{ "cells": [ { "cell_type": "code", "execution_count": 2, "id": "dfb37080", "metadata": {}, "outputs": [ { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import pandas as pd\n", "import datetime\n", "import numpy as np\n", "\n", "import CoreTraidMath \n", "import CoreDraw\n", "from tqdm import tqdm\n", "\n", "from indicators_v2 import *" ] }, { "cell_type": "code", "execution_count": 3, "id": "265d1ce0", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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dateopenclosehighlow
02020-09-01 03:00:00+03:001.193701.193881.193911.19368
12020-09-01 03:00:05+03:001.193871.193881.193911.19383
22020-09-01 03:00:10+03:001.193871.193841.193891.19382
32020-09-01 03:00:15+03:001.193841.193841.193861.19382
42020-09-01 03:00:20+03:001.193871.193901.193911.19383
..................
999952020-09-06 21:52:55+03:001.183821.183821.183931.18371
999962020-09-06 21:53:00+03:001.183821.183821.183931.18371
999972020-09-06 21:53:05+03:001.183821.183821.183931.18371
999982020-09-06 21:53:10+03:001.183821.183821.183931.18371
999992020-09-06 21:53:15+03:001.183821.183821.183931.18371
\n", "

100000 rows × 5 columns

\n", "
" ], "text/plain": [ " date open close high low\n", "0 2020-09-01 03:00:00+03:00 1.19370 1.19388 1.19391 1.19368\n", "1 2020-09-01 03:00:05+03:00 1.19387 1.19388 1.19391 1.19383\n", "2 2020-09-01 03:00:10+03:00 1.19387 1.19384 1.19389 1.19382\n", "3 2020-09-01 03:00:15+03:00 1.19384 1.19384 1.19386 1.19382\n", "4 2020-09-01 03:00:20+03:00 1.19387 1.19390 1.19391 1.19383\n", "... ... ... ... ... ...\n", "99995 2020-09-06 21:52:55+03:00 1.18382 1.18382 1.18393 1.18371\n", "99996 2020-09-06 21:53:00+03:00 1.18382 1.18382 1.18393 1.18371\n", "99997 2020-09-06 21:53:05+03:00 1.18382 1.18382 1.18393 1.18371\n", "99998 2020-09-06 21:53:10+03:00 1.18382 1.18382 1.18393 1.18371\n", "99999 2020-09-06 21:53:15+03:00 1.18382 1.18382 1.18393 1.18371\n", "\n", "[100000 rows x 5 columns]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_candle = pd.read_csv(r\"../data/EURUSD_price_candlestick.csv\")\n", "df_candle.rename(columns={'timestamp': 'date'}, inplace=True)\n", "df_candle" ] }, { "cell_type": "code", "execution_count": 4, "id": "106084af", "metadata": {}, "outputs": [], "source": [ "\n", "\n", "class coreSignalTrande:\n", " \n", " def __init__(self, name: str, req: dict, dataType: str):\n", " self.name = name\n", " self.agrigateInds = self.createIndicatorsInstance(req)\n", " self.params = req['params']\n", " self.dataType = dataType\n", " \n", " \n", " def createIndicatorsInstance(self,req: dict) -> dict:\n", " return indicatorsAgrigator(req['indicators'])\n", " \n", " def getIndAns(self, dataDict: dict) -> dict:\n", " return self.agrigateInds.getAns(dataDict)\n", " \n", " def getAns(self, data: pd.DataFrame(), indDataDict: dict) -> dict:\n", " return self.getSigAns(data, self.getIndAns(indDataDict)) \n", " \n", " \n", " \n", "class sig_BB(coreSignalTrande):\n", " \"\"\"\n", " ind keys:\n", " ind_BB\n", " \"\"\"\n", " \n", " def __init__(self, name: str, req:dict):\n", " super().__init__(name, req, 'ochl')\n", " \n", " def getSigAns(self, data: pd.DataFrame(), indAnsDict: dict) -> dict:\n", "\n", " lastValue = data[self.params['source']].to_list()[-1]\n", " if lastValue>indAnsDict['ind_BB']['pSTD'][-1]:\n", " ans='down'\n", " elif lastValue dict:\n", " ans = {}\n", " for i in siganlsDict.keys():\n", " ans[i]=siganlsDict[i]['className'](name = i, req = siganlsDict[i])\n", " return ans\n", " \n", " def getAns(self, dataDict: dict) -> dict:\n", " ans = {}\n", " for i in dataDict.keys():\n", " ans[i] = self.signals[i].getAns(data = dataDict[i]['signalData'], \n", " indDataDict = dataDict[i]['indicatorData'])\n", " return ans" ] }, { "cell_type": "code", "execution_count": null, "id": "ee0e2f56", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 6, "id": "6745c4d6", "metadata": {}, "outputs": [], "source": [ "sigreq= {\n", " 'params':{'source':'close','target':'close'},\n", " 'indicators':{\n", " 'ind_BB':{\n", " 'className':ind_BB,\n", " 'params':{'MeanType':'SMA','window':15,'valueType':'close','kDev':2.5}\n", " } \n", " }\n", " }\n", " \n", "indReqDict ={'ind_BB':df_candle[:1000]}\n" ] }, { "cell_type": "code", "execution_count": 7, "id": "1d8f2196", "metadata": {}, "outputs": [], "source": [ "sigAgrReq = {\n", " 'sig_BB':{\n", " 'className':sig_BB,\n", " 'params':{'source':'close','target':'close'},\n", " 'indicators':{\n", " 'ind_BB':{\n", " 'className':ind_BB,\n", " 'params':{'MeanType':'SMA','window':15,'valueType':'close','kDev':2.5}\n", " } \n", " }\n", " },\n", " 'sig_BB_2':{\n", " 'className':sig_BB,\n", " 'params':{'source':'close','target':'close'},\n", " 'indicators':{\n", " 'ind_BB':{\n", " 'className':ind_BB,\n", " 'params':{'MeanType':'SMA','window':30,'valueType':'close','kDev':2}\n", " } \n", " }\n", " }\n", "}\n", "\n", "sigAgrData = {\n", " 'sig_BB':{\n", " 'signalData': df_candle[990:1000],\n", " 'indicatorData' :{'ind_BB': df_candle[:1000]}\n", " },\n", " 'sig_BB_2':{\n", " 'signalData': df_candle[990:1000],\n", " 'indicatorData' :{'ind_BB': df_candle[:1000]}\n", " } \n", "}" ] }, { "cell_type": "code", "execution_count": null, "id": "f82c9324", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 8, "id": "7567255c", "metadata": {}, "outputs": [], "source": [ "ttt=signalsAgrigator(sigAgrReq)" ] }, { "cell_type": "code", "execution_count": 9, "id": "5d69ce12", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'signals': {'sig_BB': <__main__.sig_BB at 0x7f1f4823e8d0>,\n", " 'sig_BB_2': <__main__.sig_BB at 0x7f1f56191250>}}" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ttt.__dict__" ] }, { "cell_type": "code", "execution_count": 10, "id": "dd813d28", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'name': 'sig_BB',\n", " 'agrigateInds': ,\n", " 'params': {'source': 'close', 'target': 'close'},\n", " 'dataType': 'ochl'}" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ttt.signals['sig_BB'].__dict__" ] }, { "cell_type": "code", "execution_count": 11, "id": "ab47f4e8", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'sig_BB': 'none', 'sig_BB_2': 'down'}" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ttt.getAns(sigAgrData)" ] }, { "cell_type": "code", "execution_count": null, "id": "10908266", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "id": "426c128f", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 12, "id": "2074d1d2", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "'ttt'" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "list({'ttt':2}.keys())[0]" ] }, { "cell_type": "code", "execution_count": 13, "id": "b66743c1", "metadata": {}, "outputs": [], "source": [ "test = sig_BB('sig_BB', sigreq)" ] }, { "cell_type": "code", "execution_count": 14, "id": "ce3cb424", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'name': 'sig_BB',\n", " 'agrigateInds': ,\n", " 'params': {'source': 'close', 'target': 'close'},\n", " 'dataType': 'ochl'}" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "test.__dict__" ] }, { "cell_type": "code", "execution_count": null, "id": "5e3a9b34", "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 15, "id": "126edf52", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'indDict': {'ind_BB': {'className': indicators_v2.ind_BB,\n", " 'params': {'MeanType': 'SMA',\n", " 'window': 15,\n", " 'valueType': 'close',\n", " 'kDev': 2.5}}},\n", " 'indInst': {'ind_BB': },\n", " 'ans': {}}" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "test.agrigateInds.__dict__" ] }, { "cell_type": "code", "execution_count": 16, "id": "f1a1a154", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'ind_BB': {'BB': array([1.19389133, 1.19388733, 1.193884 , 1.193884 , 1.193884 ,\n", " 1.19388 , 1.19387733, 1.19387467, 1.193872 , 1.19387133,\n", " 1.19387933, 1.19389 , 1.193904 , 1.193914 , 1.193922 ,\n", " 1.19393667, 1.19395933, 1.193982 , 1.19401067, 1.19403533,\n", " 1.194058 , 1.19408267, 1.194108 , 1.19412933, 1.19414467,\n", " 1.19415133, 1.19415333, 1.194156 , 1.194158 , 1.19415467,\n", " 1.19414933, 1.194144 , 1.19413933, 1.19413533, 1.19413667,\n", " 1.19414 , 1.19414333, 1.19414733, 1.19415533, 1.19416733,\n", " 1.194182 , 1.19419533, 1.19420667, 1.19422067, 1.19424067,\n", " 1.19425933, 1.19427733, 1.194292 , 1.19429933, 1.19430533,\n", " 1.19431867, 1.19432867, 1.19433533, 1.194344 , 1.19435333,\n", " 1.194358 , 1.194364 , 1.19437067, 1.19437933, 1.194382 ,\n", " 1.19438533, 1.19438867, 1.194392 , 1.194396 , 1.1944 ,\n", " 1.19439667, 1.194394 , 1.19438867, 1.19438267, 1.19438 ,\n", " 1.19438333, 1.194386 , 1.194386 , 1.19438467, 1.19438133,\n", " 1.19438 , 1.19438 , 1.194382 , 1.19438533, 1.194388 ,\n", " 1.19439067, 1.194394 , 1.194406 , 1.19441933, 1.19442867,\n", " 1.19443467, 1.19444133, 1.19444667, 1.19445467, 1.19446333,\n", " 1.19447267, 1.19448067, 1.19448733, 1.19449333, 1.1945 ,\n", " 1.19450667, 1.19451867, 1.19452533, 1.194532 , 1.19453867,\n", " 1.19454867, 1.194562 , 1.19457467, 1.19457867, 1.19458 ,\n", " 1.19458 , 1.19458 , 1.19458133, 1.194578 , 1.194582 ,\n", " 1.19458867, 1.19458933, 1.19459533, 1.19459267, 1.194586 ,\n", " 1.194576 , 1.19456267, 1.194552 , 1.194542 , 1.19454333,\n", " 1.19454733, 1.19455533, 1.19456333, 1.194574 , 1.19457733,\n", " 1.194578 , 1.19457667, 1.19457467, 1.194578 , 1.19458933,\n", " 1.1946 , 1.19460667, 1.194614 , 1.19462733, 1.19463133,\n", " 1.19463267, 1.19462867, 1.194622 , 1.194612 , 1.194602 ,\n", " 1.19459867, 1.19459733, 1.194596 , 1.194596 , 1.19459267,\n", " 1.19459 , 1.19459133, 1.194594 , 1.19459667, 1.19459533,\n", " 1.19459733, 1.1946 , 1.19460267, 1.19460867, 1.19460867,\n", " 1.19460333, 1.1946 , 1.194594 , 1.19459333, 1.19459933,\n", " 1.19460533, 1.194612 , 1.194618 , 1.194624 , 1.194636 ,\n", " 1.19464333, 1.19465 , 1.19465667, 1.194664 , 1.19468667,\n", " 1.19470733, 1.19472333, 1.194736 , 1.19474133, 1.19473867,\n", " 1.19473533, 1.19473133, 1.19472467, 1.194718 , 1.19471533,\n", " 1.194714 , 1.19471133, 1.19471 , 1.19470867, 1.19469933,\n", " 1.19468867, 1.19467867, 1.19467333, 1.194672 , 1.194674 ,\n", " 1.19467667, 1.194678 , 1.194682 , 1.194686 , 1.194686 ,\n", " 1.19468267, 1.19468 , 1.19467867, 1.19467933, 1.194678 ,\n", " 1.19467667, 1.19467667, 1.19467533, 1.19467067, 1.19466333,\n", " 1.194654 , 1.194646 , 1.194638 , 1.19463133, 1.19462533,\n", " 1.19462267, 1.19462133, 1.19462 , 1.19461667, 1.194614 ,\n", " 1.194614 , 1.19461533, 1.19461667, 1.19461867, 1.19462067,\n", " 1.19462467, 1.19462867, 1.19463133, 1.19463533, 1.19463867,\n", " 1.194642 , 1.194646 , 1.194652 , 1.19466 , 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1.19397933,\n", " 1.19398333, 1.19398733, 1.19399733, 1.194008 , 1.19402133,\n", " 1.19403467, 1.19403667, 1.19404333, 1.194054 , 1.194066 ,\n", " 1.19407933, 1.194092 , 1.19410733, 1.19412 , 1.194132 ,\n", " 1.19414533, 1.19415867, 1.194166 , 1.19417267, 1.19417667,\n", " 1.19418 , 1.19418533, 1.19418867, 1.194188 , 1.194186 ,\n", " 1.19418533, 1.19418533, 1.194186 , 1.194186 , 1.194186 ,\n", " 1.19418733, 1.19418867, 1.19419 , 1.19419133, 1.19419267,\n", " 1.19419533, 1.19419733, 1.19420733, 1.19421733, 1.19422733,\n", " 1.19423467, 1.194242 , 1.19424667, 1.19425467, 1.19426267,\n", " 1.19427133, 1.19428 , 1.19428667, 1.19429 , 1.194294 ,\n", " 1.19429467, 1.19429533, 1.19428867, 1.194282 , 1.194272 ,\n", " 1.194262 , 1.19425267, 1.19424467, 1.194234 , 1.19422133,\n", " 1.19420667, 1.19419267, 1.19417733, 1.194166 , 1.194154 ,\n", " 1.19414467, 1.194138 , 1.194132 , 1.19412533, 1.19412 ,\n", " 1.19411667, 1.19411267, 1.19411 , 1.19410733, 1.19410067,\n", " 1.19409467, 1.194088 , 1.19408467, 1.19408067, 1.19407067,\n", " 1.19406333, 1.19405333, 1.19403667, 1.194016 , 1.19399933,\n", " 1.19398067, 1.193964 , 1.19394533, 1.19392533, 1.19390133,\n", " 1.19388333, 1.19386533, 1.19384733, 1.19382467, 1.193808 ,\n", " 1.193792 , 1.19377267, 1.19375667, 1.193748 , 1.19373933,\n", " 1.19373133, 1.193724 , 1.193724 , 1.19372733, 1.193742 ,\n", " 1.19375467, 1.19377067, 1.193784 , 1.19380133, 1.193814 ,\n", " 1.193824 , 1.19383667, 1.19385133, 1.19386467, 1.193876 ,\n", " 1.193886 , 1.19389267, 1.193894 , 1.193894 , 1.193896 ,\n", " 1.19389467, 1.19389467, 1.19389933, 1.193906 , 1.193916 ,\n", " 1.19392533, 1.19393667, 1.19395267, 1.19396933, 1.19398133,\n", " 1.19399133, 1.194002 , 1.19401267, 1.19402267, 1.194028 ,\n", " 1.19403067, 1.19403 , 1.19402867, 1.194026 , 1.19402333,\n", " 1.19402067, 1.19401667, 1.194006 , 1.19399333, 1.19398533,\n", " 1.193984 , 1.19398267, 1.19398133, 1.19398 , 1.193982 ,\n", " 1.193986 , 1.193984 , 1.19398267, 1.19398133, 1.19398133,\n", " 1.19398533, 1.19399467, 1.194008 , 1.19401867, 1.19402933,\n", " 1.194036 , 1.19404267, 1.19405133, 1.19406067, 1.19406733,\n", " 1.19407467, 1.194088 , 1.19410133, 1.19412067, 1.19414267,\n", " 1.19415933, 1.19417 , 1.19418933, 1.19421067, 1.19423067,\n", " 1.19425133, 1.19427267, 1.19429533, 1.194318 , 1.19434667,\n", " 1.194376 , 1.194402 , 1.19442733, 1.19444733, 1.194462 ,\n", " 1.19447933, 1.194496 , 1.19450267, 1.194506 , 1.194512 ,\n", " 1.19451533, 1.19452 , 1.19452333, 1.19453 , 1.194538 ,\n", " 1.19454533, 1.19456133, 1.19457467, 1.19458533, 1.194596 ,\n", " 1.19460533, 1.19461667, 1.19462667, 1.19464067, 1.19465333,\n", " 1.194668 , 1.194684 , 1.19470133, 1.194714 , 1.19472333,\n", " 1.19473 , 1.19473267, 1.194734 , 1.19473867, 1.194746 ,\n", " 1.19475133, 1.19475067, 1.19475067, 1.19475067, 1.19474733,\n", " 1.19474333, 1.194738 , 1.19472933, 1.19471933, 1.194706 ,\n", " 1.19469867, 1.194686 , 1.194676 , 1.19466333, 1.19465 ,\n", " 1.19463867, 1.19463133, 1.19462467, 1.19462133, 1.19462467,\n", " 1.194626 , 1.19462467, 1.19462533, 1.19462933, 1.19463333,\n", " 1.194634 , 1.19463733, 1.19464333, 1.19464933, 1.194656 ,\n", " 1.19466133, 1.19466867, 1.19467533, 1.194676 , 1.19467267,\n", " 1.194672 , 1.194672 , 1.194664 , 1.19465333, 1.19464333,\n", " 1.19463533, 1.194628 , 1.194618 , 1.19460933, 1.19460267,\n", " 1.19460333, 1.19460267, 1.19460667, 1.19461467, 1.19462333,\n", " 1.19463133, 1.19463867, 1.19465333, 1.194674 , 1.194694 ,\n", " 1.19471133, 1.194736 , 1.19476067, 1.19478533, 1.194808 ,\n", " 1.194826 , 1.19484467, 1.19485933, 1.194872 , 1.19488 ,\n", " 1.19488867, 1.19489467, 1.19490267, 1.19490667, 1.19491067,\n", " 1.19491467, 1.19491133, 1.19490733, 1.19489933, 1.19488733,\n", " 1.194872 , 1.19486 , 1.19485333, 1.19484733, 1.194846 ,\n", " 1.19484467, 1.19484667, 1.194848 , 1.194854 , 1.194864 ,\n", " 1.19487267, 1.19488333, 1.19490067, 1.194918 , 1.19493933,\n", " 1.19496067, 1.19498067, 1.19499667, 1.195014 , 1.19503333,\n", " 1.19505533, 1.19507533, 1.19509267, 1.19510533, 1.19511467,\n", " 1.195126 , 1.19513467, 1.19513533, 1.19513933, 1.19513533,\n", " 1.19513 , 1.19512467, 1.19511667, 1.19510733, 1.19509533,\n", " 1.19508133, 1.195072 , 1.195064 , 1.19505467, 1.19503467,\n", " 1.195014 , 1.19499267, 1.19497067, 1.19494733, 1.19492867,\n", " 1.19491467, 1.1949 , 1.194888 , 1.19487467, 1.19486467,\n", " 1.194854 , 1.19484067, 1.19482467, 1.19480733, 1.19479667,\n", " 1.19478 , 1.194764 , 1.19475867, 1.19475733, 1.19475933,\n", " 1.19476267, 1.19476267, 1.19476133, 1.19476133, 1.19475867,\n", " 1.194756 , 1.19475333, 1.194752 , 1.19475333, 1.19475667,\n", " 1.19477067, 1.19478467, 1.19479067, 1.19479467, 1.19479867,\n", " 1.19480067, 1.19480733, 1.19481667, 1.19482533, 1.194838 ,\n", " 1.19485067, 1.19486 , 1.19486867, 1.19487533, 1.194888 ,\n", " 1.19489733, 1.194906 , 1.19491467, 1.19492333, 1.194932 ,\n", " 1.19493867, 1.194938 , 1.194938 , 1.19493867, 1.19493667,\n", " 1.19493533, 1.19493667, 1.19493867, 1.19494333, 1.19494133,\n", " 1.194938 , 1.19493667, 1.19493467, 1.19493333, 1.19493333,\n", " 1.19493667, 1.194946 , 1.19495267, 1.19496 , 1.194966 ,\n", " 1.19497067, 1.194976 , 1.19498133, 1.19498867, 1.19499667,\n", " 1.195004 , 1.19500667, 1.19501 , 1.19501267, 1.195016 ,\n", " 1.19501867, 1.19502533, 1.195026 , 1.19503067, 1.19503733,\n", " 1.19504267, 1.19504533, 1.195048 , 1.195046 , 1.19504467,\n", " 1.19504467, 1.195048 , 1.195048 , 1.19504933, 1.19505 ,\n", " 1.195052 , 1.195048 , 1.195048 , 1.19504333, 1.19503333,\n", " 1.19502533, 1.19501933, 1.195016 , 1.19501467, 1.19501267,\n", " 1.19501067, 1.19501 , 1.19501267, 1.195014 , 1.195014 ,\n", " 1.19501133, 1.19500867, 1.19501067, 1.19501267, 1.195018 ,\n", " 1.19502533]),\n", " 'STD': array([3.97971045e-05, 4.38286708e-05, 4.62601340e-05, 4.62601340e-05,\n", " 4.62601340e-05, 4.73588127e-05, 4.78788153e-05, 4.88242719e-05,\n", " 4.95983871e-05, 4.95503592e-05, 5.82441495e-05, 7.46420027e-05,\n", " 9.22574039e-05, 9.96278791e-05, 1.11943863e-04, 1.26528747e-04,\n", " 1.34348516e-04, 1.39550298e-04, 1.51914763e-04, 1.52262305e-04,\n", " 1.46297154e-04, 1.39768516e-04, 1.26445923e-04, 1.02780395e-04,\n", " 7.46292423e-05, 6.34560215e-05, 6.07884701e-05, 5.91366456e-05,\n", " 5.57032956e-05, 5.89026639e-05, 6.28452370e-05, 6.52248857e-05,\n", " 6.57339515e-05, 5.86596316e-05, 6.06708528e-05, 6.44759091e-05,\n", " 6.99659781e-05, 7.61076931e-05, 8.34836739e-05, 8.77876225e-05,\n", " 9.22109383e-05, 9.24172732e-05, 9.55186344e-05, 9.09054978e-05,\n", " 9.07482126e-05, 8.14569708e-05, 6.76616231e-05, 4.72379992e-05,\n", " 4.18273094e-05, 3.73911118e-05, 4.37307781e-05, 4.86777548e-05,\n", " 4.83833895e-05, 4.93963561e-05, 4.96655481e-05, 4.85798312e-05,\n", " 4.50079358e-05, 4.38286708e-05, 3.93639913e-05, 4.07430976e-05,\n", " 3.99761834e-05, 3.88893424e-05, 3.44756643e-05, 2.84855853e-05,\n", " 2.00000000e-05, 1.87718127e-05, 1.80475562e-05, 3.02056444e-05,\n", " 3.43233920e-05, 3.27326835e-05, 3.51865775e-05, 3.64103596e-05,\n", " 3.64103596e-05, 3.54293395e-05, 3.41983013e-05, 3.38061702e-05,\n", " 3.38061702e-05, 3.40587727e-05, 3.62267988e-05, 3.72635402e-05,\n", " 3.80726123e-05, 3.92428337e-05, 3.58169952e-05, 3.86313468e-05,\n", " 4.48595692e-05, 5.06904706e-05, 5.50151494e-05, 5.56348640e-05,\n", " 5.70546939e-05, 5.30049414e-05, 4.94926642e-05, 4.65167661e-05,\n", " 4.09645608e-05, 3.84831441e-05, 3.31662479e-05, 2.49761791e-05,\n", " 2.85022973e-05, 3.04412002e-05, 3.89505181e-05, 4.48595692e-05,\n", " 5.57887171e-05, 7.04272674e-05, 7.35688858e-05, 7.19986772e-05,\n", " 7.06095906e-05, 7.06095906e-05, 7.06095906e-05, 6.91650889e-05,\n", " 7.34068895e-05, 7.16339903e-05, 7.00883796e-05, 7.03528522e-05,\n", " 7.32770347e-05, 7.30427142e-05, 7.49094692e-05, 7.28795484e-05,\n", " 6.21595489e-05, 5.37454317e-05, 6.15513723e-05, 6.12566809e-05,\n", " 6.15823104e-05, 6.54508176e-05, 6.81035626e-05, 6.48955204e-05,\n", " 6.64902427e-05, 6.69968016e-05, 6.62965919e-05, 6.36807514e-05,\n", " 6.52686755e-05, 6.91237675e-05, 7.00000000e-05, 6.65117247e-05,\n", " 6.21978410e-05, 3.57504579e-05, 2.77402922e-05, 2.54857570e-05,\n", " 2.87518115e-05, 3.64887458e-05, 5.15751878e-05, 6.14352156e-05,\n", " 6.11633255e-05, 6.13498942e-05, 6.05687331e-05, 6.05687331e-05,\n", " 5.62477513e-05, 5.26443594e-05, 5.37011129e-05, 5.66694677e-05,\n", " 5.93616840e-05, 5.95059021e-05, 6.01743499e-05, 6.02376247e-05,\n", " 5.82441495e-05, 4.85307953e-05, 4.85307953e-05, 5.57631044e-05,\n", " 5.86758651e-05, 6.10386295e-05, 6.06708528e-05, 6.94330784e-05,\n", " 7.67059941e-05, 8.39387532e-05, 9.12766595e-05, 9.76729236e-05,\n", " 1.02803557e-04, 1.06211828e-04, 1.07769596e-04, 1.06211828e-04,\n", " 1.03565024e-04, 9.74435123e-05, 8.73798495e-05, 7.34522845e-05,\n", " 5.05399418e-05, 4.06846174e-05, 4.27395211e-05, 4.53347339e-05,\n", " 4.74893472e-05, 5.01236566e-05, 5.17134964e-05, 5.04078603e-05,\n", " 4.99714204e-05, 5.06904706e-05, 5.18238776e-05, 5.28970249e-05,\n", " 4.33369962e-05, 3.24844285e-05, 2.85022973e-05, 2.76887462e-05,\n", " 2.67795231e-05, 2.92281665e-05, 3.15473944e-05, 3.21158617e-05,\n", " 3.34236871e-05, 3.41843740e-05, 3.41843740e-05, 3.30511869e-05,\n", " 3.48466026e-05, 3.60290888e-05, 3.57504579e-05, 3.60951125e-05,\n", " 3.75436254e-05, 3.75436254e-05, 3.92549663e-05, 4.26726186e-05,\n", " 4.30392954e-05, 4.50079358e-05, 4.68736905e-05, 4.34576970e-05,\n", " 3.71995904e-05, 2.79965984e-05, 2.52039302e-05, 2.47463321e-05,\n", " 2.42015348e-05, 1.98805959e-05, 1.59463386e-05, 1.59463386e-05,\n", " 1.72654348e-05, 1.83873663e-05, 1.92230021e-05, 1.98086080e-05,\n", " 1.68466473e-05, 1.18723368e-05, 9.15475416e-06, 1.50554531e-05,\n", " 1.88477610e-05, 2.14476106e-05, 2.26147866e-05, 2.67795231e-05,\n", " 3.35942172e-05, 3.61478446e-05, 3.50238014e-05, 3.41983013e-05,\n", " 3.28343606e-05, 3.73911118e-05, 4.10226418e-05, 4.25049017e-05,\n", " 4.11385580e-05, 3.79598786e-05, 4.30060904e-05, 4.22013315e-05,\n", " 3.97851372e-05, 4.08598068e-05, 4.49126136e-05, 6.48588210e-05,\n", " 7.52962403e-05, 8.03089273e-05, 8.45717503e-05, 8.81449023e-05,\n", " 8.89194392e-05, 8.75431866e-05, 8.50602028e-05, 8.42332363e-05,\n", " 8.08408195e-05, 6.58135896e-05, 5.34344280e-05, 4.42718872e-05,\n", " 3.88158043e-05, 3.36932945e-05, 3.53486041e-05, 3.67358654e-05,\n", " 3.58966771e-05, 3.41565026e-05, 3.09838668e-05, 3.04255532e-05,\n", " 2.87518115e-05, 2.74295635e-05, 3.54964787e-05, 4.15531788e-05,\n", " 5.23450093e-05, 6.65975833e-05, 7.58256145e-05, 8.21902555e-05,\n", " 8.50602028e-05, 8.60619932e-05, 8.48359762e-05, 8.19581775e-05,\n", " 7.56747426e-05, 6.34485168e-05, 5.52483570e-05, 4.60848080e-05,\n", " 3.41146526e-05, 2.54857570e-05, 1.30201309e-05, 8.61891607e-06,\n", " 1.30201309e-05, 3.96172161e-05, 4.45934012e-05, 4.77293960e-05,\n", " 4.73889680e-05, 4.70359538e-05, 4.61364436e-05, 4.61364436e-05,\n", " 4.72379992e-05, 5.03984127e-05, 5.46416900e-05, 6.15049359e-05,\n", " 6.81874168e-05, 7.03731551e-05, 7.03866871e-05, 6.97137002e-05,\n", " 5.66274374e-05, 4.86483984e-05, 4.01544637e-05, 4.01544637e-05,\n", " 4.01544637e-05, 3.96772695e-05, 4.03201474e-05, 4.09645608e-05,\n", " 4.16561892e-05, 4.16561892e-05, 3.92549663e-05, 3.59894164e-05,\n", " 3.76449579e-05, 3.83219445e-05, 3.97971045e-05, 3.97971045e-05,\n", " 3.70070778e-05, 3.40587727e-05, 2.89004861e-05, 1.88477610e-05,\n", " 1.76473389e-05, 1.84648959e-05, 1.92230021e-05, 1.99284434e-05,\n", " 2.05866346e-05, 2.03071651e-05, 2.06328448e-05, 2.15362375e-05,\n", " 2.23180474e-05, 2.15362375e-05, 2.09988662e-05, 2.12692490e-05,\n", " 1.99523241e-05, 1.83095083e-05, 1.82051798e-05, 1.76743020e-05,\n", " 1.70991506e-05, 1.64750894e-05, 2.41029538e-05, 3.10452818e-05,\n", " 3.57903951e-05, 3.95450316e-05, 4.06846174e-05, 4.49550040e-05,\n", " 4.72379992e-05, 4.94059954e-05, 4.84718868e-05, 4.69346050e-05,\n", " 4.40562411e-05, 4.05086704e-05, 3.58966771e-05, 2.87020822e-05,\n", " 1.78085052e-05, 1.78085052e-05, 1.86955559e-05, 1.95180015e-05,\n", " 2.60402619e-05, 3.06749471e-05, 3.18926772e-05, 3.26890108e-05,\n", " 3.03471973e-05, 2.99682372e-05, 2.81492620e-05, 2.60402619e-05,\n", " 2.47270817e-05, 2.19740106e-05, 2.12692490e-05, 2.12692490e-05,\n", " 2.23180474e-05, 2.32379001e-05, 2.40436112e-05, 2.23180474e-05,\n", " 2.25092574e-05, 2.09307247e-05, 1.70991506e-05, 1.62422143e-05,\n", " 1.52127766e-05, 1.48644671e-05, 1.44749373e-05, 1.40407570e-05,\n", " 1.35576371e-05, 1.35576371e-05, 1.35576371e-05, 1.40407570e-05,\n", " 1.44749373e-05, 1.48644671e-05, 1.54919334e-05, 1.84648959e-05,\n", " 1.72378321e-05, 1.72378321e-05, 1.84390889e-05, 2.03071651e-05,\n", " 2.55417492e-05, 2.55976189e-05, 2.54857570e-05, 2.52039302e-05,\n", " 2.52039302e-05, 2.52039302e-05, 2.61497519e-05, 2.70449362e-05,\n", " 3.31375201e-05, 3.42678525e-05, 3.41565026e-05, 3.46822309e-05,\n", " 3.46822309e-05, 3.46822309e-05, 3.41146526e-05, 3.02056444e-05,\n", " 3.02056444e-05, 3.02056444e-05, 3.02056444e-05, 3.01583124e-05,\n", " 2.99682372e-05, 2.89991790e-05, 2.77231208e-05, 1.86955559e-05,\n", " 1.52127766e-05, 5.16397779e-06, 5.16397779e-06, 5.07092553e-06,\n", " 4.87950036e-06, 4.57737708e-06, 4.14039336e-06, 4.14039336e-06,\n", " 4.14039336e-06, 3.51865775e-06, 6.54653671e-06, 8.33809388e-06,\n", " 9.61150105e-06, 9.61150105e-06, 9.75900073e-06, 9.75900073e-06,\n", " 9.75900073e-06, 9.75900073e-06, 1.03279556e-05, 1.03279556e-05,\n", " 1.12122382e-05, 1.29835060e-05, 1.40746310e-05, 1.38701461e-05,\n", " 1.40746310e-05, 1.37321312e-05, 1.40407570e-05, 1.35576371e-05,\n", " 1.40746310e-05, 1.44749373e-05, 1.48644671e-05, 1.52127766e-05,\n", " 1.55226409e-05, 1.55226409e-05, 1.62422143e-05, 1.71824939e-05,\n", " 1.71824939e-05, 1.71824939e-05, 1.79151439e-05, 1.95910572e-05,\n", " 2.12019765e-05, 2.86522666e-05, 4.25608808e-05, 4.53032113e-05,\n", " 4.45399767e-05, 4.30614179e-05, 4.07898213e-05, 3.75816571e-05,\n", " 3.39046281e-05, 3.58169952e-05, 3.58169952e-05, 3.58169952e-05,\n", " 3.53889948e-05, 3.50509833e-05, 3.53889948e-05, 3.50102026e-05,\n", " 3.46135124e-05, 3.18029648e-05, 3.37779866e-05, 3.89138242e-05,\n", " 4.29063210e-05, 4.60537988e-05, 4.85209822e-05, 4.80872223e-05,\n", " 4.30724749e-05, 3.99046483e-05, 3.45308696e-05, 2.79965984e-05,\n", " 2.57645012e-05, 2.34419242e-05, 1.83873663e-05, 9.90430402e-06,\n", " 7.98808637e-06, 5.07092553e-06, 5.07092553e-06, 5.07092553e-06,\n", " 5.07092553e-06, 5.07092553e-06, 1.76743020e-05, 2.21036519e-05,\n", " 2.53170374e-05, 2.77402922e-05, 2.95683228e-05, 3.54964787e-05,\n", " 3.90725820e-05, 4.22915054e-05, 4.13809250e-05, 3.96172161e-05,\n", " 3.85202482e-05, 3.78342249e-05, 3.87052353e-05, 3.38484015e-05,\n", " 2.64214920e-05, 2.63673680e-05, 2.54857570e-05, 2.72204405e-05,\n", " 3.87052353e-05, 4.51769010e-05, 5.84155883e-05, 6.73795221e-05,\n", " 7.02715820e-05, 6.85426527e-05, 6.72096932e-05, 6.66404710e-05,\n", " 6.85565460e-05, 6.87091870e-05, 6.38823323e-05, 5.78750707e-05,\n", " 5.07092553e-05, 3.90360029e-05, 2.94715359e-05, 2.90320020e-05,\n", " 2.72029410e-05, 2.85022973e-05, 2.94876891e-05, 4.13463881e-05,\n", " 4.38938113e-05, 4.68838484e-05, 4.94541635e-05, 5.11952379e-05,\n", " 5.29779828e-05, 5.29150262e-05, 5.38074167e-05, 5.36478820e-05,\n", " 5.10834984e-05, 4.80277697e-05, 4.86190243e-05, 4.79880938e-05,\n", " 4.95503592e-05, 4.71875690e-05, 4.93770720e-05, 5.35412613e-05,\n", " 6.35609943e-05, 7.29774916e-05, 8.17196135e-05, 8.64539514e-05,\n", " 8.36204577e-05, 8.22018422e-05, 7.96599918e-05, 6.83339141e-05,\n", " 5.11114562e-05, 4.50079358e-05, 3.82597638e-05, 3.53889948e-05,\n", " 3.18478526e-05, 2.29492193e-05, 1.50554531e-05, 1.56752763e-05,\n", " 1.59463386e-05, 1.45732959e-05, 1.45732959e-05, 1.54919334e-05,\n", " 1.54919334e-05, 1.54919334e-05, 1.57963227e-05, 1.59761727e-05,\n", " 1.60356745e-05, 1.59761727e-05, 1.57963227e-05, 1.50554531e-05,\n", " 1.48644671e-05, 3.36932945e-05, 4.28396790e-05, 4.81762637e-05,\n", " 5.34344280e-05, 5.72213746e-05, 5.72795983e-05, 5.86596316e-05,\n", " 5.88541377e-05, 5.85377371e-05, 5.68205194e-05, 5.24631390e-05,\n", " 4.79583152e-05, 4.20543866e-05, 4.06846174e-05, 3.92549663e-05,\n", " 4.30724749e-05, 4.55443269e-05, 5.25357021e-05, 5.68456557e-05,\n", " 5.81213837e-05, 6.22054966e-05, 6.20828939e-05, 6.26631205e-05,\n", " 6.11399643e-05, 5.45719272e-05, 5.45719272e-05, 5.60357029e-05,\n", " 5.36922447e-05, 5.35679364e-05, 4.95983871e-05, 4.41102515e-05,\n", " 3.68135586e-05, 3.56570971e-05, 3.28778403e-05, 2.78943585e-05,\n", " 2.47847880e-05, 2.08623607e-05, 2.78943585e-05, 3.46135124e-05,\n", " 3.87667015e-05, 4.24039531e-05, 4.55861299e-05, 5.99364743e-05,\n", " 6.52102826e-05, 6.73653861e-05, 7.72442015e-05, 9.31818499e-05,\n", " 1.01028049e-04, 1.02988673e-04, 9.89805176e-05, 9.37219799e-05,\n", " 8.54288900e-05, 1.02738688e-04, 1.04106173e-04, 1.02111051e-04,\n", " 9.65450795e-05, 9.29567232e-05, 9.51089601e-05, 8.56237617e-05,\n", " 7.45909480e-05, 7.56558625e-05, 7.65506368e-05, 7.26505006e-05,\n", " 6.71742581e-05, 5.60357029e-05, 5.60357029e-05, 6.31852906e-05,\n", " 7.36012422e-05, 8.96713576e-05, 1.08263347e-04, 1.17461240e-04,\n", " 1.20170514e-04, 1.16422875e-04, 1.15127259e-04, 1.08408399e-04,\n", " 9.37981622e-05, 8.10525990e-05, 6.88476579e-05, 5.38251136e-05,\n", " 4.19977324e-05, 4.04969135e-05, 4.04969135e-05, 4.10226418e-05,\n", " 3.97971045e-05, 3.97971045e-05, 4.96367759e-05, 6.09214952e-05,\n", " 6.66333250e-05, 7.08989892e-05, 7.48967543e-05, 8.25890573e-05,\n", " 9.16099392e-05, 9.08583408e-05, 8.58459307e-05, 7.79377041e-05,\n", " 6.73441764e-05, 5.45719272e-05, 4.72379992e-05, 4.14843631e-05,\n", " 4.22577127e-05, 4.29063210e-05, 4.33919018e-05, 4.49867705e-05,\n", " 4.63629573e-05, 4.71572849e-05, 4.50079358e-05, 3.26598632e-05,\n", " 2.97289341e-05, 2.84855853e-05, 2.71152742e-05, 2.55976189e-05,\n", " 2.39045722e-05, 2.67795231e-05, 2.77231208e-05, 2.92281665e-05,\n", " 2.89004861e-05, 2.85022973e-05, 2.85022973e-05, 3.22637937e-05,\n", " 4.73386986e-05, 5.78421497e-05, 5.91446975e-05, 5.83666571e-05,\n", " 6.04506883e-05, 6.16981901e-05, 6.43502322e-05, 6.64902427e-05,\n", " 6.81874168e-05, 6.86467840e-05, 6.17830305e-05, 5.82931835e-05,\n", " 6.30721431e-05, 6.78724294e-05, 7.14609450e-05, 7.69043933e-05,\n", " 1.01380941e-04, 1.14109388e-04, 1.19490984e-04, 1.22057754e-04,\n", " 1.21682647e-04, 1.24835129e-04, 1.25481928e-04, 1.28544971e-04,\n", " 1.25743503e-04, 1.15585466e-04, 1.04571689e-04, 1.00957322e-04,\n", " 9.54088945e-05, 8.49761871e-05, 6.53343051e-05, 6.31852906e-05,\n", " 5.97375211e-05, 5.23995638e-05, 4.67312478e-05, 3.94606495e-05,\n", " 3.69684550e-05, 3.76069902e-05, 5.37454317e-05, 6.47927098e-05,\n", " 8.86297811e-05, 1.02390476e-04, 1.09926382e-04, 1.11918338e-04,\n", " 1.13632658e-04, 1.14059300e-04, 1.12482803e-04, 1.04366570e-04,\n", " 9.59662639e-05, 7.97496081e-05, 6.40089279e-05, 5.01236566e-05,\n", " 4.03201474e-05, 4.74592557e-05, 4.79583152e-05, 5.18881581e-05,\n", " 5.28880219e-05, 5.55320585e-05, 5.59080878e-05, 5.39664799e-05,\n", " 5.47026595e-05, 5.47026595e-05, 5.47026595e-05, 6.05294104e-05,\n", " 6.69399162e-05, 7.11336770e-05, 7.35300392e-05, 7.76867949e-05,\n", " 7.63263669e-05, 7.39562290e-05, 6.76968030e-05, 6.37853543e-05,\n", " 5.57631044e-05, 4.32600112e-05, 2.97289341e-05, 2.97289341e-05,\n", " 2.92444541e-05, 2.50333111e-05, 2.92444541e-05, 2.94715359e-05,\n", " 2.87518115e-05, 2.94876891e-05, 3.26160930e-05, 3.49829891e-05,\n", " 3.58169952e-05, 3.76955220e-05, 4.32049380e-05, 4.44757826e-05,\n", " 4.40454311e-05, 4.15531788e-05, 3.54293395e-05, 2.55976189e-05,\n", " 2.44365066e-05, 2.71152742e-05, 2.80815140e-05, 2.80815140e-05,\n", " 4.42073039e-05, 5.74041644e-05, 6.49908418e-05, 6.74925040e-05,\n", " 6.82641927e-05, 6.47191736e-05, 6.15823104e-05, 5.62477513e-05,\n", " 5.72795983e-05, 5.62477513e-05, 6.37704216e-05, 7.48204199e-05,\n", " 8.37228990e-05, 8.99100079e-05, 9.41781493e-05, 9.48432290e-05,\n", " 9.74532855e-05, 9.65697379e-05, 9.41022747e-05, 1.02525258e-04,\n", " 1.04229600e-04, 9.95609409e-05, 9.28285670e-05, 9.44759985e-05,\n", " 9.11722598e-05, 9.08268892e-05, 8.92188321e-05, 8.36660027e-05,\n", " 7.55802947e-05, 6.58859043e-05, 5.47026595e-05, 5.10834984e-05,\n", " 4.68228678e-05, 4.06846174e-05, 4.05086704e-05, 4.04380773e-05,\n", " 4.51136132e-05, 5.61206184e-05, 6.54871852e-05, 6.46970964e-05,\n", " 5.85133277e-05, 5.21627490e-05, 5.15197604e-05, 5.08311865e-05,\n", " 5.08030745e-05, 5.19890098e-05, 6.15049359e-05, 7.78092907e-05,\n", " 8.64759807e-05, 9.78823395e-05, 1.18168564e-04, 1.24395682e-04,\n", " 1.22792896e-04, 1.11064117e-04, 1.02919293e-04, 1.01465453e-04,\n", " 9.86190361e-05, 9.46170225e-05, 8.96713576e-05, 7.52962403e-05,\n", " 6.05294104e-05, 5.48851615e-05, 5.48851615e-05, 4.89606256e-05,\n", " 4.59606457e-05, 4.61157963e-05, 4.35015052e-05, 5.13901973e-05,\n", " 6.35834660e-05, 7.09996647e-05, 8.01486714e-05, 8.75431866e-05,\n", " 9.34166295e-05, 9.39503415e-05, 9.25202680e-05, 8.95065840e-05,\n", " 8.48415891e-05, 8.84684501e-05, 8.83014318e-05, 8.38763262e-05,\n", " 8.29342826e-05, 8.11054575e-05, 9.43297156e-05, 1.02947051e-04,\n", " 1.05559733e-04, 1.06045812e-04, 1.06225277e-04, 1.03638566e-04,\n", " 9.90526555e-05, 8.79502024e-05, 6.88545741e-05, 4.02610529e-05,\n", " 4.08248290e-05, 5.66946710e-05, 6.56614695e-05, 6.40163670e-05,\n", " 6.35235240e-05, 6.34109800e-05, 6.47485981e-05, 6.47485981e-05,\n", " 6.41278485e-05, 6.41278485e-05, 6.23202176e-05, 6.03324125e-05,\n", " 5.81459576e-05, 5.72213746e-05, 5.78997492e-05, 5.72795983e-05,\n", " 4.60537988e-05, 2.32583830e-05, 2.25092574e-05, 2.38646980e-05,\n", " 2.44559857e-05, 2.65832027e-05, 3.28343606e-05, 4.28730129e-05,\n", " 4.77892197e-05, 5.88217647e-05, 6.55162648e-05, 6.46970964e-05,\n", " 6.18600571e-05, 5.80475995e-05, 5.40105810e-05, 5.53516894e-05,\n", " 5.42217668e-05, 5.15290025e-05, 4.70055721e-05, 4.00356984e-05,\n", " 3.09069263e-05, 3.23375059e-05, 3.23375059e-05, 3.18179344e-05,\n", " 3.06283404e-05, 2.94876891e-05, 2.91955639e-05, 2.82505794e-05,\n", " 2.52605471e-05, 2.50333111e-05, 2.42604911e-05, 2.35027861e-05,\n", " 2.26358334e-05, 2.16024690e-05, 2.16024690e-05, 2.60950643e-05,\n", " 2.55790093e-05, 3.08143442e-05, 3.52541791e-05, 3.90603928e-05,\n", " 4.11385580e-05, 4.20543866e-05, 4.22351693e-05, 4.74893472e-05,\n", " 4.70055721e-05, 4.25608808e-05, 3.94002659e-05, 3.42261387e-05,\n", " 2.96326718e-05, 2.58567482e-05, 2.50333111e-05, 3.41983013e-05,\n", " 3.41843740e-05, 3.91821145e-05, 4.68228678e-05, 4.92031745e-05,\n", " 4.89703506e-05, 4.85798312e-05, 4.82256600e-05, 4.83833895e-05,\n", " 4.83833895e-05, 4.52295731e-05, 4.52295731e-05, 4.33369962e-05,\n", " 4.27617987e-05, 4.24600653e-05, 3.93155731e-05, 3.93155731e-05,\n", " 3.67747325e-05, 3.15473944e-05, 2.85022973e-05, 3.01109061e-05,\n", " 2.79795844e-05, 2.72204405e-05, 2.71152742e-05, 2.68505564e-05,\n", " 2.64575131e-05, 2.52039302e-05, 2.50142816e-05, 2.50142816e-05,\n", " 2.16684981e-05, 1.88477610e-05, 2.25092574e-05, 2.54857570e-05,\n", " 2.65114531e-05, 3.02056444e-05]),\n", " 'pSTD': array([1.19399083, 1.19399691, 1.19399965, 1.19399965, 1.19399965,\n", " 1.1939984 , 1.19399703, 1.19399673, 1.193996 , 1.19399521,\n", " 1.19402494, 1.19407661, 1.19413464, 1.19416307, 1.19420186,\n", " 1.19425299, 1.1942952 , 1.19433088, 1.19439045, 1.19441599,\n", " 1.19442374, 1.19443209, 1.19442411, 1.19438628, 1.19433124,\n", " 1.19430997, 1.1943053 , 1.19430384, 1.19429726, 1.19430192,\n", " 1.19430645, 1.19430706, 1.19430367, 1.19428198, 1.19428834,\n", " 1.19430119, 1.19431825, 1.1943376 , 1.19436404, 1.1943868 ,\n", " 1.19441253, 1.19442638, 1.19444546, 1.19444793, 1.19446754,\n", " 1.19446298, 1.19444649, 1.19441009, 1.1944039 , 1.19439881,\n", " 1.19442799, 1.19445036, 1.19445629, 1.19446749, 1.1944775 ,\n", " 1.19447945, 1.19447652, 1.19448024, 1.19447774, 1.19448386,\n", " 1.19448527, 1.19448589, 1.19447819, 1.19446721, 1.19445 ,\n", " 1.1944436 , 1.19443912, 1.19446418, 1.19446848, 1.19446183,\n", " 1.1944713 , 1.19447703, 1.19447703, 1.19447324, 1.19446683,\n", " 1.19446452, 1.19446452, 1.19446715, 1.1944759 , 1.19448116,\n", " 1.19448585, 1.19449211, 1.19449554, 1.19451591, 1.19454082,\n", " 1.19456139, 1.19457887, 1.19458575, 1.1945973 , 1.19459585,\n", " 1.1945964 , 1.19459696, 1.19458974, 1.19458954, 1.19458292,\n", " 1.19456911, 1.19458992, 1.19460144, 1.19462938, 1.19465082,\n", " 1.19468814, 1.19473807, 1.19475859, 1.19475866, 1.19475652,\n", " 1.19475652, 1.19475652, 1.19475425, 1.19476152, 1.19476108,\n", " 1.19476389, 1.19476522, 1.19477853, 1.19477527, 1.19477327,\n", " 1.1947582 , 1.19471807, 1.19468636, 1.19469588, 1.19469648,\n", " 1.19470129, 1.19471896, 1.19473359, 1.19473624, 1.19474356,\n", " 1.19474549, 1.19474241, 1.19473387, 1.19474117, 1.19476214,\n", " 1.194775 , 1.19477295, 1.19476949, 1.19471671, 1.19470068,\n", " 1.19469638, 1.19470055, 1.19471322, 1.19474094, 1.19475559,\n", " 1.19475157, 1.19475071, 1.19474742, 1.19474742, 1.19473329,\n", " 1.19472161, 1.19472559, 1.19473567, 1.19474507, 1.1947441 ,\n", " 1.19474777, 1.19475059, 1.19474828, 1.19472999, 1.19472999,\n", " 1.19474274, 1.19474669, 1.1947466 , 1.19474501, 1.19477292,\n", " 1.1947971 , 1.19482185, 1.19484619, 1.19486818, 1.19489301,\n", " 1.19490886, 1.19491942, 1.1949222 , 1.19492291, 1.19493028,\n", " 1.19492578, 1.19490696, 1.19486235, 1.19484304, 1.19484552,\n", " 1.19484867, 1.19485006, 1.19484998, 1.19484728, 1.19484135,\n", " 1.19483893, 1.19483806, 1.19483956, 1.19484091, 1.19480768,\n", " 1.19476988, 1.19474992, 1.19474256, 1.19473895, 1.19474707,\n", " 1.19475554, 1.19475829, 1.19476556, 1.19477146, 1.19477146,\n", " 1.19476529, 1.19476712, 1.19476874, 1.19476871, 1.19476824,\n", " 1.19477053, 1.19477053, 1.19477347, 1.19477735, 1.19477093,\n", " 1.19476652, 1.19476318, 1.19474664, 1.19472433, 1.19469532,\n", " 1.19468568, 1.1946832 , 1.1946805 , 1.19466637, 1.19465387,\n", " 1.19465387, 1.1946585 , 1.19466264, 1.19466672, 1.19467019,\n", " 1.19466678, 1.19465835, 1.19465422, 1.19467297, 1.19468579,\n", " 1.19469562, 1.19470254, 1.19471895, 1.19474399, 1.1947577 ,\n", " 1.19475889, 1.19476016, 1.19475942, 1.19477881, 1.19479656,\n", " 1.19480893, 1.19481351, 1.19481357, 1.19483485, 1.19483884,\n", " 1.19483546, 1.19483748, 1.19484428, 1.19488148, 1.19489691,\n", " 1.19490344, 1.1949081 , 1.1949117 , 1.19490297, 1.19488819,\n", " 1.19486998, 1.19485392, 1.19483144, 1.19477653, 1.19472892,\n", " 1.19469268, 1.19466971, 1.1946469 , 1.19464904, 1.19464917,\n", " 1.19464174, 1.19463206, 1.19461946, 1.19461006, 1.19459721,\n", " 1.19458524, 1.19459674, 1.19460255, 1.19461686, 1.19463916,\n", " 1.1946489 , 1.19465014, 1.19464532, 1.19463449, 1.19461809,\n", " 1.1945969 , 1.19456785, 1.19452462, 1.19449479, 1.19446188,\n", " 1.19442262, 1.19439438, 1.19435722, 1.19434355, 1.19435722,\n", " 1.19443371, 1.19445348, 1.19446666, 1.19446647, 1.19446626,\n", " 1.19446534, 1.19446534, 1.19446609, 1.19447 , 1.1944766 ,\n", " 1.19448776, 1.1944978 , 1.19449927, 1.19449997, 1.19449628,\n", " 1.19445424, 1.19442829, 1.19440172, 1.19440172, 1.19440172,\n", " 1.19439719, 1.1943948 , 1.19439308, 1.19439347, 1.19439347,\n", " 1.19438947, 1.19438331, 1.19438611, 1.1943818 , 1.19437816,\n", " 1.19437083, 1.19435785, 1.19434315, 1.19432292, 1.19429179,\n", " 1.19428812, 1.19429083, 1.19429339, 1.19429582, 1.19429813,\n", " 1.1942961 , 1.19429558, 1.19429651, 1.19429713, 1.19429651,\n", " 1.19429783, 1.19429984, 1.19429855, 1.19429644, 1.19429751,\n", " 1.19429552, 1.19429341, 1.19429119, 1.19431359, 1.19433495,\n", " 1.19435281, 1.19436953, 1.19438038, 1.19440172, 1.19441609,\n", " 1.19442885, 1.19443185, 1.19443534, 1.19443547, 1.19443261,\n", " 1.19442774, 1.19441509, 1.19439252, 1.19439252, 1.19439407,\n", " 1.19439546, 1.19440777, 1.19441535, 1.19441173, 1.19440772,\n", " 1.19439853, 1.19439625, 1.19438971, 1.19438243, 1.19437782,\n", " 1.19436894, 1.19436651, 1.19436651, 1.19437046, 1.19437409,\n", " 1.19437744, 1.19437713, 1.19438361, 1.19438566, 1.19438208,\n", " 1.19438127, 1.19438003, 1.19437983, 1.19437952, 1.1943791 ,\n", " 1.19437856, 1.19437856, 1.19437856, 1.1943791 , 1.19437952,\n", " 1.19437983, 1.19438273, 1.1943915 , 1.19438709, 1.19438709,\n", " 1.1943921 , 1.19439943, 1.19441719, 1.19441933, 1.19442105,\n", " 1.19442234, 1.19442234, 1.19442234, 1.19442404, 1.19442561,\n", " 1.19443751, 1.19443767, 1.19443206, 1.19443471, 1.19443471,\n", " 1.19443471, 1.19443262, 1.19442018, 1.19442018, 1.19442018,\n", " 1.19442018, 1.19442206, 1.19442359, 1.19442383, 1.19442331,\n", " 1.19440607, 1.19440003, 1.19437824, 1.19437758, 1.19437668,\n", " 1.19437553, 1.19437411, 1.19437235, 1.19437235, 1.19437235,\n", " 1.19437013, 1.19437637, 1.19437951, 1.19438136, 1.19438136,\n", " 1.19438106, 1.19438106, 1.19438106, 1.19438106, 1.19438315,\n", " 1.19438315, 1.19438403, 1.19438646, 1.19438985, 1.19438734,\n", " 1.19438652, 1.19438633, 1.1943891 , 1.19438856, 1.19439052,\n", " 1.19439285, 1.19439449, 1.19439603, 1.19439747, 1.19439747,\n", " 1.19439794, 1.19439962, 1.19439962, 1.19439629, 1.19439745,\n", " 1.19440031, 1.19440234, 1.1944143 , 1.1944404 , 1.19443992,\n", " 1.19443268, 1.19442365, 1.19441264, 1.19439929, 1.19438743,\n", " 1.19439354, 1.19439354, 1.19439354, 1.19439181, 1.19438763,\n", " 1.19438514, 1.19438153, 1.1943812 , 1.19437551, 1.19437911,\n", " 1.19438728, 1.1943926 , 1.1943958 , 1.1943973 , 1.19438888,\n", " 1.19436635, 1.19435043, 1.19432899, 1.19430532, 1.19429508,\n", " 1.19428594, 1.1942693 , 1.19424343, 1.1942373 , 1.19422868,\n", " 1.19422868, 1.19422868, 1.19422868, 1.19422868, 1.19425552,\n", " 1.19426326, 1.19426796, 1.19427068, 1.19427192, 1.19428074,\n", " 1.19428301, 1.19428373, 1.19427879, 1.19427038, 1.19426163,\n", " 1.19425259, 1.19424543, 1.19422662, 1.19420139, 1.19419925,\n", " 1.19419438, 1.19419338, 1.1942121 , 1.19421828, 1.19424071,\n", " 1.19425245, 1.19425235, 1.19423602, 1.19422002, 1.19420793,\n", " 1.19420139, 1.19419444, 1.19417304, 1.19414735, 1.19411677,\n", " 1.19407426, 1.19403968, 1.19403258, 1.19402201, 1.19402259,\n", " 1.19402239, 1.1940567 , 1.19406507, 1.19407588, 1.19408564,\n", " 1.19409532, 1.19410311, 1.19410229, 1.19410785, 1.19411345,\n", " 1.19411104, 1.1941074 , 1.19411888, 1.19412797, 1.19414521,\n", " 1.19415264, 1.19416011, 1.19417719, 1.1942129 , 1.19424844,\n", " 1.19428363, 1.19430813, 1.19431638, 1.1943255 , 1.19433115,\n", " 1.19431617, 1.19428645, 1.19427852, 1.19426832, 1.19426514,\n", " 1.19425962, 1.19424271, 1.19422631, 1.19422719, 1.19422587,\n", " 1.19422177, 1.19422177, 1.19422473, 1.19422473, 1.19422473,\n", " 1.19422682, 1.19422861, 1.19423009, 1.19423127, 1.19423216,\n", " 1.19423297, 1.19423449, 1.19429157, 1.19432443, 1.19434777,\n", " 1.19436825, 1.19438505, 1.19438987, 1.19440132, 1.1944098 ,\n", " 1.19441768, 1.19442205, 1.19441782, 1.1944099 , 1.19439914,\n", " 1.19439638, 1.19439347, 1.19439635, 1.19439586, 1.19440334,\n", " 1.19440411, 1.19439797, 1.19440018, 1.19438921, 1.19437799,\n", " 1.19435952, 1.1943291 , 1.19431376, 1.19430609, 1.19428823,\n", " 1.19427859, 1.194262 , 1.19424228, 1.19421737, 1.19420914,\n", " 1.19419886, 1.1941824 , 1.19417196, 1.19415949, 1.1941704 ,\n", " 1.1941812 , 1.19418492, 1.19419068, 1.19419463, 1.19422051,\n", " 1.19422636, 1.19422175, 1.19422978, 1.19424895, 1.1942519 ,\n", " 1.19423814, 1.19421145, 1.19417964, 1.19413891, 1.19415818,\n", " 1.1941436 , 1.19412061, 1.1940887 , 1.19405706, 1.19404577,\n", " 1.19400606, 1.19395914, 1.19394581, 1.19393938, 1.19392096,\n", " 1.19389927, 1.19386409, 1.19386409, 1.1938853 , 1.193926 ,\n", " 1.19397885, 1.19404133, 1.19407765, 1.19410176, 1.19410506,\n", " 1.19411182, 1.19410769, 1.19408583, 1.1940673 , 1.19404812,\n", " 1.19402056, 1.19399766, 1.19399524, 1.19399524, 1.19399856,\n", " 1.19399416, 1.19399416, 1.19402343, 1.1940583 , 1.19408258,\n", " 1.19410258, 1.19412391, 1.19415914, 1.19419836, 1.19420848,\n", " 1.19420595, 1.19419684, 1.19418103, 1.1941591 , 1.19414609,\n", " 1.19413438, 1.19413564, 1.19413593, 1.19413448, 1.1941358 ,\n", " 1.19413657, 1.19413456, 1.19411852, 1.19407498, 1.19405966,\n", " 1.19405521, 1.19405045, 1.19404533, 1.19403976, 1.19404895,\n", " 1.19405531, 1.19405707, 1.19405492, 1.19405259, 1.19405259,\n", " 1.19406599, 1.19411301, 1.19415261, 1.19416653, 1.19417525,\n", " 1.19418713, 1.19419691, 1.19421221, 1.19422689, 1.1942378 ,\n", " 1.19424628, 1.19424246, 1.19424707, 1.19427835, 1.19431235,\n", " 1.19433799, 1.19436226, 1.19444279, 1.19449594, 1.19452939,\n", " 1.19455648, 1.19457687, 1.19460742, 1.1946317 , 1.19466803,\n", " 1.19469036, 1.19469096, 1.19468876, 1.19469973, 1.19470052,\n", " 1.19469177, 1.19465934, 1.19466063, 1.19465534, 1.194643 ,\n", " 1.19463216, 1.19461865, 1.19461575, 1.19462402, 1.19467236,\n", " 1.19470732, 1.19478291, 1.19483064, 1.19486015, 1.1948758 ,\n", " 1.19488941, 1.19490181, 1.19490787, 1.19490158, 1.19489325,\n", " 1.19486737, 1.19484402, 1.19482664, 1.1948148 , 1.19484198,\n", " 1.1948499 , 1.19486239, 1.19486622, 1.1948775 , 1.19488577,\n", " 1.19488625, 1.19488742, 1.19488742, 1.19488742, 1.19489866,\n", " 1.19491068, 1.19491583, 1.19491316, 1.19491355, 1.19489682,\n", " 1.19488356, 1.19485524, 1.19483546, 1.19480274, 1.19475815,\n", " 1.19471299, 1.19470566, 1.19469778, 1.19468392, 1.19469778,\n", " 1.19469968, 1.19469655, 1.19469905, 1.19471087, 1.19472079,\n", " 1.19472354, 1.19473157, 1.19475135, 1.19476052, 1.19476611,\n", " 1.19476522, 1.19475724, 1.19473933, 1.19473709, 1.19474045,\n", " 1.1947422 , 1.1947422 , 1.19477452, 1.19479684, 1.19480581,\n", " 1.19480406, 1.19479866, 1.1947798 , 1.19476329, 1.19474329,\n", " 1.19474653, 1.19474329, 1.19476609, 1.19480172, 1.19483264,\n", " 1.19485611, 1.19487411, 1.19489044, 1.19491763, 1.19493542,\n", " 1.19494659, 1.19499231, 1.19502124, 1.19503424, 1.19504007,\n", " 1.19506219, 1.1950726 , 1.1950864 , 1.19509505, 1.19508917,\n", " 1.19507762, 1.19505938, 1.19503942, 1.19503438, 1.19502772,\n", " 1.19501638, 1.19501261, 1.19500843, 1.19501212, 1.19502763,\n", " 1.19503572, 1.19502174, 1.19499962, 1.19497774, 1.1949748 ,\n", " 1.19497174, 1.19497367, 1.19497797, 1.19500776, 1.19505852,\n", " 1.19508886, 1.19512804, 1.19519609, 1.19522899, 1.19524632,\n", " 1.19523833, 1.19523796, 1.19525033, 1.19526055, 1.19526988,\n", " 1.19527951, 1.19526357, 1.19524399, 1.19524255, 1.19525188,\n", " 1.1952484 , 1.19524957, 1.19525062, 1.19524809, 1.19526381,\n", " 1.19528896, 1.19530217, 1.19531704, 1.19532619, 1.19532887,\n", " 1.19531621, 1.1953033 , 1.19528777, 1.19526677, 1.19525584,\n", " 1.19523475, 1.19520236, 1.195178 , 1.1951501 , 1.19516449,\n", " 1.19517203, 1.1951639 , 1.19515311, 1.19514023, 1.19512376,\n", " 1.19510163, 1.19506054, 1.1949968 , 1.19490799, 1.19489873,\n", " 1.19492174, 1.19492815, 1.19491871, 1.19491614, 1.19491786,\n", " 1.19492454, 1.19492454, 1.19492165, 1.19492165, 1.19491447,\n", " 1.19490683, 1.1948987 , 1.19489505, 1.19489808, 1.19489987,\n", " 1.1948858 , 1.19484281, 1.19484694, 1.19485433, 1.19485981,\n", " 1.19486712, 1.19488942, 1.19492385, 1.19494481, 1.19498505,\n", " 1.19501446, 1.19502174, 1.19502332, 1.19502045, 1.19502303,\n", " 1.19503571, 1.19504155, 1.19504349, 1.19504085, 1.19503209,\n", " 1.19501593, 1.19501884, 1.19501884, 1.19501821, 1.19501324,\n", " 1.19500905, 1.19500966, 1.19500929, 1.19500648, 1.19500392,\n", " 1.19499865, 1.19499542, 1.19499126, 1.19498734, 1.19498734,\n", " 1.1950019 , 1.19500995, 1.1950297 , 1.19504814, 1.19506365,\n", " 1.19507351, 1.19508114, 1.19508692, 1.19510739, 1.19511418,\n", " 1.1951104 , 1.19510517, 1.19509557, 1.19508675, 1.19508064,\n", " 1.19508125, 1.19511083, 1.19511146, 1.19512862, 1.19515439,\n", " 1.19516567, 1.19516776, 1.19516945, 1.19516656, 1.19516563,\n", " 1.19516563, 1.19516107, 1.19516107, 1.19515768, 1.1951569 ,\n", " 1.19515815, 1.19514629, 1.19514629, 1.19513527, 1.1951122 ,\n", " 1.19509659, 1.19509461, 1.19508595, 1.19508272, 1.19508045,\n", " 1.19507779, 1.19507614, 1.19507568, 1.19507654, 1.19507654,\n", " 1.1950655 , 1.19505579, 1.19506694, 1.19507638, 1.19508428,\n", " 1.19510085]),\n", " 'mSTD': array([1.19379184, 1.19377776, 1.19376835, 1.19376835, 1.19376835,\n", " 1.1937616 , 1.19375764, 1.19375261, 1.193748 , 1.19374746,\n", " 1.19373372, 1.19370339, 1.19367336, 1.19366493, 1.19364214,\n", " 1.19362034, 1.19362346, 1.19363312, 1.19363088, 1.19365468,\n", " 1.19369226, 1.19373325, 1.19379189, 1.19387238, 1.19395809,\n", " 1.19399269, 1.19400136, 1.19400816, 1.19401874, 1.19400741,\n", " 1.19399222, 1.19398094, 1.193975 , 1.19398868, 1.19398499,\n", " 1.19397881, 1.19396842, 1.19395706, 1.19394662, 1.19394786,\n", " 1.19395147, 1.19396429, 1.19396787, 1.1939934 , 1.1940138 ,\n", " 1.19405569, 1.19410818, 1.19417391, 1.19419477, 1.19421186,\n", " 1.19420934, 1.19420697, 1.19421437, 1.19422051, 1.19422917,\n", " 1.19423655, 1.19425148, 1.19426109, 1.19428092, 1.19428014,\n", " 1.19428539, 1.19429144, 1.19430581, 1.19432479, 1.19435 ,\n", " 1.19434974, 1.19434888, 1.19431315, 1.19429686, 1.19429817,\n", " 1.19429537, 1.19429497, 1.19429497, 1.19429609, 1.19429584,\n", " 1.19429548, 1.19429548, 1.19429685, 1.19429477, 1.19429484,\n", " 1.19429549, 1.19429589, 1.19431646, 1.19432275, 1.19431652,\n", " 1.19430794, 1.1943038 , 1.19430758, 1.19431203, 1.19433082,\n", " 1.19434894, 1.19436437, 1.19438492, 1.19439713, 1.19441708,\n", " 1.19444423, 1.19444741, 1.19444923, 1.19443462, 1.19442652,\n", " 1.19440919, 1.19438593, 1.19439074, 1.19439867, 1.19440348,\n", " 1.19440348, 1.19440348, 1.19440842, 1.19439448, 1.19440292,\n", " 1.19441345, 1.19441345, 1.19441214, 1.19441006, 1.19439873,\n", " 1.1943938 , 1.19440727, 1.19441764, 1.19438812, 1.19439019,\n", " 1.19439338, 1.19439171, 1.19439307, 1.19441176, 1.19441111,\n", " 1.19441051, 1.19441093, 1.19441546, 1.19441483, 1.19441652,\n", " 1.194425 , 1.19444039, 1.19445851, 1.19453796, 1.19456198,\n", " 1.19456895, 1.19455679, 1.19453078, 1.19448306, 1.19444841,\n", " 1.19444576, 1.19444396, 1.19444458, 1.19444458, 1.19445205,\n", " 1.19445839, 1.19445708, 1.19445233, 1.19444826, 1.19444657,\n", " 1.1944469 , 1.19444941, 1.19445706, 1.19448734, 1.19448734,\n", " 1.19446393, 1.19445331, 1.1944414 , 1.19444166, 1.19442575,\n", " 1.19441357, 1.19440215, 1.19438981, 1.19437982, 1.19437899,\n", " 1.1943778 , 1.19438058, 1.19439114, 1.19440509, 1.19444306,\n", " 1.19448888, 1.1945397 , 1.19460965, 1.19463962, 1.19463182,\n", " 1.194622 , 1.19461261, 1.19459936, 1.19458872, 1.19458931,\n", " 1.19458907, 1.19458461, 1.19458044, 1.19457642, 1.19459099,\n", " 1.19460746, 1.19460741, 1.19460411, 1.19460505, 1.19460093,\n", " 1.1945978 , 1.19459771, 1.19459844, 1.19460054, 1.19460054,\n", " 1.19460004, 1.19459288, 1.19458859, 1.19458996, 1.19458776,\n", " 1.19458281, 1.19458281, 1.1945772 , 1.19456399, 1.19455574,\n", " 1.19454148, 1.19452882, 1.19452936, 1.19453833, 1.19455534,\n", " 1.19455966, 1.19455947, 1.1945595 , 1.19456697, 1.19457413,\n", " 1.19457413, 1.19457217, 1.1945707 , 1.19457061, 1.19457115,\n", " 1.19458255, 1.19459899, 1.19460845, 1.19459769, 1.19459155,\n", " 1.19458838, 1.19458946, 1.19458505, 1.19457601, 1.19457696,\n", " 1.19458377, 1.19458917, 1.19459525, 1.19459186, 1.19459144,\n", " 1.1945964 , 1.19460782, 1.19462377, 1.19461982, 1.19462783,\n", " 1.19463654, 1.19463318, 1.19461972, 1.19455719, 1.19452043,\n", " 1.19450189, 1.19448524, 1.19447097, 1.19445837, 1.19445048,\n", " 1.19444468, 1.19443275, 1.19442723, 1.19444747, 1.19446175,\n", " 1.19447132, 1.19447563, 1.19447843, 1.1944723 , 1.19446549,\n", " 1.19446226, 1.19446128, 1.19446454, 1.19445794, 1.19445345,\n", " 1.19444809, 1.19441926, 1.19439478, 1.19435514, 1.19430617,\n", " 1.19426977, 1.19423919, 1.19422002, 1.19420418, 1.19419391,\n", " 1.1941871 , 1.19418948, 1.19420738, 1.19421855, 1.19423145,\n", " 1.19425205, 1.19426695, 1.19429212, 1.19430045, 1.19429212,\n", " 1.19423562, 1.19423052, 1.19422801, 1.19422953, 1.19423108,\n", " 1.19423466, 1.19423466, 1.19422991, 1.194218 , 1.1942034 ,\n", " 1.19418024, 1.19415686, 1.1941474 , 1.19414803, 1.19414772,\n", " 1.1941711 , 1.19418505, 1.19420095, 1.19420095, 1.19420095,\n", " 1.19419881, 1.1941932 , 1.19418826, 1.19418519, 1.19418519,\n", " 1.1941932 , 1.19420336, 1.19419789, 1.1941902 , 1.19417917,\n", " 1.19417184, 1.19417282, 1.19417285, 1.19417842, 1.19419755,\n", " 1.19419988, 1.1941985 , 1.19419728, 1.19419618, 1.1941952 ,\n", " 1.19419457, 1.19419242, 1.19418883, 1.19418554, 1.19418883,\n", " 1.19419284, 1.19419349, 1.19419879, 1.19420489, 1.19420649,\n", " 1.19420715, 1.19420792, 1.19420881, 1.19419308, 1.19417972,\n", " 1.19417386, 1.1941718 , 1.19417696, 1.19417695, 1.19417991,\n", " 1.19418182, 1.19418949, 1.19420066, 1.19421519, 1.19423006,\n", " 1.19424826, 1.19427158, 1.19430348, 1.19430348, 1.19430059,\n", " 1.19429787, 1.19427757, 1.19426198, 1.19425227, 1.19424428,\n", " 1.1942468 , 1.19424641, 1.19424896, 1.19425223, 1.19425418,\n", " 1.19425906, 1.19426016, 1.19426016, 1.19425887, 1.19425791,\n", " 1.19425722, 1.19426554, 1.19427106, 1.19428101, 1.19429659,\n", " 1.19430006, 1.19430397, 1.19430551, 1.19430715, 1.1943089 ,\n", " 1.19431077, 1.19431077, 1.19431077, 1.1943089 , 1.19430715,\n", " 1.19430551, 1.19430527, 1.19429917, 1.19430091, 1.19430091,\n", " 1.1942999 , 1.1942979 , 1.19428948, 1.19429134, 1.19429362,\n", " 1.19429632, 1.19429632, 1.19429632, 1.19429329, 1.19429039,\n", " 1.19427182, 1.19426633, 1.19426128, 1.19426129, 1.19426129,\n", " 1.19426129, 1.19426205, 1.19426915, 1.19426915, 1.19426915,\n", " 1.19426915, 1.19427127, 1.19427375, 1.19427884, 1.19428469,\n", " 1.19431259, 1.19432397, 1.19435242, 1.19435176, 1.19435132,\n", " 1.19435113, 1.19435122, 1.19435165, 1.19435165, 1.19435165,\n", " 1.19435254, 1.19434363, 1.19433782, 1.1943333 , 1.1943333 ,\n", " 1.19433227, 1.19433227, 1.19433227, 1.19433227, 1.19433151,\n", " 1.19433151, 1.19432797, 1.19432154, 1.19431948, 1.19431799,\n", " 1.19431615, 1.19431767, 1.1943189 , 1.19432077, 1.19432015,\n", " 1.19432048, 1.19432017, 1.19431997, 1.19431986, 1.19431986,\n", " 1.19431673, 1.19431371, 1.19431371, 1.19431038, 1.19430788,\n", " 1.19430236, 1.19429633, 1.19427104, 1.1942276 , 1.19421341,\n", " 1.19420998, 1.19420835, 1.19420869, 1.19421138, 1.19421791,\n", " 1.19421446, 1.19421446, 1.19421446, 1.19421486, 1.19421237,\n", " 1.19420819, 1.19420647, 1.19420813, 1.19421649, 1.19421022,\n", " 1.19419272, 1.19417807, 1.19416553, 1.1941547 , 1.19414845,\n", " 1.19415099, 1.19415091, 1.19415634, 1.19416534, 1.19416626,\n", " 1.19416873, 1.19417736, 1.19419391, 1.19419736, 1.19420332,\n", " 1.19420332, 1.19420332, 1.19420332, 1.19420332, 1.19416715,\n", " 1.19415274, 1.19414137, 1.19413198, 1.19412408, 1.19410326,\n", " 1.19408765, 1.19407227, 1.19407188, 1.19407229, 1.19406903,\n", " 1.19406341, 1.1940519 , 1.19405738, 1.19406928, 1.19406741,\n", " 1.19406695, 1.19405728, 1.19401857, 1.19399239, 1.19394863,\n", " 1.19391555, 1.19390099, 1.19389331, 1.19388398, 1.19387473,\n", " 1.19385861, 1.19385089, 1.19385363, 1.19385798, 1.19386323,\n", " 1.19387908, 1.19389232, 1.19388742, 1.19388599, 1.19388008,\n", " 1.19387495, 1.19384997, 1.1938456 , 1.19384146, 1.19383836,\n", " 1.19383935, 1.19383822, 1.19383771, 1.19383881, 1.19384521,\n", " 1.19385562, 1.19386726, 1.19387579, 1.19388803, 1.19389746,\n", " 1.1939167 , 1.19391322, 1.19390948, 1.1938951 , 1.19388356,\n", " 1.19387503, 1.19387587, 1.19389828, 1.1939145 , 1.19393285,\n", " 1.1939745 , 1.19403089, 1.19405348, 1.19407702, 1.19408819,\n", " 1.19410038, 1.19412796, 1.19415103, 1.19414881, 1.19414613,\n", " 1.1941489 , 1.1941489 , 1.19414727, 1.19414727, 1.19414727,\n", " 1.19414784, 1.19414873, 1.19414991, 1.19415139, 1.19415318,\n", " 1.19415769, 1.19416017, 1.1941231 , 1.19411023, 1.19410689,\n", " 1.19410108, 1.19409895, 1.19410347, 1.19410802, 1.19411553,\n", " 1.19412499, 1.19413795, 1.19415551, 1.1941701 , 1.19418886,\n", " 1.19419296, 1.1941972 , 1.19418099, 1.19416814, 1.19414066,\n", " 1.19411989, 1.19410736, 1.19408915, 1.19407879, 1.19406468,\n", " 1.19405382, 1.19405624, 1.1940409 , 1.19402591, 1.19401977,\n", " 1.19401075, 1.194014 , 1.19402172, 1.1940333 , 1.19403086,\n", " 1.19403447, 1.19404293, 1.19404804, 1.19405518, 1.19403093,\n", " 1.19400813, 1.19399108, 1.19397866, 1.1939667 , 1.19392083,\n", " 1.19390031, 1.19388492, 1.19384356, 1.19378305, 1.19374676,\n", " 1.19372319, 1.19371655, 1.19371103, 1.19371176, 1.19364449,\n", " 1.19362307, 1.19361006, 1.19360597, 1.19359227, 1.19357023,\n", " 1.19357794, 1.19358619, 1.19356753, 1.19355662, 1.19355771,\n", " 1.1935634 , 1.19358391, 1.19358391, 1.19356937, 1.193558 ,\n", " 1.19353049, 1.19350001, 1.19349035, 1.19350091, 1.19352294,\n", " 1.19353618, 1.19356565, 1.19361684, 1.19366204, 1.19370388,\n", " 1.19375144, 1.19378767, 1.19379276, 1.19379276, 1.19379344,\n", " 1.19379517, 1.19379517, 1.19377524, 1.1937537 , 1.19374942,\n", " 1.19374809, 1.19374942, 1.19374619, 1.19374031, 1.19375419,\n", " 1.19377672, 1.19380716, 1.19384431, 1.19388624, 1.19390991,\n", " 1.19392696, 1.19392436, 1.1939214 , 1.19391752, 1.19391087,\n", " 1.19390476, 1.19389877, 1.19389348, 1.19391168, 1.19391101,\n", " 1.19391279, 1.19391488, 1.19391734, 1.19392024, 1.19391505,\n", " 1.19391669, 1.19391093, 1.19391042, 1.19391008, 1.19391008,\n", " 1.19390467, 1.19387632, 1.19386339, 1.1938708 , 1.19388342,\n", " 1.19388487, 1.19388842, 1.19389046, 1.19389444, 1.19389686,\n", " 1.19390305, 1.19393354, 1.1939556 , 1.19396299, 1.19397299,\n", " 1.19398068, 1.19397774, 1.19393588, 1.19392539, 1.19393194,\n", " 1.19394619, 1.19396846, 1.19398325, 1.1940043 , 1.1940253 ,\n", " 1.19406164, 1.19411304, 1.1941659 , 1.19419494, 1.19422348,\n", " 1.19426689, 1.19433266, 1.1943447 , 1.19435666, 1.194381 ,\n", " 1.19439851, 1.19442135, 1.19443091, 1.19443598, 1.19440364,\n", " 1.19438335, 1.19433976, 1.19431869, 1.19431052, 1.1943162 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1.1946008 , 1.19460101, 1.19460101, 1.19460287,\n", " 1.19460517, 1.19460797, 1.19460895, 1.19460858, 1.19461347,\n", " 1.19465553, 1.19472652, 1.19473439, 1.194735 , 1.19473753,\n", " 1.19473421, 1.19472525, 1.19470948, 1.19470586, 1.19469095,\n", " 1.19468688, 1.19469826, 1.19471402, 1.19473021, 1.19475297,\n", " 1.19475895, 1.19477045, 1.19478584, 1.19480582, 1.19483191,\n", " 1.1948614 , 1.19485716, 1.19485716, 1.19485912, 1.1948601 ,\n", " 1.19486161, 1.19486368, 1.19486804, 1.19488018, 1.19487875,\n", " 1.19487735, 1.19487791, 1.19487808, 1.19487933, 1.19487933,\n", " 1.19487143, 1.19488205, 1.19487563, 1.19487186, 1.19486835,\n", " 1.19486782, 1.19487086, 1.19487575, 1.19486994, 1.19487915,\n", " 1.1948976 , 1.19490817, 1.19492443, 1.19493858, 1.19495136,\n", " 1.19495608, 1.19493984, 1.19494054, 1.19493271, 1.19492028,\n", " 1.19491966, 1.19492291, 1.19492655, 1.19492544, 1.19492371,\n", " 1.19492371, 1.19493493, 1.19493493, 1.19494099, 1.1949431 ,\n", " 1.19494585, 1.19494971, 1.19494971, 1.1949514 , 1.19495446,\n", " 1.19495408, 1.19494406, 1.19494605, 1.19494662, 1.19494488,\n", " 1.19494354, 1.19494386, 1.19494966, 1.19495146, 1.19495146,\n", " 1.19495716, 1.19496155, 1.19495439, 1.19494895, 1.19495172,\n", " 1.19494982]),\n", " 'x': array(['2020-09-01 03:01:10+03:00', '2020-09-01 03:01:15+03:00',\n", " '2020-09-01 03:01:20+03:00', '2020-09-01 03:01:25+03:00',\n", " '2020-09-01 03:01:30+03:00', '2020-09-01 03:01:35+03:00',\n", " '2020-09-01 03:01:40+03:00', '2020-09-01 03:01:45+03:00',\n", " '2020-09-01 03:01:50+03:00', '2020-09-01 03:01:55+03:00',\n", " '2020-09-01 03:02:00+03:00', '2020-09-01 03:02:05+03:00',\n", " '2020-09-01 03:02:10+03:00', '2020-09-01 03:02:15+03:00',\n", " '2020-09-01 03:02:20+03:00', '2020-09-01 03:02:25+03:00',\n", " '2020-09-01 03:02:30+03:00', '2020-09-01 03:02:35+03:00',\n", " '2020-09-01 03:02:40+03:00', '2020-09-01 03:02:45+03:00',\n", " '2020-09-01 03:02:50+03:00', '2020-09-01 03:02:55+03:00',\n", " '2020-09-01 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