From 56740281e2eb58311caf19ec1d6fc063c0e0179f Mon Sep 17 00:00:00 2001
From: Indigo5684 <159226326+Indigo5684@users.noreply.github.com>
Date: Tue, 30 Sep 2025 13:19:42 -0500
Subject: [PATCH] Modern Lab Muon 1
---
.../modern-phys-lab/20250212_EC_decays.txt | 2516 ++++++++---------
statics/physics/modern-phys-lab/decay.ipynb | 210 +-
statics/physics/muon lifetime.xlsx | Bin 0 -> 52609 bytes
3 files changed, 1386 insertions(+), 1340 deletions(-)
create mode 100644 statics/physics/muon lifetime.xlsx
diff --git a/statics/physics/modern-phys-lab/20250212_EC_decays.txt b/statics/physics/modern-phys-lab/20250212_EC_decays.txt
index 1d23bc0..6dbe6d6 100644
--- a/statics/physics/modern-phys-lab/20250212_EC_decays.txt
+++ b/statics/physics/modern-phys-lab/20250212_EC_decays.txt
@@ -1,1258 +1,1258 @@
-Decay Times in Microseconds
-3.64000015907
-0.600000021223
-0.600000021223
-8.83999996404
-0.51999995776
-1.39999997373
-3.59999967259
-1.44000023283
-1.44000023283
-3.35999993695
-1.96000019059
-2.67999985226
-0.959999852057
-1.32000013764
-0.440000349045
-14.1999998959
-1.32000059239
-3.48000048689
-1.20000004245
-0.879999788594
-13.079999917
-0.799999725132
-0.400000317313
-2.27999953495
-1.63999993674
-1.5200002963
-9.55999985308
-5.88000057178
-0.879999788594
-7.43999953556
-6.52000016998
-1.5200002963
-1.91999970411
-1.7200000002
-19.7199988179
-17.200000002
-3.47999957739
-2.79999949271
-2.07999983104
-3.04000059259
-0.320000253851
-0.84000021161
-0.84000021161
-3.92000038119
-2.23999995796
-0.559999534744
-3.44000000041
-4.24000063504
-1.23999961943
-4.56000088889
-0.799998815637
-5.56000122742
-0.400001226808
-5.12000042363
-1.35999835038
-1.35999835038
-1.35999835038
-0.879999788594
-6.47999877401
-4.35999936599
-3.44000000041
-5.72000135435
-5.72000135435
-0.879999788594
-1.7200000002
-1.83999873116
-6.88000000082
-0.8400020306
-0.8400020306
-10.0800025393
-1.27999737742
-1.79999915417
-2.55999839283
-0.560001353733
-1.19999822346
-1.51999847731
-2.55999839283
-2.91999822366
-1.75999957719
-0.800002453616
-0.759999238653
-4.80000016978
-0.359999830835
-0.359999830835
-0.759999238653
-0.559997715754
-13.7999995786
-13.7999995786
-1.20000186143
-0.760002876632
-2.00000067707
-1.19999822346
-12.7600033011
-4.87999932375
-2.11999940802
-2.63999754679
-0.520001776749
-2.47999923886
-2.52000245382
-1.4800025383
-5.91999560129
-1.87999830814
-5.31999830855
-0.760002876632
-0.760002876632
-3.44000000041
-1.15999864647
-1.84000236914
-4.28000203101
-2.7600035537
-2.15999898501
-2.15999898501
-3.08000016958
-1.83999509318
-0.8400020306
-2.00000067707
-2.20000219997
-11.3600035547
-10.2799967863
-2.75999627775
-2.28000135394
-3.72000067728
-2.59999796981
-2.5600020308
-1.84000236914
-1.84000236914
-0.599997292738
-3.95999813918
-1.31999695441
-6.36000186205
-0.679996446706
-3.68000473827
-0.520005414728
-9.83999780146
-3.23999847751
-3.23999847751
-14.9999978021
-18.5600001714
-4.11999644712
-11.8000025395
-2.15999898501
-4.59999864688
-2.11999577004
-0.759995600674
-1.0799994925
-1.0799994925
-1.11999543151
-0.680003722664
-12.8399988171
-12.8399988171
-2.5200060918
-3.91999492422
-1.39999610838
-1.2800010154
-2.72000033874
-3.11999610858
-0.599997292738
-0.599997292738
-3.99999407819
-1.51999847731
-2.36000050791
-18.9600032172
-2.75999627775
-1.4800025383
-1.12000270747
-4.36000118498
-1.23999780044
-2.24000541493
-1.75999593921
-0.44000626076
-3.64000152331
-4.92000253871
-3.79999983124
-2.43999238592
-2.9600050766
-0.320011167787
-3.44000000041
-0.479994923808
-3.48000321537
-1.00000761449
-0.879997969605
-1.32000423037
-5.75999729335
-4.31999797001
-0.799991539679
-1.59999763127
-3.23999847751
-3.04001150653
-2.7600035537
-1.91999424715
-1.23999780044
-0.839994754642
-0.879997969605
-1.79999915417
-1.79999915417
-4.11999644712
-5.35999424756
-0.680010998622
-0.51999813877
-0.840009306557
-2.1599998945
-9.64000014392
-5.36000015927
-0.479999926029
-0.399999862566
-0.559999989491
-1.43999932334
-3.16000023304
-4.64000004285
-0.600000021223
-1.23999961943
-1.76000048668
-4.00000044465
-0.799999725132
-1.20000004245
-6.36000004306
-4.91999890073
-2.31999911193
-0.680000084685
-3.36000084644
-1.0799994925
-1.04000173451
-0.84000021161
-4.44000033895
-1.08000131149
-3.95999995817
-5.16000000061
-0.879999788594
-0.84000021161
-10.1200002973
-1.00000033854
-2.04000025406
-3.60000012734
-3.72000067728
-3.00000101561
-1.84000055015
-1.68000042322
-1.68000042322
-6.88000000082
-4.20000105805
-15.7600006787
-0.440000803792
-4.60000228486
-0.719999661669
-2.43999966187
-0.839998392621
-1.44000296132
-13.4399997478
-2.92000186164
-7.64000287745
-0.520001776749
-1.36000016937
-1.00000033854
-7.84000076237
-4.5599990699
-1.47999890032
-5.04000126966
-2.28000135394
-4.44000033895
-7.5600000855
-7.5600000855
-15.2800021169
-2.23999813898
-1.88000194612
-3.67999746231
-4.5599990699
-0.920001184568
-0.680000084685
-1.64000084624
-1.68000042322
-0.51999813877
-2.24000177695
-5.72000135435
-1.7200000002
-1.40000338433
-2.68000439974
-16.6000027093
-0.400003045797
-3.08000016958
-0.839994754642
-2.5600020308
-1.23999780044
-0.51999813877
-0.319996615872
-9.9999961094
-6.52000016998
-2.87999864668
-1.4800025383
-10.3999991552
-1.16000592243
-4.03999729315
-3.59999830835
-0.599997292738
-13.3200010168
-0.319996615872
-2.92000186164
-6.20000355411
-0.44000626076
-0.8400020306
-2.48000287684
-0.439998984803
-6.23999949312
-4.91999526275
-3.64000152331
-9.96000017039
-9.96000017039
-1.91999424715
-1.43999932334
-1.2800010154
-2.68000439974
-1.56000169227
-1.56000169227
-4.80000016978
-4.80000016978
-1.2800010154
-1.39999610838
-2.72000033874
-0.960004399531
-2.59999796981
-1.51999847731
-1.51999847731
-16.8400001712
-0.760002876632
-1.63999357028
-1.63999357028
-13.000004401
-1.0400035535
-1.84000236914
-4.20000287704
-3.04000423057
-1.56000169227
-2.3200045689
-10.6400038931
-0.320003891829
-1.12000270747
-3.72000067728
-1.43999932334
-5.67999813939
-1.56000169227
-11.4400027087
-1.03999627754
-2.04000389203
-1.20000186143
-6.20000355411
-0.960004399531
-4.56000270788
-3.79999983124
-0.679996446706
-4.95999120176
-3.00000829156
-0.960004399531
-0.599990016781
-0.760002876632
-1.19999458548
-1.84000236914
-3.64000152331
-0.400003045797
-0.44000626076
-0.760002876632
-3.03999695461
-2.51999881584
-1.55999441631
-0.479994923808
-5.59999898542
-1.23999780044
-0.560001353733
-5.75999729335
-0.44000626076
-14.7600076161
-1.36000744533
-4.15999966208
-6.47999695502
-9.12000541575
-1.27999999222
-0.440000121671
-0.760000148148
-16.6800000443
-4.4399998842
-16.1999998909
-0.399999862566
-1.56000032803
-4.4399998842
-9.35999969442
-17.1599999703
-0.799999725132
-4.68000007459
-12.5599999592
-2.48000014835
-0.51999995776
-5.16000000061
-2.07999983104
-3.44000000041
-4.15999966208
-2.07999983104
-19.0800001292
-19.0800001292
-4.40000076196
-0.879999788594
-4.15999966208
-15.5600009748
-1.9599992811
-15.9600003826
-1.23999961943
-12.0799995784
-12.0799995784
-0.359999830835
-0.359999830835
-0.399999407819
-1.87999830814
-4.08000050811
-3.99999771616
-0.960000761552
-11.7199997476
-0.439998984803
-0.799998815637
-4.47999991593
-0.560001353733
-1.36000016937
-2.11999940802
-7.43999771657
-7.43999771657
-1.7200000002
-0.839998392621
-1.36000016937
-9.40000245464
-5.59999898542
-3.76000025426
-0.359999830835
-3.00000101561
-1.0799994925
-0.600000930717
-5.91999923927
-10.759998986
-2.16000262299
-0.799998815637
-1.23999780044
-0.600000930717
-3.51999915438
-0.480002199765
-2.95999780064
-3.03999695461
-1.51999847731
-1.59999763127
-0.839994754642
-1.2800010154
-1.2800010154
-1.0799994925
-1.36000016937
-1.36000016937
-0.479994923808
-0.839994754642
-3.15999932354
-1.79999915417
-4.11999644712
-1.03999627754
-0.599997292738
-19.519997295
-5.28000236955
-18.0799979717
-3.56000236934
-0.640000507701
-1.4800025383
-2.40000372287
-5.31999830855
-4.84000338474
-5.47999661649
-11.1600020318
-0.719999661669
-7.72000203142
-1.15999864647
-1.67999678524
-0.879997969605
-2.07999983104
-6.03999797022
-3.00000101561
-3.44000000041
-2.24000541493
-0.960004399531
-1.59999763127
-0.320003891829
-1.7200000002
-1.27999373944
-13.6400049087
-13.6400049087
-6.40000507701
-6.40000507701
-4.76000423077
-17.0000057551
-6.36000186205
-0.879997969605
-1.03999627754
-4.84000338474
-4.84000338474
-1.32000423037
-1.47999526234
-1.47999526234
-2.5600020308
-0.799998815637
-14.4399964483
-0.640000507701
-0.359999830835
-0.640000507701
-0.719999661669
-4.28000203101
-1.12000270747
-2.5600020308
-6.91999593982
-0.920001184568
-2.080007107
-0.920001184568
-3.12000338454
-1.20000913739
-5.03999763168
-0.920001184568
-1.12000270747
-2.23999086302
-2.23999086302
-4.92000253871
-0.919986632653
-1.23999780044
-1.52000575326
-1.52000575326
-14.0399934025
-6.52000016998
-3.55999509338
-8.99999577086
-0.520012690686
-1.55999441631
-1.32000423037
-1.2800010154
-3.31999035552
-3.23999847751
-4.55998815596
-6.03999069426
-2.83999543171
-6.96000643075
-5.03999763168
-4.99999441672
-19.8800116777
-2.15999898501
-1.2800010154
-0.759988324717
-0.719999661669
-0.319996615872
-1.35999289341
-4.03999001719
-7.08000152372
-0.479994923808
-4.08000778407
-2.84000998363
-2.2800086299
-0.679996446706
-1.87999103218
-1.43999932334
-1.39999610838
-0.560001353733
-3.80000005862
-1.07999994725
-3.04000013784
-1.36000016937
-2.00000022232
-0.400000317313
-1.28000010591
-7.48000002204
-10.7599998955
-12.2000001284
-1.47999980982
-1.03999991552
-1.76000048668
-1.76000048668
-1.35999925988
-10.4399996417
-0.51999995776
-10.0400002339
-2.67999985226
-1.63999993674
-4.7600005928
-5.6399985624
-4.60000046587
-0.480000380776
-4.44000033895
-7.91999991634
-0.640000507701
-1.2800010154
-0.440000803792
-4.28000021202
-1.23999961943
-0.640000507701
-0.480000380776
-1.16000046546
-1.16000046546
-2.84000088868
-4.7600005928
-0.920001184568
-8.71999873198
-5.8400000853
-0.400003045797
-1.64000084624
-5.72000135435
-0.320000253851
-2.52000245382
-1.32000059239
-1.59999763127
-0.320000253851
-1.36000016937
-4.40000076196
-4.71999737783
-1.31999695441
-2.99999737763
-1.23999780044
-4.19999923906
-6.88000000082
-1.0799994925
-0.479998561786
-6.08000118518
-5.00000169268
-6.52000016998
-4.12000008509
-2.68000076176
-1.47999890032
-2.87999864668
-2.5600020308
-1.9200015231
-0.640000507701
-0.640000507701
-1.76000321517
-13.8000032166
-18.3199954336
-0.799998815637
-1.23999780044
-7.75999797042
-7.75999797042
-3.67999746231
-2.79999949271
-4.12000372307
-1.31999695441
-1.76000321517
-7.12000473868
-0.479994923808
-15.9600022016
-15.9600022016
-1.11999543151
-0.880005245563
-1.87999830814
-0.719999661669
-1.87999830814
-0.8400020306
-1.79999915417
-0.879997969605
-4.31999797001
-0.680003722664
-0.51999813877
-0.51999813877
-2.84000270767
-15.7999966177
-15.7999966177
-0.439998984803
-9.36000287766
-9.31999966269
-6.23999949312
-6.23999949312
-1.59999763127
-2.39999644691
-0.920001184568
-0.680003722664
-2.31999729294
-7.44000135455
-0.879997969605
-15.9600022016
-13.3599969558
-0.879997969605
-2.31999729294
-0.599997292738
-1.60000490723
-0.359999830835
-0.359999830835
-0.959997123573
-10.6399966171
-0.839994754642
-1.43999932334
-4.28000203101
-2.120003046
-0.8400020306
-2.51999881584
-4.72000101581
-1.32000423037
-2.72000033874
-1.43999932334
-0.679996446706
-0.359999830835
-1.32000423037
-3.72000795323
-1.71999272425
-1.11998815555
-0.479994923808
-1.60001218319
-4.87999932375
-0.799991539679
-2.15999898501
-2.87999864668
-3.28000169247
-10.83999814
-1.71999272425
-3.64000152331
-2.83999543171
-2.79999221675
-7.19999661669
-0.640007783659
-2.39998917095
-1.32000423037
-0.51999813877
-1.75999593921
-2.27999407798
-9.5599971246
-2.68001167569
-1.95999746211
-0.800006091595
-11.9200121844
-1.4800025383
-1.32000423037
-14.2799981404
-4.6400091378
-2.12001032196
-0.51999813877
-3.44000000041
-17.120008124
-3.39999678545
-0.799991539679
-3.84000304621
-1.12000270747
-1.12000270747
-0.639993231744
-10.5200015241
-1.7200000002
-1.47999998035
-1.4799999235
-0.920000047699
-2.23999995796
-1.48000003719
-0.799999952505
-0.720000116416
-1.51999984155
-3.87999989471
-4.19999969381
-0.399999862566
-2.32000002143
-0.720000116416
-0.680000084685
-0.680000084685
-4.72000010632
-0.399999862566
-0.359999830835
-0.679999629938
-7.67999972595
-8.11999962025
-0.439999894297
-1.28000010591
-2.8000004022
-1.92000061361
-2.99999919662
-1.36000016937
-5.56000122742
-0.360001649824
-2.5999997888
-1.08000131149
-1.48000071931
-0.680000084685
-0.599999111728
-1.36000016937
-1.75999957719
-1.75999957719
-4.00000135414
-1.67999678524
-1.0799994925
-1.0799994925
-0.8400020306
-0.8400020306
-1.15999864647
-1.87999830814
-5.95999881625
-4.32000160799
-0.960000761552
-0.439998984803
-2.04000025406
-1.68000042322
-1.20000186143
-1.39999974635
-2.60000160779
-2.60000160779
-1.79999915417
-1.83999873116
-3.04000059259
-19.8800007638
-1.15999864647
-2.51999881584
-0.599997292738
-2.83999906969
-5.68000177736
-5.68000177736
-0.359999830835
-0.559997715754
-1.00000033854
-1.56000169227
-1.0799994925
-1.60000126925
-0.960000761552
-0.839998392621
-7.20000389265
-1.59999763127
-1.59999763127
-0.8400020306
-13.8800023706
-1.16000592243
-0.439998984803
-0.760002876632
-16.1600037245
-0.400003045797
-4.84000338474
-4.92000253871
-1.79999915417
-0.640000507701
-0.640000507701
-2.15999898501
-2.120003046
-2.03999661608
-20.3199961106
-1.64000084624
-1.64000084624
-4.87999932375
-2.83999543171
-0.480002199765
-0.759995600674
-5.64000220038
-1.96000473807
-0.480002199765
-4.92000253871
-9.04000626178
-0.51999813877
-1.00000033854
-0.479994923808
-1.8800055841
-0.51999813877
-1.40000338433
-1.7200000002
-0.320003891829
-0.680003722664
-1.87999830814
-1.4800025383
-1.4800025383
-1.2800010154
-2.39999644691
-0.359999830835
-1.20000186143
-1.12000270747
-4.51999949291
-14.1599957715
-3.87999898521
-2.00000067707
-6.52000016998
-4.40000439994
-2.39999644691
-0.719999661669
-0.680003722664
-1.7200000002
-1.7200000002
-2.72000033874
-1.15999864647
-8.47999763209
-3.51999915438
-2.15999898501
-1.40000338433
-1.0400035535
-6.88000000082
-1.03999627754
-1.79999915417
-4.36000118498
-2.68001167569
-1.43999932334
-18.8800040632
-10.9999964479
-0.359999830835
-6.23999221716
-2.83999543171
-3.44000000041
-3.44000000041
-2.95999052469
-2.60000524577
-4.23999154009
-0.600004568696
-3.19999526255
-3.19999526255
-17.3600128619
-19.1600120161
-3.72000795323
-3.68000473827
-1.76001049113
-1.0799994925
-7.31999170966
-0.879997969605
-1.79999915417
-0.960004399531
-0.999993062578
-2.03998934012
-5.95999881625
-0.51999813877
-11.2400011858
-8.96000710782
-1.87999103218
-1.87999103218
-1.95999746211
-0.600004568696
-0.520000014603
-16.4799998856
-16.4799998856
-0.520000412507
-3.15999977829
-0.640000052954
-3.35999993695
-1.68000042322
-8.12000052974
-8.12000052974
-5.87999966228
-2.3999991754
-7.08000061422
-1.80000097316
-2.40000008489
-0.360001649824
-2.88000046567
-1.2800010154
-11.1600002128
-1.00000033854
-2.8000013117
-0.919999365578
-0.960000761552
-1.96000110009
-3.8800008042
-2.00000067707
-0.51999995776
-1.76000139618
-5.39999928151
-6.44000101602
-0.8400020306
-4.44000033895
-3.28000169247
-3.28000169247
-0.51999813877
-0.51999813877
-13.5200025397
-0.359999830835
-1.55999805429
-1.32000059239
-1.32000059239
-7.59999966249
-2.40000008489
-3.47999957739
-4.00000135414
-4.00000135414
-2.52000245382
-0.399999407819
-2.16000262299
-2.75999991572
-3.08000016958
-3.00000101561
-3.11999974656
-1.56000169227
-0.719999661669
-1.91999788512
-1.23999780044
-13.5999980557
-2.72000033874
-0.51999813877
-0.800002453616
-0.920001184568
-0.600000930717
-0.399999407819
-5.59999898542
-0.640000507701
-1.9200015231
-2.95999780064
-0.719999661669
-2.20000219997
-0.439998984803
-1.7200000002
-3.64000152331
-0.799998815637
-0.799998815637
-2.36000050791
-3.59999830835
-1.84000236914
-0.560001353733
-0.560001353733
-11.9199976325
-0.400003045797
-1.0400035535
-3.79999983124
-1.7200000002
-1.7200000002
-7.12000473868
-2.20000219997
-18.9200000023
-18.9200000023
-1.0400035535
-3.87999898521
-1.4800025383
-2.11999577004
-0.920001184568
-0.839994754642
-0.320003891829
-3.72000067728
-6.80000084685
-4.31999797001
-0.400003045797
-2.87999864668
-2.07999983104
-3.08000016958
-2.48000287684
-0.520005414728
-3.27999441652
-14.0400006785
-5.87999966228
-0.8400020306
-3.28000169247
-8.47999763209
-8.47999763209
-0.520005414728
-0.400003045797
-3.20000253851
-1.32000423037
-1.39999610838
-0.8400020306
-1.47999526234
-0.44000626076
-0.359999830835
-0.920001184568
-12.6400045701
-3.27999441652
-1.00000033854
-5.44000067748
-3.92000220018
-2.95999780064
-0.439998984803
-0.400003045797
-4.12000372307
-0.359999830835
-2.39999644691
-4.23999881605
-0.640000507701
-5.28000236955
-0.879997969605
-18.6399993254
-1.15999864647
-6.72000169288
-20.0400027097
-3.31999763148
-3.44000000041
-2.28000135394
-0.640000507701
-3.04000423057
-0.759995600674
-6.56000338495
-0.359999830835
-0.359999830835
-0.319996615872
-5.16000000061
-5.84000372328
-3.75999661628
-0.960004399531
-1.76000321517
-0.51999813877
-0.600004568696
-5.59999898542
-0.719999661669
-2.72000033874
-1.84000236914
-2.47999560088
-1.39999610838
-1.43999932334
-6.47999695502
-1.0799994925
-10.9600077849
-1.20000913739
-10.3200000012
-4.76000423077
-9.31999238674
-3.59999830835
-1.12000270747
-0.879997969605
-2.64000846073
-2.9600050766
-1.16000592243
-2.48001015279
-0.800006091595
-0.44000626076
-0.44000626076
-1.87999103218
-7.80000118539
-1.51999120135
-1.51999120135
-1.23999780044
-1.71999272425
-2.83999543171
-5.40001201443
-3.40001133736
-0.51999813877
-4.11999644712
-8.76000558492
-0.480009475723
-0.51999813877
-1.00000761449
-0.400003045797
-0.999999997475
-4.36000004811
-1.24000007418
-0.559999989491
-0.559999989491
-0.399999862566
-0.399999862566
-1.63999993674
-2.64000027528
-6.75999990563
-1.15999955597
-0.560000444239
-0.639999598206
-0.959999852057
-0.920000275073
-3.16000023304
-0.600000021223
-0.600000021223
-4.12000008509
-1.99999885808
-2.75999991572
-2.00000067707
-2.00000067707
-4.08000050811
-18.7200002983
-18.7200002983
-2.20000038098
-2.68000076176
-0.84000021161
-4.19999923906
-1.75999957719
-6.39999962004
-1.00000033854
-14.1599994095
-2.44000148086
-4.67999780085
-1.75999957719
-2.07999983104
-7.36000220058
-7.36000220058
-1.19999822346
-1.2800010154
-0.359999830835
-1.43999932334
-0.879997969605
-0.879997969605
-10.83999814
-0.760002876632
-0.760002876632
-4.44000033895
-0.639996869722
-3.59999830835
-1.24000143842
-14.2399985634
-1.27999737742
-2.32000093092
-0.960000761552
-0.880001607584
-11.2399975478
-4.12000008509
-2.47999923886
-0.919997546589
-5.99999839324
-2.40000008489
-4.60000228486
-2.15999898501
-10.1600016933
-1.32000423037
-7.27999577066
-4.80000016978
-4.76000423077
-0.959997123573
-3.95999813918
-2.07999983104
-0.560001353733
-1.7200000002
-4.23999881605
-3.08000016958
-1.76000321517
-2.15999898501
-1.36000016937
-1.56000169227
-2.64000118477
-9.52000118559
-0.799998815637
-0.560001353733
-2.5600020308
-2.5600020308
-1.7200000002
-0.799998815637
-0.799998815637
-4.04000456911
-2.7600035537
-4.08000050811
-4.04000456911
-1.19999458548
-18.9999991562
-3.4000040614
-0.959997123573
-1.83999509318
-0.959997123573
-1.9200015231
-7.35999492463
-0.599997292738
-3.00000101561
-2.15999898501
-0.400003045797
-4.80000016978
-4.80000016978
-3.87999898521
-0.680003722664
-10.83999814
-5.27999509359
-3.27999441652
-3.27999441652
-2.23999813898
-1.51999847731
-0.359999830835
-13.1599954329
-0.759995600674
-1.0799994925
-1.0400035535
-4.87999932375
-0.320003891829
-0.560001353733
-1.20000186143
-1.23999780044
-1.00000033854
-0.39999576984
-0.640000507701
-0.640000507701
-1.00000033854
-0.520005414728
-2.31999729294
-0.719999661669
-2.59999796981
-1.12000270747
-0.400003045797
-1.32000423037
-0.400003045797
-0.920001184568
-17.5199966179
-1.0799994925
-1.4800025383
-1.84000236914
-2.40000372287
-2.11999577004
+Decay Times in Microseconds
+3.64000015907
+0.600000021223
+0.600000021223
+8.83999996404
+0.51999995776
+1.39999997373
+3.59999967259
+1.44000023283
+1.44000023283
+3.35999993695
+1.96000019059
+2.67999985226
+0.959999852057
+1.32000013764
+0.440000349045
+14.1999998959
+1.32000059239
+3.48000048689
+1.20000004245
+0.879999788594
+13.079999917
+0.799999725132
+0.400000317313
+2.27999953495
+1.63999993674
+1.5200002963
+9.55999985308
+5.88000057178
+0.879999788594
+7.43999953556
+6.52000016998
+1.5200002963
+1.91999970411
+1.7200000002
+19.7199988179
+17.200000002
+3.47999957739
+2.79999949271
+2.07999983104
+3.04000059259
+0.320000253851
+0.84000021161
+0.84000021161
+3.92000038119
+2.23999995796
+0.559999534744
+3.44000000041
+4.24000063504
+1.23999961943
+4.56000088889
+0.799998815637
+5.56000122742
+0.400001226808
+5.12000042363
+1.35999835038
+1.35999835038
+1.35999835038
+0.879999788594
+6.47999877401
+4.35999936599
+3.44000000041
+5.72000135435
+5.72000135435
+0.879999788594
+1.7200000002
+1.83999873116
+6.88000000082
+0.8400020306
+0.8400020306
+10.0800025393
+1.27999737742
+1.79999915417
+2.55999839283
+0.560001353733
+1.19999822346
+1.51999847731
+2.55999839283
+2.91999822366
+1.75999957719
+0.800002453616
+0.759999238653
+4.80000016978
+0.359999830835
+0.359999830835
+0.759999238653
+0.559997715754
+13.7999995786
+13.7999995786
+1.20000186143
+0.760002876632
+2.00000067707
+1.19999822346
+12.7600033011
+4.87999932375
+2.11999940802
+2.63999754679
+0.520001776749
+2.47999923886
+2.52000245382
+1.4800025383
+5.91999560129
+1.87999830814
+5.31999830855
+0.760002876632
+0.760002876632
+3.44000000041
+1.15999864647
+1.84000236914
+4.28000203101
+2.7600035537
+2.15999898501
+2.15999898501
+3.08000016958
+1.83999509318
+0.8400020306
+2.00000067707
+2.20000219997
+11.3600035547
+10.2799967863
+2.75999627775
+2.28000135394
+3.72000067728
+2.59999796981
+2.5600020308
+1.84000236914
+1.84000236914
+0.599997292738
+3.95999813918
+1.31999695441
+6.36000186205
+0.679996446706
+3.68000473827
+0.520005414728
+9.83999780146
+3.23999847751
+3.23999847751
+14.9999978021
+18.5600001714
+4.11999644712
+11.8000025395
+2.15999898501
+4.59999864688
+2.11999577004
+0.759995600674
+1.0799994925
+1.0799994925
+1.11999543151
+0.680003722664
+12.8399988171
+12.8399988171
+2.5200060918
+3.91999492422
+1.39999610838
+1.2800010154
+2.72000033874
+3.11999610858
+0.599997292738
+0.599997292738
+3.99999407819
+1.51999847731
+2.36000050791
+18.9600032172
+2.75999627775
+1.4800025383
+1.12000270747
+4.36000118498
+1.23999780044
+2.24000541493
+1.75999593921
+0.44000626076
+3.64000152331
+4.92000253871
+3.79999983124
+2.43999238592
+2.9600050766
+0.320011167787
+3.44000000041
+0.479994923808
+3.48000321537
+1.00000761449
+0.879997969605
+1.32000423037
+5.75999729335
+4.31999797001
+0.799991539679
+1.59999763127
+3.23999847751
+3.04001150653
+2.7600035537
+1.91999424715
+1.23999780044
+0.839994754642
+0.879997969605
+1.79999915417
+1.79999915417
+4.11999644712
+5.35999424756
+0.680010998622
+0.51999813877
+0.840009306557
+2.1599998945
+9.64000014392
+5.36000015927
+0.479999926029
+0.399999862566
+0.559999989491
+1.43999932334
+3.16000023304
+4.64000004285
+0.600000021223
+1.23999961943
+1.76000048668
+4.00000044465
+0.799999725132
+1.20000004245
+6.36000004306
+4.91999890073
+2.31999911193
+0.680000084685
+3.36000084644
+1.0799994925
+1.04000173451
+0.84000021161
+4.44000033895
+1.08000131149
+3.95999995817
+5.16000000061
+0.879999788594
+0.84000021161
+10.1200002973
+1.00000033854
+2.04000025406
+3.60000012734
+3.72000067728
+3.00000101561
+1.84000055015
+1.68000042322
+1.68000042322
+6.88000000082
+4.20000105805
+15.7600006787
+0.440000803792
+4.60000228486
+0.719999661669
+2.43999966187
+0.839998392621
+1.44000296132
+13.4399997478
+2.92000186164
+7.64000287745
+0.520001776749
+1.36000016937
+1.00000033854
+7.84000076237
+4.5599990699
+1.47999890032
+5.04000126966
+2.28000135394
+4.44000033895
+7.5600000855
+7.5600000855
+15.2800021169
+2.23999813898
+1.88000194612
+3.67999746231
+4.5599990699
+0.920001184568
+0.680000084685
+1.64000084624
+1.68000042322
+0.51999813877
+2.24000177695
+5.72000135435
+1.7200000002
+1.40000338433
+2.68000439974
+16.6000027093
+0.400003045797
+3.08000016958
+0.839994754642
+2.5600020308
+1.23999780044
+0.51999813877
+0.319996615872
+9.9999961094
+6.52000016998
+2.87999864668
+1.4800025383
+10.3999991552
+1.16000592243
+4.03999729315
+3.59999830835
+0.599997292738
+13.3200010168
+0.319996615872
+2.92000186164
+6.20000355411
+0.44000626076
+0.8400020306
+2.48000287684
+0.439998984803
+6.23999949312
+4.91999526275
+3.64000152331
+9.96000017039
+9.96000017039
+1.91999424715
+1.43999932334
+1.2800010154
+2.68000439974
+1.56000169227
+1.56000169227
+4.80000016978
+4.80000016978
+1.2800010154
+1.39999610838
+2.72000033874
+0.960004399531
+2.59999796981
+1.51999847731
+1.51999847731
+16.8400001712
+0.760002876632
+1.63999357028
+1.63999357028
+13.000004401
+1.0400035535
+1.84000236914
+4.20000287704
+3.04000423057
+1.56000169227
+2.3200045689
+10.6400038931
+0.320003891829
+1.12000270747
+3.72000067728
+1.43999932334
+5.67999813939
+1.56000169227
+11.4400027087
+1.03999627754
+2.04000389203
+1.20000186143
+6.20000355411
+0.960004399531
+4.56000270788
+3.79999983124
+0.679996446706
+4.95999120176
+3.00000829156
+0.960004399531
+0.599990016781
+0.760002876632
+1.19999458548
+1.84000236914
+3.64000152331
+0.400003045797
+0.44000626076
+0.760002876632
+3.03999695461
+2.51999881584
+1.55999441631
+0.479994923808
+5.59999898542
+1.23999780044
+0.560001353733
+5.75999729335
+0.44000626076
+14.7600076161
+1.36000744533
+4.15999966208
+6.47999695502
+9.12000541575
+1.27999999222
+0.440000121671
+0.760000148148
+16.6800000443
+4.4399998842
+16.1999998909
+0.399999862566
+1.56000032803
+4.4399998842
+9.35999969442
+17.1599999703
+0.799999725132
+4.68000007459
+12.5599999592
+2.48000014835
+0.51999995776
+5.16000000061
+2.07999983104
+3.44000000041
+4.15999966208
+2.07999983104
+19.0800001292
+19.0800001292
+4.40000076196
+0.879999788594
+4.15999966208
+15.5600009748
+1.9599992811
+15.9600003826
+1.23999961943
+12.0799995784
+12.0799995784
+0.359999830835
+0.359999830835
+0.399999407819
+1.87999830814
+4.08000050811
+3.99999771616
+0.960000761552
+11.7199997476
+0.439998984803
+0.799998815637
+4.47999991593
+0.560001353733
+1.36000016937
+2.11999940802
+7.43999771657
+7.43999771657
+1.7200000002
+0.839998392621
+1.36000016937
+9.40000245464
+5.59999898542
+3.76000025426
+0.359999830835
+3.00000101561
+1.0799994925
+0.600000930717
+5.91999923927
+10.759998986
+2.16000262299
+0.799998815637
+1.23999780044
+0.600000930717
+3.51999915438
+0.480002199765
+2.95999780064
+3.03999695461
+1.51999847731
+1.59999763127
+0.839994754642
+1.2800010154
+1.2800010154
+1.0799994925
+1.36000016937
+1.36000016937
+0.479994923808
+0.839994754642
+3.15999932354
+1.79999915417
+4.11999644712
+1.03999627754
+0.599997292738
+19.519997295
+5.28000236955
+18.0799979717
+3.56000236934
+0.640000507701
+1.4800025383
+2.40000372287
+5.31999830855
+4.84000338474
+5.47999661649
+11.1600020318
+0.719999661669
+7.72000203142
+1.15999864647
+1.67999678524
+0.879997969605
+2.07999983104
+6.03999797022
+3.00000101561
+3.44000000041
+2.24000541493
+0.960004399531
+1.59999763127
+0.320003891829
+1.7200000002
+1.27999373944
+13.6400049087
+13.6400049087
+6.40000507701
+6.40000507701
+4.76000423077
+17.0000057551
+6.36000186205
+0.879997969605
+1.03999627754
+4.84000338474
+4.84000338474
+1.32000423037
+1.47999526234
+1.47999526234
+2.5600020308
+0.799998815637
+14.4399964483
+0.640000507701
+0.359999830835
+0.640000507701
+0.719999661669
+4.28000203101
+1.12000270747
+2.5600020308
+6.91999593982
+0.920001184568
+2.080007107
+0.920001184568
+3.12000338454
+1.20000913739
+5.03999763168
+0.920001184568
+1.12000270747
+2.23999086302
+2.23999086302
+4.92000253871
+0.919986632653
+1.23999780044
+1.52000575326
+1.52000575326
+14.0399934025
+6.52000016998
+3.55999509338
+8.99999577086
+0.520012690686
+1.55999441631
+1.32000423037
+1.2800010154
+3.31999035552
+3.23999847751
+4.55998815596
+6.03999069426
+2.83999543171
+6.96000643075
+5.03999763168
+4.99999441672
+19.8800116777
+2.15999898501
+1.2800010154
+0.759988324717
+0.719999661669
+0.319996615872
+1.35999289341
+4.03999001719
+7.08000152372
+0.479994923808
+4.08000778407
+2.84000998363
+2.2800086299
+0.679996446706
+1.87999103218
+1.43999932334
+1.39999610838
+0.560001353733
+3.80000005862
+1.07999994725
+3.04000013784
+1.36000016937
+2.00000022232
+0.400000317313
+1.28000010591
+7.48000002204
+10.7599998955
+12.2000001284
+1.47999980982
+1.03999991552
+1.76000048668
+1.76000048668
+1.35999925988
+10.4399996417
+0.51999995776
+10.0400002339
+2.67999985226
+1.63999993674
+4.7600005928
+5.6399985624
+4.60000046587
+0.480000380776
+4.44000033895
+7.91999991634
+0.640000507701
+1.2800010154
+0.440000803792
+4.28000021202
+1.23999961943
+0.640000507701
+0.480000380776
+1.16000046546
+1.16000046546
+2.84000088868
+4.7600005928
+0.920001184568
+8.71999873198
+5.8400000853
+0.400003045797
+1.64000084624
+5.72000135435
+0.320000253851
+2.52000245382
+1.32000059239
+1.59999763127
+0.320000253851
+1.36000016937
+4.40000076196
+4.71999737783
+1.31999695441
+2.99999737763
+1.23999780044
+4.19999923906
+6.88000000082
+1.0799994925
+0.479998561786
+6.08000118518
+5.00000169268
+6.52000016998
+4.12000008509
+2.68000076176
+1.47999890032
+2.87999864668
+2.5600020308
+1.9200015231
+0.640000507701
+0.640000507701
+1.76000321517
+13.8000032166
+18.3199954336
+0.799998815637
+1.23999780044
+7.75999797042
+7.75999797042
+3.67999746231
+2.79999949271
+4.12000372307
+1.31999695441
+1.76000321517
+7.12000473868
+0.479994923808
+15.9600022016
+15.9600022016
+1.11999543151
+0.880005245563
+1.87999830814
+0.719999661669
+1.87999830814
+0.8400020306
+1.79999915417
+0.879997969605
+4.31999797001
+0.680003722664
+0.51999813877
+0.51999813877
+2.84000270767
+15.7999966177
+15.7999966177
+0.439998984803
+9.36000287766
+9.31999966269
+6.23999949312
+6.23999949312
+1.59999763127
+2.39999644691
+0.920001184568
+0.680003722664
+2.31999729294
+7.44000135455
+0.879997969605
+15.9600022016
+13.3599969558
+0.879997969605
+2.31999729294
+0.599997292738
+1.60000490723
+0.359999830835
+0.359999830835
+0.959997123573
+10.6399966171
+0.839994754642
+1.43999932334
+4.28000203101
+2.120003046
+0.8400020306
+2.51999881584
+4.72000101581
+1.32000423037
+2.72000033874
+1.43999932334
+0.679996446706
+0.359999830835
+1.32000423037
+3.72000795323
+1.71999272425
+1.11998815555
+0.479994923808
+1.60001218319
+4.87999932375
+0.799991539679
+2.15999898501
+2.87999864668
+3.28000169247
+10.83999814
+1.71999272425
+3.64000152331
+2.83999543171
+2.79999221675
+7.19999661669
+0.640007783659
+2.39998917095
+1.32000423037
+0.51999813877
+1.75999593921
+2.27999407798
+9.5599971246
+2.68001167569
+1.95999746211
+0.800006091595
+11.9200121844
+1.4800025383
+1.32000423037
+14.2799981404
+4.6400091378
+2.12001032196
+0.51999813877
+3.44000000041
+17.120008124
+3.39999678545
+0.799991539679
+3.84000304621
+1.12000270747
+1.12000270747
+0.639993231744
+10.5200015241
+1.7200000002
+1.47999998035
+1.4799999235
+0.920000047699
+2.23999995796
+1.48000003719
+0.799999952505
+0.720000116416
+1.51999984155
+3.87999989471
+4.19999969381
+0.399999862566
+2.32000002143
+0.720000116416
+0.680000084685
+0.680000084685
+4.72000010632
+0.399999862566
+0.359999830835
+0.679999629938
+7.67999972595
+8.11999962025
+0.439999894297
+1.28000010591
+2.8000004022
+1.92000061361
+2.99999919662
+1.36000016937
+5.56000122742
+0.360001649824
+2.5999997888
+1.08000131149
+1.48000071931
+0.680000084685
+0.599999111728
+1.36000016937
+1.75999957719
+1.75999957719
+4.00000135414
+1.67999678524
+1.0799994925
+1.0799994925
+0.8400020306
+0.8400020306
+1.15999864647
+1.87999830814
+5.95999881625
+4.32000160799
+0.960000761552
+0.439998984803
+2.04000025406
+1.68000042322
+1.20000186143
+1.39999974635
+2.60000160779
+2.60000160779
+1.79999915417
+1.83999873116
+3.04000059259
+19.8800007638
+1.15999864647
+2.51999881584
+0.599997292738
+2.83999906969
+5.68000177736
+5.68000177736
+0.359999830835
+0.559997715754
+1.00000033854
+1.56000169227
+1.0799994925
+1.60000126925
+0.960000761552
+0.839998392621
+7.20000389265
+1.59999763127
+1.59999763127
+0.8400020306
+13.8800023706
+1.16000592243
+0.439998984803
+0.760002876632
+16.1600037245
+0.400003045797
+4.84000338474
+4.92000253871
+1.79999915417
+0.640000507701
+0.640000507701
+2.15999898501
+2.120003046
+2.03999661608
+20.3199961106
+1.64000084624
+1.64000084624
+4.87999932375
+2.83999543171
+0.480002199765
+0.759995600674
+5.64000220038
+1.96000473807
+0.480002199765
+4.92000253871
+9.04000626178
+0.51999813877
+1.00000033854
+0.479994923808
+1.8800055841
+0.51999813877
+1.40000338433
+1.7200000002
+0.320003891829
+0.680003722664
+1.87999830814
+1.4800025383
+1.4800025383
+1.2800010154
+2.39999644691
+0.359999830835
+1.20000186143
+1.12000270747
+4.51999949291
+14.1599957715
+3.87999898521
+2.00000067707
+6.52000016998
+4.40000439994
+2.39999644691
+0.719999661669
+0.680003722664
+1.7200000002
+1.7200000002
+2.72000033874
+1.15999864647
+8.47999763209
+3.51999915438
+2.15999898501
+1.40000338433
+1.0400035535
+6.88000000082
+1.03999627754
+1.79999915417
+4.36000118498
+2.68001167569
+1.43999932334
+18.8800040632
+10.9999964479
+0.359999830835
+6.23999221716
+2.83999543171
+3.44000000041
+3.44000000041
+2.95999052469
+2.60000524577
+4.23999154009
+0.600004568696
+3.19999526255
+3.19999526255
+17.3600128619
+19.1600120161
+3.72000795323
+3.68000473827
+1.76001049113
+1.0799994925
+7.31999170966
+0.879997969605
+1.79999915417
+0.960004399531
+0.999993062578
+2.03998934012
+5.95999881625
+0.51999813877
+11.2400011858
+8.96000710782
+1.87999103218
+1.87999103218
+1.95999746211
+0.600004568696
+0.520000014603
+16.4799998856
+16.4799998856
+0.520000412507
+3.15999977829
+0.640000052954
+3.35999993695
+1.68000042322
+8.12000052974
+8.12000052974
+5.87999966228
+2.3999991754
+7.08000061422
+1.80000097316
+2.40000008489
+0.360001649824
+2.88000046567
+1.2800010154
+11.1600002128
+1.00000033854
+2.8000013117
+0.919999365578
+0.960000761552
+1.96000110009
+3.8800008042
+2.00000067707
+0.51999995776
+1.76000139618
+5.39999928151
+6.44000101602
+0.8400020306
+4.44000033895
+3.28000169247
+3.28000169247
+0.51999813877
+0.51999813877
+13.5200025397
+0.359999830835
+1.55999805429
+1.32000059239
+1.32000059239
+7.59999966249
+2.40000008489
+3.47999957739
+4.00000135414
+4.00000135414
+2.52000245382
+0.399999407819
+2.16000262299
+2.75999991572
+3.08000016958
+3.00000101561
+3.11999974656
+1.56000169227
+0.719999661669
+1.91999788512
+1.23999780044
+13.5999980557
+2.72000033874
+0.51999813877
+0.800002453616
+0.920001184568
+0.600000930717
+0.399999407819
+5.59999898542
+0.640000507701
+1.9200015231
+2.95999780064
+0.719999661669
+2.20000219997
+0.439998984803
+1.7200000002
+3.64000152331
+0.799998815637
+0.799998815637
+2.36000050791
+3.59999830835
+1.84000236914
+0.560001353733
+0.560001353733
+11.9199976325
+0.400003045797
+1.0400035535
+3.79999983124
+1.7200000002
+1.7200000002
+7.12000473868
+2.20000219997
+18.9200000023
+18.9200000023
+1.0400035535
+3.87999898521
+1.4800025383
+2.11999577004
+0.920001184568
+0.839994754642
+0.320003891829
+3.72000067728
+6.80000084685
+4.31999797001
+0.400003045797
+2.87999864668
+2.07999983104
+3.08000016958
+2.48000287684
+0.520005414728
+3.27999441652
+14.0400006785
+5.87999966228
+0.8400020306
+3.28000169247
+8.47999763209
+8.47999763209
+0.520005414728
+0.400003045797
+3.20000253851
+1.32000423037
+1.39999610838
+0.8400020306
+1.47999526234
+0.44000626076
+0.359999830835
+0.920001184568
+12.6400045701
+3.27999441652
+1.00000033854
+5.44000067748
+3.92000220018
+2.95999780064
+0.439998984803
+0.400003045797
+4.12000372307
+0.359999830835
+2.39999644691
+4.23999881605
+0.640000507701
+5.28000236955
+0.879997969605
+18.6399993254
+1.15999864647
+6.72000169288
+20.0400027097
+3.31999763148
+3.44000000041
+2.28000135394
+0.640000507701
+3.04000423057
+0.759995600674
+6.56000338495
+0.359999830835
+0.359999830835
+0.319996615872
+5.16000000061
+5.84000372328
+3.75999661628
+0.960004399531
+1.76000321517
+0.51999813877
+0.600004568696
+5.59999898542
+0.719999661669
+2.72000033874
+1.84000236914
+2.47999560088
+1.39999610838
+1.43999932334
+6.47999695502
+1.0799994925
+10.9600077849
+1.20000913739
+10.3200000012
+4.76000423077
+9.31999238674
+3.59999830835
+1.12000270747
+0.879997969605
+2.64000846073
+2.9600050766
+1.16000592243
+2.48001015279
+0.800006091595
+0.44000626076
+0.44000626076
+1.87999103218
+7.80000118539
+1.51999120135
+1.51999120135
+1.23999780044
+1.71999272425
+2.83999543171
+5.40001201443
+3.40001133736
+0.51999813877
+4.11999644712
+8.76000558492
+0.480009475723
+0.51999813877
+1.00000761449
+0.400003045797
+0.999999997475
+4.36000004811
+1.24000007418
+0.559999989491
+0.559999989491
+0.399999862566
+0.399999862566
+1.63999993674
+2.64000027528
+6.75999990563
+1.15999955597
+0.560000444239
+0.639999598206
+0.959999852057
+0.920000275073
+3.16000023304
+0.600000021223
+0.600000021223
+4.12000008509
+1.99999885808
+2.75999991572
+2.00000067707
+2.00000067707
+4.08000050811
+18.7200002983
+18.7200002983
+2.20000038098
+2.68000076176
+0.84000021161
+4.19999923906
+1.75999957719
+6.39999962004
+1.00000033854
+14.1599994095
+2.44000148086
+4.67999780085
+1.75999957719
+2.07999983104
+7.36000220058
+7.36000220058
+1.19999822346
+1.2800010154
+0.359999830835
+1.43999932334
+0.879997969605
+0.879997969605
+10.83999814
+0.760002876632
+0.760002876632
+4.44000033895
+0.639996869722
+3.59999830835
+1.24000143842
+14.2399985634
+1.27999737742
+2.32000093092
+0.960000761552
+0.880001607584
+11.2399975478
+4.12000008509
+2.47999923886
+0.919997546589
+5.99999839324
+2.40000008489
+4.60000228486
+2.15999898501
+10.1600016933
+1.32000423037
+7.27999577066
+4.80000016978
+4.76000423077
+0.959997123573
+3.95999813918
+2.07999983104
+0.560001353733
+1.7200000002
+4.23999881605
+3.08000016958
+1.76000321517
+2.15999898501
+1.36000016937
+1.56000169227
+2.64000118477
+9.52000118559
+0.799998815637
+0.560001353733
+2.5600020308
+2.5600020308
+1.7200000002
+0.799998815637
+0.799998815637
+4.04000456911
+2.7600035537
+4.08000050811
+4.04000456911
+1.19999458548
+18.9999991562
+3.4000040614
+0.959997123573
+1.83999509318
+0.959997123573
+1.9200015231
+7.35999492463
+0.599997292738
+3.00000101561
+2.15999898501
+0.400003045797
+4.80000016978
+4.80000016978
+3.87999898521
+0.680003722664
+10.83999814
+5.27999509359
+3.27999441652
+3.27999441652
+2.23999813898
+1.51999847731
+0.359999830835
+13.1599954329
+0.759995600674
+1.0799994925
+1.0400035535
+4.87999932375
+0.320003891829
+0.560001353733
+1.20000186143
+1.23999780044
+1.00000033854
+0.39999576984
+0.640000507701
+0.640000507701
+1.00000033854
+0.520005414728
+2.31999729294
+0.719999661669
+2.59999796981
+1.12000270747
+0.400003045797
+1.32000423037
+0.400003045797
+0.920001184568
+17.5199966179
+1.0799994925
+1.4800025383
+1.84000236914
+2.40000372287
+2.11999577004
diff --git a/statics/physics/modern-phys-lab/decay.ipynb b/statics/physics/modern-phys-lab/decay.ipynb
index 658eafc..0ae309c 100644
--- a/statics/physics/modern-phys-lab/decay.ipynb
+++ b/statics/physics/modern-phys-lab/decay.ipynb
@@ -2,7 +2,7 @@
"cells": [
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": 11,
"metadata": {},
"outputs": [
{
@@ -78,7 +78,7 @@
"max 20.319996"
]
},
- "execution_count": 1,
+ "execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
@@ -94,100 +94,35 @@
},
{
"cell_type": "code",
- "execution_count": 2,
+ "execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
- "text/html": [
- "\n",
- "\n",
- "
\n",
- " \n",
- " \n",
- " | \n",
- " Decay Times in Microseconds | \n",
- "
\n",
- " \n",
- " \n",
- " \n",
- " | count | \n",
- " 1257.000000 | \n",
- "
\n",
- " \n",
- " | mean | \n",
- " 3.421448 | \n",
- "
\n",
- " \n",
- " | std | \n",
- " 3.931721 | \n",
- "
\n",
- " \n",
- " | min | \n",
- " 0.319997 | \n",
- "
\n",
- " \n",
- " | 25% | \n",
- " 0.960001 | \n",
- "
\n",
- " \n",
- " | 50% | \n",
- " 1.880002 | \n",
- "
\n",
- " \n",
- " | 75% | \n",
- " 4.120004 | \n",
- "
\n",
- " \n",
- " | max | \n",
- " 20.319996 | \n",
- "
\n",
- " \n",
- "
\n",
- "
"
]
},
- "execution_count": 2,
"metadata": {},
- "output_type": "execute_result"
+ "output_type": "display_data"
}
],
"source": [
"cropped_data = data[data['Decay Times in Microseconds'] >= 0.3]\n",
- "cropped_data.describe()"
+ "cropped_data = cropped_data[cropped_data['Decay Times in Microseconds'] <= 20]\n",
+ "cropped_data.describe()\n",
+ "hist = cropped_data.hist(range=data_range, bins=bins)\n"
]
},
{
"cell_type": "code",
- "execution_count": 12,
+ "execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
- "image/png": "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",
+ "image/png": "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",
"text/plain": [
""
]
@@ -205,7 +140,7 @@
},
{
"cell_type": "code",
- "execution_count": 33,
+ "execution_count": 4,
"metadata": {},
"outputs": [
{
@@ -233,24 +168,135 @@
},
{
"cell_type": "code",
- "execution_count": 43,
+ "execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
+ "text/latex": [
+ "$x \\mapsto \\text{5.62523946} - \\text{0.47310125}\\,x$"
+ ],
"text/plain": [
- "array([11.89013872])"
+ "Polynomial([ 5.62523946, -0.47310125], domain=[-1., 1.], window=[-1., 1.], symbol='x')"
]
},
- "execution_count": 43,
+ "execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"line = np.polynomial.polynomial.Polynomial.fit(bins, times, deg=1)\n",
- "line.convert()\n",
- "line.roots()"
+ "line=line.convert()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "np.float64(2.113712457958419)"
+ ]
+ },
+ "execution_count": 30,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "gamma=line.convert().coef[1]\n",
+ "tau = -1/gamma\n",
+ "tau"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " Decay Times in Microseconds | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " | count | \n",
+ " 1102.000000 | \n",
+ "
\n",
+ " \n",
+ " | mean | \n",
+ " 2.161488 | \n",
+ "
\n",
+ " \n",
+ " | std | \n",
+ " 1.617221 | \n",
+ "
\n",
+ " \n",
+ " | min | \n",
+ " 0.319997 | \n",
+ "
\n",
+ " \n",
+ " | 25% | \n",
+ " 0.879998 | \n",
+ "
\n",
+ " \n",
+ " | 50% | \n",
+ " 1.640000 | \n",
+ "
\n",
+ " \n",
+ " | 75% | \n",
+ " 3.040010 | \n",
+ "
\n",
+ " \n",
+ " | max | \n",
+ " 6.960006 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
eBl|aRt!4@G}%4hnY8#lJF(iLjwI`+l-%!hkk19(
znWV6X&yE9*>N7v!i=ycazeOflC~8dkqkLZXG%~8;fNa?`k*)}>275VIa*dcM!Jx$&v=wLY
zT!lIJ&Lc{Y4j?9fw`@_D^>YsY$!y`=
z>erEOf_?CL6{R-yJ+blYIHR=9BSqC792&H=V(V%g8%8M+bGEzXVA8s*cN+dtMYr<}4xnX^xJt{&caHd1h!BWMf~{~fO5rJuZZeDa`eafba&_>uBHYQuMbQ&8IGe*(
zno@NDIrMRv0kvU453B3+Xw`2l}&STq@77YNlz7$R^LDa05l{#K$kgO++%e
zAauVNG)dwKqNEBM?D>mtiDu{PH&n~P|r?Re+uKTHvrsmGQ!Asb|+tmgXg
z^W-ZAO=OfdZD1;B=)29eNyO8XAbY|UR)hnY)pjeYbo(I7b=He1aO-u}0_4wkfv!VU
z$WDkDj1j9ok0CYoUK{UnjFnuoJ{VD9UDv_$a%?>mu?1?
z4{s2$UVL6Zw@1~f7=T97;R(srBSS%XR|!U5l{uo0#ENAxPRv#5h{8{rLp-kOrV)??@rSUp2V%N|EK&f8>h1+9
z1{qz=Fe919J+^C(-9Hi0DfdDw@X#J>A$ZD&YF_TOU8ueOFlQAUc@hTs?byPZ^z&zL
z6Al!052M!!NA-+)NgLkn+RtOh(~d4nG=1EmiI$0w(77wf+V!6uSp^^{`ZkCLCpEsm
zT%(^qxlOj0Nv1m-xs%f_?ScsOe0D2$x<$2|dAY;5L-$7?G7Q}%?i>Vu67=Mfz_Diz
z-Eui*vqTXtu0eRAKl{4b@ny^T5sKilH~%9Sq=;mz$MT??Cb@qU_-$Pl!jf0lUKxr&
z5G<;z(rvCH;jxcBs5PR33!BntAGUv<(rI#wQn!};iY6t8Bd~y8G9&tviLw-8IJ6rnj
z)>QdL2mNKLSXgbbA-+&1c=3VSAJi)=7SEgJ$L?FyHB5Q1gn+g?9H&_%Olf=R?*+8h
zTZ6&4JqMC?opUjI8gXr>@@Yfb<&0(;^-;J+Gy(bCoUbJPSh}>QE2N(^riYE2VPG)!
z3FF2TrUE=XVK62nnH398bj=klOm+mT^I{-LH4@fyKvqTo{eCF=mKf;W|<+R();?OB-b};)Ii6Yp>2{otgT{2|^-?W#FE|kSpuZ
z7{j14fr)&EsEF8MJG>29nZ}D&xiUFNLHj>?@eKt)mEj%>DB9)0Lbk+7In7!&1(vO7
zH7dqssRdRhL+#n#2h|?BKa0of5rR9Un|FhKH!SYJAMIi6plmU*EQ4XI`%a$@pFT22
zu+rcYbOOIVKy-fZ
zwA0PV_C;r8*1dwB@3@3*-7*#11k1Di6$2Ve*`_{es1w8m%Lru
z8hIy%U8@RQ4W;-NPb8tyEv%zh`beK!c7h15g#R1oIM)FN-F=zatbcP{-@?riMU|8gDB%IAiF||_Z4La8
zE|2s=)Rq;YlwRQ=)yPCPFJ9>$OS_`}5kHMLO-VGbR8-|`N{PNiwvF=EQTAJbF~?I@
zttWX|V8MNS^Kzznr2S#@yL`Nc6F#=ZxG$!Rd!-&$P74|yx!y}B)9r`ZZA#n67T&Ci
z-D@yI(6uIb!5M|~uvZeiVzH=c-^xrNKZ93-v=e`kxpDlQLo8Ik-z+ARpEbLvxpIaZ
z!i{$^zt97o0{+}sSG|~@bK6>{z&!K5`9aifc&(ZywtV$s^Wpu{Nyk5uO*klpMbCgw
zECB=`>YoJP|9D`+Fdp_XK4`-33RX;A9xm=6XXn1k3r>
zZfSB~1PR}FaXub(+KIgkg?R{`P#^kWfSISjCMMRXvR5NrXuVh)%
zG5BGsjIo~Al)zxk@yEXD+&P5|c^i*udD*ZI5xj^@S&WXP4VRX6&l{M-kem6zo}0)N
z`ycCPbsPZN^M8A)t83}*A^=&%0>S`j|1PgT99CiHUjhqL{w%vphw@CBkXawZ0*wNJ
zO7W3eN{nt|xOU)R&PD@a;9b3|)c~c_7*QG;2??tu&Hdcb{qswuXffdq~+v*UN=1
z08H=;uqw1s?QA|a!)H>YVo9jzYWer3Thy!QY><#$AFcU?qNkZ$l@-4W3$N7omz(qT
zui9Re#RD5Q4h1f%`-Xoc+mwY1HbX#D-8AF|S&qe61NFv3%n~>HAkxx{WH|Djujnkc?#B-V=4XNX2o%Q*p*5g}`lov44afrjTr9ud}LLn{6QfQN1
zz%vNZMl69t2^Y%OzKr55IlFAt#LiK#pgkg&E?LbcQ4h9@_YW-)V4$}?g~@QG`0Kye
z7fo)IgN@sjLujK7UZS_^#pzj&L}f#DNXwuqtdDdCi{jKzeXZ=)*J(o0Ld!s*tJetK
zk`TiTD@zv_jKX3U9!7t-_i1303~3XB?Dv<2ij#Ku_SO034(hf=AoZ}EYWqdEBhq03
z2v5S*p%~p4CXY%!i9LNzM)LwX>^!!J-{h!v{un
zpSMm!qDt;vf#mzcSiERV+Hcqb>nb0yIr~-`8jTI0sBvP9)%Simo>ofiYNU?
z!;9gMINY(uk>wT}if8;F!h|&@xp2Nh!>kzPWV)$Q-o3?p$ky!z^<}txS>6E_47h9q
z30N4-YXnDymaFF9GS~p=7L+w1nV%!K5
z@tXauNTCTj()|KsR{R?rBPF4tCVYlmDL#$qDv-j^G!W$aYCYqvK-V96M39X1dH6!K
z$oc6~JRuBKX2fbf5x3!D0Y8^o5%k3s>hNW;_NRBRbn(;fEG8TgQDxIfXNl
z8ht?$@u%$wj$
ztB-PWRk8FOF%oKlfQyr|S{!upX@5*@UkP7!?P^am)(q9o$Tf&vv)aYSWjJE_qjAQ_
z$5F*_tIj(SqIAEJC;@C$^kSlWsr)Iy(ktSGjZdlMAPJL!Dhvde1PUUsDANA!YiW#U
zKCFRcCq)@676RDZb5YuY{CAByWNdW)qUTuQeoE==1d~{+5H}*
z>$nniWgRmctbd#TqLN$Z9#9pnGUPKmAM6WchyOKk>J<$Yva`Ia5%>ggyh~riG$Rts
z02VqP8uX*`RWh8MadiCM>pef|5Xl&?R1?XMQTYN1aXHF
zGB(1k;-vEqYh^r};yeDAIU$XTs|G7X#nUl6t=vl9QZ%sC#ObLN76pn>+x5E)@aVRP
zvu6emZ3AdCTD%|OOOmrv>oMaT2~jn$E=sAaiO>F>czOkHAaOvFgR;Fy$$4`?*&kfY{BymTd?--_Z%SF
zk?fsF{%Y^j-rsNPL+(?%Q!VqwhC$1YS9A`m*rH19FEK;F4NxIi*45zDo|(;Vs3q#l
zD<}vludYQ=@Ah0fL-pFCCrjexm!4xKsvT
ziHg5Y8bmGF7*`&EOB+|Vynab`tevDrN&kR5syS-+o$>poaQ(4HQ(ad*Zi6?m{12q@
z&8GA1$xHn5%TlL4;q-()AHRo;>1|pq`G`
z6Bh=lvE(RYR7q!qV3cb*cI&bH(m+4{^t8*g+2`slaIVxuBIEa#eR_1r$J~hHH9lu9
zU3|zkRKPb-AncM~janPW?`(Nwk$Grh4aZ*#yF4l_Ep>JHlxz9OV=o^eW_3H+2eDw*Yf3ZwYuM7
zKyBr*elIjfM1X+mjs7mj$7&umN!UPbBsB~>Flvv|67t*aA%&D$g0#AAw!!pa>tVBJ
zIfNywVEB}29*x0A#&X*7*$T1P%bq=RHfm#5Da54xe;p;(-77%t~!>u6UD$*=lKdPO;IE^NUFqnK#b2)$6
zWYRBv2_(j%q_bJCl{H$hKa?6e-i3g}_Bsm78XJgXtck$Jh!Ep?#IInM{{<{pTVFVT
zhm=ok*hohi%S~6%B?0RQmD8A9ErW3q{omc+g`~P)!tx5{7*G
z?>`W7g(67BjN>JagEL3`Z=O!mVI$F^_R7grf
zEkPTjM1slsY4!jT+px%@Qp7n`(m)*KT^(4APp$6!E0aVGZpEbDdS%;|%S)6D28?%hM33jH_vn%eTUjL#a(
zRSzXtvNW2_c}#8JcQOD~pdDk%^F4wp=ab{8B_zXL(fiQfVFdjcQ
zjxavPp19v)%*#!@_H(ggQx#nL8L>GW!(gE~ca5A|ueg>SvB(#O1!T$MgP=i@)_!>dow!&q8gIEg^>&Y%O^Tj*M>}e>j#sC@O^PgxO
z;bA=%99fZO%1o>p9-GyZ`>D&!%kwEGyk$myID+`ubYXh$6?}bLuF`Ib(YMLF*`S{2
z-U-?!E={+exg|{v7HSoNDDDLt$&2w4feB}$gZqmxiD*E5AX}?#HwyW({#EA;fj+XA
zj-|7V%GFM&Mkf#76)%Jfl~f-e{r)
zpjCG!H2+8WFrxL#Z79OvA>fmk)1@qLvq&OdpvCv7!RkSOGp5CC54_j57`>hg%4&PL2P8-kqpcK#q=nIenn;c|H)txZ}
zpssb|^xNKo5}7U|1aE$$lUgiA91Z+g@jq%iAkuO@l{=VWV&9!Tga{w<5=IZ8O6sE-8lQ|%${!aWL}3m8>tic
zt+?ta&;pUJP#2#3@{pdP*ej1~qd+O~U=hW18FL3}47Exb9u529
zn3y2!ut8WMACaJVcY-cFu?4~y9tMI~4e0P0V8
z+leTBKr;$dO}{k&#y3drYfeyou8$nFpbz1crf@is=zLBok{xnv0JiPWF(fOH4&
zKAj{slwfT%zKSI-+xwEyfkcd>f2>RZl15QTyuyqlll_`_y!7Fg1VOf9W@+M2=n_X`bD~Qu+mE8BmlH-6AAEOn^mkk6Tpf$2G_#Y`9mCQbvt4BjK?4FNhw;+sdRN9x0Y0ny?L|IuS
zc$T+MenH!Qz-E~anRL3^-%F(D#AVk1Ka(f>%U~v8a-*+Lx94!4*3k(bT&Bz6J{eO!7*3~Q6rbXHCk8Do}d$)R|DCfpZQ
zDVu$!Ji%L_E$4{7C)U)5HFbB=#{>EwlrV;(v9`b|OgeJ}JJsDI6NB$z4_!s=a(g&a
zgNw(fVpJssJo
zW&Kk`zq4HbTs%=-61{YYfoHyFh`W~4$NWMpt9}H>%JYy=2et622HjGKk2eMARbNFT
z8GBwmcp<$>I9>9
z-NKDz|AHkKiIf70yKvLdjFRWA#&$Up&kD0%5j!sZx{ZePq;gcS=Z58{phpo(&9C_1
z*4k|D0AbSq9YjSMb|swtOB{s%NgRKLQvVW2m1!>>T;Q$1de;}LGz0SdG&{j;Ycn?w
zpiS}+_GN|yb{Z>fV~X#SRk5yVLQ8xzT1ZQ-a^FiLGO<<7!69iEmSD)!vi3ifnwKOMzae
zCFen^2IAHF=_&7ulg6UPliKxZcn>RJzW-Yy+0KKv|09wAxIlgpqW`l%{?IOgXMSw}
z?IJ(b4bUzKe*6`mZ-M&d-!lT_f%$!TyeTaIxbaVUoZG`{dB~#;$P3QbW|3>)eM)0;
z|FrHno|TuxhA|$^L`7nKh>stEeo-(JHA)jw5=V};t1tzdvyki?9f;iLipdVCc$h>c
z)$f@SV!d83o8-lqwN5wdG7&Z2gE!+KKI=a4Zp;V`Pg0+qATqaxvhJu}skUZlC!Txn
zw%WObDVFRb)^T&Jpdu{D%gO0Wk4IsAU0)ET9WsFXI;P&u(JbXIQAF^$dM73h-GAMX~%b
zQx8XDC!_ZC^i|yTsPP@-``~M{7f(Xg#q~IggZP=@-m?qQ#ixSz!zbMdvUlM>K#ROh
zL2j!*6^>cFtR1UgK9hYcG(f99TPIDyPSs2`c;Q&U%;t+4Vvp`Pt`p-KTTZYThEQ$o
z!?HV3HB?bCP+l`WtECzipS!Ph2rW}vi-k=?9>J1K1POE`VKBf+O)2uh(vS9&R9d82
zhOrQF<6Qeum*qj8?V&kkHM|wJ0^r$l*!asWaFf