我有两个来自脚本的数组。下面给出了两个数组 -
x = array([ 0.35970013, 0.36476619, 0.36983225, 0.3748983 , 0.37996435,
0.38503039, 0.39009642, 0.39516245, 0.40022847, 0.40529448,
0.41036049, 0.4154265 , 0.42049249, 0.42555848, 0.43062447,
0.43569044, 0.44075641, 0.44582237, 0.45088833, 0.45595428,
0.46102022, 0.46608615, 0.47115208, 0.476218 , 0.48128391,
0.48634982, 0.49141572, 0.49648161, 0.50154749, 0.50661336,
0.51167923, 0.51674509, 0.52181094, 0.52687678, 0.53194261,
0.53700844, 0.54207425, 0.54714006, 0.55220586, 0.55727165,
0.56233744, 0.56740321, 0.57246897, 0.57753473, 0.58260048,
0.58766622, 0.59273194, 0.59779766, 0.60286337, 0.60792907,
0.61299477, 0.61806045, 0.62312612, 0.62819178, 0.63325743,
0.63832308, 0.64338871, 0.64845433, 0.65351995, 0.65858555,
0.66365114, 0.66871672, 0.67378229, 0.67884785, 0.6839134 ,
0.68897894, 0.69404447, 0.69910999, 0.7041755 , 0.70924099,
0.71430648, 0.71937195, 0.72443741, 0.72950287, 0.73456831,
0.73963373, 0.74469915, 0.74976456, 0.75482995, 0.75989533,
0.7649607 , 0.77002606, 0.77509141, 0.78015674, 0.78522206,
0.79028737, 0.79535267, 0.80041795, 0.80548322, 0.81054848,
0.81561373, 0.82067897, 0.82574419, 0.8308094 , 0.83587459,
0.84093977, 0.84600494, 0.8510701 , 0.85613524, 0.86120037,
0.86626549, 0.87133059, 0.87639568, 0.88146075, 0.88652582,
0.89159086, 0.8966559 , 0.90172092, 0.90678592, 0.91185092,
0.91691589, 0.92198086, 0.9270458 , 0.93211074, 0.93717566,
0.94224056, 0.94730545, 0.95237033, 0.95743519, 0.96250004,
0.96756487, 0.97262968, 0.97769448, 0.98275927, 0.98782404,
0.99288879, 0.99795353, 1.00301826, 1.00808296, 1.01314766,
1.01821233, 1.02327699, 1.02834164, 1.03340627, 1.03847088,
1.04353547, 1.04860005, 1.05366462, 1.05872916, 1.06379369,
1.06885821, 1.07392271, 1.07898719, 1.08405165, 1.0891161 ,
1.09418053, 1.09924494, 1.10430933, 1.10937371, 1.11443807,
1.11950242, 1.12456674, 1.12963105, 1.13469534, 1.13975962,
1.14482387, 1.14988811, 1.15495233, 1.16001653, 1.16508071,
1.17014488, 1.17520903, 1.18027315, 1.18533727, 1.19040136,
1.19546543, 1.20052949, 1.20559352, 1.21065754, 1.21572154,
1.22078552, 1.22584948, 1.23091342, 1.23597734, 1.24104124,
1.24610512, 1.25116899, 1.25623283, 1.26129666, 1.26636046,
1.27142425, 1.27648801, 1.28155176, 1.28661548, 1.29167919,
1.29674288, 1.30180654, 1.30687019, 1.31193381, 1.31699741,
1.322061 , 1.32712456, 1.3321881 , 1.33725162, 1.34231512,
1.3473786 , 1.35244206, 1.3575055 , 1.36256892, 1.36763231,
1.37269568, 1.37775904, 1.38282237, 1.38788568, 1.39294896,
1.39801223, 1.40307547, 1.4081387 , 1.4132019 , 1.41826508,
1.42332823, 1.42839137, 1.43345448, 1.43851757, 1.44358063,
1.44864368, 1.4537067 , 1.4587697 , 1.46383267, 1.46889563,
1.47395856, 1.47902147, 1.48408435, 1.48914721, 1.49421005,
1.49927286, 1.50433566, 1.50939842, 1.51446117, 1.51952389,
1.52458659, 1.52964926, 1.53471191, 1.53977454, 1.54483714,
1.54989971, 1.55496227, 1.5600248 , 1.5650873 , 1.57014978,
1.57521224, 1.58027467, 1.58533708, 1.59039946, 1.59546182,
1.60052415, 1.60558646, 1.61064874, 1.61571099, 1.62077323,
1.62583543, 1.63089761, 1.63595977, 1.6410219 , 1.64608401,
1.65114609, 1.65620814, 1.66127017, 1.66633217, 1.67139414,
1.67645609, 1.68151802, 1.68657992, 1.69164179, 1.69670363,
1.70176545, 1.70682724, 1.71188901, 1.71695074, 1.72201246,
1.72707414, 1.7321358 , 1.73719743, 1.74225903, 1.74732061,
1.75238216, 1.75744368, 1.76250518, 1.76756664, 1.77262808,
1.7776895 , 1.78275088, 1.78781224, 1.79287357, 1.79793487,
1.80299614, 1.80805738, 1.8131186 , 1.81817979, 1.82324095,
1.82830208, 1.83336318, 1.83842426, 1.8434853 , 1.84854632,
1.85360731, 1.85866827, 1.8637292 , 1.8687901 , 1.87385097,
1.87891182, 1.88397263, 1.88903341, 1.89409417, 1.89915489,
1.90421559, 1.90927626, 1.91433689, 1.9193975 , 1.92445808,
1.92951862, 1.93457914, 1.93963963, 1.94470008, 1.94976051,
1.9548209 , 1.95988127, 1.9649416 , 1.97000191, 1.97506218,
1.98012242, 1.98518264, 1.99024282, 1.99530297, 2.00036308,
2.00542317, 2.01048323, 2.01554325, 2.02060325, 2.02566321,
2.03072314, 2.03578304, 2.0408429 , 2.04590274, 2.05096254,
2.05602232, 2.06108205, 2.06614176, 2.07120144, 2.07626108,
2.08132069, 2.08638027, 2.09143981, 2.09649933, 2.10155881,
2.10661826, 2.11167767, 2.11673705, 2.1217964 , 2.12685572,
2.131915 , 2.13697425, 2.14203347, 2.14709265, 2.1521518 ,
2.15721091, 2.16227 , 2.16732905, 2.17238806, 2.17744704,
2.18250599, 2.1875649 , 2.19262378, 2.19768263, 2.20274144,
2.20780021, 2.21285896, 2.21791766, 2.22297634, 2.22803498,
2.23309358, 2.23815215, 2.24321068, 2.24826918, 2.25332765,
2.25838607, 2.26344447, 2.26850283, 2.27356115, 2.27861944,
2.28367769, 2.28873591, 2.29379409, 2.29885224, 2.30391035,
2.30896842, 2.31402646, 2.31908446, 2.32414242, 2.32920035,
2.33425825, 2.3393161 , 2.34437393, 2.34943171, 2.35448946,
2.35954717, 2.36460484, 2.36966248, 2.37472008, 2.37977764,
2.38483517, 2.38989266, 2.39495011, 2.40000753, 2.4050649 ,
2.41012224, 2.41517955, 2.42023681, 2.42529404, 2.43035123,
2.43540838, 2.44046549, 2.44552257, 2.45057961, 2.45563661,
2.46069357, 2.46575049, 2.47080738, 2.47586422, 2.48092103,
2.4859778 , 2.49103453, 2.49609122, 2.50114787, 2.50620449,
2.51126106, 2.5163176 , 2.52137409, 2.52643055, 2.53148697,
2.53654335, 2.54159969, 2.54665599, 2.55171225, 2.55676847,
2.56182465, 2.56688079, 2.57193689, 2.57699295, 2.58204897,
2.58710495, 2.59216089, 2.59721679, 2.60227265, 2.60732847,
2.61238425, 2.61743999, 2.62249568, 2.62755134, 2.63260695,
2.63766253, 2.64271806, 2.64777355, 2.65282901, 2.65788441,
2.66293978, 2.66799511, 2.6730504 , 2.67810564, 2.68316084,
2.688216 , 2.69327112, 2.6983262 , 2.70338123, 2.70843623,
2.71349118, 2.71854608, 2.72360095, 2.72865577, 2.73371056,
2.73876529, 2.74381999, 2.74887464, 2.75392925, 2.75898382,
2.76403835, 2.76909283, 2.77414727, 2.77920166, 2.78425602,
2.78931033, 2.79436459, 2.79941881, 2.80447299, 2.80952713,
2.81458122, 2.81963527, 2.82468927, 2.82974323, 2.83479715,
2.83985102, 2.84490485, 2.84995863, 2.85501237, 2.86006607,
2.86511972, 2.87017332, 2.87522688, 2.8802804 , 2.88533387,
2.8903873 , 2.89544068, 2.90049402, 2.90554731, 2.91060056,
2.91565376, 2.92070691, 2.92576002, 2.93081309, 2.93586611,
2.94091908, 2.94597201, 2.95102489, 2.95607773, 2.96113052,
2.96618327, 2.97123596, 2.97628862, 2.98134122, 2.98639378,
2.9914463 , 2.99649876, 3.00155118, 3.00660356, 3.01165588,
3.01670816, 3.0217604 , 3.02681258, 3.03186472, 3.03691681,
3.04196886, 3.04702086, 3.05207281, 3.05712471, 3.06217657,
3.06722837, 3.07228013, 3.07733185, 3.08238351, 3.08743513,
3.0924867 , 3.09753822, 3.10258969, 3.10764111, 3.11269249,
3.11774382, 3.1227951 , 3.12784633, 3.13289751, 3.13794864,
3.14299973, 3.14805076, 3.15310175, 3.15815269, 3.16320358,
3.16825442, 3.17330521, 3.17835595, 3.18340664, 3.18845728,
3.19350787, 3.19855842, 3.20360891, 3.20865936, 3.21370975,
3.21876009, 3.22381039, 3.22886063, 3.23391082, 3.23896097,
3.24401106, 3.2490611 , 3.2541111 , 3.25916104, 3.26421093,
3.26926077, 3.27431056, 3.2793603 , 3.28440999, 3.28945962,
3.29450921, 3.29955875, 3.30460823, 3.30965766, 3.31470704,
3.31975637, 3.32480565, 3.32985488, 3.33490405, 3.33995317,
3.34500224, 3.35005126, 3.35510023, 3.36014914, 3.36519801,
3.37024682, 3.37529558, 3.38034428, 3.38539293, 3.39044154,
3.39549008, 3.40053858, 3.40558702, 3.41063541, 3.41568375,
3.42073203, 3.42578026, 3.43082844, 3.43587656, 3.44092463,
3.44597265, 3.45102062, 3.45606853, 3.46111638, 3.46616419,
3.47121194, 3.47625963, 3.48130727, 3.48635486, 3.49140239,
3.49644987, 3.5014973 , 3.50654467, 3.51159198, 3.51663925,
3.52168645, 3.5267336 , 3.5317807 , 3.53682775, 3.54187473,
3.54692167, 3.55196854, 3.55701537, 3.56206213, 3.56710885,
3.5721555 , 3.57720211, 3.58224865, 3.58729514, 3.59234158,
3.59738796, 3.60243428, 3.60748055, 3.61252676, 3.61757292,
3.62261901, 3.62766506, 3.63271104, 3.63775698, 3.64280285,
3.64784867, 3.65289443, 3.65794013, 3.66298578, 3.66803137,
3.67307691, 3.67812238, 3.6831678 , 3.68821317, 3.69325847,
3.69830372, 3.70334891, 3.70839404, 3.71343912, 3.71848414,
3.7235291 , 3.728574 , 3.73361885, 3.73866364, 3.74370837,
3.74875304, 3.75379765, 3.75884221, 3.7638867 , 3.76893114,
3.77397552, 3.77901984, 3.78406411, 3.78910831, 3.79415246,
3.79919654, 3.80424057, 3.80928454, 3.81432845, 3.8193723 ,
3.82441609, 3.82945982, 3.8345035 , 3.83954711, 3.84459066,
3.84963416, 3.85467759, 3.85972097, 3.86476428, 3.86980754,
3.87485073, 3.87989387, 3.88493694, 3.88997996, 3.89502291,
3.90006581, 3.90510864, 3.91015141, 3.91519413, 3.92023678,
3.92527937, 3.9303219 , 3.93536437, 3.94040678, 3.94544912,
3.95049141, 3.95553364, 3.9605758 , 3.9656179 , 3.97065994,
3.97570192, 3.98074384, 3.9857857 , 3.99082749, 3.99586923,
4.0009109 , 4.0059525 , 4.01099405, 4.01603554, 4.02107696,
4.02611832, 4.03115962, 4.03620085, 4.04124203, 4.04628314,
4.05132418, 4.05636517, 4.06140609, 4.06644695, 4.07148775,
4.07652848, 4.08156915, 4.08660976, 4.0916503 , 4.09669078,
4.1017312 , 4.10677155, 4.11181184, 4.11685207, 4.12189223,
4.12693233, 4.13197236, 4.13701233, 4.14205224, 4.14709208,
4.15213186, 4.15717157, 4.16221122, 4.16725081, 4.17229033,
4.17732978, 4.18236917, 4.1874085 , 4.19244776, 4.19748696,
4.20252609, 4.20756516, 4.21260416, 4.2176431 , 4.22268197,
4.22772077, 4.23275952, 4.23779819, 4.2428368 , 4.24787534,
4.25291382, 4.25795223, 4.26299058, 4.26802886, 4.27306707,
4.27810522, 4.2831433 , 4.28818132, 4.29321927, 4.29825715,
4.30329497, 4.30833272, 4.3133704 , 4.31840802, 4.32344557,
4.32848305, 4.33352047, 4.33855782, 4.3435951 , 4.34863231,
4.35366946, 4.35870654, 4.36374355, 4.3687805 , 4.37381737,
4.37885418, 4.38389093, 4.3889276 , 4.39396421, 4.39900075,
4.40403722, 4.40907362, 4.41410995, 4.41914622, 4.42418242,
4.42921854, 4.43425461, 4.4392906 , 4.44432652, 4.44936238,
4.45439816, 4.45943388, 4.46446953, 4.4695051 , 4.47454061,
4.47957606, 4.48461143, 4.48964673, 4.49468196, 4.49971713,
4.50475222, 4.50978724, 4.5148222 , 4.51985708, 4.5248919 ,
4.52992664, 4.53496132, 4.53999592, 4.54503046, 4.55006492,
4.55509931, 4.56013364, 4.56516789, 4.57020207, 4.57523618,
4.58027023, 4.5853042 , 4.5903381 , 4.59537192, 4.60040568,
4.60543937, 4.61047298, 4.61550653, 4.62054 , 4.6255734 ,
4.63060673, 4.63563999, 4.64067318, 4.64570629, 4.65073934])
y = array([ 1235.125 , 1279. , 1226.42307692, 1243.38461538,
1231.88461538, 1212.26923077, 1246.77777778, 1265.66666667,
1233.07142857, 1212.89655172, 1222.28571429, 1230.78571429,
1218.53571429, 1250. , 1270.86666667, 1240.7 ,
1232.53333333, 1237.06666667, 1280.16129032, 1284.84848485,
1259.71875 , 1260.21875 , 1254.93939394, 1292.90625 ,
1320.87878788, 1338.94117647, 1359.91176471, 1401.61764706,
1473.55882353, 1609.79411765, 1867.97142857, 2350.55555556,
2672.69444444, 2859.51351351, 3121.08333333, 3142.51351351,
3167. , 3371.28947368, 3591.10526316, 3850.71052632,
4146.84210526, 4479.94871795, 4849.325 , 5370.425 ,
5960.4 , 6383.4 , 6526.525 , 6826.53658537,
7286.1627907 , 6057.73809524, 4495.4047619 , 3057.51162791,
2650.34883721, 2122.31818182, 1865.72727273, 1697.47727273,
1619.68181818, 1532.79545455, 1550.17777778, 1482.15217391,
1443.97826087, 1402.52173913, 1381.7173913 , 1345.41304348,
1348.95744681, 1362.68085106, 1319.8125 , 1326.8 ,
1285.39583333, 1271.12244898, 1295.06122449, 1279.44897959,
1253.98 , 1241.08 , 1224.78 , 1206.6 ,
1245.33333333, 1219.61538462, 1205.53846154, 1213.73584906,
1176.86538462, 1175.74074074, 1190.58490566, 1167.31481481,
1145.6 , 1144.48148148, 1133.14814815, 1151.78181818,
1143.90909091, 1125.30357143, 1113.05357143, 1124.07017544,
1102.875 , 1106.07017544, 1081.3220339 , 1093.01724138,
1086.96551724, 1084.46551724, 1070.43103448, 1086.33333333,
1074.6 , 1064.23333333, 1061.2295082 , 1067.88333333,
1081.77419355, 1076.95081967, 1058.85483871, 1058.77777778,
1066.12903226, 1058.22580645, 1076.82539683, 1076.921875 ,
1070.75 , 1071.15625 , 1082.765625 , 1089.28125 ,
1103.29230769, 1098.10606061, 1131.60294118, 1131.10606061,
1134.25373134, 1179.25373134, 1197.94117647, 1211.63235294,
1239.52941176, 1279.39705882, 1333.76470588, 1394.72058824,
1485.38571429, 1597.81428571, 1772.87323944, 1990.07142857,
2297.14084507, 2739.32857143, 3701.05555556, 5263.45833333,
7445.34722222, 9988.61111111, 12308.80821918, 14355.02702703,
16645.01369863, 18399.08108108, 20258.56578947, 22983.22972973,
26834.24324324, 31780.61333333, 37120.09090909, 43428.60526316,
47800.81578947, 49052.61038961, 52014.39473684, 56239.26923077,
51390.08974359, 40128.32051282, 25536.18987342, 15170.30769231,
10301.01265823, 6747.6835443 , 4820.75308642, 3776.2625 ,
3125.5 , 2713. , 2433.37037037, 2166.93975904,
2024.03571429, 1839.37804878, 1711.27710843, 1640.62195122,
1578.01204819, 1514.45238095, 1448.39285714, 1390.6547619 ,
1351.6547619 , 1324.17647059, 1285.95294118, 1255.18604651,
1246.51136364, 1195.45348837, 1163.70930233, 1149.65909091,
1115.42222222, 1095.30681818, 1076.60227273, 1055.93181818,
1033.80681818, 1017.75555556, 996.35555556, 983.48888889,
962.28888889, 944.23076923, 930.14285714, 912.24175824,
892.25531915, 875.55434783, 868.31521739, 846.58695652,
836.47311828, 824.6344086 , 814.75531915, 813.41489362,
799.88421053, 726.39588198, 713.8469267 , 703.04992072,
691.98457674, 680.10919913, 673.6326038 , 666.42559083,
659.16221837, 661.85486338, 653.15733337, 645.55865728,
648.8569043 , 641.87927682, 648.47109253, 645.49435181,
636.09032841, 656.00820221, 661.94923401, 674.25558834,
685.32096893, 693.38880767, 711.46529833, 733.47792831,
751.31502664, 777.92629564, 818.99787176, 890.85957613,
954.53641627, 1096.29125105, 1203.90469099, 1309.64514509,
1438.80368812, 1628.98611365, 1863.78800302, 2181.8515625 ,
2658.4014402 , 3359.96094663, 4368.18610749, 5403.19278598,
6303.16474971, 7222.71911169, 8050.91538267, 8703.3873402 ,
9446.67687218, 10525.85152699, 11531.13483665, 12512.6875 ,
14126.15315315, 14916.11504425, 15388.52678571, 14986.30088496,
13977.69911504, 12017.03571429, 9857.92035398, 7075.38596491,
4684.64035088, 3138.87826087, 2247.16666667, 1746.45217391,
1395.4122807 , 1247.01694915, 1060.04273504, 978.88034188,
907.17948718, 868.41025641, 843.41025641, 810.25423729,
792.52542373, 774.05932203, 758.88983051, 748.16101695,
741.33613445, 722.66942149, 721.47540984, 704.36363636,
700.63333333, 682.10655738, 679.54918033, 668.86065574,
658.8699187 , 651.26229508, 639.87704918, 630.736 ,
624.6 , 622.04032258, 616.74193548, 618.02380952,
619.21774194, 622.53174603, 626.61417323, 633.69047619,
640.07086614, 657.88095238, 671.69047619, 692.07874016,
714.29457364, 745.046875 , 782.8984375 , 823.52307692,
875.48837209, 940.13740458, 1019.7480916 , 1118.71538462,
1243.89312977, 1480.76515152, 1660.48091603, 1695.22727273,
1846.6641791 , 2087.43939394, 2386.59398496, 2577.81203008,
2857.45112782, 3624.42537313, 3940.57462687, 4091.42222222,
4647.88059701, 5379.68382353, 6455.26277372, 8253.20588235,
8841.60294118, 8340.16666667, 7807.29927007, 7560.83333333,
6567.56115108, 4923.86956522, 2556.96376812, 1537.65942029,
1235.5 , 1102.69064748, 1031.68345324, 978.17730496,
961.39285714, 963.1048951 , 985.18571429, 1050.04964539,
1203.77777778, 1395.11888112, 1681.47916667, 2046.16197183,
2441.22535211, 2926.66666667, 3267.68275862, 3292.49655172,
3821.75694444, 4163.2137931 , 4583.14383562, 5125.49315068,
5615.02739726, 5812.05442177, 5754.93835616, 5446.11643836,
5050.37414966, 4514.35135135, 3932.95302013, 3077.58108108,
2323.08108108, 1760.21192053, 1332.33333333, 1056.38815789,
872.26490066, 759.80666667, 681.78289474, 619.74834437,
582.33774834, 547.39473684, 518.51315789, 502.19078947,
481.92156863, 470.70779221, 459.84415584, 446.56410256,
438.44230769, 431.72727273, 424.01935484, 421.17197452,
414.59615385, 413.41025641, 405.68589744, 404.17834395,
402.03205128, 397.62658228, 396.2721519 , 391.47169811,
389.9245283 , 384.48734177, 385.375 , 382.38509317,
379.05555556, 376.93125 , 379.30434783, 373.94375 ,
373.88888889, 372.2962963 , 366.63190184, 368.59259259,
367.19018405, 364.91411043, 368.43558282, 364.34146341,
361.01219512, 361.51515152, 360.28313253, 361.78658537,
361.47272727, 359.98809524, 357.23668639, 354.78313253,
355.66666667, 356.54491018, 356.56886228, 357.388738 ,
355.24436351, 354.40135906, 353.66823396, 352.09695108,
351.51668935, 351.08681448, 352.57701235, 353.66455006,
349.3038687 , 350.86788447, 348.06043292, 349.94521442,
347.63506569, 346.30903555, 348.14707308, 347.57515717,
351.41311084, 348.30222355, 348.99481062, 350.67152379,
347.70514143, 350.62315351, 351.39704145, 352.3644189 ,
355.43859725, 362.61229607, 367.29164684, 370.6738583 ,
373.11415854, 378.01654477, 382.76888578, 388.13758147,
391.55278535, 392.5140042 , 395.12058001, 397.95043996,
399.14833696, 396.52425422, 392.97060336, 384.73643879,
377.236749 , 365.52103806, 353.71274354, 341.00996407,
335.20592981, 330.47475704, 327.5923913 , 326.69189189,
321.7027027 , 323.96236559, 322.39459459, 320.91397849,
322.49197861, 324.22580645, 321.40425532, 320.1657754 ,
323.59259259, 320.90526316, 320.94708995, 320.71428571,
321.20744681, 321.85416667, 318.17460317, 319.84736842,
318.93684211, 316.66842105, 318.84895833, 319.2617801 ,
321.07253886, 318.37113402, 317.36787565, 317.58031088,
317.86010363, 319.58461538, 316.44845361, 319.19387755,
319.42564103, 322.29381443, 320.34693878, 318.7755102 ,
315.60606061, 316.89340102, 317.94416244, 316.56122449,
316.5959596 , 317.2979798 , 317. , 314.53 ,
320.66834171, 318. , 317.01492537, 316.04926108,
316.71641791, 315.485 , 318.51741294, 318.92537313,
316.39303483, 319.6039604 , 317.45049505, 318.7970297 ,
318.96551724, 319.46305419, 322.24271845, 322.31707317,
326.78846154, 324.7254902 , 323.17073171, 333.76442308,
341.42995169, 358.11111111, 370.5776699 , 387.68599034,
401.94174757, 414. , 430.48803828, 435.21052632,
427.17061611, 443.53588517, 469.05263158, 472.78571429,
459.26066351, 455.56398104, 456.43127962, 459.0047619 ,
462.12380952, 476.79245283, 502.09859155, 545.91588785,
602.42990654, 661.64485981, 715.20560748, 769.06976744,
815. , 863.53240741, 904.49302326, 956.31775701,
988.21860465, 987.06451613, 968.70833333, 934.77625571,
871.22222222, 793.8440367 , 725.11415525, 641.88073394,
562.09090909, 498.11415525, 455.25570776, 422.22727273,
395.456621 , 377.14545455, 363.16216216, 351.17488789,
342.92272727, 337.87946429, 331.31390135, 329.61711712,
325.2690583 , 323.29464286, 318.5470852 , 317.13839286,
316.0619469 , 314.24107143, 314.29777778, 313.92857143,
311.39380531, 312.61504425, 309.71491228, 308.94273128,
308.34070796, 308.39647577, 309.13656388, 305.80869565,
307.31441048, 308.42358079, 309.45021645, 306.67982456,
307.30434783, 305.81304348, 308.375 , 307.74568966,
308.17748918, 306.94347826, 309.05172414, 309.46753247,
311.35470085, 310.44206009, 311.32905983, 312.50854701,
310.25957447, 311.94092827, 312.2893617 , 313.85470085,
314.15677966, 312.18723404, 312.31914894, 314.88559322,
313.91139241, 313.1440678 , 312.65546218, 314.59414226,
312.62869198, 315.27385892, 313.11618257, 313.21848739,
311.78333333, 315.15 , 314.9125 , 313.93333333,
315.56666667, 310.85833333, 314.95454545, 304.45901639,
315.37084999, 315.96143404, 316.7021944 , 318.50014328,
319.95321505, 322.50028579, 323.87105554, 324.15103237,
327.74601758, 334.20550962, 339.27812176, 348.02340083,
358.41264695, 375.11453321, 397.47052334, 424.41021431,
455.92610187, 486.79992737, 516.14219059, 543.36431231,
569.13242656, 594.38432404, 614.36852574, 630.20933358,
641.99241487, 644.60920454, 635.55871716, 594.48700851,
585.04244486, 555.02574357, 520.70931512, 481.38397844,
449.48096018, 421.1867297 , 397.98770009, 380.57327294,
368.66721086, 357.72837258, 350.69768042, 347.84715247,
343.38971007, 343.59681541, 342.86784685, 339.71095223,
344.41369021, 344.9653407 , 348.93129771, 354.39382239,
360.92664093, 368.03846154, 377.82239382, 389.13740458,
401.83908046, 422.16153846, 438.65648855, 443.20769231,
446.5210728 , 467.62121212, 502.19847328, 523.64638783,
548.12781955, 585.51526718, 600.7518797 , 602.21969697,
658.50566038, 739.70943396, 827.08679245, 782.89015152,
678.06766917, 623.33458647, 555.67790262, 456.20074349,
399.38059701, 355.60299625, 331.23333333, 321.27941176,
315.21268657, 313.76492537, 312.79925651, 308.48708487,
308.35555556, 305.49259259, 302.47426471, 304.97785978,
302.01107011, 301.36764706, 297.55797101, 299.68978102,
297.79487179, 298.72893773, 299.28832117, 296.36727273,
298.44727273, 299.51824818, 298.49635036, 298.2173913 ,
299.08727273, 300.06545455, 299.39928058, 301.36785714,
300.82310469, 299.38129496, 299.74910394, 300.24548736,
302.84587814, 304.41577061, 305.82733813, 306.38434164,
306.67625899, 311.67730496, 315.25886525, 321.82978723,
329.70714286, 340.27402135, 354.68439716, 370.36491228,
391.04240283, 408.6819788 , 428.64084507, 441.25704225,
456.8415493 , 469.90526316, 482.45296167, 490.74736842,
494.48070175, 497.74385965, 493.03508772, 478.18466899,
462.22569444, 448.04895105, 422.16955017, 401.84083045,
379.0790378 , 359.21799308, 342.94827586, 331.20819113,
321.03472222, 314.32989691, 309.52758621, 306.03092784,
300.93793103, 297.79037801, 294.71821306, 291.34246575,
282.16271186, 278.19795222, 274.65306122, 273.87414966,
271.00677966, 269.77210884, 267.56610169, 266.71283784,
264.18707483, 263.3707483 , 266.49491525, 267.66666667,
269.97674419, 268.77027027, 268.09731544, 268.41471572,
269.62541806, 270.00333333, 270.56856187, 268.39666667,
268.23745819, 268.73 , 270.6722408 , 268.10631229,
270.6986755 , 268.71523179, 267.91089109, 268.08278146,
269.78877888, 269.01315789, 266.45364238, 267.1986755 ,
268.12171053, 268.13907285, 269.45874587, 272.16393443,
273.61237785, 273.85294118, 274.41558442, 276.77124183,
279.15533981, 282.10032362, 284.02922078, 286.44771242,
285.5487013 , 285.04220779, 287.81493506, 287.34415584,
288.61165049, 291.19417476, 291.84565916, 293.24437299,
293.66237942, 293.42307692, 297.39871383, 296.93910256,
300.13694268, 302.68589744, 304.4778481 , 308.38977636,
316.17142857, 318.31948882, 324.2133758 , 335.13607595,
348.27707006, 363.88924051, 383.17515924, 394.2943038 ,
419.5015873 , 453.50314465, 499.46540881, 551.90851735,
613.18181818, 679.85534591, 733.91900312, 786.64596273,
846.70846395, 876.10031348, 803.84012539, 668.19375 ,
499.56386293, 190.10280374])
但是,我还计算了每个峰值的峰值位置,它们也由两个数组给出-
a =array([[ 0.39516245, 0.60286337, 1.12456674, 1.62583543, 1.98012242,
2.12685572, 2.62755134, 3.13289751, 3.64280285, 3.84963416,
4.14709208]])
b=array([[ 1265.66666667, 7286.1627907 , 56239.26923077, 15388.52678571,
8841.60294118, 5812.05442177, 399.14833696, 988.21860465,
644.60920454, 827.08679245, 497.74385965]])
现在我可以使用几行命令简单地将标记放在每个峰的顶部 -
import numpy as np
import matplotlib.pyplot as plt
fig = plt.figure()
ax = fig.add_subplot(111)
ax.plot(x,y)
ax.plot(a, b,'D')
fig.show()
但我也计算了每个峰值位置应该从某个公式显示的值。那就是以下数组-
peak_position_value = array([[ 15.90025912, 10.42223758, 5.58720534, 3.86458874,
3.17312972, 2.95421323, 2.39127023, 2.00555086,
1.72482167, 1.63215128, 1.51508218]])
所以我想要的实际上是将这个 peak_position_values 放在每个峰的顶部而不是菱形标记上。如果我使用注释,那么为所有峰值做会很累。有没有更简单的方法呢?