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_213001_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, 30, 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 [9]:
h,m,s,dt = 21, 30, 0, 60*2
panels.panels['tz'].axis((h*3600 + m*60 + s, h*3600 + m*60 + s+dt, 1, 18))
panels.panels['xy'].axis((27, 47, 45, 65))
Out[9]:
(27, 47, 45, 65)
Band of smaller flashes now starting to descend - between 8 and 10 km
In [18]:
h,m,s,dt = 21, 31, 38, 16
panels.panels['tz'].axis((h*3600 + m*60 + s, h*3600 + m*60 + s+dt, 1, 18))
panels.panels['xy'].axis((27, 47, 45, 65))
Out[18]:
(27, 47, 45, 65)
Large flash on north end shows very nicely the rearward tilt of both positive and negative charge.
Positive charge layer slopes from (30.8, 5.0) to (37.4, 7.8). With U = 10 m/s eastward storm motion, dz/dx * U = dz/T is the fall speed. This gives 4 m/s, which is a reasonable value for graupel. However the negative charge, which is presumably carried on ice crystals of negligible fall speed, shows a similar slope, which would not be expected if slope were purely due to sedimentation.
In [16]:
print "Fall speed estimate is U * dz/dx = ", 10 * (7.8 - 5.0) / (37.4 - 30.8)
Fall speed estimate is U * dz/dx = 4.24242424242
Flashes between 46 and 49 seconds are each small in size and negative over positive where they can be analyzed.
Two flashes at 51-52 seconds again are both -ICs, but at very different altitudes in the storm. Higher negative charge is in the region with the small flashes.
So, the region at 38, 55 is likely the updraft, and then sedimentation of positive-bearing precipitation around this.
This period of the storm begins the onset of decay, where sedimentation and downdrafts take over for updrafts.
Just the next two minutes. Note the deep layer of flashing. For any 20 s interval, still some small flashing at upper levels and a general westward slope, but extensive flashes are becoming much more common, including in the region where there are small flashes.
In [22]:
h,m,s,dt = 21, 32, 0, 120
panels.panels['tz'].axis((h*3600 + m*60 + s, h*3600 + m*60 + s+dt, 1, 18))
panels.panels['xy'].axis((29, 49, 45, 65))
Out[22]:
(27, 47, 45, 65)
In [20]:
h,m,s,dt = 21, 34, 0, 120
panels.panels['tz'].axis((h*3600 + m*60 + s, h*3600 + m*60 + s+dt, 1, 18))
panels.panels['xy'].axis((29, 49, 45, 65))
Out[20]:
(27, 47, 45, 65)
In [25]:
h,m,s,dt = 21, 36, 0, 120
panels.panels['tz'].axis((h*3600 + m*60 + s, h*3600 + m*60 + s+dt, 1, 18))
panels.panels['xy'].axis((29, 49, 45, 65))
Out[25]:
(29, 49, 45, 65)
Neat flash with extensive positive leader at 2137:45. Major negative retrograde breakdown almost leads to a -CG; the NLDN did not detect one. Note that we are lowering negative charge from 10.5 km nearly to ground in this case.
In [33]:
%%bash
cat /data/DC3/20120602/hereford_storm/june_02-03_nldn.txt | grep "21:3"
2012-06-02 17:21:32.174731669 37.9511 -106.8899 -116.6 kA C 2 0.2
2012-06-02 17:21:32.174748149 37.9480 -106.8803 +118.2 kA G 4 0.2
2012-06-02 17:21:32.189972163 37.9395 -106.9003 -8.2 kA C 5 0.2
2012-06-02 17:21:32.195997334 37.9558 -106.9307 -5.9 kA G 1 1.1
2012-06-02 17:21:38.182747457 38.4009 -106.0734 -16.3 kA G 1 0.2
2012-06-02 17:21:38.253778643 38.4038 -106.0747 -15.6 kA G 1 0.2
2012-06-02 17:21:38.297650876 38.4023 -106.0690 -12.8 kA C 1 0.4
2012-06-02 17:21:38.350586507 38.4010 -106.0529 -6.1 kA C 1 1.4
2012-06-02 17:21:38.821056783 39.7616 -105.3519 -13.7 kA G 1 0.2
2012-06-02 17:21:38.853917745 39.7410 -105.3443 -9.2 kA G 1 0.3
2012-06-02 18:21:34.161962024 39.7309 -105.4938 -29.8 kA G 1 0.3
2012-06-02 19:21:34.812835861 40.9673 -108.4957 +13.9 kA C 1 0.2
2012-06-02 19:21:35.302762827 40.9823 -108.5074 -17.9 kA G 1 0.2
2012-06-02 19:21:36.519156067 38.7844 -105.0231 +19.3 kA G 1 0.2
2012-06-02 19:21:38.699737365 40.3202 -105.4555 -20.5 kA G 1 0.2
2012-06-02 19:21:38.813269716 40.2803 -105.4625 -6.3 kA G 1 0.5
2012-06-02 19:21:38.893803634 40.2881 -105.4408 -9.7 kA G 1 0.3
2012-06-02 20:21:31.066390976 39.5089 -104.5400 -6.5 kA C 1 0.7
2012-06-02 20:21:31.310789355 38.6464 -104.7256 +8.0 kA C 1 0.5
2012-06-02 20:21:31.755390434 38.6540 -104.7460 -5.7 kA G 1 0.5
2012-06-02 20:21:32.516140476 37.4612 -104.6373 -31.0 kA G 1 0.2
2012-06-02 20:21:32.614309391 37.4497 -104.6399 -19.3 kA G 1 0.2
2012-06-02 20:21:32.646481427 37.3015 -106.5613 -29.9 kA G 2 0.2
2012-06-02 20:21:32.663667613 37.4512 -104.6392 -8.3 kA G 1 0.4
2012-06-02 20:21:32.699574126 37.2984 -106.5560 -11.9 kA G 1 0.2
2012-06-02 20:21:32.713386854 39.3879 -104.6621 +21.1 kA C 3 0.2
2012-06-02 20:21:32.719950952 37.4496 -104.6410 -14.3 kA G 1 0.2
2012-06-02 20:21:32.746639386 37.4513 -104.6401 -6.9 kA G 1 0.4
2012-06-02 20:21:32.782056093 37.4497 -104.6406 -16.2 kA G 1 0.2
2012-06-02 20:21:32.810521321 37.4498 -104.6408 -10.3 kA G 1 0.2
2012-06-02 20:21:32.841708298 37.4521 -104.6393 -8.6 kA G 1 0.4
2012-06-02 20:21:32.844157174 37.2986 -106.5575 -9.5 kA G 2 0.2
2012-06-02 20:21:33.132188686 37.0799 -104.5807 -35.3 kA G 1 0.2
2012-06-02 20:21:33.155376380 37.0935 -104.5630 -6.6 kA G 1 5.3
2012-06-02 20:21:33.200290311 37.0794 -104.5809 -24.8 kA G 1 0.2
2012-06-02 20:21:33.262468484 37.0797 -104.5796 -15.3 kA G 1 0.2
2012-06-02 20:21:33.325079628 37.0799 -104.5788 -14.5 kA G 1 0.3
2012-06-02 20:21:34.594800511 37.6701 -104.8433 +10.7 kA C 12 0.3
2012-06-02 20:21:35.391549832 39.6490 -104.6779 +7.7 kA C 1 0.6
2012-06-02 21:21:34.937017409 40.5136 -107.2013 +74.2 kA C 8 0.2
2012-06-02 21:21:35.994935269 37.1113 -104.4570 +30.1 kA C 1 0.2
2012-06-02 21:21:36.496048568 39.6950 -104.4546 +52.0 kA G 9 0.2
2012-06-02 21:21:36.515675677 39.6144 -104.5022 -6.8 kA C 1 0.7
2012-06-02 21:21:36.530674970 39.7008 -104.4187 +8.9 kA C 1 0.3
2012-06-02 21:21:36.571976558 39.6940 -104.4144 +5.4 kA C 1 0.3
2012-06-02 21:21:36.870557534 39.5791 -104.5324 -4.1 kA G 1 6.3
2012-06-02 21:21:38.350390891 39.8958 -103.8340 -6.6 kA C 1 0.5
2012-06-02 21:30:02.225508367 39.7251 -104.0304 -10.6 kA G 2 0.2
2012-06-02 21:30:06.708958635 39.8788 -103.9442 -9.6 kA G 7 0.5
2012-06-02 21:30:06.720372881 39.8597 -103.9245 -10.9 kA G 11 0.5
2012-06-02 21:30:09.640202140 42.5629 -107.2394 -14.3 kA G 1 1.0
2012-06-02 21:30:10.554374271 37.9658 -104.0423 +9.5 kA C 1 0.3
2012-06-02 21:30:10.893698394 39.3482 -103.9304 -19.4 kA G 1 0.2
2012-06-02 21:30:17.190133989 39.8873 -103.9290 -5.7 kA C 1 1.7
2012-06-02 21:30:18.553729769 38.4699 -104.0736 -8.4 kA C 1 0.3
2012-06-02 21:30:22.503625255 38.1646 -104.1232 +18.9 kA G 1 0.2
2012-06-02 21:30:25.744299319 37.0500 -104.8282 +15.1 kA C 1 0.2
2012-06-02 21:30:26.072691199 39.8901 -103.8632 -7.1 kA C 1 0.5
2012-06-02 21:30:27.376038120 38.8073 -103.9428 -13.2 kA C 1 0.2
2012-06-02 21:30:27.411225296 38.8038 -103.9465 -16.0 kA G 1 0.2
2012-06-02 21:30:27.446513292 38.8062 -103.9451 -13.3 kA G 1 0.2
2012-06-02 21:30:35.004482117 39.9236 -103.8659 -5.7 kA C 2 0.5
2012-06-02 21:30:39.302660562 39.9282 -103.8892 -8.5 kA G 1 2.1
2012-06-02 21:30:42.203331720 40.7427 -107.2216 -36.4 kA G 2 0.2
2012-06-02 21:30:42.221043914 40.7424 -107.2200 -14.4 kA G 1 0.2
2012-06-02 21:30:42.353835469 40.7327 -107.2509 -8.1 kA G 1 0.6
2012-06-02 21:30:44.468441278 37.0366 -104.8239 -10.5 kA G 1 0.3
2012-06-02 21:30:44.508229240 37.0401 -104.8314 -19.9 kA G 1 0.2
2012-06-02 21:30:44.562182718 37.0379 -104.8276 -17.4 kA G 1 0.2
2012-06-02 21:30:44.672844622 37.0465 -104.8400 -14.7 kA C 11 0.2
2012-06-02 21:30:45.057064481 39.8771 -103.9216 -7.1 kA C 1 2.6
2012-06-02 21:30:48.065786141 38.4137 -104.0171 +9.5 kA C 1 0.7
2012-06-02 21:30:51.231089511 37.8264 -103.8946 +7.3 kA C 1 0.3
2012-06-02 21:30:52.053020542 39.8451 -103.9337 -15.0 kA C 1 0.3
2012-06-02 21:30:55.285674791 39.9563 -103.9289 -4.4 kA C 1 2.0
2012-06-02 21:30:55.825437546 38.2126 -104.1934 +8.6 kA C 1 0.5
2012-06-02 21:30:55.941785348 41.7084 -104.6807 +12.3 kA C 1 0.6
2012-06-02 21:30:55.950046167 41.7131 -104.6981 -15.0 kA G 1 0.2
2012-06-02 21:31:01.599387497 38.8097 -103.9218 -13.0 kA G 1 0.2
2012-06-02 21:31:01.928191984 39.8131 -103.9504 +7.0 kA C 12 0.6
2012-06-02 21:31:07.129813316 41.2280 -106.3724 -18.6 kA G 1 0.2
2012-06-02 21:31:07.173983414 41.2315 -106.3738 -14.0 kA C 1 0.3
2012-06-02 21:31:07.218551764 41.2408 -106.4311 -8.8 kA G 1 3.3
2012-06-02 21:31:10.957328729 37.0896 -103.8700 -20.9 kA G 1 0.2
2012-06-02 21:31:11.041857099 37.0813 -103.8600 -19.2 kA G 1 0.2
2012-06-02 21:31:11.133564744 37.0812 -103.8613 -16.0 kA G 1 0.2
2012-06-02 21:31:11.134338482 37.0825 -103.8717 -10.1 kA G 1 1.6
2012-06-02 21:31:15.823794421 37.0468 -104.8084 +18.0 kA C 1 1.3
2012-06-02 21:31:16.077240061 38.1068 -104.1116 +41.7 kA C 2 0.2
2012-06-02 21:31:16.112145090 41.7734 -104.8018 -5.4 kA C 1 1.2
2012-06-02 21:31:21.308471617 39.8661 -103.8979 -7.5 kA C 1 2.4
2012-06-02 21:31:23.493444448 39.9836 -103.9078 -6.1 kA C 1 0.5
2012-06-02 21:31:23.659563031 41.6757 -104.7987 +95.2 kA G 3 0.2
2012-06-02 21:31:23.703902171 41.6804 -104.8071 +36.4 kA G 1 0.2
2012-06-02 21:31:23.725959361 41.5647 -104.7561 +20.6 kA C 1 0.2
2012-06-02 21:31:23.726492991 41.8220 -105.0317 -25.0 kA G 8 0.2
2012-06-02 21:31:25.660550677 40.8942 -107.2157 +8.8 kA C 1 0.3
2012-06-02 21:31:27.244157007 38.8099 -103.9453 -7.1 kA C 1 0.5
2012-06-02 21:31:27.303546766 38.7897 -103.9810 -9.3 kA G 1 0.2
2012-06-02 21:31:27.791371616 38.8315 -104.0058 -11.0 kA G 2 0.3
2012-06-02 21:31:27.794563639 38.7973 -103.9888 +16.7 kA C 1 0.2
2012-06-02 21:31:27.940701920 38.8275 -104.0062 -8.9 kA G 1 0.3
2012-06-02 21:31:30.802968328 40.7619 -107.2671 -7.8 kA C 2 0.4
2012-06-02 21:31:30.833989907 40.7337 -107.2117 -15.1 kA G 1 0.3
2012-06-02 21:31:31.974434445 39.8726 -103.8710 -4.4 kA C 1 2.1
2012-06-02 21:31:32.143746752 39.7101 -103.7740 -12.6 kA C 2 0.2
2012-06-02 21:31:35.869761247 39.8211 -104.1161 -9.8 kA C 1 0.3
2012-06-02 21:31:37.431718462 39.8402 -103.8734 -8.8 kA C 1 0.3
2012-06-02 21:31:37.640321925 39.7689 -103.8020 -13.9 kA C 2 0.6
2012-06-02 21:31:38.113905574 37.0297 -104.8148 +10.9 kA C 1 0.3
2012-06-02 21:31:49.181896580 38.1601 -104.0530 +34.4 kA G 1 0.2
2012-06-02 21:31:50.814136384 38.0144 -104.3970 +9.1 kA C 1 0.2
2012-06-02 21:31:50.836309127 38.0185 -104.3965 +8.9 kA C 1 0.3
2012-06-02 21:31:55.236886905 37.8975 -103.9664 -8.8 kA C 1 0.6
2012-06-02 21:32:05.079790597 41.7123 -104.7009 -8.6 kA C 1 0.4
2012-06-02 21:32:10.238072665 38.8032 -103.9255 -13.0 kA G 1 0.2
2012-06-02 21:32:10.280621534 38.8239 -103.9560 -11.9 kA G 1 0.2
2012-06-02 21:32:10.909072169 39.9057 -104.2410 +64.1 kA G 2 0.2
2012-06-02 21:32:16.621980411 39.5057 -103.8460 -13.1 kA C 2 0.2
2012-06-02 21:32:20.272178605 37.5767 -103.9859 +9.7 kA C 2 0.2
2012-06-02 21:32:20.294163019 39.6972 -103.7889 -9.7 kA C 1 0.2
2012-06-02 21:32:23.298416663 40.7056 -108.9015 -39.1 kA G 1 0.2
2012-06-02 21:32:23.328568383 40.7027 -108.9034 -10.4 kA G 1 0.4
2012-06-02 21:32:23.362314611 40.7086 -108.8998 -15.8 kA G 1 0.2
2012-06-02 21:32:23.390050271 40.7063 -108.9057 -7.8 kA G 1 0.4
2012-06-02 21:32:23.522588651 40.7066 -108.9044 -6.3 kA G 1 0.4
2012-06-02 21:32:23.547642159 40.7073 -108.8861 -6.9 kA G 1 9.6
2012-06-02 21:32:23.725563093 40.7052 -108.9009 -11.8 kA G 1 0.3
2012-06-02 21:32:24.572669585 39.9219 -103.8733 -9.2 kA C 1 0.8
2012-06-02 21:32:33.362762306 40.6572 -107.1594 -11.2 kA G 1 0.3
2012-06-02 21:32:33.494311186 37.5626 -103.9594 +9.1 kA C 1 0.2
2012-06-02 21:32:34.659844492 40.7462 -107.2111 -67.4 kA G 1 0.2
2012-06-02 21:32:34.732996358 40.7465 -107.2114 -36.2 kA G 1 0.2
2012-06-02 21:32:34.769810233 40.7447 -107.2104 -17.4 kA G 1 0.2
2012-06-02 21:32:34.831675674 40.7458 -107.2113 -7.8 kA G 1 0.3
2012-06-02 21:32:39.767153300 36.9024 -104.2409 +46.0 kA G 2 0.2
2012-06-02 21:32:40.141446661 39.7292 -103.8196 -12.0 kA G 1 0.2
2012-06-02 21:32:40.298862530 37.0330 -104.2021 -11.2 kA C 1 0.2
2012-06-02 21:32:42.307840490 37.9352 -103.9190 +9.9 kA C 1 0.3
2012-06-02 21:32:43.367600268 38.4774 -104.1749 +15.2 kA C 1 0.2
2012-06-02 21:32:43.368654155 38.4419 -104.1551 +20.0 kA G 1 0.2
2012-06-02 21:32:43.379910264 38.4804 -104.1711 +7.1 kA C 1 0.5
2012-06-02 21:32:45.512846569 37.0537 -104.8220 -8.8 kA C 1 0.3
2012-06-02 21:32:50.848179567 41.7513 -104.8400 +58.2 kA G 3 0.2
2012-06-02 21:32:50.861770626 41.6930 -104.7753 -8.9 kA C 1 0.4
2012-06-02 21:32:51.081732038 40.5131 -107.1447 -14.9 kA C 1 0.2
2012-06-02 21:32:51.174825043 40.5122 -107.1024 -16.5 kA G 1 0.2
2012-06-02 21:32:51.221111918 40.5123 -107.1054 -11.4 kA G 1 0.3
2012-06-02 21:32:51.294232778 40.5112 -107.1030 -32.4 kA G 1 0.2
2012-06-02 21:32:51.977759060 38.1793 -104.1580 +8.7 kA C 1 0.2
2012-06-02 21:32:52.924453387 38.8136 -103.9353 -14.4 kA G 1 0.2
2012-06-02 21:32:53.163576440 38.8727 -103.9808 -8.9 kA G 1 0.2
2012-06-02 21:32:53.275799881 38.7899 -103.9791 -10.6 kA G 1 0.2
2012-06-02 21:32:53.836748732 37.6487 -103.2121 +8.3 kA C 1 0.3
2012-06-02 21:32:56.310171273 39.3662 -103.9062 -15.7 kA G 1 0.2
2012-06-02 21:32:56.312098834 39.3972 -103.9204 -6.4 kA C 1 0.4
2012-06-02 21:32:56.549484329 39.3646 -103.9093 -12.3 kA G 1 0.2
2012-06-02 21:32:56.628932548 39.3633 -103.9086 -11.5 kA G 1 0.2
2012-06-02 21:32:56.802745415 39.3632 -103.9088 -18.7 kA G 1 0.2
2012-06-02 21:32:56.895063899 39.3620 -103.9089 -9.5 kA G 1 0.3
2012-06-02 21:32:57.676634171 39.9014 -103.8769 -5.8 kA G 1 1.6
2012-06-02 21:33:01.436406240 42.5834 -107.2218 +9.7 kA C 1 0.3
2012-06-02 21:33:02.879841350 41.5734 -106.5062 -22.6 kA G 1 0.2
2012-06-02 21:33:09.964867975 40.7089 -107.2196 -11.7 kA G 1 13.2
2012-06-02 21:33:12.397033183 38.1837 -104.1664 +6.7 kA C 1 0.5
2012-06-02 21:33:13.732449668 39.7315 -103.8094 -8.1 kA C 1 2.9
2012-06-02 21:33:13.744579648 39.7866 -103.7729 -8.1 kA G 2 0.2
2012-06-02 21:33:25.362266735 37.1363 -103.8625 +8.1 kA C 1 0.2
2012-06-02 21:33:35.677205208 37.6337 -103.1823 -12.5 kA G 1 1.2
2012-06-02 21:33:35.856005385 36.8681 -104.7280 -24.3 kA G 1 0.2
2012-06-02 21:33:36.257040865 38.1542 -104.1541 +37.9 kA C 1 0.2
2012-06-02 21:33:36.626067383 38.1536 -104.1540 -13.3 kA G 1 0.2
2012-06-02 21:33:39.193175329 39.8262 -104.1249 -11.2 kA G 1 0.3
2012-06-02 21:33:41.695988884 39.8706 -103.9115 -5.6 kA C 1 1.7
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2012-06-02 22:21:35.167355949 40.2786 -103.7945 -8.5 kA G 1 0.3
2012-06-02 22:21:35.187974784 40.2788 -103.7946 -10.0 kA G 1 0.3
2012-06-02 22:21:35.262958562 40.2766 -103.7948 -14.5 kA G 1 0.2
2012-06-02 22:21:37.658465035 38.1495 -102.3443 -8.5 kA G 3 0.9
2012-06-02 23:21:30.330975887 38.2619 -102.5925 +10.7 kA C 2 0.9
2012-06-02 23:21:30.385130373 41.1627 -103.0729 -17.0 kA G 1 0.2
2012-06-02 23:21:31.942860295 41.0797 -103.1530 -3.9 kA C 1 4.5
2012-06-02 23:21:32.754984642 37.5311 -102.7760 +10.2 kA C 2 0.3
2012-06-02 23:21:33.020284811 42.4788 -104.5176 -11.8 kA C 1 0.4
2012-06-02 23:21:33.434596044 38.5991 -101.8749 -7.4 kA C 2 4.9
2012-06-02 23:21:37.218107088 38.5770 -102.1210 -10.9 kA G 1 0.6
2012-06-02 23:21:37.457408591 38.6781 -102.6287 -11.6 kA C 1 0.2
2012-06-02 23:21:38.425711065 40.1654 -102.5970 -7.9 kA C 2 0.4
2012-06-02 23:21:39.840870554 40.3511 -105.8449 +36.5 kA G 1 0.2
2012-06-03 00:21:30.028809903 40.5353 -102.1778 -10.6 kA G 1 0.3
2012-06-03 00:21:31.004107539 39.4881 -102.1913 +8.9 kA C 1 2.0
2012-06-03 00:21:32.329261248 43.5977 -104.8352 -24.5 kA G 1 0.2
2012-06-03 00:21:32.497305165 43.5984 -104.8355 -42.2 kA G 1 0.2
2012-06-03 00:21:32.526817805 43.5971 -104.8362 -9.7 kA G 1 0.3
2012-06-03 00:21:32.602878481 43.5981 -104.8350 -19.8 kA G 1 0.2
2012-06-03 00:21:32.603275721 43.6049 -104.8432 -11.1 kA G 1 0.5
2012-06-03 00:21:32.653025372 43.5979 -104.8400 -8.8 kA G 1 0.3
2012-06-03 00:21:32.692862082 43.5980 -104.8344 -14.4 kA G 1 0.2
2012-06-03 00:21:32.752357724 43.5981 -104.8411 -8.2 kA G 1 0.3
2012-06-03 00:21:33.568621637 41.6626 -102.7805 -14.0 kA G 1 0.2
2012-06-03 00:21:33.671094349 41.6852 -102.7946 -17.9 kA G 1 0.2
2012-06-03 00:21:33.740400176 41.7235 -102.6962 -4.5 kA G 1 10.4
2012-06-03 00:21:33.810384297 41.6846 -102.7967 -9.5 kA G 1 0.3
2012-06-03 00:21:34.205407344 38.7801 -101.7926 +7.2 kA C 1 0.4
2012-06-03 00:21:37.066498102 40.4958 -102.0187 -6.3 kA C 1 0.6
2012-06-03 00:21:37.169266986 40.3744 -102.1025 +11.2 kA C 2 0.4
2012-06-03 00:21:37.312803102 39.2300 -101.9127 +5.8 kA C 2 0.4
2012-06-03 00:21:37.663670855 39.3920 -102.2968 +41.3 kA C 2 0.2
2012-06-03 00:21:38.358923456 38.8765 -101.7543 +6.7 kA C 1 0.4
2012-06-03 00:21:38.476991792 37.8852 -101.5829 -15.3 kA C 1 0.3
2012-06-03 00:21:38.545352382 40.3115 -102.0426 -7.5 kA G 1 0.6
2012-06-03 01:21:30.061364257 39.8851 -101.8106 -10.6 kA G 1 1.0
2012-06-03 01:21:30.336711747 39.8888 -101.8057 -7.7 kA G 1 0.3
2012-06-03 01:21:30.339241885 39.5980 -101.3312 +18.6 kA G 1 0.2
2012-06-03 01:21:30.561420008 39.8909 -101.8064 -13.7 kA G 1 0.3
2012-06-03 01:21:30.680946114 39.8848 -101.8067 -7.0 kA G 1 3.3
2012-06-03 01:21:30.856509258 39.8623 -101.8106 -24.3 kA G 2 0.2
2012-06-03 01:21:31.237113271 39.8496 -101.7607 -15.4 kA G 1 0.2
2012-06-03 01:21:31.896209966 39.8115 -101.8129 -10.2 kA G 4 8.8
2012-06-03 01:21:32.285836025 40.0480 -101.6701 -9.9 kA C 2 0.3
2012-06-03 01:21:33.476152776 40.1006 -101.4728 -6.7 kA C 2 0.4
2012-06-03 01:21:33.933072899 39.9394 -101.7773 -7.8 kA C 1 0.3
2012-06-03 01:21:36.266351013 39.9372 -101.7007 +7.3 kA C 2 0.3
2012-06-03 01:21:36.470800439 40.0375 -101.5293 +5.7 kA C 1 4.8
2012-06-03 01:21:38.296878190 40.0599 -101.5454 -5.5 kA C 1 4.8
2012-06-03 02:21:31.972138102 40.6418 -101.0051 -5.8 kA G 1 5.6
2012-06-03 02:21:32.812858575 43.0169 -102.8356 -4.1 kA G 1 7.7
2012-06-03 02:21:35.910325294 40.3638 -101.1710 -10.6 kA G 1 0.3
2012-06-03 02:21:35.935823765 40.3431 -101.1746 -4.0 kA G 1 7.1
2012-06-03 02:21:36.401375394 40.4545 -101.0726 -9.9 kA G 9 7.7
2012-06-03 02:21:36.558318597 40.3594 -101.1774 -23.8 kA G 2 0.2
2012-06-03 02:21:36.646911090 40.3277 -101.1993 -16.3 kA G 6 0.3
2012-06-03 02:21:36.858527012 40.3628 -101.1713 -13.7 kA G 1 0.2
2012-06-03 02:21:36.874764929 40.4281 -101.1407 -7.9 kA G 1 4.1
2012-06-03 02:21:37.191261920 40.3628 -101.1696 -24.8 kA G 1 0.2
2012-06-03 02:21:37.230152259 43.7327 -103.6044 -11.3 kA C 1 0.4
In [34]:
h,m,s,dt = 21, 38, 0, 120
panels.panels['tz'].axis((h*3600 + m*60 + s, h*3600 + m*60 + s+dt, 1, 18))
panels.panels['xy'].axis((29, 49, 45, 65))
Out[34]:
(29, 49, 45, 65)
Two more flashes 2139:40-41 nicely show anomalous electrical structure and sloped charge regions.
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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