699 -104.5087 -5.5 kA G 1 6.9
2012-06-02 19:21:47.581583805 37.3739 -104.5050 -8.3 kA G 1 0.2
2012-06-02 19:21:47.734039584 39.0682 -107.5941 -18.0 kA G 1 0.2
2012-06-02 19:21:49.959900502 38.1496 -105.0854 +10.3 kA C 1 0.3
2012-06-02 20:21:42.504784315 38.3726 -104.6586 -19.2 kA G 1 0.2
2012-06-02 20:21:42.852312348 37.5327 -104.8232 +9.0 kA C 1 0.3
2012-06-02 20:21:47.468641629 39.6439 -104.6792 +6.3 kA C 1 0.6
2012-06-02 20:21:49.143705568 39.5572 -104.7907 +52.2 kA G 6 0.2
2012-06-02 20:21:49.174638839 39.5533 -104.7531 +7.6 kA C 1 0.3
2012-06-02 20:21:49.174925615 39.5609 -104.7833 +10.0 kA C 1 0.2
2012-06-02 21:21:41.468277415 37.0307 -104.8263 +6.5 kA C 1 4.5
2012-06-02 21:21:45.816843766 37.9633 -104.0482 +13.1 kA C 1 0.6
2012-06-02 21:21:46.092312046 40.7393 -107.3260 -38.6 kA G 2 0.2
2012-06-02 21:21:46.113231942 40.7405 -107.3287 -15.2 kA G 1 0.3
2012-06-02 21:21:46.125990085 40.7389 -107.3268 -23.6 kA G 1 0.2
2012-06-02 21:21:46.166685010 40.7302 -107.3233 -26.6 kA G 10 0.2
2012-06-02 21:21:49.358650168 39.8703 -104.1224 -15.6 kA C 1 0.2
2012-06-02 21:40:00.008025391 37.6521 -103.1975 +7.4 kA C 1 0.3
2012-06-02 21:40:02.844148298 39.8355 -103.7580 -6.8 kA C 3 0.6
2012-06-02 21:40:05.982780767 40.7891 -107.1287 -53.4 kA G 2 0.2
2012-06-02 21:40:06.050107532 40.7882 -107.1284 -47.4 kA G 1 0.2
2012-06-02 21:40:06.288405608 40.7893 -107.1279 -37.2 kA G 1 0.2
2012-06-02 21:40:06.462210414 42.6100 -107.2090 +9.4 kA C 2 0.3
2012-06-02 21:40:08.462114634 39.8562 -103.9792 -10.8 kA G 1 0.2
2012-06-02 21:40:11.150577416 37.6568 -103.1427 +8.0 kA C 1 0.5
2012-06-02 21:40:12.496742969 37.6623 -103.1880 +8.9 kA C 1 0.5
2012-06-02 21:40:16.138998315 39.9354 -103.7795 -7.6 kA G 1 0.5
2012-06-02 21:40:16.139636252 37.6068 -103.9119 +13.6 kA C 1 0.2
2012-06-02 21:40:18.535654436 39.8797 -104.0059 -15.1 kA C 1 0.2
2012-06-02 21:40:18.602938973 39.8778 -104.0024 -5.9 kA C 3 0.5
2012-06-02 21:40:19.057161492 40.8164 -107.1904 +10.2 kA C 1 0.3
2012-06-02 21:40:19.513414700 40.8245 -107.2126 +11.1 kA C 1 0.8
2012-06-02 21:40:21.717560055 37.8681 -103.8689 +7.3 kA C 1 0.3
2012-06-02 21:40:22.293889572 38.5631 -103.9588 -10.8 kA C 1 0.2
2012-06-02 21:40:27.891196923 41.7939 -104.8110 -8.7 kA C 1 0.4
2012-06-02 21:40:29.444776010 38.3581 -104.1371 +30.3 kA C 1 0.2
2012-06-02 21:40:29.485780686 38.2746 -104.0887 -18.1 kA C 1 0.8
2012-06-02 21:40:34.206888932 39.8408 -106.6420 +28.7 kA C 1 0.2
2012-06-02 21:40:42.927201474 37.5873 -104.0097 +18.9 kA C 1 0.2
2012-06-02 21:40:43.138104978 37.5944 -103.9797 +42.5 kA G 1 0.2
2012-06-02 21:40:43.139066780 37.5524 -104.0282 +7.3 kA C 1 0.7
2012-06-02 21:40:44.105167551 39.9616 -103.9189 +6.0 kA C 5 0.5
2012-06-02 21:40:46.593264457 37.9521 -103.9169 +7.7 kA C 1 0.6
2012-06-02 21:40:51.633300712 38.7698 -103.8653 +8.0 kA C 1 0.5
2012-06-02 21:40:54.260248930 36.8921 -104.6026 -17.6 kA G 1 0.2
2012-06-02 21:40:54.317368476 36.8905 -104.6036 -11.0 kA G 1 0.3
2012-06-02 21:40:54.485921432 36.8881 -104.6063 -5.8 kA G 1 5.6
2012-06-02 21:40:54.523539789 36.8925 -104.6014 -9.3 kA G 1 0.5
2012-06-02 21:40:54.563093227 36.8770 -104.6220 -4.9 kA G 1 6.5
2012-06-02 21:40:57.469559022 37.6667 -103.1253 -9.0 kA G 1 0.3
2012-06-02 21:41:04.664342905 37.6918 -103.0574 -8.0 kA G 1 13.5
2012-06-02 21:41:04.784670106 37.8647 -103.8835 +8.1 kA C 1 0.4
2012-06-02 21:41:04.809838798 37.8607 -103.8887 +11.3 kA C 1 0.2
2012-06-02 21:41:05.573382307 37.6716 -103.1251 +9.6 kA C 1 0.3
2012-06-02 21:41:05.629537131 37.6767 -103.1227 +16.7 kA C 1 0.5
2012-06-02 21:41:06.652345206 37.6652 -103.1875 -9.1 kA G 1 0.3
2012-06-02 21:41:09.153277566 38.2347 -104.1319 -7.2 kA G 1 0.5
2012-06-02 21:41:13.169207228 37.8613 -103.8519 +9.2 kA C 1 0.2
2012-06-02 21:41:16.258901184 39.9390 -103.7735 -5.1 kA C 1 1.3
2012-06-02 21:41:18.708917082 40.8577 -107.1458 +9.4 kA C 9 0.4
2012-06-02 21:41:19.166824015 40.9134 -107.2100 -8.4 kA C 1 4.9
2012-06-02 21:41:20.255966193 38.2159 -104.0997 +41.2 kA C 1 0.2
2012-06-02 21:41:20.457035812 39.8203 -103.7069 -10.7 kA G 1 0.2
2012-06-02 21:41:21.085208317 36.8644 -104.5665 -11.0 kA G 1 0.2
2012-06-02 21:41:24.351768287 41.7621 -104.7772 +41.1 kA C 1 0.2
2012-06-02 21:41:30.907268236 39.8584 -103.9904 -22.7 kA G 6 0.2
2012-06-02 21:41:30.986429427 39.8176 -103.7140 -11.4 kA G 3 0.2
2012-06-02 21:41:31.272117598 39.8657 -103.9835 -10.8 kA C 1 0.3
2012-06-02 21:41:36.015520245 37.7154 -103.1703 -20.6 kA G 4 0.5
2012-06-02 21:41:41.916698286 39.7270 -103.7692 -6.2 kA C 1 0.7
2012-06-02 21:41:44.099816596 39.8144 -103.7159 -16.3 kA C 1 0.2
2012-06-02 21:41:46.002163535 37.6016 -103.2656 -8.3 kA G 1 14.0
2012-06-02 21:41:56.503901850 38.1551 -104.0102 +6.9 kA C 1 0.5
2012-06-02 21:41:59.705635085 38.5183 -103.9076 -8.1 kA G 1 0.5
2012-06-02 21:42:03.490195159 37.6839 -103.1649 +14.0 kA C 1 0.2
2012-06-02 21:42:03.736743144 37.5207 -103.3109 +21.4 kA C 1 0.2
2012-06-02 21:42:03.942763394 40.4665 -107.0710 -8.7 kA G 1 0.7
2012-06-02 21:42:04.797337282 39.8431 -103.7706 -13.1 kA C 1 0.2
2012-06-02 21:42:05.790895513 37.7110 -103.9250 +8.7 kA C 13 0.3
2012-06-02 21:42:06.268771703 37.6528 -103.2032 -27.5 kA G 10 0.2
2012-06-02 21:42:06.320958863 37.7113 -104.0105 +7.3 kA C 1 0.3
2012-06-02 21:42:12.164382752 40.5581 -107.1426 -9.6 kA G 8 6.0
2012-06-02 21:42:16.177805009 39.6616 -103.9128 -13.6 kA C 1 0.2
2012-06-02 21:42:16.261093703 39.6598 -103.9098 -8.6 kA C 4 0.7
2012-06-02 21:42:16.874515180 37.6770 -103.1680 -12.0 kA G 3 0.3
2012-06-02 21:42:32.318037776 38.1712 -104.0541 +34.8 kA C 1 0.2
2012-06-02 21:42:32.719550403 37.6545 -103.1048 +10.2 kA C 1 0.3
2012-06-02 21:42:33.144314506 42.3387 -105.7752 -20.7 kA G 1 0.2
2012-06-02 21:42:36.665260912 37.6915 -103.1559 +7.5 kA C 1 0.3
2012-06-02 21:42:36.692493289 37.6846 -103.1595 +9.9 kA C 1 0.3
2012-06-02 21:42:38.008169761 36.8824 -104.5847 +12.0 kA C 3 0.2
2012-06-02 21:42:39.050053370 37.5267 -103.2594 +7.9 kA C 1 0.2
2012-06-02 21:42:43.520284376 38.2772 -104.0701 -8.3 kA C 3 0.3
2012-06-02 21:42:43.722150865 38.2156 -103.9939 +18.0 kA G 2 0.3
2012-06-02 21:42:44.628572826 37.6011 -103.2136 -10.0 kA G 1 1.2
2012-06-02 21:42:46.213590431 38.0327 -103.9476 +9.5 kA C 1 0.3
2012-06-02 21:42:49.469691890 37.5760 -103.2520 +8.4 kA C 1 0.5
2012-06-02 21:42:49.590164248 38.4798 -103.9733 -9.2 kA C 1 0.9
2012-06-02 21:42:53.880935658 37.7524 -103.9605 +16.2 kA G 1 1.2
2012-06-02 21:42:57.293770636 41.7885 -104.7717 +40.6 kA C 13 0.2
2012-06-02 21:42:57.899842069 37.6765 -103.1192 +12.7 kA C 1 0.2
2012-06-02 21:42:59.963419431 39.8441 -103.9234 +7.9 kA C 5 0.5
2012-06-02 21:42:59.973142733 39.8778 -103.9339 +5.9 kA C 1 0.5
2012-06-02 21:43:10.614372507 37.5691 -103.9688 +53.9 kA C 1 0.2
2012-06-02 21:43:11.703140103 39.8349 -106.6546 +9.2 kA C 1 0.9
2012-06-02 21:43:13.780837619 37.7098 -103.1381 -13.4 kA G 8 0.4
2012-06-02 21:43:19.886401448 39.8386 -103.7176 -6.0 kA C 1 1.3
2012-06-02 21:43:19.941825462 39.7165 -103.6834 -10.6 kA C 3 0.3
2012-06-02 21:43:25.249413246 37.5842 -103.8538 +12.5 kA C 1 0.2
2012-06-02 21:43:25.872022688 39.9304 -104.0274 -10.2 kA G 1 0.3
2012-06-02 21:43:26.392066484 37.6903 -103.1514 -21.1 kA C 1 0.2
2012-06-02 21:43:26.402962094 37.6877 -103.1439 -14.3 kA C 1 0.2
2012-06-02 21:43:26.464896486 37.6820 -103.1226 -16.5 kA G 1 0.2
2012-06-02 21:43:27.760784169 38.2768 -104.0787 -12.8 kA C 1 0.2
2012-06-02 21:43:30.253746492 37.9333 -103.8640 +17.6 kA C 1 0.2
2012-06-02 21:43:30.266515253 37.9363 -103.8602 +8.5 kA C 1 0.3
2012-06-02 21:43:30.306438336 37.9382 -103.8597 +7.4 kA C 1 0.4
2012-06-02 21:43:31.000583881 37.9368 -103.8619 +8.4 kA C 1 0.3
2012-06-02 21:43:36.470427712 40.7932 -107.1276 -10.5 kA G 1 0.3
2012-06-02 21:43:36.512912735 40.7703 -107.1128 -16.7 kA G 1 0.2
2012-06-02 21:43:36.545757628 40.7710 -107.1150 -9.0 kA G 1 0.4
2012-06-02 21:43:36.577255034 40.7703 -107.1133 -16.4 kA G 1 0.2
2012-06-02 21:43:36.636832441 40.7712 -107.1130 -27.4 kA G 1 0.2
2012-06-02 21:43:36.665922361 40.7712 -107.1146 -9.8 kA G 1 0.3
2012-06-02 21:43:36.692386843 40.7717 -107.1146 -11.1 kA G 1 0.3
2012-06-02 21:43:36.742126231 40.7713 -107.1135 -26.1 kA G 1 0.2
2012-06-02 21:43:36.797814804 40.7714 -107.1142 -9.7 kA G 2 0.3
2012-06-02 21:43:36.875528809 40.7713 -107.1150 -9.7 kA G 2 0.4
2012-06-02 21:43:37.923416275 37.6721 -103.1212 +7.8 kA C 1 0.5
2012-06-02 21:43:38.056125017 37.6661 -103.1125 +8.5 kA C 1 0.3
2012-06-02 21:43:39.053334169 42.6464 -107.0243 +14.0 kA C 1 0.2
2012-06-02 21:43:46.187914947 37.6877 -103.1373 +15.3 kA C 4 0.2
2012-06-02 21:43:46.202389103 37.6870 -103.1447 +19.1 kA C 1 0.2
2012-06-02 21:43:49.577022399 37.5781 -103.9760 +7.5 kA C 1 0.2
2012-06-02 21:43:56.254087038 37.8442 -103.9210 +6.9 kA C 1 0.6
2012-06-02 21:43:58.810362856 43.1765 -106.3992 +10.4 kA C 1 0.4
2012-06-02 21:44:00.574373549 39.8297 -103.7036 -15.4 kA C 1 0.2
2012-06-02 21:44:07.849115450 39.8022 -106.6393 +8.0 kA C 1 0.5
2012-06-02 21:44:12.388402326 37.7077 -103.1274 +8.2 kA C 1 0.3
2012-06-02 21:44:12.982712662 39.9570 -103.8202 -9.7 kA C 2 0.5
2012-06-02 21:44:12.992459642 39.9897 -103.8079 -6.1 kA G 5 0.5
2012-06-02 21:44:13.462417001 39.8304 -103.7032 -10.2 kA G 2 0.3
2012-06-02 21:44:27.812316181 39.8436 -103.7300 -10.2 kA G 1 0.2
2012-06-02 21:44:32.170805842 39.8608 -103.8037 -7.4 kA G 1 2.2
2012-06-02 21:44:34.792317251 38.2222 -103.9617 -8.2 kA C 1 0.4
2012-06-02 21:44:34.933658534 38.2255 -103.9666 -18.9 kA G 1 0.2
2012-06-02 21:44:35.183379656 38.2575 -104.0920 +38.7 kA C 1 0.2
2012-06-02 21:44:35.454553548 38.2561 -104.0930 -16.3 kA G 1 0.2
2012-06-02 21:44:35.489691536 38.2592 -104.0927 -9.3 kA G 1 0.5
2012-06-02 21:44:35.522746011 38.2556 -104.0928 -10.7 kA G 1 0.3
2012-06-02 21:44:35.563630567 38.2567 -104.0919 -24.0 kA G 1 0.2
2012-06-02 21:44:36.108101069 37.7456 -103.2146 -14.4 kA G 1 0.8
2012-06-02 21:44:36.117720862 37.5851 -103.9795 +10.4 kA C 1 0.2
2012-06-02 21:44:37.456696714 37.8711 -106.4446 -20.6 kA G 4 0.2
2012-06-02 21:44:39.636727078 39.8034 -106.5831 -18.8 kA G 2 0.9
2012-06-02 21:44:41.512222049 37.8095 -103.8510 +11.0 kA C 1 0.2
2012-06-02 21:44:43.710903535 39.8275 -103.7775 -7.9 kA C 5 0.6
2012-06-02 21:44:44.992157150 39.9914 -104.1730 +79.3 kA C 1 0.2
2012-06-02 21:44:45.975509650 39.8409 -106.6271 -8.5 kA G 1 0.9
2012-06-02 21:44:48.735934778 37.3586 -103.3380 -12.5 kA C 1 0.2
2012-06-02 21:44:49.818932689 39.5926 -103.8730 -13.1 kA G 10 0.2
2012-06-02 21:44:50.928066609 40.9511 -104.2150 -14.0 kA G 1 0.2
2012-06-02 21:44:51.442753681 39.8404 -103.7423 -6.0 kA C 5 0.6
2012-06-02 21:44:58.961912807 40.7115 -108.8288 +17.8 kA C 4 0.2
2012-06-02 21:44:59.647920872 39.8231 -103.8289 +33.2 kA G 3 0.2
2012-06-02 21:45:00.550907605 39.8862 -104.0368 -10.5 kA C 2 0.4
2012-06-02 21:45:05.615726611 37.8078 -102.8080 +11.7 kA C 1 0.2
2012-06-02 21:45:11.821982127 38.2734 -104.0883 -13.0 kA C 1 0.2
2012-06-02 21:45:12.027900114 37.7246 -103.9406 +6.8 kA C 1 0.4
2012-06-02 21:45:14.018919329 38.7971 -103.8586 -28.0 kA G 1 0.2
2012-06-02 21:45:14.080797985 38.7944 -103.8587 -9.0 kA G 1 0.3
2012-06-02 21:45:15.152346972 37.6444 -103.1742 +9.4 kA C 1 0.3
2012-06-02 21:45:16.099176694 37.6666 -103.1118 +15.0 kA C 12 0.2
2012-06-02 21:45:25.002468517 38.0313 -103.9276 +6.8 kA C 1 0.6
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2012-06-03 00:21:41.290891140 37.7713 -102.0100 -15.5 kA G 1 0.2
2012-06-03 00:21:44.452234303 39.4963 -102.1177 -5.7 kA C 2 0.4
2012-06-03 00:21:44.485369408 43.7317 -104.6682 -23.0 kA G 1 0.2
2012-06-03 00:21:44.504644074 43.7309 -104.6695 -11.7 kA G 1 0.2
2012-06-03 00:21:44.515012698 43.7320 -104.6719 -5.3 kA G 1 0.4
2012-06-03 00:21:44.764785389 43.7314 -104.6688 -21.8 kA G 1 0.2
2012-06-03 00:21:44.832387404 43.7304 -104.6703 -12.5 kA G 1 0.2
2012-06-03 00:21:45.136780560 41.6834 -102.7753 -8.5 kA G 1 0.5
2012-06-03 00:21:45.240927505 41.6557 -102.6756 -8.8 kA G 1 11.6
2012-06-03 00:21:47.855539793 39.0003 -101.7885 -15.9 kA G 10 0.2
2012-06-03 00:21:47.963964111 38.9960 -101.7788 -14.0 kA G 1 0.2
2012-06-03 00:21:48.002631294 38.9958 -101.7785 -13.2 kA G 1 0.2
2012-06-03 00:21:48.903055499 42.7452 -104.2160 +33.3 kA C 1 0.2
2012-06-03 01:21:40.512836474 39.9539 -101.7180 +6.0 kA C 1 0.4
2012-06-03 01:21:41.450300524 40.0468 -101.6736 -10.1 kA G 1 0.3
2012-06-03 01:21:42.249588766 39.9378 -101.7338 -7.5 kA G 1 0.3
2012-06-03 01:21:44.973575027 39.9866 -101.7306 -19.7 kA G 1 0.2
2012-06-03 01:21:44.974559922 39.9663 -101.7391 -10.3 kA C 1 0.3
2012-06-03 01:21:45.060413891 39.9933 -101.7282 -12.0 kA C 1 0.9
2012-06-03 01:21:45.096596006 39.9865 -101.7312 -8.7 kA C 1 0.3
2012-06-03 01:21:45.216097027 40.1640 -101.5491 +6.4 kA C 1 0.4
2012-06-03 01:21:45.313026224 39.9866 -101.7309 -14.6 kA C 1 0.2
2012-06-03 01:21:45.590786073 39.9858 -101.7312 -19.1 kA C 1 0.2
2012-06-03 01:21:46.744395998 40.2889 -101.5039 -8.6 kA G 1 0.3
2012-06-03 01:21:46.915071273 40.2931 -101.5087 -18.8 kA G 1 0.2
2012-06-03 01:21:46.959797513 40.6306 -101.5347 -8.4 kA C 1 0.6
2012-06-03 01:21:47.005791895 40.2912 -101.5063 -9.3 kA G 2 0.4
2012-06-03 01:21:47.295085461 40.2939 -101.5095 -14.1 kA G 1 0.2
2012-06-03 01:21:47.364818489 40.2914 -101.5075 -8.6 kA G 2 0.4
2012-06-03 01:21:47.637764981 40.2939 -101.5092 -10.6 kA G 1 0.3
2012-06-03 01:21:48.388064302 39.9536 -101.7102 +9.1 kA C 1 0.3
2012-06-03 03:21:43.142590633 43.5041 -102.6069 -26.7 kA G 6 0.2
2012-06-03 03:21:44.901686742 43.6767 -102.7685 -8.7 kA G 1 1.5
2012-06-03 03:21:45.166382321 43.6758 -102.7632 -11.8 kA G 1 0.9
2012-06-03 03:21:47.924694202 43.3607 -102.4350 +6.3 kA C 1 4.4
2012-06-03 03:21:48.374580909 43.3650 -102.4584 +7.0 kA C 1 3.7
2012-06-03 03:21:48.390853302 43.3803 -102.5020 +10.5 kA C 1 0.7
In [24]:
panels.bounds.limits()
2 of 4 flashes have > 10 points. Their average area = 2.7 km^2
Out[24]:
[('x', (32.791941358574263, 38.72589515320481)),
('y', (51.260562726344133, 57.157117652521123)),
('z', (0.45241156355291423, 13.523410086875302)),
('time', (77249.540000192297, 77251.49070000503))]
In [ ]:
Content source: deeplycloudy/lmaworkshop
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