{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "bd0f0ecb",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import datetime\n",
    "import numpy as np\n",
    "\n",
    "import CoreTraidMath \n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "5ade81e7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>open</th>\n",
       "      <th>close</th>\n",
       "      <th>high</th>\n",
       "      <th>low</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2020-09-01 03:00:00+03:00</td>\n",
       "      <td>1.19370</td>\n",
       "      <td>1.19388</td>\n",
       "      <td>1.19391</td>\n",
       "      <td>1.19368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2020-09-01 03:00:05+03:00</td>\n",
       "      <td>1.19387</td>\n",
       "      <td>1.19388</td>\n",
       "      <td>1.19391</td>\n",
       "      <td>1.19383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2020-09-01 03:00:10+03:00</td>\n",
       "      <td>1.19387</td>\n",
       "      <td>1.19384</td>\n",
       "      <td>1.19389</td>\n",
       "      <td>1.19382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2020-09-01 03:00:15+03:00</td>\n",
       "      <td>1.19384</td>\n",
       "      <td>1.19384</td>\n",
       "      <td>1.19386</td>\n",
       "      <td>1.19382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2020-09-01 03:00:20+03:00</td>\n",
       "      <td>1.19387</td>\n",
       "      <td>1.19390</td>\n",
       "      <td>1.19391</td>\n",
       "      <td>1.19383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99995</th>\n",
       "      <td>2020-09-06 21:52:55+03:00</td>\n",
       "      <td>1.18382</td>\n",
       "      <td>1.18382</td>\n",
       "      <td>1.18393</td>\n",
       "      <td>1.18371</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99996</th>\n",
       "      <td>2020-09-06 21:53:00+03:00</td>\n",
       "      <td>1.18382</td>\n",
       "      <td>1.18382</td>\n",
       "      <td>1.18393</td>\n",
       "      <td>1.18371</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99997</th>\n",
       "      <td>2020-09-06 21:53:05+03:00</td>\n",
       "      <td>1.18382</td>\n",
       "      <td>1.18382</td>\n",
       "      <td>1.18393</td>\n",
       "      <td>1.18371</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99998</th>\n",
       "      <td>2020-09-06 21:53:10+03:00</td>\n",
       "      <td>1.18382</td>\n",
       "      <td>1.18382</td>\n",
       "      <td>1.18393</td>\n",
       "      <td>1.18371</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99999</th>\n",
       "      <td>2020-09-06 21:53:15+03:00</td>\n",
       "      <td>1.18382</td>\n",
       "      <td>1.18382</td>\n",
       "      <td>1.18393</td>\n",
       "      <td>1.18371</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100000 rows × 5 columns</p>\n",
       "</div>"
      ],
      "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": 9,
     "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": 10,
   "id": "f4fa346f",
   "metadata": {},
   "outputs": [],
   "source": [
    "class coreIndicator():\n",
    "    \n",
    "    def __init__(self,options: dict, dataType: str = None, predictType: str = None, name: str = None):\n",
    "        self.options = options\n",
    "        self.dataType = dataType #ochl\n",
    "        self.predictType = predictType #trend\n",
    "        \n",
    "    \n",
    "    def getAns(self, data: pd.DataFrame() ):\n",
    "        return \"ERROR\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "b0792714",
   "metadata": {},
   "outputs": [],
   "source": [
    "class ind_BB(coreIndicator):\n",
    "    \"\"\"\n",
    "    options\n",
    "        MeanType -> SMA\n",
    "        window -> int\n",
    "        valueType -> str: low, high, open, close\n",
    "        kDev -> float\n",
    "    \n",
    "    \"\"\"\n",
    "    \n",
    "    def __init__(self,options: dict,name = None):\n",
    "        super().__init__(\n",
    "            options = options,\n",
    "            dataType = 'ochl',\n",
    "            predictType = 'trend',\n",
    "            name = name\n",
    "        )\n",
    "    \n",
    "    def getAns(self, data: pd.DataFrame()):\n",
    "        data=data.reset_index(drop=True)\n",
    "        ans={}\n",
    "        opMA={'dataType':'ohcl',\n",
    "            'action':'findMean',\n",
    "            'actionOptions':{\n",
    "                'MeanType':self.options['MeanType'],\n",
    "                'valueType':self.options['valueType'],\n",
    "                'window':self.options['window']\n",
    "            }\n",
    "        }\n",
    "        ans['BB']=CoreTraidMath.CoreMath(data,opMA).ans\n",
    "        opSTD={'dataType':'ohcl',\n",
    "            'action':'findSTD',\n",
    "            'actionOptions':{'valueType':self.options['valueType'],'window':self.options['window']}\n",
    "        }\n",
    "        ans['STD']=CoreTraidMath.CoreMath(data,opSTD).ans\n",
    "        ans['pSTD']=ans['BB']+ans['STD']*self.options['kDev']\n",
    "        ans['mSTD']=ans['BB']-ans['STD']*self.options['kDev']\n",
    "        ans['x']=np.array(data['date'][self.options['window']-1:].to_list())\n",
    "        self.ans= ans\n",
    "        return ans"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "1fc49bc0",
   "metadata": {},
   "outputs": [],
   "source": [
    "class indicatorsAgrigator:\n",
    "    \n",
    "    def __init__ (self,indDict={}):\n",
    "        self.indDict = indDict\n",
    "        self.indInst = {}\n",
    "        self.ans={}\n",
    "        self.createIndicatorsInstance()\n",
    "    \n",
    "    def createIndicatorsInstance(self):\n",
    "        for i in self.indDict.keys():\n",
    "            self.indInst[i]=self.indDict[i]['className'](self.indDict[i]['params'])\n",
    "            \n",
    "    def getAns(self,dataDict={}):\n",
    "        ans={}\n",
    "        for i in dataDict.keys():\n",
    "            ans[i] = self.indInst[i].getAns(dataDict[i])\n",
    "        return ans"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "ec1f3503",
   "metadata": {},
   "outputs": [],
   "source": [
    "indicators = {\n",
    "    'ind_BB':{\n",
    "        'className':ind_BB,\n",
    "        'params':{'MeanType':'SMA','window':15,'valueType':'close','kDev':2.5}\n",
    "    }\n",
    "}\n",
    "dataDic={\n",
    "    'ind_BB':df_candle[:1000]\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d5866919",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "128b6924",
   "metadata": {},
   "outputs": [],
   "source": [
    "ia= indicatorsAgrigator(indicators)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "8c972187",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'indDict': {'ind_BB': {'className': __main__.ind_BB,\n",
       "   'params': {'MeanType': 'SMA',\n",
       "    'window': 15,\n",
       "    'valueType': 'close',\n",
       "    'kDev': 2.5}}},\n",
       " 'indInst': {'ind_BB': <__main__.ind_BB at 0x7f04f55a21d0>},\n",
       " 'ans': {}}"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ia.__dict__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "439b67b2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'options': {'MeanType': 'SMA',\n",
       "  'window': 15,\n",
       "  'valueType': 'close',\n",
       "  'kDev': 2.5},\n",
       " 'dataType': 'ochl',\n",
       " 'predictType': 'trend'}"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ia.indInst['ind_BB'].__dict__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "7717e72a",
   "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   , 1.19466733,\n",
       "         1.19467133, 1.19467467, 1.19467733, 1.19468533, 1.194694  ,\n",
       "         1.19470267, 1.19471067, 1.19471867, 1.19472733, 1.19473333,\n",
       "         1.194736  , 1.19473533, 1.194732  , 1.19471933, 1.19470867,\n",
       "         1.19470267, 1.19469667, 1.19469133, 1.19468067, 1.19466933,\n",
       "         1.19465733, 1.19464333, 1.19462933, 1.194612  , 1.19459533,\n",
       "         1.194582  , 1.19457267, 1.19456267, 1.19456067, 1.19455733,\n",
       "         1.194552  , 1.19454667, 1.194542  , 1.194534  , 1.19452533,\n",
       "         1.19451667, 1.194508  , 1.19449867, 1.194486  , 1.19447267,\n",
       "         1.19445933, 1.19444467, 1.19443267, 1.19441933, 1.194406  ,\n",
       "         1.194392  , 1.19437867, 1.194366  , 1.19435667, 1.19434667,\n",
       "         1.19433733, 1.19433067, 1.19432467, 1.194322  , 1.19432467,\n",
       "         1.19433467, 1.194342  , 1.19434733, 1.194348  , 1.19434867,\n",
       "         1.19435   , 1.19435   , 1.194348  , 1.194344  , 1.19434   ,\n",
       "         1.194334  , 1.19432733, 1.19432333, 1.194324  , 1.194322  ,\n",
       "         1.19431267, 1.19430667, 1.19430133, 1.19430133, 1.19430133,\n",
       "         1.194298  , 1.194294  , 1.19429067, 1.19428933, 1.19428933,\n",
       "         1.19429133, 1.19429333, 1.194292  , 1.194286  , 1.19427867,\n",
       "         1.19427133, 1.19426533, 1.194258  , 1.19425067, 1.19424467,\n",
       "         1.194244  , 1.19424467, 1.19424533, 1.194246  , 1.19424667,\n",
       "         1.19424533, 1.194244  , 1.19424267, 1.19424133, 1.19424267,\n",
       "         1.19424533, 1.19424667, 1.19424867, 1.19425067, 1.194252  ,\n",
       "         1.19425133, 1.19425067, 1.19425   , 1.19425333, 1.19425733,\n",
       "         1.19426333, 1.19427067, 1.19427867, 1.19428933, 1.194298  ,\n",
       "         1.19430533, 1.19431067, 1.194318  , 1.19432533, 1.19433133,\n",
       "         1.194338  , 1.19434333, 1.194348  , 1.194348  , 1.19434733,\n",
       "         1.19434667, 1.19434267, 1.19433867, 1.194332  , 1.194326  ,\n",
       "         1.19432267, 1.19432133, 1.19431933, 1.19431733, 1.194316  ,\n",
       "         1.194314  , 1.19431333, 1.19431333, 1.19431467, 1.194316  ,\n",
       "         1.19431733, 1.19432133, 1.19432733, 1.19433333, 1.19433933,\n",
       "         1.19434067, 1.194342  , 1.19434267, 1.19434333, 1.194344  ,\n",
       "         1.19434467, 1.19434467, 1.19434467, 1.194344  , 1.19434333,\n",
       "         1.19434267, 1.194344  , 1.19434533, 1.194344  , 1.194344  ,\n",
       "         1.194346  , 1.19434867, 1.19435333, 1.19435533, 1.19435733,\n",
       "         1.19435933, 1.19435933, 1.19435933, 1.19435867, 1.194358  ,\n",
       "         1.19435467, 1.194352  , 1.19434667, 1.194348  , 1.194348  ,\n",
       "         1.194348  , 1.19434733, 1.19434467, 1.19434467, 1.19434467,\n",
       "         1.19434467, 1.19434667, 1.19434867, 1.19435133, 1.194354  ,\n",
       "         1.19435933, 1.194362  , 1.19436533, 1.19436467, 1.194364  ,\n",
       "         1.19436333, 1.19436267, 1.194362  , 1.194362  , 1.194362  ,\n",
       "         1.19436133, 1.19436   , 1.19435867, 1.19435733, 1.19435733,\n",
       "         1.19435667, 1.19435667, 1.19435667, 1.19435667, 1.19435733,\n",
       "         1.19435733, 1.194356  , 1.194354  , 1.19435467, 1.19435267,\n",
       "         1.19435133, 1.194352  , 1.194354  , 1.19435467, 1.19435533,\n",
       "         1.19435667, 1.19435733, 1.194358  , 1.19435867, 1.19435867,\n",
       "         1.19435733, 1.19435667, 1.19435667, 1.19435333, 1.19435267,\n",
       "         1.19435133, 1.19434933, 1.19434267, 1.194334  , 1.19432667,\n",
       "         1.19432133, 1.194316  , 1.19431067, 1.19430533, 1.19430267,\n",
       "         1.194304  , 1.194304  , 1.194304  , 1.19430333, 1.1943    ,\n",
       "         1.19429667, 1.194294  , 1.19429467, 1.194296  , 1.19429467,\n",
       "         1.19429   , 1.19428533, 1.19428067, 1.194276  , 1.19426867,\n",
       "         1.19425867, 1.19425067, 1.19424267, 1.19423533, 1.19423067,\n",
       "         1.19422733, 1.19422333, 1.19421867, 1.19421733, 1.194216  ,\n",
       "         1.194216  , 1.194216  , 1.194216  , 1.194216  , 1.19421133,\n",
       "         1.194208  , 1.19420467, 1.19420133, 1.194198  , 1.194192  ,\n",
       "         1.19418533, 1.194178  , 1.19417533, 1.19417133, 1.19416533,\n",
       "         1.194158  , 1.19414867, 1.194142  , 1.19413533, 1.19413333,\n",
       "         1.19413067, 1.19412533, 1.19411533, 1.19410533, 1.19409467,\n",
       "         1.194084  , 1.19407667, 1.19406467, 1.194052  , 1.19404133,\n",
       "         1.19403   , 1.19402267, 1.19401333, 1.19400267, 1.19399   ,\n",
       "         1.19397667, 1.193966  , 1.19396   , 1.193954  , 1.19395133,\n",
       "         1.19394867, 1.19395333, 1.19395533, 1.19395867, 1.193962  ,\n",
       "         1.19396733, 1.19397067, 1.19397   , 1.19397333, 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 ,\n",
       "         1.19432125, 1.19433152, 1.19434546, 1.19437975, 1.19441342,\n",
       "         1.19446863, 1.19452398, 1.19457602, 1.1946132 , 1.19460469,\n",
       "         1.1946101 , 1.19460295, 1.19460178, 1.19459984, 1.19460623,\n",
       "         1.19461642, 1.19461391, 1.19461391, 1.19461391, 1.19459601,\n",
       "         1.19457598, 1.19456017, 1.19454551, 1.19452512, 1.19451518,\n",
       "         1.19451378, 1.19451676, 1.19451654, 1.19452393, 1.19454185,\n",
       "         1.19456434, 1.19455701, 1.19455156, 1.19455875, 1.19455156,\n",
       "         1.19455232, 1.19455279, 1.19455161, 1.19454779, 1.19454588,\n",
       "         1.19454446, 1.19454309, 1.19453532, 1.19453814, 1.19454589,\n",
       "         1.19455745, 1.19458009, 1.19461134, 1.19461491, 1.19460488,\n",
       "         1.1946018 , 1.1946018 , 1.19455348, 1.19450982, 1.19448086,\n",
       "         1.1944666 , 1.19445734, 1.1944562 , 1.19445538, 1.19446205,\n",
       "         1.19446013, 1.19446205, 1.19444724, 1.19442762, 1.19441403,\n",
       "         1.19440656, 1.19440322, 1.19441623, 1.19443037, 1.19445258,\n",
       "         1.19447608, 1.19447969, 1.19450009, 1.19453643, 1.19457593,\n",
       "         1.19458981, 1.19461674, 1.19463227, 1.19464895, 1.19467083,\n",
       "         1.19469972, 1.19472995, 1.19476591, 1.19477896, 1.19479361,\n",
       "         1.19481296, 1.19481006, 1.19480624, 1.19478655, 1.19474703,\n",
       "         1.19470828, 1.19469826, 1.19470705, 1.19471693, 1.1947172 ,\n",
       "         1.19471759, 1.19471966, 1.19471803, 1.19470024, 1.19466948,\n",
       "         1.19465648, 1.19463863, 1.19460525, 1.19460701, 1.19463235,\n",
       "         1.19468301, 1.19472337, 1.194743  , 1.19476745, 1.19479679,\n",
       "         1.19483115, 1.19488709, 1.19494134, 1.19496812, 1.19497745,\n",
       "         1.1950036 , 1.19501977, 1.19502004, 1.19503058, 1.19500686,\n",
       "         1.19497104, 1.19494717, 1.19491629, 1.19488848, 1.19486179,\n",
       "         1.19484646, 1.1948407 , 1.19484023, 1.19484256, 1.1948135 ,\n",
       "         1.19479325, 1.19478298, 1.19476333, 1.19474457, 1.19469284,\n",
       "         1.1946573 , 1.1946361 , 1.19462289, 1.1946091 , 1.19460557,\n",
       "         1.19460637, 1.19462079, 1.19465253, 1.19470668, 1.1946946 ,\n",
       "         1.19463826, 1.19459985, 1.19459863, 1.19459852, 1.19460081,\n",
       "         1.1946008 , 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 03:03:00+03:00', '2020-09-01 03:03:05+03:00',\n",
       "         '2020-09-01 03:03:10+03:00', '2020-09-01 03:03:15+03:00',\n",
       "         '2020-09-01 03:03:20+03:00', '2020-09-01 03:03:25+03:00',\n",
       "         '2020-09-01 03:03:30+03:00', '2020-09-01 03:03:35+03:00',\n",
       "         '2020-09-01 03:03:40+03:00', '2020-09-01 03:03:45+03:00',\n",
       "         '2020-09-01 03:03:50+03:00', '2020-09-01 03:03:55+03:00',\n",
       "         '2020-09-01 03:04:00+03:00', '2020-09-01 03:04:05+03:00',\n",
       "         '2020-09-01 03:04:10+03:00', '2020-09-01 03:04:15+03:00',\n",
       "         '2020-09-01 03:04:20+03:00', '2020-09-01 03:04:25+03:00',\n",
       "         '2020-09-01 03:04:30+03:00', '2020-09-01 03:04:35+03:00',\n",
       "         '2020-09-01 03:04:40+03:00', '2020-09-01 03:04:45+03:00',\n",
       "         '2020-09-01 03:04:50+03:00', '2020-09-01 03:04:55+03:00',\n",
       "         '2020-09-01 03:05:00+03:00', '2020-09-01 03:05:05+03:00',\n",
       "         '2020-09-01 03:05:10+03:00', '2020-09-01 03:05:15+03:00',\n",
       "         '2020-09-01 03:05:20+03:00', '2020-09-01 03:05:25+03:00',\n",
       "         '2020-09-01 03:05:30+03:00', '2020-09-01 03:05:35+03:00',\n",
       "         '2020-09-01 03:05:40+03:00', '2020-09-01 03:05:45+03:00',\n",
       "         '2020-09-01 03:05:50+03:00', '2020-09-01 03:05:55+03:00',\n",
       "         '2020-09-01 03:06:00+03:00', '2020-09-01 03:06:05+03:00',\n",
       "         '2020-09-01 03:06:10+03:00', '2020-09-01 03:06:15+03:00',\n",
       "         '2020-09-01 03:06:20+03:00', '2020-09-01 03:06:25+03:00',\n",
       "         '2020-09-01 03:06:30+03:00', '2020-09-01 03:06:35+03:00',\n",
       "         '2020-09-01 03:06:40+03:00', '2020-09-01 03:06:45+03:00',\n",
       "         '2020-09-01 03:06:50+03:00', '2020-09-01 03:06:55+03:00',\n",
       "         '2020-09-01 03:07:00+03:00', '2020-09-01 03:07:05+03:00',\n",
       "         '2020-09-01 03:07:10+03:00', '2020-09-01 03:07:15+03:00',\n",
       "         '2020-09-01 03:07:20+03:00', '2020-09-01 03:07:25+03:00',\n",
       "         '2020-09-01 03:07:30+03:00', '2020-09-01 03:07:35+03:00',\n",
       "         '2020-09-01 03:07:40+03:00', '2020-09-01 03:07:45+03:00',\n",
       "         '2020-09-01 03:07:50+03:00', '2020-09-01 03:07:55+03:00',\n",
       "         '2020-09-01 03:08:00+03:00', '2020-09-01 03:08:05+03:00',\n",
       "         '2020-09-01 03:08:10+03:00', '2020-09-01 03:08:15+03:00',\n",
       "         '2020-09-01 03:08:20+03:00', '2020-09-01 03:08:25+03:00',\n",
       "         '2020-09-01 03:08:30+03:00', '2020-09-01 03:08:35+03:00',\n",
       "         '2020-09-01 03:08:40+03:00', '2020-09-01 03:08:45+03:00',\n",
       "         '2020-09-01 03:08:50+03:00', '2020-09-01 03:08:55+03:00',\n",
       "         '2020-09-01 03:09:00+03:00', '2020-09-01 03:09:05+03:00',\n",
       "         '2020-09-01 03:09:10+03:00', '2020-09-01 03:09:15+03:00',\n",
       "         '2020-09-01 03:09:20+03:00', '2020-09-01 03:09:25+03:00',\n",
       "         '2020-09-01 03:09:30+03:00', '2020-09-01 03:09:35+03:00',\n",
       "         '2020-09-01 03:09:40+03:00', '2020-09-01 03:09:45+03:00',\n",
       "         '2020-09-01 03:09:50+03:00', '2020-09-01 03:09:55+03:00',\n",
       "         '2020-09-01 03:10:00+03:00', '2020-09-01 03:10:05+03:00',\n",
       "         '2020-09-01 03:10:10+03:00', '2020-09-01 03:10:15+03:00',\n",
       "         '2020-09-01 03:10:20+03:00', '2020-09-01 03:10:25+03:00',\n",
       "         '2020-09-01 03:10:30+03:00', '2020-09-01 03:10:35+03:00',\n",
       "         '2020-09-01 03:10:40+03:00', '2020-09-01 03:10:45+03:00',\n",
       "         '2020-09-01 03:10:50+03:00', '2020-09-01 03:10:55+03:00',\n",
       "         '2020-09-01 03:11:00+03:00', '2020-09-01 03:11:05+03:00',\n",
       "         '2020-09-01 03:11:10+03:00', '2020-09-01 03:11:15+03:00',\n",
       "         '2020-09-01 03:11:20+03:00', '2020-09-01 03:11:25+03:00',\n",
       "         '2020-09-01 03:11:30+03:00', '2020-09-01 03:11:35+03:00',\n",
       "         '2020-09-01 03:11:40+03:00', '2020-09-01 03:11:45+03:00',\n",
       "         '2020-09-01 03:11:50+03:00', '2020-09-01 03:11:55+03:00',\n",
       "         '2020-09-01 03:12:00+03:00', '2020-09-01 03:12:05+03:00',\n",
       "         '2020-09-01 03:12:10+03:00', '2020-09-01 03:12:15+03:00',\n",
       "         '2020-09-01 03:12:20+03:00', '2020-09-01 03:12:25+03:00',\n",
       "         '2020-09-01 03:12:30+03:00', '2020-09-01 03:12:35+03:00',\n",
       "         '2020-09-01 03:12:40+03:00', '2020-09-01 03:12:45+03:00',\n",
       "         '2020-09-01 03:12:50+03:00', '2020-09-01 03:12:55+03:00',\n",
       "         '2020-09-01 03:13:00+03:00', '2020-09-01 03:13:05+03:00',\n",
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       "         '2020-09-01 03:13:20+03:00', '2020-09-01 03:13:25+03:00',\n",
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       "         '2020-09-01 04:22:30+03:00', '2020-09-01 04:22:35+03:00',\n",
       "         '2020-09-01 04:22:40+03:00', '2020-09-01 04:22:45+03:00',\n",
       "         '2020-09-01 04:22:50+03:00', '2020-09-01 04:22:55+03:00',\n",
       "         '2020-09-01 04:23:00+03:00', '2020-09-01 04:23:05+03:00',\n",
       "         '2020-09-01 04:23:10+03:00', '2020-09-01 04:23:15+03:00'],\n",
       "        dtype='<U25')}}"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ia.getAns(dataDict=dataDic)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e96e41dd",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0ac3e78c",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "b82a647d",
   "metadata": {},
   "outputs": [],
   "source": [
    "op = {'MeanType':'SMA','window':5,'valueType':'low','kDev':2}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "174f9d31",
   "metadata": {},
   "outputs": [],
   "source": [
    "t =  ind_BB(op)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "ffe8a25c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'BB': array([1.193796, 1.193836, 1.193842, 1.193852, 1.193862, 1.193866,\n",
       "        1.193858, 1.19386 , 1.19386 , 1.19386 , 1.193872, 1.193864,\n",
       "        1.193852, 1.193838, 1.193828, 1.193812, 1.193816, 1.193818,\n",
       "        1.193818, 1.19382 , 1.193822, 1.193854, 1.193896, 1.19394 ,\n",
       "        1.193974, 1.194018, 1.194046, 1.19407 , 1.194102, 1.194136,\n",
       "        1.194154, 1.19417 , 1.194182, 1.194174, 1.194156, 1.19414 ,\n",
       "        1.194114, 1.194088, 1.194072, 1.19406 , 1.194046, 1.194042,\n",
       "        1.194038, 1.194042, 1.194076, 1.194116, 1.194154, 1.194188,\n",
       "        1.194222, 1.194236, 1.194248, 1.19424 , 1.194246, 1.194248,\n",
       "        1.194252, 1.194268, 1.19429 , 1.194296, 1.194302, 1.194304,\n",
       "        1.194298, 1.194314, 1.194326, 1.194336, 1.194356, 1.194364,\n",
       "        1.194356, 1.194358, 1.194368, 1.19437 , 1.194374, 1.194378,\n",
       "        1.194376, 1.194368, 1.194356, 1.19435 , 1.194344, 1.19433 ,\n",
       "        1.194302, 1.194302, 1.194308, 1.194318, 1.194334, 1.194366,\n",
       "        1.194366, 1.194362, 1.194352, 1.194354, 1.194356, 1.194366,\n",
       "        1.194372, 1.194384, 1.194392, 1.19441 , 1.19443 , 1.194452]),\n",
       " 'STD': array([6.50384502e-05, 2.50998008e-05, 2.68328157e-05, 2.58843582e-05,\n",
       "        1.92353841e-05, 1.14017543e-05, 1.30384048e-05, 1.41421356e-05,\n",
       "        1.41421356e-05, 1.41421356e-05, 2.48997992e-05, 3.97492138e-05,\n",
       "        4.60434577e-05, 4.96990946e-05, 4.65832588e-05, 1.30384048e-05,\n",
       "        1.14017543e-05, 1.09544512e-05, 1.09544512e-05, 1.22474487e-05,\n",
       "        1.48323970e-05, 7.19722169e-05, 1.02127371e-04, 9.77241014e-05,\n",
       "        7.73304597e-05, 3.03315018e-05, 4.66904701e-05, 6.40312424e-05,\n",
       "        7.22495675e-05, 4.82700735e-05, 2.30217289e-05, 2.12132034e-05,\n",
       "        2.38746728e-05, 3.04959014e-05, 5.22494019e-05, 6.51920241e-05,\n",
       "        6.10737259e-05, 2.94957624e-05, 8.36660027e-06, 2.34520788e-05,\n",
       "        3.43511281e-05, 3.19374388e-05, 2.68328157e-05, 3.19374388e-05,\n",
       "        7.02139587e-05, 7.30068490e-05, 7.92464510e-05, 6.37965516e-05,\n",
       "        2.58843582e-05, 2.30217289e-05, 1.30384048e-05, 2.54950976e-05,\n",
       "        2.60768096e-05, 2.68328157e-05, 3.03315018e-05, 5.01996016e-05,\n",
       "        3.46410162e-05, 3.04959014e-05, 2.38746728e-05, 2.19089023e-05,\n",
       "        1.09544512e-05, 4.33589668e-05, 4.33589668e-05, 3.84707681e-05,\n",
       "        3.43511281e-05, 2.40831892e-05, 1.94935887e-05, 1.92353841e-05,\n",
       "        2.04939015e-05, 2.34520788e-05, 2.07364414e-05, 1.64316767e-05,\n",
       "        1.94935887e-05, 2.04939015e-05, 1.34164079e-05, 1.22474487e-05,\n",
       "        5.47722558e-06, 2.82842712e-05, 5.76194412e-05, 5.76194412e-05,\n",
       "        6.37965516e-05, 7.32802838e-05, 7.16240183e-05, 1.81659021e-05,\n",
       "        1.81659021e-05, 1.92353841e-05, 1.30384048e-05, 1.51657509e-05,\n",
       "        1.81659021e-05, 2.07364414e-05, 1.92353841e-05, 1.14017543e-05,\n",
       "        1.30384048e-05, 3.53553391e-05, 4.74341649e-05, 4.38178046e-05]),\n",
       " 'pSTD': array([1.19392608, 1.1938862 , 1.19389567, 1.19390377, 1.19390047,\n",
       "        1.1938888 , 1.19388408, 1.19388828, 1.19388828, 1.19388828,\n",
       "        1.1939218 , 1.1939435 , 1.19394409, 1.1939374 , 1.19392117,\n",
       "        1.19383808, 1.1938388 , 1.19383991, 1.19383991, 1.19384449,\n",
       "        1.19385166, 1.19399794, 1.19410025, 1.19413545, 1.19412866,\n",
       "        1.19407866, 1.19413938, 1.19419806, 1.1942465 , 1.19423254,\n",
       "        1.19420004, 1.19421243, 1.19422975, 1.19423499, 1.1942605 ,\n",
       "        1.19427038, 1.19423615, 1.19414699, 1.19408873, 1.1941069 ,\n",
       "        1.1941147 , 1.19410587, 1.19409167, 1.19410587, 1.19421643,\n",
       "        1.19426201, 1.19431249, 1.19431559, 1.19427377, 1.19428204,\n",
       "        1.19427408, 1.19429099, 1.19429815, 1.19430167, 1.19431266,\n",
       "        1.1943684 , 1.19435928, 1.19435699, 1.19434975, 1.19434782,\n",
       "        1.19431991, 1.19440072, 1.19441272, 1.19441294, 1.1944247 ,\n",
       "        1.19441217, 1.19439499, 1.19439647, 1.19440899, 1.1944169 ,\n",
       "        1.19441547, 1.19441086, 1.19441499, 1.19440899, 1.19438283,\n",
       "        1.19437449, 1.19435495, 1.19438657, 1.19441724, 1.19441724,\n",
       "        1.19443559, 1.19446456, 1.19447725, 1.19440233, 1.19440233,\n",
       "        1.19440047, 1.19437808, 1.19438433, 1.19439233, 1.19440747,\n",
       "        1.19441047, 1.1944068 , 1.19441808, 1.19448071, 1.19452487,\n",
       "        1.19453964]),\n",
       " 'mSTD': array([1.19366592, 1.1937858 , 1.19378833, 1.19380023, 1.19382353,\n",
       "        1.1938432 , 1.19383192, 1.19383172, 1.19383172, 1.19383172,\n",
       "        1.1938222 , 1.1937845 , 1.19375991, 1.1937386 , 1.19373483,\n",
       "        1.19378592, 1.1937932 , 1.19379609, 1.19379609, 1.19379551,\n",
       "        1.19379234, 1.19371006, 1.19369175, 1.19374455, 1.19381934,\n",
       "        1.19395734, 1.19395262, 1.19394194, 1.1939575 , 1.19403946,\n",
       "        1.19410796, 1.19412757, 1.19413425, 1.19411301, 1.1940515 ,\n",
       "        1.19400962, 1.19399185, 1.19402901, 1.19405527, 1.1940131 ,\n",
       "        1.1939773 , 1.19397813, 1.19398433, 1.19397813, 1.19393557,\n",
       "        1.19396999, 1.19399551, 1.19406041, 1.19417023, 1.19418996,\n",
       "        1.19422192, 1.19418901, 1.19419385, 1.19419433, 1.19419134,\n",
       "        1.1941676 , 1.19422072, 1.19423501, 1.19425425, 1.19426018,\n",
       "        1.19427609, 1.19422728, 1.19423928, 1.19425906, 1.1942873 ,\n",
       "        1.19431583, 1.19431701, 1.19431953, 1.19432701, 1.1943231 ,\n",
       "        1.19433253, 1.19434514, 1.19433701, 1.19432701, 1.19432917,\n",
       "        1.19432551, 1.19433305, 1.19427343, 1.19418676, 1.19418676,\n",
       "        1.19418041, 1.19417144, 1.19419075, 1.19432967, 1.19432967,\n",
       "        1.19432353, 1.19432592, 1.19432367, 1.19431967, 1.19432453,\n",
       "        1.19433353, 1.1943612 , 1.19436592, 1.19433929, 1.19433513,\n",
       "        1.19436436]),\n",
       " 'x': array(['2020-09-01 03:00:20+03:00', '2020-09-01 03:00:25+03:00',\n",
       "        '2020-09-01 03:00:30+03:00', '2020-09-01 03:00:35+03:00',\n",
       "        '2020-09-01 03:00:40+03:00', '2020-09-01 03:00:45+03:00',\n",
       "        '2020-09-01 03:00:50+03:00', '2020-09-01 03:00:55+03:00',\n",
       "        '2020-09-01 03:01:00+03:00', '2020-09-01 03:01:05+03:00',\n",
       "        '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 03:03:00+03:00', '2020-09-01 03:03:05+03:00',\n",
       "        '2020-09-01 03:03:10+03:00', '2020-09-01 03:03:15+03:00',\n",
       "        '2020-09-01 03:03:20+03:00', '2020-09-01 03:03:25+03:00',\n",
       "        '2020-09-01 03:03:30+03:00', '2020-09-01 03:03:35+03:00',\n",
       "        '2020-09-01 03:03:40+03:00', '2020-09-01 03:03:45+03:00',\n",
       "        '2020-09-01 03:03:50+03:00', '2020-09-01 03:03:55+03:00',\n",
       "        '2020-09-01 03:04:00+03:00', '2020-09-01 03:04:05+03:00',\n",
       "        '2020-09-01 03:04:10+03:00', '2020-09-01 03:04:15+03:00',\n",
       "        '2020-09-01 03:04:20+03:00', '2020-09-01 03:04:25+03:00',\n",
       "        '2020-09-01 03:04:30+03:00', '2020-09-01 03:04:35+03:00',\n",
       "        '2020-09-01 03:04:40+03:00', '2020-09-01 03:04:45+03:00',\n",
       "        '2020-09-01 03:04:50+03:00', '2020-09-01 03:04:55+03:00',\n",
       "        '2020-09-01 03:05:00+03:00', '2020-09-01 03:05:05+03:00',\n",
       "        '2020-09-01 03:05:10+03:00', '2020-09-01 03:05:15+03:00',\n",
       "        '2020-09-01 03:05:20+03:00', '2020-09-01 03:05:25+03:00',\n",
       "        '2020-09-01 03:05:30+03:00', '2020-09-01 03:05:35+03:00',\n",
       "        '2020-09-01 03:05:40+03:00', '2020-09-01 03:05:45+03:00',\n",
       "        '2020-09-01 03:05:50+03:00', '2020-09-01 03:05:55+03:00',\n",
       "        '2020-09-01 03:06:00+03:00', '2020-09-01 03:06:05+03:00',\n",
       "        '2020-09-01 03:06:10+03:00', '2020-09-01 03:06:15+03:00',\n",
       "        '2020-09-01 03:06:20+03:00', '2020-09-01 03:06:25+03:00',\n",
       "        '2020-09-01 03:06:30+03:00', '2020-09-01 03:06:35+03:00',\n",
       "        '2020-09-01 03:06:40+03:00', '2020-09-01 03:06:45+03:00',\n",
       "        '2020-09-01 03:06:50+03:00', '2020-09-01 03:06:55+03:00',\n",
       "        '2020-09-01 03:07:00+03:00', '2020-09-01 03:07:05+03:00',\n",
       "        '2020-09-01 03:07:10+03:00', '2020-09-01 03:07:15+03:00',\n",
       "        '2020-09-01 03:07:20+03:00', '2020-09-01 03:07:25+03:00',\n",
       "        '2020-09-01 03:07:30+03:00', '2020-09-01 03:07:35+03:00',\n",
       "        '2020-09-01 03:07:40+03:00', '2020-09-01 03:07:45+03:00',\n",
       "        '2020-09-01 03:07:50+03:00', '2020-09-01 03:07:55+03:00',\n",
       "        '2020-09-01 03:08:00+03:00', '2020-09-01 03:08:05+03:00',\n",
       "        '2020-09-01 03:08:10+03:00', '2020-09-01 03:08:15+03:00'],\n",
       "       dtype='<U25')}"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t.getAns(df_candle[:100])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "17bc3024",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'options': {'MeanType': 'SMA', 'window': 5, 'valueType': 'low', 'kDev': 2},\n",
       " 'dataType': 'ochl',\n",
       " 'predictType': 'trend',\n",
       " 'ans': {'BB': array([1.193796, 1.193836, 1.193842, 1.193852, 1.193862, 1.193866,\n",
       "         1.193858, 1.19386 , 1.19386 , 1.19386 , 1.193872, 1.193864,\n",
       "         1.193852, 1.193838, 1.193828, 1.193812, 1.193816, 1.193818,\n",
       "         1.193818, 1.19382 , 1.193822, 1.193854, 1.193896, 1.19394 ,\n",
       "         1.193974, 1.194018, 1.194046, 1.19407 , 1.194102, 1.194136,\n",
       "         1.194154, 1.19417 , 1.194182, 1.194174, 1.194156, 1.19414 ,\n",
       "         1.194114, 1.194088, 1.194072, 1.19406 , 1.194046, 1.194042,\n",
       "         1.194038, 1.194042, 1.194076, 1.194116, 1.194154, 1.194188,\n",
       "         1.194222, 1.194236, 1.194248, 1.19424 , 1.194246, 1.194248,\n",
       "         1.194252, 1.194268, 1.19429 , 1.194296, 1.194302, 1.194304,\n",
       "         1.194298, 1.194314, 1.194326, 1.194336, 1.194356, 1.194364,\n",
       "         1.194356, 1.194358, 1.194368, 1.19437 , 1.194374, 1.194378,\n",
       "         1.194376, 1.194368, 1.194356, 1.19435 , 1.194344, 1.19433 ,\n",
       "         1.194302, 1.194302, 1.194308, 1.194318, 1.194334, 1.194366,\n",
       "         1.194366, 1.194362, 1.194352, 1.194354, 1.194356, 1.194366,\n",
       "         1.194372, 1.194384, 1.194392, 1.19441 , 1.19443 , 1.194452]),\n",
       "  'STD': array([6.50384502e-05, 2.50998008e-05, 2.68328157e-05, 2.58843582e-05,\n",
       "         1.92353841e-05, 1.14017543e-05, 1.30384048e-05, 1.41421356e-05,\n",
       "         1.41421356e-05, 1.41421356e-05, 2.48997992e-05, 3.97492138e-05,\n",
       "         4.60434577e-05, 4.96990946e-05, 4.65832588e-05, 1.30384048e-05,\n",
       "         1.14017543e-05, 1.09544512e-05, 1.09544512e-05, 1.22474487e-05,\n",
       "         1.48323970e-05, 7.19722169e-05, 1.02127371e-04, 9.77241014e-05,\n",
       "         7.73304597e-05, 3.03315018e-05, 4.66904701e-05, 6.40312424e-05,\n",
       "         7.22495675e-05, 4.82700735e-05, 2.30217289e-05, 2.12132034e-05,\n",
       "         2.38746728e-05, 3.04959014e-05, 5.22494019e-05, 6.51920241e-05,\n",
       "         6.10737259e-05, 2.94957624e-05, 8.36660027e-06, 2.34520788e-05,\n",
       "         3.43511281e-05, 3.19374388e-05, 2.68328157e-05, 3.19374388e-05,\n",
       "         7.02139587e-05, 7.30068490e-05, 7.92464510e-05, 6.37965516e-05,\n",
       "         2.58843582e-05, 2.30217289e-05, 1.30384048e-05, 2.54950976e-05,\n",
       "         2.60768096e-05, 2.68328157e-05, 3.03315018e-05, 5.01996016e-05,\n",
       "         3.46410162e-05, 3.04959014e-05, 2.38746728e-05, 2.19089023e-05,\n",
       "         1.09544512e-05, 4.33589668e-05, 4.33589668e-05, 3.84707681e-05,\n",
       "         3.43511281e-05, 2.40831892e-05, 1.94935887e-05, 1.92353841e-05,\n",
       "         2.04939015e-05, 2.34520788e-05, 2.07364414e-05, 1.64316767e-05,\n",
       "         1.94935887e-05, 2.04939015e-05, 1.34164079e-05, 1.22474487e-05,\n",
       "         5.47722558e-06, 2.82842712e-05, 5.76194412e-05, 5.76194412e-05,\n",
       "         6.37965516e-05, 7.32802838e-05, 7.16240183e-05, 1.81659021e-05,\n",
       "         1.81659021e-05, 1.92353841e-05, 1.30384048e-05, 1.51657509e-05,\n",
       "         1.81659021e-05, 2.07364414e-05, 1.92353841e-05, 1.14017543e-05,\n",
       "         1.30384048e-05, 3.53553391e-05, 4.74341649e-05, 4.38178046e-05]),\n",
       "  'pSTD': array([1.19392608, 1.1938862 , 1.19389567, 1.19390377, 1.19390047,\n",
       "         1.1938888 , 1.19388408, 1.19388828, 1.19388828, 1.19388828,\n",
       "         1.1939218 , 1.1939435 , 1.19394409, 1.1939374 , 1.19392117,\n",
       "         1.19383808, 1.1938388 , 1.19383991, 1.19383991, 1.19384449,\n",
       "         1.19385166, 1.19399794, 1.19410025, 1.19413545, 1.19412866,\n",
       "         1.19407866, 1.19413938, 1.19419806, 1.1942465 , 1.19423254,\n",
       "         1.19420004, 1.19421243, 1.19422975, 1.19423499, 1.1942605 ,\n",
       "         1.19427038, 1.19423615, 1.19414699, 1.19408873, 1.1941069 ,\n",
       "         1.1941147 , 1.19410587, 1.19409167, 1.19410587, 1.19421643,\n",
       "         1.19426201, 1.19431249, 1.19431559, 1.19427377, 1.19428204,\n",
       "         1.19427408, 1.19429099, 1.19429815, 1.19430167, 1.19431266,\n",
       "         1.1943684 , 1.19435928, 1.19435699, 1.19434975, 1.19434782,\n",
       "         1.19431991, 1.19440072, 1.19441272, 1.19441294, 1.1944247 ,\n",
       "         1.19441217, 1.19439499, 1.19439647, 1.19440899, 1.1944169 ,\n",
       "         1.19441547, 1.19441086, 1.19441499, 1.19440899, 1.19438283,\n",
       "         1.19437449, 1.19435495, 1.19438657, 1.19441724, 1.19441724,\n",
       "         1.19443559, 1.19446456, 1.19447725, 1.19440233, 1.19440233,\n",
       "         1.19440047, 1.19437808, 1.19438433, 1.19439233, 1.19440747,\n",
       "         1.19441047, 1.1944068 , 1.19441808, 1.19448071, 1.19452487,\n",
       "         1.19453964]),\n",
       "  'mSTD': array([1.19366592, 1.1937858 , 1.19378833, 1.19380023, 1.19382353,\n",
       "         1.1938432 , 1.19383192, 1.19383172, 1.19383172, 1.19383172,\n",
       "         1.1938222 , 1.1937845 , 1.19375991, 1.1937386 , 1.19373483,\n",
       "         1.19378592, 1.1937932 , 1.19379609, 1.19379609, 1.19379551,\n",
       "         1.19379234, 1.19371006, 1.19369175, 1.19374455, 1.19381934,\n",
       "         1.19395734, 1.19395262, 1.19394194, 1.1939575 , 1.19403946,\n",
       "         1.19410796, 1.19412757, 1.19413425, 1.19411301, 1.1940515 ,\n",
       "         1.19400962, 1.19399185, 1.19402901, 1.19405527, 1.1940131 ,\n",
       "         1.1939773 , 1.19397813, 1.19398433, 1.19397813, 1.19393557,\n",
       "         1.19396999, 1.19399551, 1.19406041, 1.19417023, 1.19418996,\n",
       "         1.19422192, 1.19418901, 1.19419385, 1.19419433, 1.19419134,\n",
       "         1.1941676 , 1.19422072, 1.19423501, 1.19425425, 1.19426018,\n",
       "         1.19427609, 1.19422728, 1.19423928, 1.19425906, 1.1942873 ,\n",
       "         1.19431583, 1.19431701, 1.19431953, 1.19432701, 1.1943231 ,\n",
       "         1.19433253, 1.19434514, 1.19433701, 1.19432701, 1.19432917,\n",
       "         1.19432551, 1.19433305, 1.19427343, 1.19418676, 1.19418676,\n",
       "         1.19418041, 1.19417144, 1.19419075, 1.19432967, 1.19432967,\n",
       "         1.19432353, 1.19432592, 1.19432367, 1.19431967, 1.19432453,\n",
       "         1.19433353, 1.1943612 , 1.19436592, 1.19433929, 1.19433513,\n",
       "         1.19436436]),\n",
       "  'x': array(['2020-09-01 03:00:20+03:00', '2020-09-01 03:00:25+03:00',\n",
       "         '2020-09-01 03:00:30+03:00', '2020-09-01 03:00:35+03:00',\n",
       "         '2020-09-01 03:00:40+03:00', '2020-09-01 03:00:45+03:00',\n",
       "         '2020-09-01 03:00:50+03:00', '2020-09-01 03:00:55+03:00',\n",
       "         '2020-09-01 03:01:00+03:00', '2020-09-01 03:01:05+03:00',\n",
       "         '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 03:03:00+03:00', '2020-09-01 03:03:05+03:00',\n",
       "         '2020-09-01 03:03:10+03:00', '2020-09-01 03:03:15+03:00',\n",
       "         '2020-09-01 03:03:20+03:00', '2020-09-01 03:03:25+03:00',\n",
       "         '2020-09-01 03:03:30+03:00', '2020-09-01 03:03:35+03:00',\n",
       "         '2020-09-01 03:03:40+03:00', '2020-09-01 03:03:45+03:00',\n",
       "         '2020-09-01 03:03:50+03:00', '2020-09-01 03:03:55+03:00',\n",
       "         '2020-09-01 03:04:00+03:00', '2020-09-01 03:04:05+03:00',\n",
       "         '2020-09-01 03:04:10+03:00', '2020-09-01 03:04:15+03:00',\n",
       "         '2020-09-01 03:04:20+03:00', '2020-09-01 03:04:25+03:00',\n",
       "         '2020-09-01 03:04:30+03:00', '2020-09-01 03:04:35+03:00',\n",
       "         '2020-09-01 03:04:40+03:00', '2020-09-01 03:04:45+03:00',\n",
       "         '2020-09-01 03:04:50+03:00', '2020-09-01 03:04:55+03:00',\n",
       "         '2020-09-01 03:05:00+03:00', '2020-09-01 03:05:05+03:00',\n",
       "         '2020-09-01 03:05:10+03:00', '2020-09-01 03:05:15+03:00',\n",
       "         '2020-09-01 03:05:20+03:00', '2020-09-01 03:05:25+03:00',\n",
       "         '2020-09-01 03:05:30+03:00', '2020-09-01 03:05:35+03:00',\n",
       "         '2020-09-01 03:05:40+03:00', '2020-09-01 03:05:45+03:00',\n",
       "         '2020-09-01 03:05:50+03:00', '2020-09-01 03:05:55+03:00',\n",
       "         '2020-09-01 03:06:00+03:00', '2020-09-01 03:06:05+03:00',\n",
       "         '2020-09-01 03:06:10+03:00', '2020-09-01 03:06:15+03:00',\n",
       "         '2020-09-01 03:06:20+03:00', '2020-09-01 03:06:25+03:00',\n",
       "         '2020-09-01 03:06:30+03:00', '2020-09-01 03:06:35+03:00',\n",
       "         '2020-09-01 03:06:40+03:00', '2020-09-01 03:06:45+03:00',\n",
       "         '2020-09-01 03:06:50+03:00', '2020-09-01 03:06:55+03:00',\n",
       "         '2020-09-01 03:07:00+03:00', '2020-09-01 03:07:05+03:00',\n",
       "         '2020-09-01 03:07:10+03:00', '2020-09-01 03:07:15+03:00',\n",
       "         '2020-09-01 03:07:20+03:00', '2020-09-01 03:07:25+03:00',\n",
       "         '2020-09-01 03:07:30+03:00', '2020-09-01 03:07:35+03:00',\n",
       "         '2020-09-01 03:07:40+03:00', '2020-09-01 03:07:45+03:00',\n",
       "         '2020-09-01 03:07:50+03:00', '2020-09-01 03:07:55+03:00',\n",
       "         '2020-09-01 03:08:00+03:00', '2020-09-01 03:08:05+03:00',\n",
       "         '2020-09-01 03:08:10+03:00', '2020-09-01 03:08:15+03:00'],\n",
       "        dtype='<U25')}}"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t.__dict__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cae20370",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8797d03b",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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