-
Notifications
You must be signed in to change notification settings - Fork 0
/
analytics.py
32 lines (26 loc) · 33.2 KB
/
analytics.py
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
single_5pub_4sub_nb =['0.0030812100000000005', '0.004767410000000002', '0.0036519799999999995', '0.0036889200000000018', '0.004766479999999997', '0.003874610000000002', '0.002694159999999999', '0.0023657099999999996', '0.0032863200000000014', '0.00268172', '0.0029468100000000002', '0.00360029', '0.0030935300000000006', '0.0031207500000000003', '0.002689559999999999', '0.0024063000000000005', '0.001938530000000001', '0.0022700399999999996', '0.00267184', '0.0026170400000000006', '0.0019871800000000003', '0.0019831300000000005', '0.002077719999999999', '0.0020181699999999997', '0.002574990000000001', '0.0023662900000000005', '0.0017256500000000002', '0.0035695799999999984', '0.0032930900000000007', '0.0026039400000000008', '0.00255497', '0.00246947', '0.0020680900000000003', '0.0034779900000000007', '0.004744059999999999', '0.0029405099999999995', '0.0026619500000000006', '0.0033011299999999998', '0.003352680000000001', '0.00272602', '0.0027026999999999997', '0.00237564', '0.0022075099999999993', '0.0018527900000000002', '0.00276884', '0.00292281', '0.004035179999999999', '0.002809139999999999', '0.0022965800000000003', '0.0025759300000000006', '0.0028210400000000004', '0.0030530299999999987', '0.0028820199999999977', '0.0027301699999999988', '0.002853740000000001', '0.0028666700000000004', '0.003373950000000002', '0.0027284400000000004', '0.004370559999999999', '0.004971939999999998', '0.0036906899999999978', '0.0030129399999999995', '0.0023400999999999995', '0.0034174900000000013', '0.00364675', '0.004613139999999999', '0.0035059399999999978', '0.0030050300000000014', '0.0030878000000000012', '0.0029589500000000006', '0.0025016', '0.00250985', '0.0020488200000000002', '0.0023953299999999998', '0.0034810299999999995', '0.0044709799999999985', '0.00328595', '0.0024626500000000003', '0.0033176000000000004', '0.0028035900000000008']
single_5pub_4sub_b = ['0.00502022', '0.00432685', '0.00411336', '0.00361554', '0.0038395400000000002', '0.004085199999999998', '0.003510999999999999', '0.00407605', '0.003247359999999999', '0.0036532999999999986', '0.004331589999999999', '0.0038941299999999974', '0.0039493', '0.00409835', '0.0033867199999999993', '0.0038178399999999986', '0.0026975000000000002', '0.00322669', '0.0019770499999999997', '0.00295993', '0.0036135499999999992', '0.00304662', '0.00419159', '0.004325040000000001', '0.0045336199999999995', '0.0037597600000000004', '0.004276850000000001', '0.00419133', '0.0047228700000000005', '0.00463283', '0.00400662', '0.004241400000000003', '0.004312540000000001', '0.005129620000000001', '0.004491360000000001', '0.00547489', '0.0050771900000000005', '0.004579210000000003', '0.004142589999999999', '0.0035854000000000007', '0.003703919999999999', '0.003629190000000001', '0.0032832499999999993', '0.0041697999999999995', '0.003988059999999998', '0.004530689999999997', '0.004118760000000002', '0.004343930000000001', '0.0031783599999999986', '0.003971249999999999', '0.0034689099999999995', '0.00282698']
s5p4nbf3 = ['0.0012003200000000004', '0.0013293100000000002', '0.0013131299999999998', '0.00165757', '0.00218901', '0.0030298000000000013', '0.0038676600000000006', '0.0033091599999999994', '0.0037257900000000014', '0.0037113200000000015', '0.0036915299999999997', '0.005309239999999997', '0.004696160000000001', '0.003559619999999999', '0.0034576300000000006', '0.00252048', '0.0031270600000000014', '0.0023161899999999992', '0.00310813', '0.0023715100000000007', '0.0033887300000000004', '0.0023713999999999988', '0.0023929399999999997', '0.00298434', '0.0021324800000000004', '0.00292405', '0.0028272600000000007', '0.00257088', '0.0034371600000000003', '0.002913090000000001', '0.0037696400000000008', '0.0031939', '0.002609539999999999', '0.0031696999999999993', '0.0034422800000000003', '0.0032560700000000015', '0.0039647599999999995', '0.004833670000000001', '0.0031229100000000004', '0.002720090000000001', '0.00291908', '0.0026265400000000006', '0.0028968799999999984', '0.0028539199999999994', '0.002523309999999999', '0.0030560399999999986', '0.0030931599999999993', '0.003172929999999999', '0.00326901', '0.00393777', '0.003470550000000001', '0.0033959000000000007', '0.005705150000000001', '0.0046904', '0.005031739999999996', '0.00331807', '0.0038042600000000003', '0.00387385', '0.0036409799999999994', '0.00294649', '0.003275080000000001', '0.004777960000000001', '0.005044710000000001', '0.0053847', '0.0045559699999999995', '0.0046116099999999995', '0.00404669', '0.0038250399999999983', '0.003870189999999999', '0.00455586', '0.0037772500000000002', '0.0035184999999999995', '0.0032792699999999995', '0.0023200900000000008', '0.00204878', '0.0029697', '0.0031376000000000017', '0.0027710899999999986', '0.0034306499999999995', '0.002465420000000001', '0.0032014599999999993', '0.0023163600000000004', '0.0028634999999999997']
s5p4bf3 = ['0.0027406299999999995', '0.0029424299999999985', '0.0033587400000000002', '0.0033355399999999997', '0.0038314499999999984', '0.0034102600000000005', '0.002895890000000001', '0.00350195', '0.0035463300000000007', '0.004480690000000001', '0.005701620000000003', '0.006434920000000002', '0.006683190000000001', '0.0052835300000000016', '0.005599649999999999', '0.004941209999999999', '0.0054032500000000035', '0.005492980000000001', '0.005502380000000001', '0.003826679999999999', '0.00385031', '0.0025364300000000005', '0.0017833999999999992', '0.00227575', '0.0026564300000000017', '0.0027552999999999996', '0.0033487799999999996', '0.0033119499999999997', '0.002775879999999999', '0.002658169999999999', '0.0025922899999999993', '0.00257807', '0.0024031499999999997', '0.0032764099999999996', '0.00272429', '0.003675189999999999', '0.0032684000000000007', '0.0036752900000000016', '0.0038780500000000005', '0.004051269999999999', '0.004759029999999998', '0.00483085', '0.0042413699999999995', '0.004743609999999999', '0.00489263', '0.00486623', '0.0048423500000000005', '0.0035368200000000013', '0.00383232', '0.00445702', '0.00472247', '0.003924489999999999', '0.004547280000000001', '0.00523168', '0.00470941', '0.003909129999999999', '0.0035106000000000004', '0.0030078900000000005', '0.0025570800000000006', '0.0037357000000000007', '0.00358398', '0.0027821800000000004', '0.0043328199999999985', '0.004342310000000001', '0.005133390000000001', '0.004329219999999998', '0.004373609999999999', '0.004588430000000001', '0.005876080000000002', '0.0037455099999999988', '0.004296199999999999', '0.0032109899999999995', '0.004637910000000002', '0.003053169999999999', '0.00336719', '0.004036020000000002', '0.0035618600000000005', '0.00474863', '0.003752460000000001', '0.004268690000000001', '0.005738740000000001', '0.004080489999999999', '0.003975449999999998', '0.003597090000000001', '0.00388596', '0.004845940000000002', '0.0036950599999999987', '0.003925519999999999', '0.005166159999999999', '0.0034508200000000007', '0.004540500000000001', '0.00433354', '0.005033120000000001', '0.00402711', '0.004367229999999999', '0.0034551600000000005', '0.0034360599999999986', '0.005180360000000002', '0.00474205', '0.003886710000000002', '0.004136', '0.005032489999999998', '0.004921019999999998', '0.003798569999999999', '0.003603559999999999', '0.005007419999999999', '0.004231820000000001', '0.004619840000000003', '0.0038641499999999985', '0.0037956299999999978', '0.0038449300000000003', '0.003517659999999998', '0.004051349999999999', '0.00346162', '0.0035346199999999983', '0.00416383', '0.00478217', '0.003376109999999999', '0.003766920000000001', '0.004881579999999997', '0.005673740000000002', '0.005262', '0.00720822', '0.005349809999999998', '0.005835759999999999', '0.004810989999999999', '0.00547278', '0.0054444', '0.005558990000000001', '0.004098299999999999', '0.003893489999999999', '0.003987829999999999', '0.0031464400000000003', '0.00442564', '0.00504298', '0.005462849999999999', '0.004704680000000002', '0.00413636', '0.0029711700000000004', '0.0041391100000000005', '0.0051193', '0.00344412', '0.00389223', '0.003906550000000001', '0.003187769999999999', '0.002848060000000001', '0.003448519999999999', '0.0023566099999999994', '0.0024783400000000003', '0.001692299999999999', '0.0017580399999999998', '0.00140394', '0.0023737400000000005', '0.0034704699999999994', '0.0031625900000000003', '0.003455090000000002', '0.0038889900000000006', '0.004505160000000002', '0.00341225', '0.00381771', '0.0035462800000000006', '0.004068360000000002']
s10p4nbf1 = ['0.0020359699999999994', '0.00211562', '0.0031366000000000015', '0.003634180000000001', '0.0034353400000000007', '0.00290168', '0.00355082', '0.00277958', '0.002975680000000001', '0.0030036900000000007', '0.001673569999999999', '0.0030145500000000004', '0.0020890500000000007', '0.0017010800000000004', '0.0021600099999999995', '0.00218087', '0.0021153800000000005', '0.0030587700000000006', '0.0041718', '0.0037035499999999986', '0.008144320000000002', '0.005851260000000001', '0.005524880000000002', '0.00742384', '0.005944259999999998', '0.005256869999999996', '0.00584868', '0.00392206', '0.00490413', '0.003657919999999999', '0.00334542', '0.00464095', '0.00501491', '0.00466827', '0.0038214299999999968', '0.003787870000000001', '0.006952100000000004', '0.00544047', '0.003716849999999999', '0.0037723700000000006', '0.004076730000000001', '0.0035424399999999996', '0.006605680000000003', '0.005383589999999997', '0.0057682', '0.005462580000000002', '0.006569009999999999', '0.005217660000000002', '0.005705300000000002', '0.004324999999999999', '0.0038005', '0.00433237', '0.00393572', '0.0041128699999999985', '0.0050643899999999985', '0.0044611', '0.003515320000000001', '0.006697259999999998', '0.0055520499999999985', '0.0048395', '0.005000880000000002', '0.006236450000000001', '0.0038665000000000014', '0.0032945900000000005', '0.0031346300000000007', '0.0013749399999999998', '0.0010657400000000001', '0.0016782399999999995', '0.0024149', '0.0030135899999999983', '0.00279584', '0.0016703899999999995', '0.00110232', '0.00158442', '0.00140596', '0.0043018200000000005', '0.003766509999999999', '0.003864800000000001', '0.0032211099999999993', '0.0021890300000000007', '0.0024340899999999994', '0.0027398300000000004', '0.001957239999999999', '0.0013009700000000003', '0.00174902', '0.00159424', '0.0024329899999999995', '0.0023193499999999995', '0.0019932300000000003', '0.0023254399999999994', '0.00155559', '0.00174331', '0.0018282699999999997', '0.00135287', '0.0017064100000000015', '0.0019923399999999996', '0.0019572500000000002', '0.0018063200000000004', '0.0022630700000000003', '0.0020859599999999996', '0.0019431199999999998', '0.00233436', '0.0023405699999999997', '0.0023954699999999994', '0.004139209999999999', '0.0036007', '0.0036433200000000002', '0.0044554899999999995', '0.0027683', '0.00491767', '0.006238990000000001', '0.005335190000000002', '0.004890759999999999', '0.0042992399999999984']
s10p4bf1 = ['0.0024264499999999997', '0.0033824899999999997', '0.00309207', '0.00253416', '0.004344410000000002', '0.00438371', '0.005282349999999999', '0.00491253', '0.005051300000000003', '0.004094970000000001', '0.00465418', '0.00388097', '0.004216880000000001', '0.0032171599999999993', '0.0043178900000000004', '0.004627040000000001', '0.00399359', '0.004014730000000001', '0.00440644', '0.004683119999999999', '0.0050750499999999985', '0.005182749999999999', '0.00435097', '0.0033354199999999995', '0.004630509999999999', '0.00516618', '0.004808599999999999', '0.006493359999999997', '0.0036071999999999996', '0.0039147800000000005', '0.0033839000000000004', '0.0036474999999999993', '0.0023806400000000016', '0.004503819999999999', '0.005675680000000001', '0.00496356', '0.0067252699999999985', '0.005842499999999997', '0.004787829999999998', '0.00431589', '0.004316700000000001', '0.0034186899999999994', '0.0034775300000000012', '0.00285824', '0.00267735', '0.0037795299999999993', '0.0038001099999999976', '0.0056871000000000005', '0.00470271', '0.006247790000000003', '0.005400540000000001', '0.006040999999999999', '0.0042479', '0.004573849999999998', '0.005005390000000001', '0.005135449999999999', '0.005104859999999997', '0.004144189999999999', '0.005111960000000001', '0.005604269999999999', '0.005193300000000001', '0.00645323', '0.00581368', '0.0052200000000000015', '0.0050662599999999995', '0.003831929999999999', '0.0021328999999999996', '0.00182195', '0.0015626199999999994', '0.0035527200000000005', '0.00301367', '0.0028605100000000006', '0.00389549', '0.0042206200000000004', '0.004212929999999999', '0.004188259999999999', '0.003594299999999998', '0.003420909999999998', '0.0027550300000000003', '0.0039021700000000004', '0.00440032', '0.004671379999999999', '0.002960009999999999', '0.00241647', '0.0017428400000000003', '0.0026972099999999994', '0.005083890000000003', '0.004671230000000001', '0.005055809999999997', '0.00419153', '0.004336379999999998', '0.003857220000000001', '0.0043075200000000004', '0.0037804999999999983', '0.0032029300000000023', '0.00210174', '0.0026134199999999995', '0.0032016', '0.0019070300000000007', '0.002414860000000001', '0.0038887199999999996', '0.0027322', '0.004415460000000002', '0.0046070899999999994', '0.0038374299999999993', '0.00422744', '0.00476092', '0.00423935', '0.003626180000000001']
s10p4nbf3 = ['0.002570660000000001', '0.0019531499999999994', '0.00143684', '0.00084276', '0.0009226300000000006', '0.0017339299999999996', '0.00148374', '0.00239043', '0.0015890499999999998', '0.0017273999999999996', '0.0023412100000000007', '0.00207036', '0.00195906', '0.0021510899999999996', '0.00254', '0.0022633800000000006', '0.00273362', '0.0037966100000000006', '0.00515585', '0.0070610499999999975', '0.0047031500000000006', '0.004029860000000001', '0.004678010000000001', '0.006816020000000001', '0.007945410000000003', '0.004010720000000001', '0.006357529999999997', '0.004472109999999999', '0.004867379999999999', '0.004658699999999999', '0.004293909999999997', '0.0044411699999999995', '0.003511410000000001', '0.004164900000000001', '0.0034730600000000005', '0.005050220000000001', '0.0030805100000000003', '0.0033494000000000006', '0.005051959999999998', '0.00440358', '0.00524353', '0.0036215199999999996', '0.00314499', '0.004626880000000001', '0.0034467299999999994', '0.00375608', '0.003151350000000001', '0.004514000000000001', '0.0030174900000000003', '0.003007880000000002', '0.0029981000000000014', '0.004618299999999999', '0.0025696699999999996', '0.003092159999999999', '0.00418942', '0.003586410000000001', '0.002781320000000001', '0.00463177', '0.004017099999999997', '0.0031106000000000007', '0.0030944700000000006', '0.0031853000000000003', '0.00437401', '0.00375306', '0.0035930399999999996', '0.00870913', '0.007540609999999998', '0.004881320000000001', '0.0017313999999999993', '0.00188836', '0.0017320399999999998', '0.00098685', '0.0013132199999999995', '0.0008548799999999998', '0.0011461400000000004', '0.0007588899999999997', '0.0007501900000000003', '0.0010673599999999998', '0.00088676', '0.0017288600000000007', '0.0026689199999999995', '0.0014624700000000004', '0.0016571900000000009', '0.0016115700000000003', '0.0013266600000000003', '0.0019373100000000005', '0.0015096100000000009', '0.00151696', '0.00118233', '0.0011796600000000003', '0.0011424700000000002', '0.0019183500000000005', '0.0015276200000000004', '0.0016843400000000005', '0.0021477799999999993', '0.003730099999999998', '0.0028439500000000005', '0.0024032100000000007', '0.0049675', '0.003583729999999999', '0.00325507', '0.00195973', '0.0030934699999999996', '0.002000710000000001', '0.0018440500000000005', '0.0022956399999999994', '0.00232073', '0.00303182', '0.0021750499999999996', '0.00331423', '0.002629680000000001', '0.003185170000000001', '0.0025877', '0.00208067', '0.0023879099999999987', '0.0022401000000000014', '0.0029374199999999996', '0.0033890500000000002', '0.0038763000000000005', '0.00299173', '0.0025501799999999995', '0.00290453', '0.0023985600000000005', '0.0032425100000000023', '0.003438849999999999', '0.0029084299999999983', '0.0027029100000000024', '0.0019967099999999996', '0.0016676100000000001', '0.0019431000000000001', '0.0027569599999999993', '0.0046997']
s10p4bf3 = ['0.00261283', '0.002723569999999999', '0.0029208999999999997', '0.0027457900000000006', '0.0026908000000000006', '0.0033506100000000013', '0.003878809999999999', '0.003490850000000001', '0.0037467000000000012', '0.003704760000000001', '0.0038857700000000024', '0.0038301999999999998', '0.0032476799999999993', '0.00412959', '0.00241758', '0.00320805', '0.0034960799999999986', '0.00393108', '0.005152329999999999', '0.00471856', '0.0047953', '0.003214619999999999', '0.0031736699999999995', '0.0030410500000000013', '0.004032160000000002', '0.0044677', '0.005174119999999997', '0.0038752999999999995', '0.00463566', '0.00426417', '0.003637089999999999', '0.004502610000000001', '0.004077769999999999', '0.005556560000000003', '0.005122590000000002', '0.0058036200000000015', '0.005285900000000003', '0.0034861999999999983', '0.0035994099999999995', '0.0030190400000000006', '0.003915479999999998', '0.00302561', '0.0037794999999999994', '0.004524839999999999', '0.0034564699999999997', '0.0037131399999999998', '0.0048887700000000015', '0.0056852599999999975', '0.0057665899999999985', '0.006140549999999998', '0.0055551600000000026', '0.003991539999999999', '0.0021435200000000008', '0.0026256100000000004', '0.0026515800000000006', '0.002674820000000001', '0.0025270899999999996', '0.0029585', '0.0029491400000000007', '0.00311311', '0.00287785', '0.0026544599999999987', '0.0027335199999999993', '0.0032172200000000007', '0.0034851500000000007', '0.003418279999999998', '0.0032466500000000002', '0.00283986', '0.0022932500000000006', '0.0023237400000000004', '0.0019818500000000007', '0.00240609', '0.0030275100000000015', '0.0032746100000000007', '0.0031112099999999997', '0.0032007099999999994', '0.0028632', '0.0029490199999999992', '0.0022828699999999998', '0.002581430000000001', '0.0016720199999999995', '0.00306025', '0.00436287', '0.0036975399999999987', '0.004936149999999999', '0.0021286100000000004', '0.0026787700000000005', '0.003728840000000003', '0.0031011400000000005', '0.0032327700000000003', '0.0020748199999999994', '0.0014218899999999994', '0.0024505699999999987', '0.0018904300000000002', '0.00417632', '0.00393386', '0.0038303599999999992', '0.003128349999999998', '0.0023015500000000003', '0.0016266799999999997', '0.0016773799999999998', '0.0017841699999999999', '0.00246511', '0.0027185300000000003', '0.00267352', '0.00360009', '0.0030747499999999985', '0.0030967600000000014', '0.00352514', '0.0044531300000000005', '0.004055000000000001', '0.0045639800000000005', '0.0026547199999999997', '0.00207129', '0.0023866699999999996', '0.002447459999999999', '0.00249882', '0.0016826599999999992', '0.0023939700000000005', '0.0025230200000000004', '0.0023520500000000005', '0.003405529999999998', '0.002743280000000002', '0.0029164100000000004', '0.0029916200000000004']
s15p4nbf1 = ['0.003053359999999999', '0.0019007399999999997', '0.0029192300000000005', '0.005884649999999998', '0.00580312', '0.005813210000000002', '0.005325220000000002', '0.005874729999999997', '0.0061259099999999974', '0.007647590000000003', '0.003522620000000002', '0.004313779999999998', '0.00335299', '0.00222662', '0.00223811', '0.001957030000000001', '0.003974600000000002', '0.0034656100000000013', '0.003348499999999997', '0.0037295900000000005', '0.0026154200000000007', '0.00212798', '0.003234979999999999', '0.0065704499999999985', '0.0041544600000000004', '0.004249520000000001', '0.00572061', '0.002950059999999999', '0.0017529299999999998', '0.0017107500000000002', '0.0016381800000000001', '0.00222853', '0.003955580000000001', '0.005066990000000001', '0.003957550000000001', '0.00436282', '0.00602571', '0.0054445299999999995', '0.004584409999999998', '0.005259809999999999', '0.0050945600000000014', '0.0056583', '0.003750220000000002', '0.0031014099999999993', '0.0017573599999999993', '0.0030968800000000006', '0.003274520000000001', '0.003498710000000001', '0.004363059999999999', '0.004775999999999999', '0.003978230000000001', '0.0032683200000000008', '0.00401098', '0.003166129999999999', '0.003689140000000002', '0.004146880000000001', '0.0023272199999999996', '0.0024744299999999993', '0.00406007', '0.003710220000000002', '0.002702050000000002', '0.00224069', '0.0027931099999999993', '0.004567040000000001', '0.004325989999999999', '0.0035001399999999984', '0.0023399199999999992', '0.002902140000000002', '0.0035122100000000004', '0.003684440000000001', '0.004024359999999999', '0.0044805900000000004', '0.0037519099999999994', '0.004042289999999999', '0.003838480000000001', '0.004245069999999999', '0.002848030000000001', '0.0040459499999999995', '0.003915829999999999', '0.0024646800000000003', '0.0022922900000000006', '0.0011797999999999997', '0.0017681899999999996', '0.0017742300000000008', '0.0027329399999999992', '0.004567149999999999', '0.00348152', '0.00458415', '0.005212799999999998', '0.00378617', '0.0042860599999999995', '0.004328030000000002', '0.003366139999999998', '0.0031900999999999995', '0.0032124299999999996', '0.005010720000000001', '0.003066359999999999', '0.002835799999999999', '0.0029231299999999986', '0.0025709300000000004', '0.0030400300000000013', '0.0028453300000000014', '0.0011432300000000003', '0.0016949500000000004', '0.00147953', '0.0016382000000000002', '0.0024295', '0.003297920000000001', '0.00256975', '0.0042559', '0.0029209000000000006', '0.00243027', '0.00316305', '0.0037357500000000004', '0.00439435', '0.004513539999999998', '0.005430939999999999', '0.0043979599999999985']
s15p4bf1 = ['0.005436259999999999', '0.004402250000000001', '0.005395930000000002', '0.005155139999999999', '0.007275329999999999', '0.006150000000000001', '0.005210889999999997', '0.005384429999999999', '0.004807409999999999', '0.0038114899999999994', '0.005767789999999998', '0.004291559999999999', '0.00441512', '0.004641890000000001', '0.00166989', '0.0022151400000000004', '0.0021590199999999998', '0.0039014199999999983', '0.00530111', '0.00553995', '0.005208639999999997', '0.0021964099999999998', '0.0017481099999999985', '0.0033647799999999995', '0.004032950000000001', '0.007410820000000001', '0.006238630000000003', '0.003902919999999998', '0.004704940000000002', '0.004121610000000002', '0.003503049999999999', '0.00586563', '0.007718010000000001', '0.006718899999999999', '0.008685149999999996', '0.005475260000000001', '0.006189540000000002', '0.0057498600000000025', '0.005749409999999999', '0.006021710000000003', '0.005382119999999999', '0.005851480000000003', '0.006915299999999998', '0.0062624099999999995', '0.006039469999999999', '0.00626471', '0.005526340000000001', '0.00505268', '0.005880100000000002', '0.00742683', '0.00802338', '0.00781274', '0.007520560000000005', '0.006118780000000001', '0.007477499999999998', '0.005122390000000001', '0.0048101099999999985', '0.0044715300000000005', '0.005131400000000001', '0.0052421499999999975', '0.006771040000000005', '0.007323509999999995', '0.00565053', '0.00457343', '0.005468039999999999', '0.0034290800000000006', '0.004603320000000001', '0.00684623', '0.005857050000000002', '0.005782429999999998', '0.007728730000000001', '0.00633737', '0.007438129999999999', '0.006973580000000003', '0.006713579999999998', '0.007816779999999997', '0.0055086', '0.0059161599999999984', '0.00408902', '0.005278280000000001', '0.004036259999999999', '0.007327929999999998', '0.006253050000000001', '0.007245889999999997', '0.005728339999999999', '0.006450629999999997', '0.0045074699999999995', '0.004840099999999999', '0.005037469999999997', '0.0045339099999999995', '0.004779739999999999', '0.005883580000000002', '0.005167620000000001', '0.0057629800000000035', '0.0038878400000000013', '0.0043199100000000015', '0.0037970299999999994', '0.0031141800000000002', '0.00351792', '0.003717920000000001', '0.004618969999999999', '0.00449124', '0.00542531', '0.0048986', '0.004896440000000001', '0.005834960000000001', '0.005649830000000002', '0.0066716300000000004', '0.0050735799999999985', '0.00814969', '0.007378219999999996', '0.00460531', '0.004529130000000001', '0.0040088899999999985', '0.00416952', '0.0047218899999999986', '0.00251402', '0.005241880000000001', '0.004849810000000001', '0.00832924', '0.008798750000000004', '0.0030213099999999993', '0.0026050700000000006', '0.0027524500000000013', '0.0021022199999999993', '0.0016193999999999994', '0.00133917', '0.0016933900000000008', '0.0027244999999999995']
s15p8nbf1 = ['0.00283225', '0.0031854599999999998', '0.0028507499999999996', '0.0023097300000000003', '0.0040237400000000005', '0.00496727', '0.00716326', '0.006701079999999997', '0.004825770000000002', '0.00471135', '0.005032499999999998', '0.00390834', '0.003328660000000001', '0.007158519999999997', '0.005318970000000002', '0.007862470000000002', '0.006220870000000002', '0.005204040000000002', '0.008581819999999995', '0.006021409999999998', '0.006238660000000002', '0.006702200000000002', '0.006664110000000001', '0.004683520000000002', '0.006984340000000003', '0.005464979999999998', '0.005007060000000001', '0.0039153200000000025', '0.00532524', '0.004307650000000001', '0.0063598', '0.004151290000000001', '0.00499609', '0.006467059999999999', '0.0055775100000000025', '0.00399822', '0.0046585900000000015', '0.00482936', '0.006256040000000001', '0.005441929999999999', '0.006185040000000002', '0.00466941', '0.0072316499999999975', '0.0051570800000000005', '0.00917938', '0.008687399999999998', '0.01019743', '0.008812869999999999', '0.010305930000000001', '0.00800509', '0.006471060000000001', '0.00684998', '0.0040784099999999985', '0.004429290000000001', '0.0048627900000000005', '0.003536080000000001', '0.00394421', '0.004436269999999999', '0.005584549999999997', '0.005169469999999998', '0.0032558500000000007', '0.006542889999999999', '0.00300417', '0.0036879299999999986', '0.004353360000000001', '0.003552669999999999', '0.004698879999999999', '0.0042711599999999995', '0.004123220000000001', '0.0046949700000000014', '0.003926630000000001', '0.0039040000000000012', '0.00400367', '0.0038243799999999983', '0.002682619999999999', '0.0029890800000000007', '0.004119120000000002', '0.0027616399999999997', '0.0016818500000000004', '0.00286607', '0.003376619999999999', '0.006184370000000002', '0.00316076', '0.004710089999999999', '0.004183580000000001', '0.00502477', '0.007564730000000003', '0.00516395', '0.0041023599999999985', '0.0025688699999999996', '0.0032207500000000023', '0.002450879999999999', '0.001569830000000001', '0.00233728', '0.00136539', '0.00315905', '0.00201267', '0.0027136400000000007', '0.0033036599999999986', '0.0041083', '0.00383647', '0.00235239', '0.0038592700000000014', '0.00501936', '0.006164249999999999', '0.005237989999999997', '0.00412687', '0.007252919999999996', '0.00574589', '0.00614603', '0.006997620000000001', '0.007637659999999995', '0.006298470000000001', '0.00555535', '0.005462120000000003', '0.00458672', '0.0037201700000000005', '0.00233035', '0.0011996700000000001', '0.0022963999999999997', '0.0022422200000000005', '0.002966379999999999', '0.0023585099999999994', '0.003183740000000001', '0.00422096', '0.003337489999999999', '0.006477679999999998', '0.006802910000000003', '0.006635949999999998', '0.0051266600000000025', '0.006856279999999999', '0.004285190000000001', '0.0063324300000000035', '0.007026640000000001', '0.0063545300000000015', '0.003966340000000002', '0.00482101', '0.004329839999999999', '0.0034414099999999998', '0.005149950000000001', '0.004074980000000001', '0.0028650099999999986', '0.003585079999999999', '0.00554038', '0.005152159999999999', '0.0036886700000000007', '0.002626060000000001', '0.0031844399999999993', '0.0029861999999999988', '0.003780430000000001', '0.005666070000000002', '0.0035181299999999987', '0.005213010000000001', '0.004394669999999999', '0.00359495', '0.004042180000000001', '0.003349209999999999', '0.0020894599999999996', '0.0023272000000000006', '0.00481958', '0.0035334799999999994', '0.0030592899999999997', '0.0047918', '0.0036318500000000007', '0.005419960000000001', '0.004044440000000001', '0.00270095', '0.0031934600000000004', '0.0029615400000000004', '0.0053587700000000005', '0.003614409999999999', '0.00427022', '0.00430418', '0.00487845', '0.0045025299999999985', '0.004771670000000002', '0.00523395', '0.004230279999999999', '0.007108260000000001', '0.005412130000000002', '0.00482817', '0.006205729999999997', '0.005012899999999999', '0.0039891200000000005', '0.004604940000000001', '0.0015455100000000002', '0.0019158900000000002', '0.0019547600000000003', '0.0015074799999999998', '0.0018095200000000002', '0.00210028', '0.001827199999999999', '0.002978839999999999', '0.0032582600000000024', '0.004090279999999999', '0.0040438800000000006', '0.00399602', '0.0048908499999999995', '0.00330425', '0.0033172500000000003', '0.004994439999999999', '0.005445070000000001', '0.006010590000000005', '0.0060355899999999995', '0.00660503', '0.004625000000000001', '0.004946140000000002', '0.007674989999999998', '0.00462851', '0.004189640000000002', '0.0043603999999999995', '0.00435529', '0.0034635199999999994']
s15p8bf1 = ['0.00659047', '0.005826439999999997', '0.006917629999999999', '0.006925410000000001', '0.006118339999999999', '0.007029439999999997', '0.00623573', '0.00579832', '0.006121439999999997', '0.006969689999999995', '0.005921879999999998', '0.005860679999999998', '0.0054980099999999985', '0.005717570000000005', '0.00478193', '0.0036466100000000006', '0.004366470000000002', '0.004470330000000001', '0.00432018', '0.0058915400000000015', '0.00521516', '0.005429250000000002', '0.0077619199999999985', '0.007730560000000003', '0.004703770000000001', '0.0064547300000000005', '0.0053361', '0.008085089999999998', '0.00814379', '0.007005400000000003', '0.007703900000000001', '0.008501689999999996', '0.006171909999999994', '0.0070166399999999985', '0.004799330000000001', '0.005952970000000002', '0.00599746', '0.00788673', '0.00645091', '0.0047273800000000015', '0.0061353699999999985', '0.007413370000000003', '0.011310149999999998', '0.010034869999999996', '0.011238929999999998', '0.009841109999999998', '0.010301069999999997', '0.010693459999999995', '0.009464780000000006', '0.007859979999999997', '0.008243470000000001', '0.0076758100000000025', '0.0062612100000000006', '0.0058703800000000006', '0.0059384400000000006', '0.006732429999999999', '0.00682945', '0.006065379999999999', '0.00792424', '0.006974529999999998', '0.00818271', '0.007945680000000002', '0.009269520000000002', '0.009448650000000003', '0.007444150000000005', '0.006763680000000002', '0.006699319999999998', '0.006329769999999997', '0.0069359700000000005', '0.00618469', '0.00408988', '0.005707150000000001', '0.007076939999999999', '0.004582320000000002', '0.005699890000000001', '0.0053250200000000015', '0.005957619999999997', '0.006571509999999999', '0.006687379999999996', '0.00545177', '0.004868340000000001', '0.0053932899999999985', '0.005273959999999999', '0.004173019999999999', '0.0036906700000000005', '0.00516484', '0.006351360000000001', '0.007112090000000002', '0.00419669', '0.005671580000000001', '0.006529759999999999', '0.004667629999999997', '0.0061222099999999995', '0.005690480000000001', '0.006590350000000003', '0.005134870000000001', '0.0037733599999999995', '0.005853269999999999', '0.004656539999999998', '0.006200950000000002', '0.0037952', '0.0038894099999999994', '0.004976340000000003', '0.005454740000000001', '0.006655239999999998', '0.004352660000000001', '0.003978110000000001', '0.0050861299999999995', '0.00438119', '0.004102530000000001', '0.005178210000000002', '0.004689040000000002', '0.005186530000000002', '0.0042592900000000015', '0.00600057', '0.004523300000000001', '0.004828469999999999', '0.004250199999999998', '0.004401939999999999', '0.0033047700000000003', '0.004150460000000001', '0.00347498', '0.0041491', '0.0034107100000000017', '0.0049406100000000015', '0.003820370000000001', '0.00445693', '0.003770869999999999', '0.003822949999999999', '0.0034479000000000003', '0.0042984799999999995', '0.0027000100000000014', '0.004770229999999997', '0.00408859', '0.003540830000000001', '0.00431629', '0.0042577199999999996', '0.0035109300000000015', '0.004021610000000001', '0.0035345699999999995', '0.003668779999999999', '0.003973250000000003', '0.00411928', '0.003958009999999999', '0.004341789999999998', '0.003109779999999999', '0.006094880000000001', '0.004802659999999998', '0.0044282900000000005', '0.004841960000000001', '0.00391819', '0.0026524899999999987', '0.0050539899999999995', '0.004694529999999998', '0.0045230900000000004', '0.0027239399999999998', '0.00321886', '0.003267820000000001', '0.003764390000000002', '0.003880320000000001', '0.004674620000000001', '0.00478579', '0.004380799999999999', '0.0056881000000000015', '0.004774129999999998', '0.00419524', '0.00360606', '0.00413545', '0.004310140000000001', '0.003827930000000001', '0.00297688', '0.0039834899999999975', '0.002968680000000001', '0.003063610000000001', '0.0040155799999999995', '0.0038478200000000022', '0.0028402500000000003', '0.004965420000000001', '0.004855230000000001', '0.005229079999999998']
avg1 = sum([float(i) for i in single_5pub_4sub_nb])/len(single_5pub_4sub_nb)
avg2 = sum([float(i) for i in single_5pub_4sub_b])/len(single_5pub_4sub_b)
avg3 = sum([float(i) for i in s5p4nbf3])/len(s5p4nbf3)
avg4 = sum([float(i) for i in s5p4bf3])/len(s5p4bf3)
avg5 = sum([float(i) for i in s10p4nbf1])/len(s10p4nbf1)
avg6 = sum([float(i) for i in s10p4bf1])/len(s10p4bf1)
avg7 = sum([float(i) for i in s10p4nbf3])/len(s10p4nbf3)
avg8 = sum([float(i) for i in s10p4bf3])/len(s10p4bf3)
avg9 = sum([float(i) for i in s15p4nbf1])/len(s15p4nbf1)
avg10 = sum([float(i) for i in s15p4bf1])/len(s15p4bf1)
avg11 = sum([float(i) for i in s15p8nbf1])/len(s15p8nbf1)
avg12 = sum([float(i) for i in s15p8bf1])/len(s15p8bf1)
avgs = [0.002980809124999999, 0.003949528846153846, 0.0032986628915662648, 0.0040215003703703706]
print(avg1, avg2, avg3, avg4, avg5, avg6, avg7, avg8, avg9, avg10, avg11, avg12)