{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Anomalies for each eruption\n",
    "* Wenchang Yang (wenchang@prnceton.edu)\n",
    "* Department of Geosciences, Princeton University"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-13T16:09:09.846976Z",
     "start_time": "2019-03-13T16:09:09.804190Z"
    },
    "code_folding": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "**2019-03-13T12:09:09.843498**\n",
      ">>> Importing Python 3.7.1 packages...\n",
      "[OK]: import sys, os, os.path, datetime, glob\n",
      "[OK]: import numpy as np-1.16.2\n",
      "[OK]: import matplotlib as mpl-3.0.3; backend: nbAgg\n",
      "[OK]: #---import matplotlib.pyplot as plt\n",
      "[OK]: #---from pylab import *\n",
      "[OK]: import xarray as xr-0.11.3\n",
      "[OK]: #---import netCDF4\n",
      "[OK]: #---import dask\n",
      "[OK]: #---import bottleneck\n",
      "[OK]: import pandas as pd-0.24.1\n",
      "[OK]: from mpl_toolkits.basemap import Basemap\n",
      "      PROJ_LIB = /tigress/wenchang/miniconda3p7/share/proj\n",
      ">>>Import packages from Wenchang Yang (wython)...\n",
      "[OK]: import geoplots as gt\n",
      "[OK]: from geoplots import geoplot, fxyplot, mapplot, xticksyear\n",
      "[OK]: import geoxarray\n",
      "[OK]: import filter\n",
      "[OK]: import xlearn\n",
      "[OK]: import mysignal as sig\n",
      "**Done**\n"
     ]
    }
   ],
   "source": [
    "# init\n",
    "%run -im pythonstartup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-13T16:09:10.123253Z",
     "start_time": "2019-03-13T16:09:10.108926Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table style=\"border: 2px solid white;\">\n",
       "<tr>\n",
       "<td style=\"vertical-align: top; border: 0px solid white\">\n",
       "<h3>Client</h3>\n",
       "<ul>\n",
       "  <li><b>Scheduler: </b>tcp://127.0.0.1:8982\n",
       "  <li><b>Dashboard: </b><a href='http://127.0.0.1:8984/status' target='_blank'>http://127.0.0.1:8984/status</a>\n",
       "</ul>\n",
       "</td>\n",
       "<td style=\"vertical-align: top; border: 0px solid white\">\n",
       "<h3>Cluster</h3>\n",
       "<ul>\n",
       "  <li><b>Workers: </b>4</li>\n",
       "  <li><b>Cores: </b>16</li>\n",
       "  <li><b>Memory: </b>162.00 GB</li>\n",
       "</ul>\n",
       "</td>\n",
       "</tr>\n",
       "</table>"
      ],
      "text/plain": [
       "<Client: scheduler='tcp://127.0.0.1:8982' processes=4 cores=16>"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# misc\n",
    "from dask.distributed import Client\n",
    "client = Client('127.0.0.1:8982')\n",
    "client"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-13T16:09:10.178780Z",
     "start_time": "2019-03-13T16:09:10.125104Z"
    }
   },
   "outputs": [],
   "source": [
    "# params\n",
    "data_name = 'PRECT'\n",
    "data_name_new = 'prect_a'\n",
    "data_scale = 1000 * 3600\n",
    "data_units_new = 'mm/day'\n",
    "data_long_name = 'Totoal precipitation anomaly'\n",
    "ens = np.arange(1, 6)\n",
    "nmonths = 120\n",
    "ifile = 'data/PRECT/b.e11.BLMTRC5CN.f19_g16.VOLC_GRA.001.cam.h0.PRECT.085001-200512.nc'\n",
    "ds = xr.open_dataset(ifile)\n",
    "lats, lons = ds.lat, ds.lon"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-13T16:11:29.631400Z",
     "start_time": "2019-03-13T16:11:29.611001Z"
    }
   },
   "outputs": [],
   "source": [
    "# data\n",
    "ds = xr.open_dataset('eruptions_855_2000_large.nc') \\\n",
    "    .rename(ivolc='time')\n",
    "ds = ds.assign_coords(time=ds.t_erupt_start.values)\n",
    "volcs = ds\n",
    "\n",
    "t_starts = volcs.indexes['time'].shift(-60, 'MS')\n",
    "t_ends = volcs.indexes['time'].shift(59, 'MS')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-13T16:13:58.159017Z",
     "start_time": "2019-03-13T16:11:42.419555Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "\n",
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       "\n",
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       "\n",
       "         ...,\n",
       "\n",
       "         [[ 7.07681413e-11,  7.07725545e-11,  7.07681413e-11, ...,\n",
       "            7.07725545e-11,  7.07651993e-11,  7.07652270e-11],\n",
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       "          ...,\n",
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       "            2.71032596e-09,  3.12278292e-09,  3.45338491e-09],\n",
       "          [ 3.06939096e-09,  3.18259974e-09,  3.34467587e-09, ...,\n",
       "            2.74360890e-09,  2.83413137e-09,  2.95621483e-09],\n",
       "          [ 2.35558284e-09,  2.35563524e-09,  2.35566433e-09, ...,\n",
       "            2.35554998e-09,  2.35557862e-09,  2.35557374e-09]],\n",
       "\n",
       "         [[-3.00429182e-10, -3.00431402e-10, -3.00429182e-10, ...,\n",
       "           -3.00433123e-10, -3.00429071e-10, -3.00429126e-10],\n",
       "          [-5.81124093e-10, -5.67324521e-10, -5.97341121e-10, ...,\n",
       "           -5.29126798e-10, -5.54551072e-10, -5.74329251e-10],\n",
       "          [-1.22596988e-09, -1.16762555e-09, -1.15481347e-09, ...,\n",
       "           -1.13000853e-09, -1.15368437e-09, -1.21555721e-09],\n",
       "          ...,\n",
       "          [-4.47115234e-10, -1.33074440e-10,  4.66697792e-11, ...,\n",
       "           -1.12264997e-09, -9.51071888e-10, -7.64329267e-10],\n",
       "          [-1.71493486e-09, -1.74526449e-09, -1.78300896e-09, ...,\n",
       "           -1.70852121e-09, -1.69486070e-09, -1.68633785e-09],\n",
       "          [-5.25284150e-10, -5.25142818e-10, -5.25054999e-10, ...,\n",
       "           -5.25129717e-10, -5.25176014e-10, -5.25223864e-10]],\n",
       "\n",
       "         [[-1.52242108e-10, -1.52285073e-10, -1.52243995e-10, ...,\n",
       "           -1.52286295e-10, -1.52244550e-10, -1.52243662e-10],\n",
       "          [ 8.53705995e-12,  4.89341900e-11,  8.72725225e-11, ...,\n",
       "           -1.30725986e-10, -8.75295392e-11, -3.48308049e-11],\n",
       "          [ 1.43027723e-09,  1.30795064e-09,  1.25326194e-09, ...,\n",
       "            1.51230195e-09,  1.48753920e-09,  1.50675872e-09],\n",
       "          ...,\n",
       "          [-5.59551072e-10, -3.57983421e-10,  6.88280544e-11, ...,\n",
       "           -8.30515212e-10, -8.81074325e-10, -7.65556063e-10],\n",
       "          [-1.89900407e-09, -1.71307590e-09, -1.56079505e-09, ...,\n",
       "           -2.04446637e-09, -2.09402851e-09, -2.09622808e-09],\n",
       "          [-3.05736769e-10, -3.05819370e-10, -3.06449977e-10, ...,\n",
       "           -3.05346415e-10, -3.05214964e-10, -3.05252268e-10]]],\n",
       "\n",
       "\n",
       "        [[[-4.56114535e-10, -4.56202048e-10, -4.56119947e-10, ...,\n",
       "           -4.56205018e-10, -4.56115756e-10, -4.56119448e-10],\n",
       "          [-3.59894836e-10, -3.56642660e-10, -3.51977003e-10, ...,\n",
       "           -3.65905584e-10, -3.62647412e-10, -3.59458019e-10],\n",
       "          [-3.42816664e-10, -3.16023985e-10, -3.23140514e-10, ...,\n",
       "           -3.68768793e-10, -3.65577901e-10, -3.49139162e-10],\n",
       "          ...,\n",
       "          [ 1.42950274e-09,  1.66113212e-09,  1.78987758e-09, ...,\n",
       "            9.98657601e-10,  1.16476828e-09,  1.24940636e-09],\n",
       "          [ 1.47091361e-09,  1.61876645e-09,  1.73558101e-09, ...,\n",
       "            9.98917393e-10,  1.11105214e-09,  1.22679866e-09],\n",
       "          [ 1.00694697e-09,  1.00682573e-09,  1.00657327e-09, ...,\n",
       "            1.00729780e-09,  1.00707354e-09,  1.00706421e-09]],\n",
       "\n",
       "         [[-1.63380864e-10, -1.63694169e-10, -1.63376868e-10, ...,\n",
       "           -1.63694835e-10, -1.63331126e-10, -1.63374647e-10],\n",
       "          [ 8.98989772e-11,  8.51707593e-11,  8.05778777e-11, ...,\n",
       "            1.12314269e-10,  1.03866249e-10,  1.06142983e-10],\n",
       "          [ 5.11696463e-10,  4.42107351e-10,  3.86468968e-10, ...,\n",
       "            6.55520083e-10,  6.29129637e-10,  5.84402526e-10],\n",
       "          ...,\n",
       "          [-3.21095461e-09, -3.20783800e-09, -3.33985839e-09, ...,\n",
       "           -3.24823701e-09, -3.19401838e-09, -3.19686988e-09],\n",
       "          [-3.33243189e-09, -3.41703110e-09, -3.43556184e-09, ...,\n",
       "           -3.26336314e-09, -3.28113625e-09, -3.29608474e-09],\n",
       "          [-1.89730365e-09, -1.89726190e-09, -1.89724192e-09, ...,\n",
       "           -1.89732274e-09, -1.89733229e-09, -1.89733051e-09]],\n",
       "\n",
       "         [[-3.52104124e-10, -3.52174345e-10, -3.52105012e-10, ...,\n",
       "           -3.52178398e-10, -3.52100571e-10, -3.52104679e-10],\n",
       "          [ 6.44706510e-11,  9.98905403e-11,  1.32110545e-10, ...,\n",
       "            1.52836632e-11,  3.02095016e-11,  3.87355703e-11],\n",
       "          [ 1.43688306e-09,  1.39478162e-09,  1.34895983e-09, ...,\n",
       "            1.35934930e-09,  1.38016421e-09,  1.39762468e-09],\n",
       "          ...,\n",
       "          [ 1.31549305e-09,  1.32167344e-09,  1.31254652e-09, ...,\n",
       "            1.29747635e-09,  1.35502320e-09,  1.27484645e-09],\n",
       "          [ 2.06387440e-09,  2.15097185e-09,  1.90821670e-09, ...,\n",
       "            1.68812786e-09,  1.68495262e-09,  1.84073690e-09],\n",
       "          [-5.46438006e-10, -5.47084600e-10, -5.47521140e-10, ...,\n",
       "           -5.46558354e-10, -5.46781731e-10, -5.46720225e-10]],\n",
       "\n",
       "         ...,\n",
       "\n",
       "         [[-3.65138420e-10, -3.65141639e-10, -3.65138308e-10, ...,\n",
       "           -3.65141473e-10, -3.65137975e-10, -3.65138253e-10],\n",
       "          [ 3.14424597e-10,  3.55709684e-10,  3.63572394e-10, ...,\n",
       "            2.94145264e-10,  2.98451375e-10,  2.92421309e-10],\n",
       "          [ 1.85853555e-10,  1.83617899e-10,  2.22561414e-10, ...,\n",
       "            9.57326440e-11,  1.58308588e-10,  1.42809986e-10],\n",
       "          ...,\n",
       "          [-7.51610774e-10, -7.31906979e-10, -7.07781389e-10, ...,\n",
       "           -4.59466687e-10, -5.93184168e-10, -6.95980162e-10],\n",
       "          [ 1.34926070e-10,  1.45248924e-10,  7.92577115e-11, ...,\n",
       "            1.24111832e-10,  1.26424426e-10,  1.43227652e-10],\n",
       "          [-4.81785722e-11, -4.81503726e-11, -4.84903229e-11, ...,\n",
       "           -4.80315787e-11, -4.80775419e-11, -4.81126250e-11]],\n",
       "\n",
       "         [[-4.13737933e-11, -4.13734047e-11, -4.13737933e-11, ...,\n",
       "           -4.13737378e-11, -4.13737933e-11, -4.13737933e-11],\n",
       "          [-2.45813758e-10, -2.31575981e-10, -2.03722428e-10, ...,\n",
       "           -2.37674602e-10, -2.45293785e-10, -2.47582010e-10],\n",
       "          [-3.57867069e-11,  1.54435353e-11,  1.07094111e-10, ...,\n",
       "           -2.15604423e-10, -1.58696389e-10, -1.13716037e-10],\n",
       "          ...,\n",
       "          [-1.38834610e-09, -1.48679813e-09, -1.49016322e-09, ...,\n",
       "           -1.14129151e-09, -1.25027089e-09, -1.30072197e-09],\n",
       "          [-1.55061286e-09, -1.54676894e-09, -1.56705704e-09, ...,\n",
       "           -1.57231761e-09, -1.62042990e-09, -1.59669633e-09],\n",
       "          [-9.16449361e-10, -9.16626552e-10, -9.16790421e-10, ...,\n",
       "           -9.16512422e-10, -9.16516418e-10, -9.16494103e-10]],\n",
       "\n",
       "         [[-8.42561632e-10, -8.41991310e-10, -8.42536485e-10, ...,\n",
       "           -8.42000636e-10, -8.42575176e-10, -8.42569958e-10],\n",
       "          [-7.20780990e-10, -7.01141811e-10, -7.13577586e-10, ...,\n",
       "           -6.85077883e-10, -7.08980152e-10, -7.32561067e-10],\n",
       "          [-1.65743774e-09, -1.63828773e-09, -1.61362101e-09, ...,\n",
       "           -1.81894666e-09, -1.73765380e-09, -1.70311198e-09],\n",
       "          ...,\n",
       "          [-1.19070953e-09, -1.21300658e-09, -1.27083899e-09, ...,\n",
       "           -1.05271480e-09, -1.05359166e-09, -9.92105731e-10],\n",
       "          [-2.13877427e-09, -2.10565942e-09, -1.98371364e-09, ...,\n",
       "           -1.83081172e-09, -1.96432892e-09, -2.02266293e-09],\n",
       "          [-6.57214283e-10, -6.57218613e-10, -6.57300103e-10, ...,\n",
       "           -6.57188193e-10, -6.57236821e-10, -6.57238930e-10]]],\n",
       "\n",
       "\n",
       "        ...,\n",
       "\n",
       "\n",
       "        [[[ 1.64968150e-10,  1.64980252e-10,  1.64968150e-10, ...,\n",
       "            1.64980474e-10,  1.64968372e-10,  1.64968594e-10],\n",
       "          [ 2.21456964e-10,  1.82408422e-10,  1.67491354e-10, ...,\n",
       "            2.48497556e-10,  2.40633957e-10,  2.29978037e-10],\n",
       "          [ 5.55590129e-10,  4.78348361e-10,  4.17031076e-10, ...,\n",
       "            6.88411772e-10,  6.18124885e-10,  5.79480464e-10],\n",
       "          ...,\n",
       "          [-1.25849642e-09, -1.00539665e-09, -6.92232494e-10, ...,\n",
       "           -1.86289117e-09, -1.75654735e-09, -1.60270419e-09],\n",
       "          [ 8.26081870e-10,  1.06188880e-09,  1.30352973e-09, ...,\n",
       "            2.52723176e-10,  4.63581173e-10,  5.97034422e-10],\n",
       "          [ 8.30061797e-10,  8.29933899e-10,  8.29814883e-10, ...,\n",
       "            8.30022273e-10,  8.30137736e-10,  8.30165270e-10]],\n",
       "\n",
       "         [[ 4.42383019e-10,  4.43192150e-10,  4.42382575e-10, ...,\n",
       "            4.43187376e-10,  4.42385906e-10,  4.42378467e-10],\n",
       "          [ 4.46132686e-10,  4.78895368e-10,  4.75656903e-10, ...,\n",
       "            4.10039669e-10,  3.99977940e-10,  4.05223521e-10],\n",
       "          [ 3.13430393e-10,  3.24138716e-10,  3.23167382e-10, ...,\n",
       "            2.03827399e-10,  2.53943200e-10,  2.69695377e-10],\n",
       "          ...,\n",
       "          [-1.08980469e-09, -1.00985620e-09, -7.46333662e-10, ...,\n",
       "           -1.10112497e-09, -1.27138122e-09, -1.22248855e-09],\n",
       "          [-2.83990609e-11,  2.13034035e-11,  1.55077284e-10, ...,\n",
       "           -2.85077295e-10, -2.00301553e-10, -1.17262644e-10],\n",
       "          [ 2.77598611e-10,  2.77468937e-10,  2.77562417e-10, ...,\n",
       "            2.77659895e-10,  2.77696754e-10,  2.77721846e-10]],\n",
       "\n",
       "         [[ 7.35032812e-10,  7.35029038e-10,  7.35038141e-10, ...,\n",
       "            7.35033145e-10,  7.35037253e-10,  7.35032035e-10],\n",
       "          [ 3.98824751e-10,  3.67625042e-10,  3.19246518e-10, ...,\n",
       "            4.78170614e-10,  4.54922544e-10,  4.25447344e-10],\n",
       "          [-5.94996774e-10, -6.08144812e-10, -5.90365867e-10, ...,\n",
       "           -6.03174288e-10, -6.06425909e-10, -5.70747116e-10],\n",
       "          ...,\n",
       "          [-2.73259904e-09, -2.58600741e-09, -2.44979947e-09, ...,\n",
       "           -2.33233299e-09, -2.48987275e-09, -2.65246225e-09],\n",
       "          [-1.84834481e-09, -1.75521153e-09, -1.64768976e-09, ...,\n",
       "           -1.87509719e-09, -1.89713201e-09, -1.83745508e-09],\n",
       "          [ 3.35224293e-10,  3.35241834e-10,  3.35275141e-10, ...,\n",
       "            3.35239614e-10,  3.35233619e-10,  3.35234951e-10]],\n",
       "\n",
       "         ...,\n",
       "\n",
       "         [[-2.06361150e-10, -2.06661688e-10, -2.06340667e-10, ...,\n",
       "           -2.06593853e-10, -2.06338391e-10, -2.06339390e-10],\n",
       "          [ 7.12169212e-11,  9.46571710e-11,  8.70411521e-11, ...,\n",
       "           -4.53606042e-11,  1.12797549e-11,  4.05676603e-11],\n",
       "          [-2.94667180e-10, -2.51345056e-10, -2.09592010e-10, ...,\n",
       "           -4.81622076e-10, -4.09962397e-10, -3.22359139e-10],\n",
       "          ...,\n",
       "          [-3.66028363e-09, -3.86301746e-09, -4.16273371e-09, ...,\n",
       "           -3.01991943e-09, -3.01656167e-09, -3.32549144e-09],\n",
       "          [-4.98282215e-09, -5.13026599e-09, -5.17698862e-09, ...,\n",
       "           -4.70383466e-09, -4.74927297e-09, -4.93976771e-09],\n",
       "          [-3.75982490e-09, -3.75986975e-09, -3.75990394e-09, ...,\n",
       "           -3.75957043e-09, -3.75966902e-09, -3.75970455e-09]],\n",
       "\n",
       "         [[ 2.06288098e-10,  2.06293566e-10,  2.06287987e-10, ...,\n",
       "            2.06298506e-10,  2.06287792e-10,  2.06287987e-10],\n",
       "          [ 8.23606405e-10,  7.60007501e-10,  7.17371107e-10, ...,\n",
       "            1.01441799e-09,  9.75001746e-10,  9.13385090e-10],\n",
       "          [ 1.86923321e-09,  1.66021674e-09,  1.47227475e-09, ...,\n",
       "            2.47809018e-09,  2.24846874e-09,  2.01982431e-09],\n",
       "          ...,\n",
       "          [ 1.07976073e-09,  6.57103705e-10,  4.11495282e-10, ...,\n",
       "            2.41422371e-09,  2.03899075e-09,  1.42404022e-09],\n",
       "          [ 1.12567244e-09,  1.10640763e-09,  1.04601217e-09, ...,\n",
       "            2.01199568e-09,  1.83903959e-09,  1.50113610e-09],\n",
       "          [ 6.52920384e-10,  6.52933707e-10,  6.52929044e-10, ...,\n",
       "            6.52750076e-10,  6.52740306e-10,  6.52784271e-10]],\n",
       "\n",
       "         [[-3.97208766e-10, -3.97208211e-10, -3.97208877e-10, ...,\n",
       "           -3.97208211e-10, -3.97208766e-10, -3.97208766e-10],\n",
       "          [ 8.20782831e-10,  7.98260069e-10,  7.23716087e-10, ...,\n",
       "            1.01530140e-09,  8.98020158e-10,  8.27107383e-10],\n",
       "          [ 2.05616013e-09,  1.91083993e-09,  1.74759529e-09, ...,\n",
       "            2.36160402e-09,  2.27634800e-09,  2.16060680e-09],\n",
       "          ...,\n",
       "          [-3.60254271e-09, -3.60155772e-09, -3.56987218e-09, ...,\n",
       "           -3.58997276e-09, -3.66789399e-09, -3.64424446e-09],\n",
       "          [-1.95753791e-09, -2.05094053e-09, -2.16995266e-09, ...,\n",
       "           -1.64223635e-09, -1.76342230e-09, -1.86627558e-09],\n",
       "          [-3.92021748e-10, -3.91924493e-10, -3.91796817e-10, ...,\n",
       "           -3.91999544e-10, -3.92015087e-10, -3.92028632e-10]]],\n",
       "\n",
       "\n",
       "        [[[-1.65527680e-09, -1.65525083e-09, -1.65528080e-09, ...,\n",
       "           -1.65524716e-09, -1.65528269e-09, -1.65528047e-09],\n",
       "          [-9.08294606e-10, -8.70812034e-10, -8.43939918e-10, ...,\n",
       "           -9.88355620e-10, -9.47005807e-10, -9.24308630e-10],\n",
       "          [-5.82754622e-10, -5.68200598e-10, -5.57336455e-10, ...,\n",
       "           -5.32629052e-10, -5.68276981e-10, -5.80241188e-10],\n",
       "          ...,\n",
       "          [ 2.53215227e-11, -3.13770565e-10, -5.48045165e-10, ...,\n",
       "            2.84846147e-10,  3.13658877e-10,  1.97188932e-10],\n",
       "          [-1.31939459e-09, -1.28648381e-09, -1.35026401e-09, ...,\n",
       "           -1.11200038e-09, -1.19676791e-09, -1.24898814e-09],\n",
       "          [-1.13798326e-09, -1.13799581e-09, -1.13800180e-09, ...,\n",
       "           -1.13797038e-09, -1.13800380e-09, -1.13797449e-09]],\n",
       "\n",
       "         [[ 2.40684139e-10,  2.40628850e-10,  2.40672149e-10, ...,\n",
       "            2.40609754e-10,  2.40662379e-10,  2.40667042e-10],\n",
       "          [ 5.67452862e-10,  5.73469827e-10,  5.58557978e-10, ...,\n",
       "            5.65495872e-10,  5.80137050e-10,  5.72066727e-10],\n",
       "          [ 1.10608966e-10,  1.05638498e-10,  8.23895396e-11, ...,\n",
       "            2.21873853e-10,  1.95768290e-10,  1.51318513e-10],\n",
       "          ...,\n",
       "          [-6.86517510e-12,  4.93516339e-11,  2.79750001e-10, ...,\n",
       "           -3.00010239e-10, -3.28266747e-10,  5.46060974e-11],\n",
       "          [ 1.52678359e-09,  1.46081147e-09,  1.38367984e-09, ...,\n",
       "            1.26882616e-09,  1.36527567e-09,  1.53018731e-09],\n",
       "          [ 7.75403297e-10,  7.74832642e-10,  7.75046027e-10, ...,\n",
       "            7.74649234e-10,  7.74541320e-10,  7.74876829e-10]],\n",
       "\n",
       "         [[-2.35597986e-10, -2.35609754e-10, -2.35598319e-10, ...,\n",
       "           -2.35609643e-10, -2.35598208e-10, -2.35598319e-10],\n",
       "          [-2.92472713e-10, -2.85921953e-10, -2.58040367e-10, ...,\n",
       "           -3.36069284e-10, -3.21788263e-10, -3.06163983e-10],\n",
       "          [-1.19098065e-11,  6.09716722e-11,  1.22884924e-10, ...,\n",
       "           -3.25743876e-10, -2.46642040e-10, -1.16805010e-10],\n",
       "          ...,\n",
       "          [ 4.95147034e-10,  5.21431787e-10,  5.19137622e-10, ...,\n",
       "           -3.87490040e-11,  3.14970272e-10,  3.60996122e-10],\n",
       "          [ 1.96124628e-09,  1.98360040e-09,  1.91061433e-09, ...,\n",
       "            1.98571559e-09,  2.05115347e-09,  1.99879002e-09],\n",
       "          [ 1.71691328e-09,  1.73428250e-09,  1.72999659e-09, ...,\n",
       "            1.71719261e-09,  1.71758208e-09,  1.71755832e-09]],\n",
       "\n",
       "         ...,\n",
       "\n",
       "         [[-2.05349127e-10, -2.05349293e-10, -2.05349127e-10, ...,\n",
       "           -2.05349293e-10, -2.05349127e-10, -2.05349127e-10],\n",
       "          [-2.34719189e-10, -2.29132657e-10, -2.39732761e-10, ...,\n",
       "           -1.85987115e-10, -2.25917285e-10, -2.35097941e-10],\n",
       "          [-2.96782376e-10, -2.16116292e-10, -1.25154553e-10, ...,\n",
       "           -4.13510198e-10, -4.08019590e-10, -3.61113139e-10],\n",
       "          ...,\n",
       "          [-2.29861197e-09, -2.48774912e-09, -2.73878964e-09, ...,\n",
       "           -1.82148119e-09, -1.89312699e-09, -2.13046558e-09],\n",
       "          [-2.30280861e-09, -2.43603049e-09, -2.45625076e-09, ...,\n",
       "           -2.31013120e-09, -2.32466091e-09, -2.34177211e-09],\n",
       "          [-1.93979743e-09, -1.93967731e-09, -1.93945704e-09, ...,\n",
       "           -1.93981187e-09, -1.93981275e-09, -1.93981320e-09]],\n",
       "\n",
       "         [[ 9.09661790e-10,  9.09557873e-10,  9.09670672e-10, ...,\n",
       "            9.09559983e-10,  9.09675002e-10,  9.09674891e-10],\n",
       "          [ 8.80013840e-11,  9.16273724e-11,  9.46916989e-11, ...,\n",
       "            3.82334164e-11,  5.57899282e-11,  7.05663306e-11],\n",
       "          [ 6.07105144e-10,  5.48254775e-10,  5.43928458e-10, ...,\n",
       "            6.91031787e-10,  6.37361941e-10,  6.19607698e-10],\n",
       "          ...,\n",
       "          [-4.38244419e-09, -4.40407977e-09, -4.20957935e-09, ...,\n",
       "           -4.68474148e-09, -4.50926851e-09, -4.39349224e-09],\n",
       "          [-4.83118701e-09, -4.74320050e-09, -4.63654715e-09, ...,\n",
       "           -5.03069231e-09, -4.99021180e-09, -4.89436403e-09],\n",
       "          [-5.88122884e-10, -5.88116222e-10, -5.88123328e-10, ...,\n",
       "           -5.88113558e-10, -5.88119775e-10, -5.88149085e-10]],\n",
       "\n",
       "         [[ 1.19363353e-09,  1.19340327e-09,  1.19359311e-09, ...,\n",
       "            1.19345134e-09,  1.19361809e-09,  1.19356702e-09],\n",
       "          [ 1.61316627e-10,  1.49462109e-10,  1.30239486e-10, ...,\n",
       "            2.26403674e-10,  2.05876538e-10,  1.83224880e-10],\n",
       "          [-2.77415868e-10, -2.42257547e-10, -2.17272644e-10, ...,\n",
       "           -3.35393047e-10, -3.11111026e-10, -3.13116200e-10],\n",
       "          ...,\n",
       "          [-3.46187745e-09, -3.84338383e-09, -4.15326751e-09, ...,\n",
       "           -2.66259281e-09, -2.91155788e-09, -3.14444293e-09],\n",
       "          [-1.57617230e-09, -1.67789849e-09, -1.62088232e-09, ...,\n",
       "           -1.39806455e-09, -1.46153467e-09, -1.51333923e-09],\n",
       "          [-1.26942323e-09, -1.26937416e-09, -1.26933730e-09, ...,\n",
       "           -1.26958133e-09, -1.26948696e-09, -1.26953892e-09]]],\n",
       "\n",
       "\n",
       "        [[[ 3.73252984e-10,  3.73242770e-10,  3.73248543e-10, ...,\n",
       "            3.73238995e-10,  3.73246767e-10,  3.73247211e-10],\n",
       "          [ 5.43843859e-10,  4.78805218e-10,  4.08993950e-10, ...,\n",
       "            7.15360660e-10,  6.49410747e-10,  5.93377347e-10],\n",
       "          [-2.55344967e-10, -2.16472729e-10, -1.79897652e-10, ...,\n",
       "           -4.73339590e-10, -4.06794931e-10, -3.13524984e-10],\n",
       "          ...,\n",
       "          [-1.49178603e-09, -1.52262492e-09, -1.48052970e-09, ...,\n",
       "           -1.25612076e-09, -1.29202138e-09, -1.45602308e-09],\n",
       "          [-8.98190633e-10, -9.10836517e-10, -8.94031071e-10, ...,\n",
       "           -9.00995278e-10, -9.08102260e-10, -9.09357256e-10],\n",
       "          [ 6.39366338e-11,  6.36402042e-11,  6.27062846e-11, ...,\n",
       "            6.32296437e-11,  6.43072262e-11,  6.32252029e-11]],\n",
       "\n",
       "         [[-2.97543101e-11, -2.96422886e-11, -2.97447622e-11, ...,\n",
       "           -2.96382918e-11, -2.97450953e-11, -2.97439851e-11],\n",
       "          [ 1.14325882e-10,  8.45514769e-11,  6.21231955e-11, ...,\n",
       "            2.09723794e-10,  1.76664017e-10,  1.48145274e-10],\n",
       "          [-6.97830682e-11, -7.39286410e-11, -9.43696232e-11, ...,\n",
       "           -4.63953320e-11, -7.03308523e-11, -7.54174501e-11],\n",
       "          ...,\n",
       "          [ 2.81856893e-09,  2.63435984e-09,  2.49421150e-09, ...,\n",
       "            2.73640133e-09,  2.62006239e-09,  2.76276069e-09],\n",
       "          [ 8.11285705e-10,  8.68364047e-10,  7.13341386e-10, ...,\n",
       "            1.01706554e-09,  8.69127437e-10,  8.34663894e-10],\n",
       "          [-4.30425029e-10, -4.16356283e-10, -3.95050215e-10, ...,\n",
       "           -4.31986003e-10, -4.20687485e-10, -4.31354064e-10]],\n",
       "\n",
       "         [[-7.49614260e-10, -7.49622031e-10, -7.49614315e-10, ...,\n",
       "           -7.49618700e-10, -7.49612761e-10, -7.49614315e-10],\n",
       "          [-6.81252610e-10, -6.53544552e-10, -6.33212149e-10, ...,\n",
       "           -7.50632834e-10, -7.27765737e-10, -7.03323511e-10],\n",
       "          [-5.15697984e-10, -4.33139802e-10, -3.85170229e-10, ...,\n",
       "           -8.12629464e-10, -7.22316151e-10, -6.15934304e-10],\n",
       "          ...,\n",
       "          [-1.30301103e-09, -1.56297353e-09, -1.80176718e-09, ...,\n",
       "           -9.91445148e-10, -9.96657645e-10, -1.05296327e-09],\n",
       "          [-1.64802949e-09, -1.85643168e-09, -1.91694927e-09, ...,\n",
       "           -1.36842471e-09, -1.47840051e-09, -1.51296797e-09],\n",
       "          [-1.53321333e-09, -1.52742996e-09, -1.52621116e-09, ...,\n",
       "           -1.53242086e-09, -1.53290003e-09, -1.53464130e-09]],\n",
       "\n",
       "         ...,\n",
       "\n",
       "         [[-7.93806243e-10, -7.94178057e-10, -7.93807797e-10, ...,\n",
       "           -7.94154853e-10, -7.93809352e-10, -7.93822896e-10],\n",
       "          [-4.61837346e-10, -4.16472967e-10, -3.83583998e-10, ...,\n",
       "           -5.88243232e-10, -5.50418044e-10, -5.02117514e-10],\n",
       "          [-2.27781793e-10, -1.00920605e-10, -2.71980216e-11, ...,\n",
       "           -6.40370312e-10, -4.94919883e-10, -3.51142448e-10],\n",
       "          ...,\n",
       "          [ 2.84790413e-10,  1.34487976e-10,  1.38438594e-10, ...,\n",
       "            1.35568889e-10,  4.88573626e-10,  3.67913255e-10],\n",
       "          [ 3.09852011e-09,  2.80979640e-09,  2.60052380e-09, ...,\n",
       "            3.85826038e-09,  3.60996522e-09,  3.33443673e-09],\n",
       "          [ 2.72171174e-11,  2.72546430e-11,  2.73447931e-11, ...,\n",
       "            2.72493139e-11,  2.71427325e-11,  2.71476175e-11]],\n",
       "\n",
       "         [[ 8.62633742e-10,  8.62715677e-10,  8.62637517e-10, ...,\n",
       "            8.62705241e-10,  8.62638738e-10,  8.62638405e-10],\n",
       "          [ 2.24270713e-10,  2.08269846e-10,  1.85941595e-10, ...,\n",
       "            3.18595483e-10,  2.85118484e-10,  2.52197041e-10],\n",
       "          [ 3.74695830e-11, -2.18641771e-11, -1.21607391e-10, ...,\n",
       "            3.14180237e-10,  1.87502680e-10,  9.64501812e-11],\n",
       "          ...,\n",
       "          [-2.68344014e-10, -2.39540832e-10, -1.35729206e-10, ...,\n",
       "           -7.24518223e-10, -5.67976777e-10, -4.25072866e-10],\n",
       "          [ 9.07177888e-10,  9.31866140e-10,  8.16675172e-10, ...,\n",
       "            8.81370532e-10,  8.64526672e-10,  9.37246725e-10],\n",
       "          [-2.12576623e-11, -2.12070361e-11, -2.12074802e-11, ...,\n",
       "           -2.16786589e-11, -2.14184226e-11, -2.12718732e-11]],\n",
       "\n",
       "         [[ 2.11091367e-10,  2.10950812e-10,  2.11094364e-10, ...,\n",
       "            2.10745976e-10,  2.11113682e-10,  2.11093476e-10],\n",
       "          [-1.14698473e-10, -1.42539203e-10, -1.52807100e-10, ...,\n",
       "           -6.14169826e-11, -9.23231491e-11, -9.79235582e-11],\n",
       "          [-5.43796341e-10, -5.79392312e-10, -5.80013038e-10, ...,\n",
       "           -4.79109197e-10, -4.90961716e-10, -4.98181718e-10],\n",
       "          ...,\n",
       "          [-6.73328948e-10, -8.98306540e-10, -1.07097686e-09, ...,\n",
       "           -3.47696982e-10, -4.14398738e-10, -4.92469621e-10],\n",
       "          [-1.02314202e-09, -1.05226050e-09, -1.14222476e-09, ...,\n",
       "           -8.05439937e-10, -9.37144140e-10, -1.05651132e-09],\n",
       "          [-7.98435540e-10, -7.98396904e-10, -7.98382249e-10, ...,\n",
       "           -7.98449529e-10, -7.98462407e-10, -7.98419331e-10]]]],\n",
       "\n",
       "\n",
       "\n",
       "       [[[[-1.59614100e-10, -1.59315894e-10, -1.59615210e-10, ...,\n",
       "           -1.59253721e-10, -1.59589675e-10, -1.59614766e-10],\n",
       "          [ 1.39169454e-10,  1.07177267e-10,  9.54659685e-11, ...,\n",
       "            1.94586347e-10,  1.65622627e-10,  1.44227963e-10],\n",
       "          [-5.28719957e-10, -5.25562815e-10, -5.43841971e-10, ...,\n",
       "           -4.37607728e-10, -4.67748285e-10, -5.39044920e-10],\n",
       "          ...,\n",
       "          [-1.52241642e-09, -1.50727697e-09, -1.38954492e-09, ...,\n",
       "           -1.59891078e-09, -1.62453251e-09, -1.52430180e-09],\n",
       "          [-8.07066414e-10, -7.09634573e-10, -6.37821351e-10, ...,\n",
       "           -1.08726184e-09, -9.66574376e-10, -9.40809208e-10],\n",
       "          [-4.15498969e-10, -4.15318224e-10, -4.15254719e-10, ...,\n",
       "           -4.15341539e-10, -4.15477208e-10, -4.15505852e-10]],\n",
       "\n",
       "         [[-1.11067333e-09, -1.11075305e-09, -1.11067611e-09, ...,\n",
       "           -1.11075393e-09, -1.11067588e-09, -1.11067577e-09],\n",
       "          [-4.24076441e-10, -3.69341113e-10, -3.22683991e-10, ...,\n",
       "           -5.81753090e-10, -5.33454170e-10, -4.96099051e-10],\n",
       "          [ 1.29277689e-09,  1.20055521e-09,  1.14200915e-09, ...,\n",
       "            1.20435906e-09,  1.25731203e-09,  1.30477407e-09],\n",
       "          ...,\n",
       "          [ 2.80522294e-09,  2.78958012e-09,  2.84508017e-09, ...,\n",
       "            2.87955615e-09,  2.62270472e-09,  2.61480682e-09],\n",
       "          [ 2.67964095e-09,  2.89406632e-09,  3.20322879e-09, ...,\n",
       "            2.42534348e-09,  2.51757171e-09,  2.61966493e-09],\n",
       "          [ 1.49588653e-09,  1.49586632e-09,  1.49592672e-09, ...,\n",
       "            1.49583057e-09,  1.49582990e-09,  1.49585189e-09]],\n",
       "\n",
       "         [[-1.31258338e-11, -1.27968747e-11, -1.30924160e-11, ...,\n",
       "           -1.27882149e-11, -1.31613609e-11, -1.31425981e-11],\n",
       "          [-6.38503139e-10, -6.37529252e-10, -6.51854237e-10, ...,\n",
       "           -6.90616342e-10, -6.82249146e-10, -6.62505606e-10],\n",
       "          [-9.72765313e-10, -9.31885014e-10, -8.87643625e-10, ...,\n",
       "           -1.02971043e-09, -1.01696473e-09, -1.00591280e-09],\n",
       "          ...,\n",
       "          [ 4.30864233e-11, -4.27045066e-11,  2.58548738e-11, ...,\n",
       "            1.69055436e-10,  1.65452985e-10, -3.02784464e-11],\n",
       "          [-1.22736266e-09, -1.15312560e-09, -1.06609477e-09, ...,\n",
       "           -1.30034006e-09, -1.28946454e-09, -1.25866073e-09],\n",
       "          [ 1.04968478e-10,  1.04473763e-10,  9.75535208e-11, ...,\n",
       "            1.04396047e-10,  1.03348219e-10,  1.05325748e-10]],\n",
       "\n",
       "         ...,\n",
       "\n",
       "         [[ 1.15102178e-10,  1.15109922e-10,  1.15102178e-10, ...,\n",
       "            1.15109255e-10,  1.15102178e-10,  1.15102178e-10],\n",
       "          [-1.90380406e-10, -1.69641440e-10, -1.40965128e-10, ...,\n",
       "           -2.28027874e-10, -2.34413988e-10, -2.17702245e-10],\n",
       "          [ 1.77759485e-09,  1.75753101e-09,  1.70104686e-09, ...,\n",
       "            1.60026048e-09,  1.69618852e-09,  1.75003745e-09],\n",
       "          ...,\n",
       "          [ 3.42579787e-09,  3.13472270e-09,  2.64674282e-09, ...,\n",
       "            3.82687704e-09,  3.82471699e-09,  3.69002739e-09],\n",
       "          [-4.01776834e-10, -3.29734906e-10, -2.94281932e-10, ...,\n",
       "           -2.81147550e-10, -2.79559487e-10, -3.05492964e-10],\n",
       "          [-5.10399722e-10, -5.10356646e-10, -5.10541609e-10, ...,\n",
       "           -5.10389953e-10, -5.10403053e-10, -5.10396836e-10]],\n",
       "\n",
       "         [[-9.09926134e-10, -9.09923470e-10, -9.09926190e-10, ...,\n",
       "           -9.09923525e-10, -9.09925468e-10, -9.09926190e-10],\n",
       "          [-1.14911047e-09, -1.15279286e-09, -1.13062504e-09, ...,\n",
       "           -1.26407840e-09, -1.19873600e-09, -1.16872645e-09],\n",
       "          [-8.56054561e-10, -8.24836421e-10, -8.11985146e-10, ...,\n",
       "           -1.07824183e-09, -1.00789188e-09, -9.30566069e-10],\n",
       "          ...,\n",
       "          [ 1.14809762e-09,  1.26498145e-09,  1.38584255e-09, ...,\n",
       "            8.97036223e-10,  8.59567972e-10,  9.92819160e-10],\n",
       "          [-9.76746684e-10, -9.82501414e-10, -9.43874756e-10, ...,\n",
       "           -9.78360060e-10, -1.00710507e-09, -9.86752680e-10],\n",
       "          [-4.28906466e-10, -4.28800107e-10, -4.28789004e-10, ...,\n",
       "           -4.28949765e-10, -4.28961311e-10, -4.29027036e-10]],\n",
       "\n",
       "         [[ 2.66705213e-10,  2.66984379e-10,  2.66705769e-10, ...,\n",
       "            2.66982714e-10,  2.66699662e-10,  2.66704547e-10],\n",
       "          [ 7.31836813e-11,  6.44505005e-11,  5.00266495e-11, ...,\n",
       "            9.54671342e-11,  8.99424424e-11,  8.74763595e-11],\n",
       "          [-1.20770838e-10, -1.28962341e-10, -1.48647872e-10, ...,\n",
       "            4.45544712e-11, -3.18419735e-11, -1.03223208e-10],\n",
       "          ...,\n",
       "          [ 8.72550920e-11,  4.14025259e-10,  6.66947830e-10, ...,\n",
       "           -4.32545111e-10, -2.90270474e-10, -4.65743000e-11],\n",
       "          [ 4.39301928e-11,  1.37869272e-10,  2.20556018e-10, ...,\n",
       "           -1.46598955e-10, -4.36317649e-11, -5.54079005e-11],\n",
       "          [ 1.03126041e-09,  1.03162812e-09,  1.03158437e-09, ...,\n",
       "            1.03104725e-09,  1.03096220e-09,  1.03108433e-09]]],\n",
       "\n",
       "\n",
       "        [[[ 7.44670103e-10,  7.44716733e-10,  7.44669659e-10, ...,\n",
       "            7.44732942e-10,  7.44666773e-10,  7.44665662e-10],\n",
       "          [ 8.06112510e-10,  7.87790611e-10,  8.43439318e-10, ...,\n",
       "            6.58911370e-10,  6.80607792e-10,  7.45249751e-10],\n",
       "          [ 1.59978653e-09,  1.49317625e-09,  1.40591760e-09, ...,\n",
       "            1.88482474e-09,  1.79019199e-09,  1.65578640e-09],\n",
       "          ...,\n",
       "          [-3.58660479e-09, -3.72555009e-09, -3.90973165e-09, ...,\n",
       "           -3.35443584e-09, -3.49179397e-09, -3.55604524e-09],\n",
       "          [-5.38650902e-10, -7.36877670e-10, -9.98419125e-10, ...,\n",
       "            2.61326072e-10,  3.92845756e-11, -2.00572892e-10],\n",
       "          [-4.18021839e-10, -4.18100665e-10, -4.18162172e-10, ...,\n",
       "           -4.18037827e-10, -4.18034496e-10, -4.18034718e-10]],\n",
       "\n",
       "         [[ 3.74483999e-10,  3.74394959e-10,  3.74461795e-10, ...,\n",
       "            3.74348552e-10,  3.74476006e-10,  3.74476228e-10],\n",
       "          [ 3.05624859e-10,  3.08033821e-10,  2.86419333e-10, ...,\n",
       "            3.94934974e-10,  3.73144404e-10,  3.29120509e-10],\n",
       "          [-1.25736832e-09, -1.21063137e-09, -1.18816934e-09, ...,\n",
       "           -1.27710098e-09, -1.28309641e-09, -1.27219191e-09],\n",
       "          ...,\n",
       "          [-5.14520870e-10, -4.82680562e-11,  2.82665447e-10, ...,\n",
       "           -1.14204424e-09, -9.47206313e-10, -7.75127074e-10],\n",
       "          [ 1.10801635e-09,  1.33888189e-09,  1.45734402e-09, ...,\n",
       "            9.54047952e-10,  9.06026365e-10,  1.04428599e-09],\n",
       "          [ 2.05691153e-09,  2.05691109e-09,  2.05691042e-09, ...,\n",
       "            2.05691220e-09,  2.05691220e-09,  2.05691175e-09]],\n",
       "\n",
       "         [[-4.36117809e-12, -4.56301663e-12, -4.36406467e-12, ...,\n",
       "           -4.56568117e-12, -4.35740333e-12, -4.35851355e-12],\n",
       "          [-1.39175338e-11,  3.29289929e-11,  8.88988883e-11, ...,\n",
       "           -6.50681731e-11, -3.78024279e-11, -2.67681433e-11],\n",
       "          [ 9.39503586e-10,  9.93257032e-10,  1.02374109e-09, ...,\n",
       "            5.79615689e-10,  7.21145366e-10,  8.47570458e-10],\n",
       "          ...,\n",
       "          [-8.12526046e-10, -9.57183444e-10, -8.24121882e-10, ...,\n",
       "           -4.96400254e-10, -5.76978909e-10, -6.27857544e-10],\n",
       "          [-1.94134264e-10, -8.14914802e-11, -8.71216432e-11, ...,\n",
       "           -2.26598074e-10, -2.70707234e-10, -2.76492162e-10],\n",
       "          [-3.30339978e-10, -3.28495120e-10, -3.24227645e-10, ...,\n",
       "           -3.34849148e-10, -3.34200223e-10, -3.35218076e-10]],\n",
       "\n",
       "         ...,\n",
       "\n",
       "         [[ 1.60618630e-10,  1.60620517e-10,  1.60618630e-10, ...,\n",
       "            1.60620517e-10,  1.60618741e-10,  1.60618630e-10],\n",
       "          [ 5.51064250e-10,  4.99554620e-10,  4.31889580e-10, ...,\n",
       "            7.77502618e-10,  6.92347624e-10,  6.26407426e-10],\n",
       "          [ 2.67498690e-10,  9.05108211e-11, -6.49424958e-12, ...,\n",
       "            7.29757310e-10,  5.49808310e-10,  4.12659573e-10],\n",
       "          ...,\n",
       "          [-5.76577008e-09, -5.49734303e-09, -5.11889287e-09, ...,\n",
       "           -6.17331830e-09, -6.08476247e-09, -5.99537398e-09],\n",
       "          [-4.68997641e-09, -4.63885463e-09, -4.60842342e-09, ...,\n",
       "           -4.55144722e-09, -4.59049243e-09, -4.64515626e-09],\n",
       "          [-1.90907712e-09, -1.90894101e-09, -1.90886706e-09, ...,\n",
       "           -1.90924498e-09, -1.90921634e-09, -1.90917215e-09]],\n",
       "\n",
       "         [[ 3.22512461e-10,  3.22512739e-10,  3.22512406e-10, ...,\n",
       "            3.22512794e-10,  3.22512350e-10,  3.22512406e-10],\n",
       "          [ 1.28418665e-10,  1.17923726e-10,  1.13528492e-10, ...,\n",
       "            1.12329757e-10,  1.35921441e-10,  1.27387767e-10],\n",
       "          [-2.84384849e-10, -2.52612847e-10, -2.23105368e-10, ...,\n",
       "           -4.13325929e-10, -3.50963758e-10, -3.25640404e-10],\n",
       "          ...,\n",
       "          [ 5.83702864e-09,  5.53983348e-09,  5.29986499e-09, ...,\n",
       "            6.08441919e-09,  5.98983219e-09,  5.94377836e-09],\n",
       "          [ 3.04882253e-09,  3.12548032e-09,  3.15394866e-09, ...,\n",
       "            2.85792545e-09,  2.88533020e-09,  2.98866798e-09],\n",
       "          [ 4.03352374e-09,  4.03354239e-09,  4.03354683e-09, ...,\n",
       "            4.03351486e-09,  4.03351752e-09,  4.03351397e-09]],\n",
       "\n",
       "         [[ 6.36484587e-10,  6.36402486e-10,  6.36484476e-10, ...,\n",
       "            6.36400932e-10,  6.36484310e-10,  6.36484310e-10],\n",
       "          [ 3.15511617e-09,  3.17057847e-09,  3.13055137e-09, ...,\n",
       "            3.36723782e-09,  3.25679683e-09,  3.16740878e-09],\n",
       "          [ 2.32715247e-09,  2.19998064e-09,  2.13621365e-09, ...,\n",
       "            2.82255153e-09,  2.64261146e-09,  2.43569276e-09],\n",
       "          ...,\n",
       "          [ 3.01315151e-09,  3.57533070e-09,  3.93893584e-09, ...,\n",
       "            1.88660598e-09,  1.83230453e-09,  2.45907161e-09],\n",
       "          [ 5.34306643e-09,  5.72222669e-09,  5.87140114e-09, ...,\n",
       "            4.57822269e-09,  4.81357176e-09,  5.18278176e-09],\n",
       "          [ 3.57735552e-09,  3.57737617e-09,  3.57738905e-09, ...,\n",
       "            3.57738283e-09,  3.57737329e-09,  3.57736885e-09]]],\n",
       "\n",
       "\n",
       "        [[[-1.10104370e-09, -1.10119669e-09, -1.10101572e-09, ...,\n",
       "           -1.10123577e-09, -1.10105469e-09, -1.10101595e-09],\n",
       "          [-8.93648822e-10, -8.42128700e-10, -8.08419887e-10, ...,\n",
       "           -1.06486964e-09, -1.01582454e-09, -9.54932244e-10],\n",
       "          [-3.24730021e-10, -2.56606181e-10, -1.93765004e-10, ...,\n",
       "           -5.54417734e-10, -4.65155470e-10, -3.93569288e-10],\n",
       "          ...,\n",
       "          [-3.46574325e-10, -4.25834035e-10, -5.51419799e-10, ...,\n",
       "           -6.57336852e-10, -5.49556844e-10, -3.30885097e-10],\n",
       "          [ 1.20903287e-11, -4.36162217e-11, -5.27577981e-12, ...,\n",
       "           -2.50049315e-10, -1.40663925e-10, -5.90785199e-11],\n",
       "          [-1.99206496e-09, -1.99219730e-09, -1.99247263e-09, ...,\n",
       "           -1.99357886e-09, -1.99202033e-09, -1.99205097e-09]],\n",
       "\n",
       "         [[ 1.21954669e-10,  1.21754162e-10,  1.21936905e-10, ...,\n",
       "            1.21755273e-10,  1.21983534e-10,  1.21923804e-10],\n",
       "          [-4.50937065e-10, -4.27960223e-10, -4.06564005e-10, ...,\n",
       "           -5.25738675e-10, -4.94064012e-10, -4.70950945e-10],\n",
       "          [-6.84174273e-10, -6.65038469e-10, -6.38277653e-10, ...,\n",
       "           -7.04769354e-10, -6.88332502e-10, -6.74591938e-10],\n",
       "          ...,\n",
       "          [-3.47777052e-09, -3.55162455e-09, -3.53167229e-09, ...,\n",
       "           -3.54248897e-09, -3.57601460e-09, -3.44781403e-09],\n",
       "          [-1.75424186e-09, -1.63363145e-09, -1.57778035e-09, ...,\n",
       "           -1.87789939e-09, -1.79271531e-09, -1.71382020e-09],\n",
       "          [ 3.17134541e-10,  3.17134319e-10,  3.16981996e-10, ...,\n",
       "            3.17316617e-10,  3.17247562e-10,  3.17201154e-10]],\n",
       "\n",
       "         [[-1.25903588e-09, -1.25912303e-09, -1.25905875e-09, ...,\n",
       "           -1.25913391e-09, -1.25903732e-09, -1.25907818e-09],\n",
       "          [-1.99958050e-10, -1.36515910e-10, -8.69447847e-11, ...,\n",
       "           -4.15750656e-10, -3.41049189e-10, -2.70433453e-10],\n",
       "          [ 9.76930981e-10,  9.76196679e-10,  9.23068733e-10, ...,\n",
       "            1.07766840e-09,  1.04476228e-09,  1.01636610e-09],\n",
       "          ...,\n",
       "          [-8.36404723e-10, -9.17089071e-10, -8.96465124e-10, ...,\n",
       "           -3.67614161e-10, -5.13670662e-10, -6.85346668e-10],\n",
       "          [-8.82206308e-10, -9.01265063e-10, -1.03632436e-09, ...,\n",
       "           -4.24242419e-10, -6.05172135e-10, -7.16914528e-10],\n",
       "          [-1.81090698e-11, -1.80455650e-11, -1.78792536e-11, ...,\n",
       "           -1.80329085e-11, -1.82953652e-11, -1.82098780e-11]],\n",
       "\n",
       "         ...,\n",
       "\n",
       "         [[ 3.14572701e-10,  3.14572812e-10,  3.14572701e-10, ...,\n",
       "            3.14572812e-10,  3.14572701e-10,  3.14572701e-10],\n",
       "          [ 1.18991572e-09,  1.14827958e-09,  1.14203280e-09, ...,\n",
       "            1.24716149e-09,  1.23300514e-09,  1.20526900e-09],\n",
       "          [ 9.20126919e-10,  8.31902769e-10,  7.13291537e-10, ...,\n",
       "            1.10987042e-09,  1.07696674e-09,  9.90329596e-10],\n",
       "          ...,\n",
       "          [-3.86109633e-09, -3.92373911e-09, -3.98161859e-09, ...,\n",
       "           -3.91706845e-09, -3.89315469e-09, -3.83228560e-09],\n",
       "          [-2.02244643e-09, -1.95217087e-09, -1.88735361e-09, ...,\n",
       "           -2.25093966e-09, -2.19326313e-09, -2.10624784e-09],\n",
       "          [-2.27167218e-09, -2.27166552e-09, -2.27162467e-09, ...,\n",
       "           -2.27180186e-09, -2.27180319e-09, -2.27176078e-09]],\n",
       "\n",
       "         [[ 3.91903177e-11,  3.91897625e-11,  3.91903177e-11, ...,\n",
       "            3.91897625e-11,  3.91902621e-11,  3.91903177e-11],\n",
       "          [-5.31025446e-10, -5.46548418e-10, -5.58018687e-10, ...,\n",
       "           -5.32238198e-10, -5.31828304e-10, -5.31338029e-10],\n",
       "          [-1.11423959e-09, -1.02475095e-09, -9.60570623e-10, ...,\n",
       "           -1.29624778e-09, -1.24856736e-09, -1.20417698e-09],\n",
       "          ...,\n",
       "          [-1.98373251e-09, -1.97515515e-09, -1.96236227e-09, ...,\n",
       "           -2.10830842e-09, -2.10532347e-09, -2.02871564e-09],\n",
       "          [-2.80598256e-09, -2.78723533e-09, -2.77492473e-09, ...,\n",
       "           -2.77076695e-09, -2.78579160e-09, -2.80485946e-09],\n",
       "          [-1.20558508e-09, -1.20549959e-09, -1.20543686e-09, ...,\n",
       "           -1.20559462e-09, -1.20560606e-09, -1.20558785e-09]],\n",
       "\n",
       "         [[ 4.37943015e-10,  4.37843983e-10,  4.37934800e-10, ...,\n",
       "            4.37843928e-10,  4.37945957e-10,  4.37923253e-10],\n",
       "          [-6.53012089e-10, -6.50280108e-10, -6.79277856e-10, ...,\n",
       "           -6.08267214e-10, -6.37962294e-10, -6.46848519e-10],\n",
       "          [-1.99933847e-09, -1.87740734e-09, -1.80642479e-09, ...,\n",
       "           -2.14511786e-09, -2.09237871e-09, -2.07616946e-09],\n",
       "          ...,\n",
       "          [-4.01429068e-09, -4.14532852e-09, -4.32535696e-09, ...,\n",
       "           -3.74490572e-09, -3.79608345e-09, -3.87240107e-09],\n",
       "          [-3.58327523e-09, -3.63383146e-09, -3.73361964e-09, ...,\n",
       "           -3.50981888e-09, -3.57107854e-09, -3.57500585e-09],\n",
       "          [-2.83441159e-09, -2.83451973e-09, -2.83452084e-09, ...,\n",
       "           -2.83424084e-09, -2.83423462e-09, -2.83425416e-09]]],\n",
       "\n",
       "\n",
       "        ...,\n",
       "\n",
       "\n",
       "        [[[-7.42805539e-10, -7.42987616e-10, -7.42749140e-10, ...,\n",
       "           -7.42987838e-10, -7.42739925e-10, -7.42745143e-10],\n",
       "          [-1.08242348e-09, -1.04948350e-09, -1.02441877e-09, ...,\n",
       "           -1.26169153e-09, -1.18842314e-09, -1.12818888e-09],\n",
       "          [-6.88749391e-10, -6.33893049e-10, -5.87121463e-10, ...,\n",
       "           -9.38254363e-10, -8.70385541e-10, -7.66833486e-10],\n",
       "          ...,\n",
       "          [-3.80319776e-10, -3.17284865e-10, -4.02994971e-10, ...,\n",
       "           -4.30832703e-10, -3.40414807e-10, -3.98356459e-10],\n",
       "          [-5.91574789e-10, -7.28372918e-10, -7.74392772e-10, ...,\n",
       "           -3.24683391e-10, -4.39038805e-10, -5.06426678e-10],\n",
       "          [ 1.84487314e-10,  1.84525284e-10,  1.84609661e-10, ...,\n",
       "            1.84302795e-10,  1.84306126e-10,  1.84339433e-10]],\n",
       "\n",
       "         [[-2.93584934e-10, -2.93636448e-10, -2.93600033e-10, ...,\n",
       "           -2.93639890e-10, -2.93603697e-10, -2.93602254e-10],\n",
       "          [-6.81406154e-10, -6.51041110e-10, -6.21130036e-10, ...,\n",
       "           -7.95644550e-10, -7.42217066e-10, -7.08229697e-10],\n",
       "          [-2.88004953e-10, -2.52981414e-10, -1.55058855e-10, ...,\n",
       "           -3.86324306e-10, -2.98695069e-10, -2.75572454e-10],\n",
       "          ...,\n",
       "          [-1.39574663e-09, -1.51599266e-09, -1.63408531e-09, ...,\n",
       "           -8.83058959e-10, -9.57062873e-10, -1.15107968e-09],\n",
       "          [-4.04003941e-10, -4.41297221e-10, -4.54370763e-10, ...,\n",
       "           -5.01310549e-10, -4.89256191e-10, -4.94239316e-10],\n",
       "          [-8.27452107e-10, -8.27395930e-10, -8.27384827e-10, ...,\n",
       "           -8.27499846e-10, -8.27500735e-10, -8.27526492e-10]],\n",
       "\n",
       "         [[-1.25031652e-09, -1.25022315e-09, -1.25028354e-09, ...,\n",
       "           -1.25022459e-09, -1.25011479e-09, -1.25027988e-09],\n",
       "          [-8.38333292e-10, -7.90039423e-10, -7.49261486e-10, ...,\n",
       "           -9.75864944e-10, -9.26185295e-10, -8.89019913e-10],\n",
       "          [-6.69365563e-10, -5.50385737e-10, -4.81322981e-10, ...,\n",
       "           -9.77093961e-10, -8.76149486e-10, -7.76156472e-10],\n",
       "          ...,\n",
       "          [ 2.30413688e-09,  2.12187112e-09,  2.02491934e-09, ...,\n",
       "            2.65398814e-09,  2.55124633e-09,  2.42266474e-09],\n",
       "          [ 2.17351293e-09,  2.17091278e-09,  2.05956896e-09, ...,\n",
       "            2.02763184e-09,  1.99312078e-09,  2.19111751e-09],\n",
       "          [ 1.58733693e-09,  1.58730784e-09,  1.58731650e-09, ...,\n",
       "            1.58745217e-09,  1.58745883e-09,  1.58732782e-09]],\n",
       "\n",
       "         ...,\n",
       "\n",
       "         [[-3.80481202e-10, -3.80769527e-10, -3.80475484e-10, ...,\n",
       "           -3.80763920e-10, -3.80473819e-10, -3.80475262e-10],\n",
       "          [-4.03367340e-11, -3.08751913e-11, -2.47918353e-11, ...,\n",
       "           -6.17343954e-11, -6.29506447e-11, -4.87172525e-11],\n",
       "          [ 2.40753417e-10,  2.22097118e-10,  1.93718930e-10, ...,\n",
       "            3.29294592e-10,  3.28699179e-10,  2.79774537e-10],\n",
       "          ...,\n",
       "          [ 4.77881068e-09,  4.96332531e-09,  5.14779774e-09, ...,\n",
       "            3.63755381e-09,  4.03547551e-09,  4.41195347e-09],\n",
       "          [ 3.06438919e-09,  3.04078940e-09,  3.08347303e-09, ...,\n",
       "            2.67566502e-09,  2.79655854e-09,  3.01066194e-09],\n",
       "          [ 4.10225454e-09,  4.10226519e-09,  4.10231182e-09, ...,\n",
       "            4.10225676e-09,  4.10225365e-09,  4.10225276e-09]],\n",
       "\n",
       "         [[-1.00974151e-09, -1.00974074e-09, -1.00974151e-09, ...,\n",
       "           -1.00974074e-09, -1.00974151e-09, -1.00974151e-09],\n",
       "          [-8.03643652e-10, -7.75041031e-10, -7.38981709e-10, ...,\n",
       "           -9.43140455e-10, -9.06838882e-10, -8.55420623e-10],\n",
       "          [-9.26573263e-11, -4.11192191e-11,  8.47022452e-12, ...,\n",
       "           -5.22683230e-10, -3.25706906e-10, -1.70844006e-10],\n",
       "          ...,\n",
       "          [-6.68151490e-09, -6.72555256e-09, -6.84915014e-09, ...,\n",
       "           -6.20157525e-09, -6.38622399e-09, -6.59527899e-09],\n",
       "          [-4.75678164e-09, -4.89995111e-09, -5.18955190e-09, ...,\n",
       "           -4.31355396e-09, -4.40447145e-09, -4.59003147e-09],\n",
       "          [-2.29090946e-09, -2.29176012e-09, -2.29353736e-09, ...,\n",
       "           -2.29091590e-09, -2.29069896e-09, -2.29065300e-09]],\n",
       "\n",
       "         [[ 1.38683043e-09,  1.38683132e-09,  1.38683043e-09, ...,\n",
       "            1.38683132e-09,  1.38683043e-09,  1.38683043e-09],\n",
       "          [ 1.69395675e-09,  1.64335434e-09,  1.63924840e-09, ...,\n",
       "            1.83299220e-09,  1.78024195e-09,  1.72819425e-09],\n",
       "          [ 1.26794530e-09,  1.05915199e-09,  9.05331032e-10, ...,\n",
       "            1.78444448e-09,  1.61042790e-09,  1.44424195e-09],\n",
       "          ...,\n",
       "          [ 5.83419979e-10,  4.61013450e-10,  5.39287281e-10, ...,\n",
       "            7.61920749e-10,  5.65645752e-10,  5.96409144e-10],\n",
       "          [-2.18671903e-09, -2.12878337e-09, -2.10456186e-09, ...,\n",
       "           -2.41008746e-09, -2.33253505e-09, -2.20727858e-09],\n",
       "          [-2.00109818e-09, -2.00098871e-09, -2.00118100e-09, ...,\n",
       "           -2.00167305e-09, -2.00166417e-09, -2.00148342e-09]]],\n",
       "\n",
       "\n",
       "        [[[-1.24876220e-10, -1.24894206e-10, -1.24874555e-10, ...,\n",
       "           -1.24898314e-10, -1.24872668e-10, -1.24873223e-10],\n",
       "          [ 2.11828999e-10,  2.08916995e-10,  2.12580897e-10, ...,\n",
       "            1.97422634e-10,  1.97762473e-10,  2.04464112e-10],\n",
       "          [ 1.23653032e-10,  1.46508639e-10,  1.76542503e-10, ...,\n",
       "           -1.87894145e-12,  4.30928626e-11,  9.57093849e-11],\n",
       "          ...,\n",
       "          [ 7.14684534e-09,  7.27568228e-09,  7.06131642e-09, ...,\n",
       "            6.04890005e-09,  6.50128040e-09,  7.00576974e-09],\n",
       "          [ 1.69542291e-09,  1.90279570e-09,  2.09031681e-09, ...,\n",
       "            1.20727073e-09,  1.37664324e-09,  1.67591052e-09],\n",
       "          [ 1.43747370e-09,  1.43738710e-09,  1.43731738e-09, ...,\n",
       "            1.43748835e-09,  1.43731604e-09,  1.43740975e-09]],\n",
       "\n",
       "         [[-3.81837451e-10, -3.81742638e-10, -3.81836340e-10, ...,\n",
       "           -3.81743082e-10, -3.81842891e-10, -3.81843557e-10],\n",
       "          [ 7.09621251e-11,  1.01229913e-10,  1.23321908e-10, ...,\n",
       "            1.09378062e-11,  3.34102745e-11,  4.79636331e-11],\n",
       "          [ 9.43726097e-10,  8.50058690e-10,  7.69666886e-10, ...,\n",
       "            1.28583499e-09,  1.17272403e-09,  1.03778919e-09],\n",
       "          ...,\n",
       "          [ 5.06326359e-09,  5.28069499e-09,  5.53895640e-09, ...,\n",
       "            4.42373294e-09,  4.51084547e-09,  4.79434137e-09],\n",
       "          [ 3.73170028e-09,  3.82935195e-09,  3.89393229e-09, ...,\n",
       "            3.37928219e-09,  3.38535378e-09,  3.70510489e-09],\n",
       "          [ 2.93548319e-09,  2.94313462e-09,  2.94556024e-09, ...,\n",
       "            2.93373992e-09,  2.93563063e-09,  2.93388092e-09]],\n",
       "\n",
       "         [[-4.60268934e-10, -4.59984162e-10, -4.60268934e-10, ...,\n",
       "           -4.59984384e-10, -4.60269045e-10, -4.60268934e-10],\n",
       "          [-9.77069536e-10, -9.40596157e-10, -9.04671227e-10, ...,\n",
       "           -1.11174048e-09, -1.06823084e-09, -1.01861208e-09],\n",
       "          [-1.53632551e-09, -1.42274892e-09, -1.31479161e-09, ...,\n",
       "           -1.90318072e-09, -1.77929849e-09, -1.64957470e-09],\n",
       "          ...,\n",
       "          [ 2.33402186e-09,  2.09354312e-09,  2.08182005e-09, ...,\n",
       "            1.89288096e-09,  1.83617122e-09,  1.96331085e-09],\n",
       "          [-1.28412658e-09, -1.34220945e-09, -1.41735157e-09, ...,\n",
       "           -1.05553610e-09, -1.06694609e-09, -1.16201226e-09],\n",
       "          [-1.27530697e-09, -1.27618760e-09, -1.27740796e-09, ...,\n",
       "           -1.27334432e-09, -1.27443278e-09, -1.27577304e-09]],\n",
       "\n",
       "         ...,\n",
       "\n",
       "         [[-2.88644664e-10, -2.88644997e-10, -2.88644664e-10, ...,\n",
       "           -2.88644997e-10, -2.88644109e-10, -2.88644664e-10],\n",
       "          [-7.21909199e-10, -7.14142079e-10, -7.20558890e-10, ...,\n",
       "           -7.67732711e-10, -7.56263052e-10, -7.44189932e-10],\n",
       "          [-1.36765166e-09, -1.33399991e-09, -1.27561794e-09, ...,\n",
       "           -1.32032385e-09, -1.34832523e-09, -1.37970813e-09],\n",
       "          ...,\n",
       "          [-3.25687854e-09, -3.22507443e-09, -3.14186233e-09, ...,\n",
       "           -3.29106609e-09, -3.28753136e-09, -3.24438365e-09],\n",
       "          [-2.56346500e-09, -2.57960409e-09, -2.66505706e-09, ...,\n",
       "           -2.50889309e-09, -2.54066435e-09, -2.55353960e-09],\n",
       "          [-7.94798227e-10, -7.94747379e-10, -7.94780020e-10, ...,\n",
       "           -7.94671884e-10, -7.94781130e-10, -7.94832644e-10]],\n",
       "\n",
       "         [[ 7.23864413e-10,  7.23799021e-10,  7.23877847e-10, ...,\n",
       "            7.23802851e-10,  7.23887117e-10,  7.23874294e-10],\n",
       "          [ 9.82207649e-11,  5.01679809e-11, -1.81040738e-11, ...,\n",
       "            3.26096927e-10,  2.72905698e-10,  1.76884396e-10],\n",
       "          [-1.59440150e-09, -1.51652790e-09, -1.45696977e-09, ...,\n",
       "           -1.73195480e-09, -1.70467440e-09, -1.67079472e-09],\n",
       "          ...,\n",
       "          [-2.59558997e-09, -2.52144838e-09, -2.45470377e-09, ...,\n",
       "           -2.90246049e-09, -2.80297963e-09, -2.68957745e-09],\n",
       "          [-1.44647472e-09, -1.54179425e-09, -1.60900382e-09, ...,\n",
       "           -1.07365161e-09, -1.20488131e-09, -1.38362299e-09],\n",
       "          [-1.00890030e-09, -1.00888298e-09, -1.00889141e-09, ...,\n",
       "           -1.00888831e-09, -1.00889919e-09, -1.00891429e-09]],\n",
       "\n",
       "         [[-3.02201597e-10, -3.02255998e-10, -3.02179282e-10, ...,\n",
       "           -3.02259717e-10, -3.02177006e-10, -3.02179004e-10],\n",
       "          [-5.10574694e-10, -4.93260877e-10, -4.82381413e-10, ...,\n",
       "           -5.68173897e-10, -5.44820022e-10, -5.22479116e-10],\n",
       "          [-1.10614284e-09, -1.05524767e-09, -1.00039221e-09, ...,\n",
       "           -1.27735444e-09, -1.20904553e-09, -1.14290222e-09],\n",
       "          ...,\n",
       "          [ 3.12947446e-10,  3.45694584e-10,  1.10459197e-10, ...,\n",
       "           -2.01871853e-10,  8.14104339e-11,  2.63391531e-10],\n",
       "          [-2.71637424e-09, -2.75096745e-09, -2.78777224e-09, ...,\n",
       "           -2.45426346e-09, -2.50819365e-09, -2.58894373e-09],\n",
       "          [-2.84237078e-10, -2.84364088e-10, -2.84466672e-10, ...,\n",
       "           -2.84022583e-10, -2.84035018e-10, -2.84104296e-10]]],\n",
       "\n",
       "\n",
       "        [[[-5.59652991e-10, -5.59815749e-10, -5.59660762e-10, ...,\n",
       "           -5.59800539e-10, -5.59650548e-10, -5.59650881e-10],\n",
       "          [-3.67398001e-10, -3.47071261e-10, -3.35971029e-10, ...,\n",
       "           -4.41320536e-10, -4.15351420e-10, -3.89718813e-10],\n",
       "          [-3.20189653e-10, -3.15490301e-10, -3.30146466e-10, ...,\n",
       "           -3.05135250e-10, -3.05488301e-10, -3.08759018e-10],\n",
       "          ...,\n",
       "          [ 2.88177304e-09,  3.06447223e-09,  3.27566685e-09, ...,\n",
       "            2.16005258e-09,  2.50707322e-09,  2.63205102e-09],\n",
       "          [ 1.46735513e-10,  2.45709453e-10,  2.49170018e-10, ...,\n",
       "            1.94467109e-10,  9.80591164e-11,  1.56967328e-10],\n",
       "          [-7.79588727e-10, -7.78539455e-10, -7.82702014e-10, ...,\n",
       "           -7.83283438e-10, -7.82032217e-10, -7.80627341e-10]],\n",
       "\n",
       "         [[-7.34856065e-10, -7.34851069e-10, -7.34862726e-10, ...,\n",
       "           -7.34853511e-10, -7.34865502e-10, -7.34858174e-10],\n",
       "          [-7.91320232e-10, -7.93382027e-10, -7.69429409e-10, ...,\n",
       "           -8.79385675e-10, -8.48118131e-10, -8.20521762e-10],\n",
       "          [-1.06196374e-09, -9.61813962e-10, -9.10385434e-10, ...,\n",
       "           -1.31309541e-09, -1.23784427e-09, -1.16933674e-09],\n",
       "          ...,\n",
       "          [ 5.13110887e-09,  4.88451857e-09,  4.31172431e-09, ...,\n",
       "            5.69060887e-09,  5.64798919e-09,  5.40630163e-09],\n",
       "          [ 5.55413582e-09,  5.41828360e-09,  5.10894260e-09, ...,\n",
       "            5.17695398e-09,  5.26231947e-09,  5.34440936e-09],\n",
       "          [ 2.25505792e-09,  2.26141017e-09,  2.26641217e-09, ...,\n",
       "            2.26042896e-09,  2.27341657e-09,  2.25613461e-09]],\n",
       "\n",
       "         [[ 5.23192378e-10,  5.23184607e-10,  5.23192378e-10, ...,\n",
       "            5.23186383e-10,  5.23192489e-10,  5.23192489e-10],\n",
       "          [ 5.68886049e-11,  7.23782145e-11,  8.11394285e-11, ...,\n",
       "            4.82962559e-11,  4.93071139e-11,  4.30793179e-11],\n",
       "          [-1.87445948e-10, -1.73472681e-10, -1.53356661e-10, ...,\n",
       "           -2.83406520e-10, -2.58147059e-10, -2.28363439e-10],\n",
       "          ...,\n",
       "          [-9.02521169e-10, -8.77157458e-10, -6.28402885e-10, ...,\n",
       "           -1.28319133e-09, -1.19625110e-09, -1.03944697e-09],\n",
       "          [ 5.32405675e-10,  5.61922064e-10,  5.32041522e-10, ...,\n",
       "            6.70915323e-10,  5.88534110e-10,  5.48180168e-10],\n",
       "          [ 2.17887397e-09,  2.18109708e-09,  2.18029417e-09, ...,\n",
       "            2.18079688e-09,  2.18047136e-09,  2.18148832e-09]],\n",
       "\n",
       "         ...,\n",
       "\n",
       "         [[-1.93619787e-10, -1.93908056e-10, -1.93590477e-10, ...,\n",
       "           -1.93914051e-10, -1.93601579e-10, -1.93591254e-10],\n",
       "          [ 2.17651897e-10,  2.09976814e-10,  1.92787231e-10, ...,\n",
       "            3.03899073e-10,  2.70072464e-10,  2.44106013e-10],\n",
       "          [ 1.36136569e-09,  1.35743927e-09,  1.34855971e-09, ...,\n",
       "            1.28308730e-09,  1.34690403e-09,  1.37699141e-09],\n",
       "          ...,\n",
       "          [ 1.11412755e-08,  1.10961178e-08,  1.09464899e-08, ...,\n",
       "            1.09706590e-08,  1.12895613e-08,  1.11724994e-08],\n",
       "          [ 5.04987785e-09,  5.05500664e-09,  5.04161379e-09, ...,\n",
       "            4.83452389e-09,  4.82028684e-09,  4.98996844e-09],\n",
       "          [ 1.33677114e-09,  1.33677958e-09,  1.33671918e-09, ...,\n",
       "            1.33692613e-09,  1.33686928e-09,  1.33681155e-09]],\n",
       "\n",
       "         [[-1.27318844e-09, -1.27304034e-09, -1.27320110e-09, ...,\n",
       "           -1.27300714e-09, -1.27319244e-09, -1.27319622e-09],\n",
       "          [ 3.36129458e-11,  3.64405173e-11,  4.84673413e-11, ...,\n",
       "            6.91252611e-12,  2.18499663e-11,  2.25924279e-11],\n",
       "          [ 1.23563559e-09,  1.17060373e-09,  1.17153898e-09, ...,\n",
       "            1.26952893e-09,  1.28835098e-09,  1.27429245e-09],\n",
       "          ...,\n",
       "          [-1.80804349e-09, -2.00210781e-09, -2.29915686e-09, ...,\n",
       "           -1.35672762e-09, -1.48913637e-09, -1.58137992e-09],\n",
       "          [ 7.37959915e-10,  6.38265885e-10,  5.84599480e-10, ...,\n",
       "            9.73160219e-10,  9.23123800e-10,  8.10060463e-10],\n",
       "          [-2.92664781e-10, -2.92609270e-10, -2.92516456e-10, ...,\n",
       "           -2.92808000e-10, -2.92798008e-10, -2.92794011e-10]],\n",
       "\n",
       "         [[ 1.26970567e-09,  1.26934907e-09,  1.26970767e-09, ...,\n",
       "            1.26933242e-09,  1.26970723e-09,  1.26970878e-09],\n",
       "          [ 9.14048837e-10,  8.59299965e-10,  7.85229437e-10, ...,\n",
       "            1.08249565e-09,  1.02330333e-09,  9.70410197e-10],\n",
       "          [-7.43555884e-10, -7.22093940e-10, -6.54157839e-10, ...,\n",
       "           -8.04782019e-10, -8.29477376e-10, -8.00221556e-10],\n",
       "          ...,\n",
       "          [ 8.60857607e-10,  5.59008839e-10,  5.05851361e-10, ...,\n",
       "            1.01723696e-09,  8.71774208e-10,  8.14036838e-10],\n",
       "          [ 8.73985773e-10,  1.12867227e-09,  1.37331480e-09, ...,\n",
       "            3.47621043e-10,  4.22986091e-10,  5.53578516e-10],\n",
       "          [-2.95772518e-10, -2.96054514e-10, -2.95619085e-10, ...,\n",
       "           -2.95498959e-10, -2.95402591e-10, -2.96002556e-10]]]],\n",
       "\n",
       "\n",
       "\n",
       "       [[[[-7.14800552e-10, -7.13765158e-10, -7.14768578e-10, ...,\n",
       "           -7.13734294e-10, -7.14771797e-10, -7.14772797e-10],\n",
       "          [ 1.38918543e-10,  1.14875998e-10,  8.63418226e-11, ...,\n",
       "            1.81880955e-10,  1.73618786e-10,  1.53577817e-10],\n",
       "          [ 1.15368382e-10,  5.05395725e-11, -8.28886959e-12, ...,\n",
       "            3.97220812e-10,  3.02521230e-10,  2.06312634e-10],\n",
       "          ...,\n",
       "          [-2.09309148e-09, -2.09301376e-09, -2.23849916e-09, ...,\n",
       "           -1.93983496e-09, -2.07328998e-09, -2.04665707e-09],\n",
       "          [-3.78604792e-09, -3.73844999e-09, -3.70672693e-09, ...,\n",
       "           -3.71601838e-09, -3.73470499e-09, -3.79250498e-09],\n",
       "          [-1.85105464e-09, -1.85108839e-09, -1.85108617e-09, ...,\n",
       "           -1.85106563e-09, -1.85107119e-09, -1.85106575e-09]],\n",
       "\n",
       "         [[ 8.78841888e-10,  8.78828565e-10,  8.78834561e-10, ...,\n",
       "            8.78819906e-10,  8.78826345e-10,  8.78834117e-10],\n",
       "          [ 1.14536680e-09,  1.12940091e-09,  1.10083787e-09, ...,\n",
       "            1.27013955e-09,  1.22481536e-09,  1.17235399e-09],\n",
       "          [ 1.96762073e-09,  1.82840321e-09,  1.67494851e-09, ...,\n",
       "            2.37262698e-09,  2.24812169e-09,  2.06305173e-09],\n",
       "          ...,\n",
       "          [ 9.37807165e-10,  9.54143875e-10,  9.84872628e-10, ...,\n",
       "            7.22065963e-10,  8.70160832e-10,  9.50385548e-10],\n",
       "          [-1.01220943e-09, -1.07943920e-09, -1.12816201e-09, ...,\n",
       "           -8.10678191e-10, -8.93608298e-10, -9.48264578e-10],\n",
       "          [-1.33222211e-09, -1.33218081e-09, -1.33215816e-09, ...,\n",
       "           -1.33231937e-09, -1.33243883e-09, -1.33234734e-09]],\n",
       "\n",
       "         [[ 7.71758879e-10,  7.71756214e-10,  7.72019781e-10, ...,\n",
       "            7.71756881e-10,  7.72015118e-10,  7.72018893e-10],\n",
       "          [ 3.97210931e-10,  4.41118253e-10,  5.10973264e-10, ...,\n",
       "            3.12081028e-10,  3.43684414e-10,  3.74081877e-10],\n",
       "          [ 1.32438127e-09,  1.20846178e-09,  1.10576570e-09, ...,\n",
       "            1.71923942e-09,  1.61422919e-09,  1.46881529e-09],\n",
       "          ...,\n",
       "          [ 1.39763934e-09,  1.84839655e-09,  2.12979456e-09, ...,\n",
       "            6.53608945e-10,  8.69543326e-10,  9.73162440e-10],\n",
       "          [ 1.36558498e-09,  1.50267510e-09,  1.57690661e-09, ...,\n",
       "            1.16666987e-09,  1.27290956e-09,  1.33535383e-09],\n",
       "          [ 1.54753899e-09,  1.54793622e-09,  1.54803725e-09, ...,\n",
       "            1.55044511e-09,  1.55043134e-09,  1.55061031e-09]],\n",
       "\n",
       "         ...,\n",
       "\n",
       "         [[ 7.12751080e-10,  7.12753634e-10,  7.12749137e-10, ...,\n",
       "            7.12753689e-10,  7.12749859e-10,  7.12749360e-10],\n",
       "          [ 2.01111933e-10,  2.27215108e-10,  1.94528449e-10, ...,\n",
       "            1.59190161e-10,  1.76143988e-10,  1.85867211e-10],\n",
       "          [-7.15905113e-11, -1.28415001e-10, -1.75336135e-10, ...,\n",
       "            1.63374148e-10,  6.65061339e-11,  5.82689452e-12],\n",
       "          ...,\n",
       "          [ 1.84907245e-09,  1.89614680e-09,  2.30731079e-09, ...,\n",
       "            1.12599174e-09,  1.35285072e-09,  1.66713532e-09],\n",
       "          [ 2.74573653e-09,  2.91266833e-09,  2.98953040e-09, ...,\n",
       "            2.36723174e-09,  2.53182941e-09,  2.62354805e-09],\n",
       "          [ 3.22862448e-09,  3.22860494e-09,  3.22859273e-09, ...,\n",
       "            3.22860516e-09,  3.22863913e-09,  3.22863314e-09]],\n",
       "\n",
       "         [[-6.74701517e-10, -6.74695244e-10, -6.74701517e-10, ...,\n",
       "           -6.74695244e-10, -6.74701517e-10, -6.74701517e-10],\n",
       "          [-7.55716378e-10, -7.35836225e-10, -7.11859460e-10, ...,\n",
       "           -8.30598201e-10, -8.02676203e-10, -7.69459885e-10],\n",
       "          [ 3.12779247e-10,  2.79245405e-10,  1.64212866e-10, ...,\n",
       "            3.62508690e-10,  3.72842424e-10,  3.41736861e-10],\n",
       "          ...,\n",
       "          [ 5.28329736e-09,  5.60945512e-09,  5.92123151e-09, ...,\n",
       "            4.82291451e-09,  4.84785900e-09,  5.01716757e-09],\n",
       "          [ 2.74622614e-09,  2.80503265e-09,  2.98148062e-09, ...,\n",
       "            2.62236211e-09,  2.62771671e-09,  2.65942557e-09],\n",
       "          [ 2.30247976e-09,  2.30250574e-09,  2.30256569e-09, ...,\n",
       "            2.30254615e-09,  2.30249553e-09,  2.30245667e-09]],\n",
       "\n",
       "         [[-1.88256133e-10, -1.88314642e-10, -1.88256855e-10, ...,\n",
       "           -1.88312088e-10, -1.88244781e-10, -1.88252636e-10],\n",
       "          [-1.23704325e-10, -9.50023948e-11, -2.47948884e-11, ...,\n",
       "           -1.93919297e-10, -2.09544049e-10, -1.70700259e-10],\n",
       "          [-6.89068802e-11, -5.22011323e-11, -2.15502061e-11, ...,\n",
       "           -9.09223807e-11, -1.03200670e-10, -1.31091804e-10],\n",
       "          ...,\n",
       "          [-1.25326061e-09, -1.03741504e-09, -9.21345222e-10, ...,\n",
       "           -2.01767580e-09, -1.81830639e-09, -1.45774148e-09],\n",
       "          [-1.90868099e-09, -1.94718064e-09, -1.97805083e-09, ...,\n",
       "           -2.09925899e-09, -2.09808415e-09, -1.99798689e-09],\n",
       "          [-8.05025158e-10, -8.05036149e-10, -8.05058020e-10, ...,\n",
       "           -8.05022826e-10, -8.05017941e-10, -8.05034372e-10]]],\n",
       "\n",
       "\n",
       "        [[[-3.26254246e-10, -3.25806937e-10, -3.26261240e-10, ...,\n",
       "           -3.25823590e-10, -3.26286220e-10, -3.26267457e-10],\n",
       "          [ 3.85726562e-10,  3.74689058e-10,  3.68217457e-10, ...,\n",
       "            4.58301175e-10,  4.33730052e-10,  4.08984513e-10],\n",
       "          [ 1.09587850e-09,  9.97786853e-10,  9.34775368e-10, ...,\n",
       "            1.24751665e-09,  1.22226829e-09,  1.17691745e-09],\n",
       "          ...,\n",
       "          [ 1.46580881e-09,  1.41946188e-09,  1.60455826e-09, ...,\n",
       "            1.10544462e-09,  1.29649091e-09,  1.37749900e-09],\n",
       "          [ 1.37256961e-09,  1.52458579e-09,  1.62655400e-09, ...,\n",
       "            1.01470210e-09,  1.16780452e-09,  1.29698607e-09],\n",
       "          [ 6.77939926e-11,  6.79070133e-11,  6.77449208e-11, ...,\n",
       "            6.76516621e-11,  6.76170231e-11,  6.77853329e-11]],\n",
       "\n",
       "         [[-4.16556678e-10, -4.16735868e-10, -4.16558121e-10, ...,\n",
       "           -4.16746637e-10, -4.16567225e-10, -4.16558343e-10],\n",
       "          [-6.85565216e-10, -6.77042422e-10, -6.86046053e-10, ...,\n",
       "           -6.91221191e-10, -6.92116808e-10, -6.89842683e-10],\n",
       "          [ 1.38543399e-10,  1.95919836e-10,  2.01580641e-10, ...,\n",
       "           -6.03508354e-11, -1.45994328e-11,  3.43491902e-11],\n",
       "          ...,\n",
       "          [-2.34668440e-09, -2.40324338e-09, -2.32239006e-09, ...,\n",
       "           -2.01114791e-09, -2.12219442e-09, -2.24412111e-09],\n",
       "          [-2.77366974e-09, -2.85557644e-09, -2.75724976e-09, ...,\n",
       "           -2.91390512e-09, -2.86456725e-09, -2.83807289e-09],\n",
       "          [-1.86106353e-09, -1.86103954e-09, -1.86101334e-09, ...,\n",
       "           -1.86114413e-09, -1.86112037e-09, -1.86108795e-09]],\n",
       "\n",
       "         [[-2.19270602e-10, -2.19318341e-10, -2.19270380e-10, ...,\n",
       "           -2.19319896e-10, -2.19271934e-10, -2.19270602e-10],\n",
       "          [-2.98884917e-10, -2.76775269e-10, -2.61964006e-10, ...,\n",
       "           -3.77110121e-10, -3.49267504e-10, -3.19501536e-10],\n",
       "          [-1.95155003e-10, -1.71070491e-10, -2.01628825e-10, ...,\n",
       "           -1.48007606e-10, -1.67246217e-10, -2.11490825e-10],\n",
       "          ...,\n",
       "          [-1.56508295e-09, -1.65414993e-09, -1.75769044e-09, ...,\n",
       "           -9.71690062e-10, -1.08846399e-09, -1.30678179e-09],\n",
       "          [-1.09596487e-09, -1.20349775e-09, -1.36452871e-09, ...,\n",
       "           -7.00627334e-10, -8.45125747e-10, -9.52155910e-10],\n",
       "          [-3.74964726e-10, -3.74438924e-10, -3.77322840e-10, ...,\n",
       "           -3.74495768e-10, -3.75985243e-10, -3.76262577e-10]],\n",
       "\n",
       "         ...,\n",
       "\n",
       "         [[-2.62205618e-10, -2.62210559e-10, -2.62205618e-10, ...,\n",
       "           -2.62210392e-10, -2.62205341e-10, -2.62205507e-10],\n",
       "          [ 4.22596180e-10,  4.21192692e-10,  3.88589161e-10, ...,\n",
       "            5.71289016e-10,  5.17615173e-10,  4.84297491e-10],\n",
       "          [-3.84535126e-10, -3.18430671e-10, -2.88032653e-10, ...,\n",
       "           -5.63530445e-10, -4.89980445e-10, -4.37401781e-10],\n",
       "          ...,\n",
       "          [ 4.64027305e-09,  4.65394923e-09,  4.61675231e-09, ...,\n",
       "            3.97373912e-09,  4.61919036e-09,  4.58868055e-09],\n",
       "          [ 1.75059878e-09,  1.79381088e-09,  2.07715622e-09, ...,\n",
       "            1.76332260e-09,  1.72862014e-09,  1.74774240e-09],\n",
       "          [ 1.45433066e-09,  1.45427692e-09,  1.45427625e-09, ...,\n",
       "            1.45430779e-09,  1.45433177e-09,  1.45433621e-09]],\n",
       "\n",
       "         [[ 2.96588465e-09,  2.96588754e-09,  2.96588465e-09, ...,\n",
       "            2.96588754e-09,  2.96588443e-09,  2.96588465e-09],\n",
       "          [ 1.31569600e-09,  1.31811073e-09,  1.28457711e-09, ...,\n",
       "            1.48696866e-09,  1.52557966e-09,  1.40952250e-09],\n",
       "          [ 1.06325104e-09,  1.16346421e-09,  1.20231980e-09, ...,\n",
       "            9.08437936e-10,  9.74026082e-10,  1.04398756e-09],\n",
       "          ...,\n",
       "          [ 7.67725883e-09,  7.75057529e-09,  7.25838767e-09, ...,\n",
       "            8.48271675e-09,  8.31406766e-09,  8.23059487e-09],\n",
       "          [ 6.02488459e-09,  5.78280979e-09,  6.00441119e-09, ...,\n",
       "            6.00121730e-09,  6.03137318e-09,  6.08602324e-09],\n",
       "          [ 4.69891948e-09,  4.69897188e-09,  4.69959716e-09, ...,\n",
       "            4.69893857e-09,  4.69889549e-09,  4.69893102e-09]],\n",
       "\n",
       "         [[ 7.29721839e-12,  7.12863102e-12,  7.29682981e-12, ...,\n",
       "            7.12935266e-12,  7.29705185e-12,  7.29699634e-12],\n",
       "          [-3.64506536e-10, -3.43112372e-10, -3.32865346e-10, ...,\n",
       "           -4.33963143e-10, -4.19233093e-10, -4.00428246e-10],\n",
       "          [-1.43213108e-09, -1.33064781e-09, -1.21072463e-09, ...,\n",
       "           -1.68763103e-09, -1.60316838e-09, -1.53481849e-09],\n",
       "          ...,\n",
       "          [-3.31542171e-09, -2.95365843e-09, -2.40521603e-09, ...,\n",
       "           -3.98454603e-09, -3.80300058e-09, -3.61042063e-09],\n",
       "          [-3.39568063e-09, -3.27814664e-09, -3.24257865e-09, ...,\n",
       "           -3.52371599e-09, -3.53058338e-09, -3.46629614e-09],\n",
       "          [-1.50678392e-09, -1.50663082e-09, -1.50648594e-09, ...,\n",
       "           -1.50678570e-09, -1.50681001e-09, -1.50680135e-09]]],\n",
       "\n",
       "\n",
       "        [[[-3.92793575e-11, -3.95138366e-11, -3.92882393e-11, ...,\n",
       "           -3.95165012e-11, -3.92847976e-11, -3.92855748e-11],\n",
       "          [-2.91478175e-10, -3.04828940e-10, -3.25946159e-10, ...,\n",
       "           -2.49002152e-10, -2.69243294e-10, -2.73964518e-10],\n",
       "          [-4.91133245e-10, -4.02180844e-10, -3.56340291e-10, ...,\n",
       "           -6.90217994e-10, -6.32072172e-10, -5.51929169e-10],\n",
       "          ...,\n",
       "          [-9.45078016e-10, -6.66821265e-10, -4.74141837e-10, ...,\n",
       "           -1.62518532e-09, -1.45821910e-09, -1.20580457e-09],\n",
       "          [-8.66088756e-10, -7.93827448e-10, -7.36036565e-10, ...,\n",
       "           -9.44533007e-10, -9.08318420e-10, -8.91534735e-10],\n",
       "          [-9.85599158e-10, -9.85552417e-10, -9.85519333e-10, ...,\n",
       "           -9.85602933e-10, -9.85619364e-10, -9.85645676e-10]],\n",
       "\n",
       "         [[ 3.20476534e-10,  3.20397708e-10,  3.20470095e-10, ...,\n",
       "            3.20392379e-10,  3.20475202e-10,  3.20471094e-10],\n",
       "          [ 2.85498292e-11,  3.73252540e-11,  3.52062823e-11, ...,\n",
       "           -1.14369292e-10, -7.59609042e-11, -4.00279809e-12],\n",
       "          [-1.18707910e-09, -1.09036358e-09, -1.01977249e-09, ...,\n",
       "           -1.40729406e-09, -1.33584299e-09, -1.25637456e-09],\n",
       "          ...,\n",
       "          [ 1.72560277e-09,  1.71313808e-09,  1.64358926e-09, ...,\n",
       "            1.49002988e-09,  1.57843605e-09,  1.67057346e-09],\n",
       "          [ 2.66713673e-09,  2.70429856e-09,  2.84872037e-09, ...,\n",
       "            2.44898679e-09,  2.56035726e-09,  2.66507794e-09],\n",
       "          [ 1.69589853e-09,  1.69587433e-09,  1.69585812e-09, ...,\n",
       "            1.69588477e-09,  1.69591496e-09,  1.69593983e-09]],\n",
       "\n",
       "         [[-5.92912497e-10, -5.92956795e-10, -5.92912719e-10, ...,\n",
       "           -5.92957017e-10, -5.92913829e-10, -5.92912719e-10],\n",
       "          [ 1.37218681e-10,  1.06067599e-10,  7.88362708e-11, ...,\n",
       "            2.03817963e-10,  1.92188820e-10,  1.67861169e-10],\n",
       "          [-6.91603441e-11, -1.22994503e-10, -1.75972903e-10, ...,\n",
       "            7.38442640e-11,  2.81881185e-11, -1.77389214e-11],\n",
       "          ...,\n",
       "          [-2.19751595e-09, -2.31851560e-09, -2.57697819e-09, ...,\n",
       "           -1.77360127e-09, -1.86015159e-09, -2.07450390e-09],\n",
       "          [-1.61186642e-09, -1.95668703e-09, -2.14745777e-09, ...,\n",
       "           -8.52400373e-10, -1.10272547e-09, -1.38596157e-09],\n",
       "          [-5.33368238e-10, -5.33654676e-10, -5.32245359e-10, ...,\n",
       "           -5.30615996e-10, -5.36275913e-10, -5.33454836e-10]],\n",
       "\n",
       "         ...,\n",
       "\n",
       "         [[-9.63654989e-11, -9.63669700e-11, -9.63654989e-11, ...,\n",
       "           -9.63649438e-11, -9.63655822e-11, -9.63654989e-11],\n",
       "          [ 3.64203112e-11,  6.86031787e-11,  1.27686473e-10, ...,\n",
       "           -7.02665148e-11, -9.68014557e-12,  2.73325806e-12],\n",
       "          [ 2.41741405e-10,  3.06058179e-10,  3.64995256e-10, ...,\n",
       "            1.47608925e-10,  1.65041647e-10,  2.01657357e-10],\n",
       "          ...,\n",
       "          [ 4.67442973e-10,  2.41550779e-10,  1.06130660e-10, ...,\n",
       "            2.44355203e-10,  2.99738456e-10,  4.50834925e-10],\n",
       "          [-9.63997326e-10, -9.53177537e-10, -9.31950517e-10, ...,\n",
       "           -9.84958337e-10, -9.69838210e-10, -8.77379502e-10],\n",
       "          [-1.18391796e-09, -1.18392263e-09, -1.18391796e-09, ...,\n",
       "           -1.18366550e-09, -1.18372734e-09, -1.18386168e-09]],\n",
       "\n",
       "         [[-4.72735517e-10, -4.72729245e-10, -4.72735517e-10, ...,\n",
       "           -4.72729522e-10, -4.72735517e-10, -4.72735517e-10],\n",
       "          [-6.66171229e-10, -6.45862475e-10, -6.20461682e-10, ...,\n",
       "           -6.83022305e-10, -6.73669120e-10, -6.73684553e-10],\n",
       "          [-4.56359506e-10, -4.23265756e-10, -3.45598439e-10, ...,\n",
       "           -6.17682350e-10, -5.26585109e-10, -4.71326866e-10],\n",
       "          ...,\n",
       "          [ 7.52180718e-09,  7.69611752e-09,  7.80085418e-09, ...,\n",
       "            7.22986471e-09,  7.43568229e-09,  7.54411467e-09],\n",
       "          [ 9.20722876e-09,  9.38809830e-09,  9.50322843e-09, ...,\n",
       "            8.32077340e-09,  8.68475603e-09,  9.00956199e-09],\n",
       "          [ 3.41217388e-09,  3.41218831e-09,  3.41214101e-09, ...,\n",
       "            3.41221584e-09,  3.41222717e-09,  3.41205797e-09]],\n",
       "\n",
       "         [[-7.98105804e-10, -7.98404787e-10, -7.98102695e-10, ...,\n",
       "           -7.98402455e-10, -7.98047961e-10, -7.98068944e-10],\n",
       "          [-2.83410961e-10, -2.72624368e-10, -2.47223353e-10, ...,\n",
       "           -3.17098237e-10, -3.06581538e-10, -3.09486214e-10],\n",
       "          [ 1.58104929e-09,  1.52796975e-09,  1.47232704e-09, ...,\n",
       "            1.45533097e-09,  1.54241864e-09,  1.54408664e-09],\n",
       "          ...,\n",
       "          [-7.51229301e-09, -7.30693150e-09, -6.93330771e-09, ...,\n",
       "           -7.99681743e-09, -7.99120592e-09, -7.72368214e-09],\n",
       "          [-6.37025011e-09, -6.53940901e-09, -6.77197987e-09, ...,\n",
       "           -5.66210190e-09, -5.94307004e-09, -6.27732533e-09],\n",
       "          [-2.44909892e-09, -2.44914866e-09, -2.44916043e-09, ...,\n",
       "           -2.44917731e-09, -2.44919995e-09, -2.44920573e-09]]],\n",
       "\n",
       "\n",
       "        ...,\n",
       "\n",
       "\n",
       "        [[[ 1.28609678e-10,  1.28589084e-10,  1.28620281e-10, ...,\n",
       "            1.28588473e-10,  1.28608957e-10,  1.28620503e-10],\n",
       "          [ 1.18233756e-10,  9.31078548e-11,  7.03418157e-11, ...,\n",
       "            1.51643365e-10,  1.39122880e-10,  1.28425215e-10],\n",
       "          [-1.62647673e-11, -6.95070113e-11, -9.79603620e-11, ...,\n",
       "            5.42280665e-11,  3.46371265e-11,  1.10564335e-11],\n",
       "          ...,\n",
       "          [-3.05326386e-09, -3.02549807e-09, -3.12698312e-09, ...,\n",
       "           -2.47540166e-09, -2.71450595e-09, -2.87646218e-09],\n",
       "          [-3.93408151e-09, -4.04153377e-09, -3.95604660e-09, ...,\n",
       "           -3.33427419e-09, -3.67331987e-09, -3.82227672e-09],\n",
       "          [-2.36415376e-09, -2.36416620e-09, -2.36414932e-09, ...,\n",
       "           -2.36411957e-09, -2.36412268e-09, -2.36417597e-09]],\n",
       "\n",
       "         [[-5.65874347e-10, -5.65238412e-10, -5.66294234e-10, ...,\n",
       "           -5.65230640e-10, -5.65789637e-10, -5.66286684e-10],\n",
       "          [ 4.87725527e-10,  5.05939401e-10,  5.31972688e-10, ...,\n",
       "            4.34475123e-10,  4.59553728e-10,  4.81679696e-10],\n",
       "          [ 1.99079953e-09,  1.90901561e-09,  1.85231985e-09, ...,\n",
       "            2.20489516e-09,  2.12624052e-09,  2.02668882e-09],\n",
       "          ...,\n",
       "          [-6.03684658e-10, -4.72708539e-10, -3.94690503e-10, ...,\n",
       "           -8.75866046e-10, -8.58313420e-10, -7.31934957e-10],\n",
       "          [ 1.27890898e-09,  1.51736623e-09,  1.70864256e-09, ...,\n",
       "            4.56088944e-10,  7.08554992e-10,  9.94630156e-10],\n",
       "          [-4.55275151e-10, -4.55257165e-10, -4.55252724e-10, ...,\n",
       "           -4.55300464e-10, -4.55293581e-10, -4.55281146e-10]],\n",
       "\n",
       "         [[ 3.10182768e-10,  3.09962944e-10,  3.10213411e-10, ...,\n",
       "            3.09960280e-10,  3.10151682e-10,  3.10214965e-10],\n",
       "          [ 9.53390922e-10,  9.60990731e-10,  1.00099484e-09, ...,\n",
       "            8.38959902e-10,  8.88933704e-10,  9.34761935e-10],\n",
       "          [ 2.35292164e-09,  2.23131047e-09,  2.04405604e-09, ...,\n",
       "            2.78624102e-09,  2.68004618e-09,  2.47297294e-09],\n",
       "          ...,\n",
       "          [-8.23359159e-10, -6.91509072e-10, -4.83210361e-10, ...,\n",
       "           -1.15686682e-09, -9.45790335e-10, -9.48897405e-10],\n",
       "          [-1.06353970e-09, -1.08996812e-09, -1.08610188e-09, ...,\n",
       "           -1.10360920e-09, -1.12275300e-09, -1.10825304e-09],\n",
       "          [-8.60084226e-10, -8.60054250e-10, -8.60017391e-10, ...,\n",
       "           -8.60153948e-10, -8.60136629e-10, -8.60117533e-10]],\n",
       "\n",
       "         ...,\n",
       "\n",
       "         [[ 1.95394034e-10,  1.96013650e-10,  1.95015004e-10, ...,\n",
       "            1.96007433e-10,  1.95385041e-10,  1.95003014e-10],\n",
       "          [ 3.45953155e-10,  3.38187478e-10,  3.17759485e-10, ...,\n",
       "            4.24006719e-10,  3.78296838e-10,  3.59410113e-10],\n",
       "          [ 1.03445674e-09,  9.44650469e-10,  8.85620022e-10, ...,\n",
       "            1.14039844e-09,  1.11190124e-09,  1.07945253e-09],\n",
       "          ...,\n",
       "          [-3.90785493e-09, -3.86943810e-09, -3.83077747e-09, ...,\n",
       "           -4.06441547e-09, -4.14052126e-09, -3.94244992e-09],\n",
       "          [-5.52007773e-09, -5.67262592e-09, -5.85122972e-09, ...,\n",
       "           -5.27864330e-09, -5.42787593e-09, -5.43854650e-09],\n",
       "          [-4.67085837e-09, -4.67088190e-09, -4.67085881e-09, ...,\n",
       "           -4.67079930e-09, -4.67077887e-09, -4.67077577e-09]],\n",
       "\n",
       "         [[-3.81235599e-11, -3.81265020e-11, -3.81240595e-11, ...,\n",
       "           -3.81262244e-11, -3.81233378e-11, -3.81240595e-11],\n",
       "          [ 3.97707867e-10,  4.02509248e-10,  3.77355258e-10, ...,\n",
       "            4.71873596e-10,  4.59818406e-10,  4.10920131e-10],\n",
       "          [ 1.99987960e-09,  1.94549377e-09,  1.88989158e-09, ...,\n",
       "            2.08462292e-09,  2.06476547e-09,  2.03624761e-09],\n",
       "          ...,\n",
       "          [ 5.50377965e-09,  6.23990548e-09,  7.08344849e-09, ...,\n",
       "            4.05890832e-09,  4.40455894e-09,  4.86237806e-09],\n",
       "          [ 4.58967175e-09,  5.11422948e-09,  5.56382185e-09, ...,\n",
       "            3.27092664e-09,  3.65787889e-09,  4.19727808e-09],\n",
       "          [ 4.19685353e-09,  4.19692103e-09,  4.19700719e-09, ...,\n",
       "            4.19681490e-09,  4.19682511e-09,  4.19722168e-09]],\n",
       "\n",
       "         [[ 7.11192272e-10,  7.11192660e-10,  7.11192105e-10, ...,\n",
       "            7.11192660e-10,  7.11192272e-10,  7.11192105e-10],\n",
       "          [ 8.99187502e-10,  8.11378187e-10,  7.16626536e-10, ...,\n",
       "            1.18155541e-09,  1.09879372e-09,  9.98650940e-10],\n",
       "          [-3.33409078e-10, -3.34245298e-10, -3.39666295e-10, ...,\n",
       "           -4.45872228e-11, -1.91294536e-10, -2.97545877e-10],\n",
       "          ...,\n",
       "          [ 1.84760696e-09,  2.34381936e-09,  2.70838418e-09, ...,\n",
       "            3.43169049e-10,  8.69776251e-10,  1.31685374e-09],\n",
       "          [ 5.01013853e-09,  5.17852561e-09,  5.25638999e-09, ...,\n",
       "            4.61877070e-09,  4.75687756e-09,  4.87964646e-09],\n",
       "          [ 1.95430139e-09,  1.95433270e-09,  1.95431893e-09, ...,\n",
       "            1.95426053e-09,  1.95425853e-09,  1.95427341e-09]]],\n",
       "\n",
       "\n",
       "        [[[ 1.12607212e-09,  1.12590270e-09,  1.12607790e-09, ...,\n",
       "            1.12589738e-09,  1.12606924e-09,  1.12608012e-09],\n",
       "          [ 1.78812853e-10,  1.97850736e-10,  2.04218198e-10, ...,\n",
       "            8.52582449e-11,  1.17571508e-10,  1.46381907e-10],\n",
       "          [ 7.57933494e-10,  7.48603957e-10,  7.40962069e-10, ...,\n",
       "            7.01670944e-10,  7.47023776e-10,  7.58136776e-10],\n",
       "          ...,\n",
       "          [-4.43303172e-10, -5.80522297e-10, -7.60022267e-10, ...,\n",
       "           -5.34842393e-10, -4.27772040e-10, -3.28627348e-10],\n",
       "          [ 3.77823550e-10,  3.27398997e-10,  2.74954726e-10, ...,\n",
       "            1.69821934e-10,  2.44575027e-10,  3.87250232e-10],\n",
       "          [-9.75485470e-10, -9.75471259e-10, -9.75429293e-10, ...,\n",
       "           -9.75448611e-10, -9.75471481e-10, -9.75489023e-10]],\n",
       "\n",
       "         [[ 7.46581463e-10,  7.46520179e-10,  7.46583684e-10, ...,\n",
       "            7.46523288e-10,  7.46575912e-10,  7.46584350e-10],\n",
       "          [-2.57402988e-11, -3.68270969e-11, -3.79259957e-11, ...,\n",
       "            7.11208870e-13, -1.68285386e-11, -2.99110736e-11],\n",
       "          [-6.67433386e-10, -6.30193231e-10, -6.06050099e-10, ...,\n",
       "           -7.70298381e-10, -7.32578109e-10, -7.05270287e-10],\n",
       "          ...,\n",
       "          [-2.55886246e-09, -2.69095612e-09, -2.88143309e-09, ...,\n",
       "           -2.20949703e-09, -2.26060237e-09, -2.39605225e-09],\n",
       "          [-2.36528974e-09, -2.37471687e-09, -2.37719000e-09, ...,\n",
       "           -2.26166441e-09, -2.31230857e-09, -2.31618147e-09],\n",
       "          [-1.31410127e-09, -1.31373146e-09, -1.31367195e-09, ...,\n",
       "           -1.31386724e-09, -1.31413003e-09, -1.31438538e-09]],\n",
       "\n",
       "         [[-5.27726862e-10, -5.27857313e-10, -5.27721200e-10, ...,\n",
       "           -5.27861865e-10, -5.27728972e-10, -5.27721311e-10],\n",
       "          [-8.01513689e-10, -7.93268284e-10, -7.86473442e-10, ...,\n",
       "           -8.04392220e-10, -8.02571454e-10, -8.04144529e-10],\n",
       "          [-1.16839582e-09, -1.11654241e-09, -1.06244546e-09, ...,\n",
       "           -1.31739875e-09, -1.25255162e-09, -1.21644950e-09],\n",
       "          ...,\n",
       "          [-2.78610601e-09, -2.80139467e-09, -2.97020009e-09, ...,\n",
       "           -2.43665532e-09, -2.56078581e-09, -2.62406097e-09],\n",
       "          [-2.88970314e-09, -2.81858981e-09, -2.86731439e-09, ...,\n",
       "           -2.76203638e-09, -2.77558554e-09, -2.85733037e-09],\n",
       "          [-2.00994155e-09, -2.01619743e-09, -2.01440109e-09, ...,\n",
       "           -2.01132444e-09, -2.01085859e-09, -2.00980432e-09]],\n",
       "\n",
       "         ...,\n",
       "\n",
       "         [[-4.38935832e-10, -4.38932501e-10, -4.38935721e-10, ...,\n",
       "           -4.38932501e-10, -4.38934999e-10, -4.38935721e-10],\n",
       "          [-7.05290271e-10, -6.86323554e-10, -6.78474332e-10, ...,\n",
       "           -7.49830475e-10, -7.40044970e-10, -7.24806437e-10],\n",
       "          [-8.99676666e-10, -7.95361887e-10, -7.29894867e-10, ...,\n",
       "           -1.08349696e-09, -1.05782583e-09, -9.96402627e-10],\n",
       "          ...,\n",
       "          [-2.23167929e-09, -2.29564812e-09, -2.39833819e-09, ...,\n",
       "           -2.15406937e-09, -2.08730899e-09, -2.18985363e-09],\n",
       "          [-1.78935422e-09, -1.87135130e-09, -1.98730232e-09, ...,\n",
       "           -1.77836412e-09, -1.80653714e-09, -1.81261428e-09],\n",
       "          [-8.57476534e-10, -8.57435678e-10, -8.57449001e-10, ...,\n",
       "           -8.57603766e-10, -8.57586002e-10, -8.57388827e-10]],\n",
       "\n",
       "         [[ 1.22494348e-10,  1.22448940e-10,  1.22495791e-10, ...,\n",
       "            1.22448274e-10,  1.22610144e-10,  1.22495791e-10],\n",
       "          [ 4.37264225e-10,  3.95149469e-10,  3.64808017e-10, ...,\n",
       "            4.86635954e-10,  4.83840357e-10,  4.65915861e-10],\n",
       "          [-4.12039181e-10, -4.31521874e-10, -4.20617985e-10, ...,\n",
       "           -3.15326654e-10, -3.50844354e-10, -4.12088030e-10],\n",
       "          ...,\n",
       "          [ 7.35842942e-10,  4.49560833e-10,  4.35722569e-10, ...,\n",
       "            1.00872555e-09,  9.53504831e-10,  7.20583593e-10],\n",
       "          [-6.85740353e-10, -7.51566365e-10, -7.72065079e-10, ...,\n",
       "           -3.24616334e-10, -4.77963003e-10, -5.82155213e-10],\n",
       "          [-1.15683163e-09, -1.15676413e-09, -1.15685672e-09, ...,\n",
       "           -1.15683008e-09, -1.15683274e-09, -1.15685128e-09]],\n",
       "\n",
       "         [[ 3.81983667e-10,  3.81483067e-10,  3.81788934e-10, ...,\n",
       "            3.81428000e-10,  3.81913723e-10,  3.81790377e-10],\n",
       "          [-9.94917038e-10, -9.62345537e-10, -9.33677025e-10, ...,\n",
       "           -1.07610343e-09, -1.03974973e-09, -1.01013709e-09],\n",
       "          [-1.08322840e-09, -9.70762137e-10, -8.90709062e-10, ...,\n",
       "           -1.41563772e-09, -1.29646460e-09, -1.17785237e-09],\n",
       "          ...,\n",
       "          [-6.60868249e-10, -9.68088720e-10, -1.41123380e-09, ...,\n",
       "            4.80162576e-10,  6.09614581e-11, -2.65109712e-10],\n",
       "          [ 1.17676668e-09,  1.26334188e-09,  1.33604550e-09, ...,\n",
       "            1.08497789e-09,  1.03585540e-09,  1.06195319e-09],\n",
       "          [ 1.74503967e-10,  1.74841697e-10,  1.75093273e-10, ...,\n",
       "            1.74381398e-10,  1.74329440e-10,  1.74365411e-10]]],\n",
       "\n",
       "\n",
       "        [[[-4.29621672e-10, -4.29750902e-10, -4.29614455e-10, ...,\n",
       "           -4.29749680e-10, -4.29622671e-10, -4.29614788e-10],\n",
       "          [-8.45643888e-10, -8.47101833e-10, -8.42725223e-10, ...,\n",
       "           -8.12965195e-10, -8.30014557e-10, -8.42327263e-10],\n",
       "          [-1.75738957e-09, -1.71854897e-09, -1.67009995e-09, ...,\n",
       "           -1.81548165e-09, -1.82690441e-09, -1.80380799e-09],\n",
       "          ...,\n",
       "          [ 5.46447776e-10,  8.26208879e-10,  9.61962510e-10, ...,\n",
       "           -4.30089520e-10, -1.61866520e-10,  1.74837034e-10],\n",
       "          [ 6.34762021e-10,  7.64610819e-10,  1.01308650e-09, ...,\n",
       "           -4.58550975e-11,  1.71406667e-10,  3.95212751e-10],\n",
       "          [ 5.41070744e-10,  5.43790346e-10,  5.36941380e-10, ...,\n",
       "            5.38358469e-10,  5.36610978e-10,  5.38543432e-10]],\n",
       "\n",
       "         [[ 2.62640132e-10,  2.62883382e-10,  2.62644795e-10, ...,\n",
       "            2.62882827e-10,  2.62637134e-10,  2.62644462e-10],\n",
       "          [-3.98504507e-10, -4.13702794e-10, -4.31046365e-10, ...,\n",
       "           -3.31962124e-10, -3.47924189e-10, -3.73257980e-10],\n",
       "          [-6.43794906e-10, -5.98864847e-10, -5.38283307e-10, ...,\n",
       "           -8.10988721e-10, -7.82787946e-10, -7.14248105e-10],\n",
       "          ...,\n",
       "          [ 2.16609264e-09,  2.23350627e-09,  2.24339214e-09, ...,\n",
       "            2.90027602e-09,  2.67417644e-09,  2.38319409e-09],\n",
       "          [ 4.96540942e-09,  5.09701570e-09,  5.26764365e-09, ...,\n",
       "            4.13761470e-09,  4.52590854e-09,  4.75811346e-09],\n",
       "          [ 8.28251689e-10,  8.26094304e-10,  8.26276825e-10, ...,\n",
       "            8.21844814e-10,  8.21508417e-10,  8.29140312e-10]],\n",
       "\n",
       "         [[-1.18791765e-09, -1.18792054e-09, -1.18790799e-09, ...,\n",
       "           -1.18792054e-09, -1.18792065e-09, -1.18790511e-09],\n",
       "          [-7.71180453e-10, -7.67500397e-10, -7.62907404e-10, ...,\n",
       "           -7.85877030e-10, -7.78715314e-10, -7.74262210e-10],\n",
       "          [-4.27354152e-10, -4.34942971e-10, -4.42926806e-10, ...,\n",
       "           -4.14065227e-10, -4.09517309e-10, -4.16776058e-10],\n",
       "          ...,\n",
       "          [-3.53606033e-10, -3.06323855e-10, -2.13578488e-10, ...,\n",
       "           -1.63717040e-09, -1.44501255e-09, -9.76663195e-10],\n",
       "          [-7.55784768e-10, -3.84472898e-10,  1.80929050e-10, ...,\n",
       "           -9.86809745e-10, -8.12757417e-10, -6.99292624e-10],\n",
       "          [ 4.68485695e-10,  4.74170925e-10,  4.68738826e-10, ...,\n",
       "            4.70161687e-10,  4.68715289e-10,  4.70369965e-10]],\n",
       "\n",
       "         ...,\n",
       "\n",
       "         [[-1.05826048e-09, -1.05826536e-09, -1.05825659e-09, ...,\n",
       "           -1.05826536e-09, -1.05828390e-09, -1.05825659e-09],\n",
       "          [-1.64585146e-09, -1.59182267e-09, -1.54267321e-09, ...,\n",
       "           -1.78467241e-09, -1.74504367e-09, -1.71414682e-09],\n",
       "          [-9.25030053e-11, -6.68268774e-11, -9.56246193e-12, ...,\n",
       "           -4.46664594e-10, -3.08923220e-10, -2.14224971e-10],\n",
       "          ...,\n",
       "          [-3.89229982e-10, -1.47050372e-10,  1.49396939e-10, ...,\n",
       "           -6.42113474e-10, -7.46488649e-10, -5.38460831e-10],\n",
       "          [-3.93307475e-09, -3.99480626e-09, -3.86635124e-09, ...,\n",
       "           -3.85540844e-09, -3.90327548e-09, -3.86018062e-09],\n",
       "          [-4.84682072e-10, -4.84799978e-10, -4.85017582e-10, ...,\n",
       "           -4.84654983e-10, -4.84637885e-10, -4.84611684e-10]],\n",
       "\n",
       "         [[ 1.03470565e-10,  1.03620779e-10,  1.03232201e-10, ...,\n",
       "            1.03622888e-10,  1.03503761e-10,  1.03228537e-10],\n",
       "          [-1.35496259e-09, -1.34025069e-09, -1.32058509e-09, ...,\n",
       "           -1.38662504e-09, -1.36683265e-09, -1.34877565e-09],\n",
       "          [-1.68517822e-09, -1.53815827e-09, -1.41404322e-09, ...,\n",
       "           -2.02858974e-09, -1.93182981e-09, -1.81842563e-09],\n",
       "          ...,\n",
       "          [-3.67476516e-09, -3.75420495e-09, -3.86114429e-09, ...,\n",
       "           -3.83668075e-09, -3.65494213e-09, -3.70378150e-09],\n",
       "          [-2.98020031e-09, -2.91984614e-09, -2.88543145e-09, ...,\n",
       "           -2.81717072e-09, -2.84890200e-09, -2.92467250e-09],\n",
       "          [-3.98830080e-10, -3.98898692e-10, -3.98828526e-10, ...,\n",
       "           -3.98699518e-10, -3.98691968e-10, -3.98736821e-10]],\n",
       "\n",
       "         [[-3.69697717e-10, -3.69684949e-10, -3.69705933e-10, ...,\n",
       "           -3.69682507e-10, -3.69693498e-10, -3.69705155e-10],\n",
       "          [-1.27706345e-10, -1.15985443e-10, -9.50620693e-11, ...,\n",
       "           -1.96382743e-10, -1.79922466e-10, -1.50723600e-10],\n",
       "          [ 4.96044650e-10,  4.44061787e-10,  4.06457201e-10, ...,\n",
       "            5.68823766e-10,  5.34530531e-10,  5.34729483e-10],\n",
       "          ...,\n",
       "          [-2.32404984e-09, -2.67624989e-09, -3.18730065e-09, ...,\n",
       "           -2.11782503e-09, -2.05889261e-09, -2.24250973e-09],\n",
       "          [-5.46303003e-10, -4.02950562e-10, -4.71352735e-10, ...,\n",
       "           -1.00716235e-09, -7.15728810e-10, -5.73150860e-10],\n",
       "          [-2.09620166e-09, -2.09631401e-09, -2.09592144e-09, ...,\n",
       "           -2.09582685e-09, -2.09547757e-09, -2.09615769e-09]]]],\n",
       "\n",
       "\n",
       "\n",
       "       [[[[-2.71292322e-10, -2.71326184e-10, -2.71292877e-10, ...,\n",
       "           -2.71328182e-10, -2.71294653e-10, -2.71293210e-10],\n",
       "          [-4.70472883e-10, -4.44786652e-10, -4.22763491e-10, ...,\n",
       "           -5.48345591e-10, -5.30778643e-10, -5.12266896e-10],\n",
       "          [-1.08222742e-09, -9.75312497e-10, -8.79928796e-10, ...,\n",
       "           -1.41376444e-09, -1.28371691e-09, -1.17783161e-09],\n",
       "          ...,\n",
       "          [ 6.40401643e-09,  6.49947740e-09,  6.67340760e-09, ...,\n",
       "            6.12542506e-09,  6.37265707e-09,  6.17691942e-09],\n",
       "          [ 5.16879028e-09,  5.07051290e-09,  5.01143349e-09, ...,\n",
       "            5.44549428e-09,  5.19476284e-09,  5.10929521e-09],\n",
       "          [ 5.95879079e-09,  5.95891203e-09,  5.95898575e-09, ...,\n",
       "            5.95873306e-09,  5.95865668e-09,  5.95869531e-09]],\n",
       "\n",
       "         [[-6.64058197e-10, -6.64169164e-10, -6.64058031e-10, ...,\n",
       "           -6.64177491e-10, -6.64060584e-10, -6.64058752e-10],\n",
       "          [-2.84805513e-11, -2.67793565e-11, -3.10497184e-11, ...,\n",
       "           -6.47286669e-11, -5.54829516e-11, -4.18525214e-11],\n",
       "          [ 3.84934307e-10,  4.09335121e-10,  4.30909086e-10, ...,\n",
       "            3.03773007e-10,  3.25415583e-10,  3.48246099e-10],\n",
       "          ...,\n",
       "          [-7.17528703e-10, -6.76781520e-10, -5.25304467e-10, ...,\n",
       "           -8.49576853e-10, -7.78000331e-10, -7.85086662e-10],\n",
       "          [ 4.64700722e-10,  6.06662276e-10,  7.42978568e-10, ...,\n",
       "            2.98498337e-10,  3.52551988e-10,  3.54902552e-10],\n",
       "          [ 1.62340497e-09,  1.62335057e-09,  1.62329483e-09, ...,\n",
       "            1.62323310e-09,  1.62335567e-09,  1.62338409e-09]],\n",
       "\n",
       "         [[-8.49873505e-11, -8.44537773e-11, -8.49824655e-11, ...,\n",
       "           -8.44349035e-11, -8.49771364e-11, -8.49817994e-11],\n",
       "          [-4.60971594e-10, -4.36787051e-10, -4.28069802e-10, ...,\n",
       "           -4.63143524e-10, -4.68816985e-10, -4.78480477e-10],\n",
       "          [-1.45285306e-09, -1.38948253e-09, -1.34444256e-09, ...,\n",
       "           -1.59904479e-09, -1.56853230e-09, -1.52776258e-09],\n",
       "          ...,\n",
       "          [ 7.44536877e-10,  8.59226246e-10,  1.06744680e-09, ...,\n",
       "            7.65149943e-10,  7.12464754e-10,  7.56151808e-10],\n",
       "          [ 7.21963156e-10,  7.80904452e-10,  9.81404957e-10, ...,\n",
       "            6.55183241e-10,  7.41844586e-10,  6.85015378e-10],\n",
       "          [-1.78814963e-10, -1.78344894e-10, -1.78598913e-10, ...,\n",
       "           -1.78702830e-10, -1.78396631e-10, -1.78665527e-10]],\n",
       "\n",
       "         ...,\n",
       "\n",
       "         [[-1.46985202e-11, -1.47004076e-11, -1.46985202e-11, ...,\n",
       "           -1.47004076e-11, -1.46985202e-11, -1.46985202e-11],\n",
       "          [ 8.64596839e-10,  8.54638138e-10,  8.61128946e-10, ...,\n",
       "            8.46916204e-10,  8.33353941e-10,  8.66083594e-10],\n",
       "          [ 3.26012084e-09,  3.14253601e-09,  3.05167491e-09, ...,\n",
       "            3.41251072e-09,  3.47930884e-09,  3.47598683e-09],\n",
       "          ...,\n",
       "          [ 6.02849104e-09,  5.82899506e-09,  5.64475799e-09, ...,\n",
       "            5.96122440e-09,  6.21690877e-09,  6.22294971e-09],\n",
       "          [ 2.36611131e-09,  2.54362842e-09,  2.53884203e-09, ...,\n",
       "            2.39491449e-09,  2.43196219e-09,  2.33505526e-09],\n",
       "          [ 2.15245577e-09,  2.15251794e-09,  2.15288010e-09, ...,\n",
       "            2.15242202e-09,  2.15239959e-09,  2.15241136e-09]],\n",
       "\n",
       "         [[-3.43845175e-10, -3.43853834e-10, -3.43845175e-10, ...,\n",
       "           -3.43853779e-10, -3.43844453e-10, -3.43844786e-10],\n",
       "          [-4.32729408e-10, -4.14662638e-10, -4.22307023e-10, ...,\n",
       "           -4.45175952e-10, -4.47959503e-10, -4.38475589e-10],\n",
       "          [-4.69727923e-10, -4.35941727e-10, -4.35811109e-10, ...,\n",
       "           -4.33450387e-10, -4.67011652e-10, -4.68611705e-10],\n",
       "          ...,\n",
       "          [ 1.80763005e-09,  1.84451476e-09,  1.68072312e-09, ...,\n",
       "            1.42658063e-09,  1.54103397e-09,  1.67996728e-09],\n",
       "          [ 6.51111165e-10,  7.67951480e-10,  8.33857428e-10, ...,\n",
       "            4.60075089e-10,  5.38703748e-10,  5.93462612e-10],\n",
       "          [ 3.53348462e-11,  3.53521656e-11,  3.53796992e-11, ...,\n",
       "            3.52209373e-11,  3.52256002e-11,  3.53015395e-11]],\n",
       "\n",
       "         [[ 3.84069887e-10,  3.84388854e-10,  3.84090870e-10, ...,\n",
       "            3.84392407e-10,  3.84084653e-10,  3.84073551e-10],\n",
       "          [ 7.15867698e-10,  6.70696554e-10,  6.60369925e-10, ...,\n",
       "            9.20269305e-10,  8.53413229e-10,  7.70500275e-10],\n",
       "          [ 7.30480121e-11, -8.89910368e-12, -3.12834203e-11, ...,\n",
       "            3.56911389e-10,  2.70282685e-10,  1.60928604e-10],\n",
       "          ...,\n",
       "          [ 2.19086971e-10,  4.01637834e-10,  6.14597262e-10, ...,\n",
       "           -2.82610380e-10, -2.83043367e-10,  2.39595010e-11],\n",
       "          [ 6.81513068e-10,  8.62412808e-10,  1.11394760e-09, ...,\n",
       "            1.76392234e-10,  3.06012105e-10,  4.11134682e-10],\n",
       "          [ 3.94760225e-10,  3.94995592e-10,  3.95171451e-10, ...,\n",
       "            3.94648314e-10,  3.94610566e-10,  3.94670963e-10]]],\n",
       "\n",
       "\n",
       "        [[[-5.14623455e-10, -5.14621346e-10, -5.14611131e-10, ...,\n",
       "           -5.14614573e-10, -5.14602805e-10, -5.14609910e-10],\n",
       "          [-3.78489795e-10, -3.39384798e-10, -2.97096681e-10, ...,\n",
       "           -5.14448595e-10, -4.71434891e-10, -4.28691305e-10],\n",
       "          [ 7.70231545e-10,  7.90585153e-10,  8.02915290e-10, ...,\n",
       "            6.65143607e-10,  7.28667016e-10,  7.57368057e-10],\n",
       "          ...,\n",
       "          [ 5.88218363e-11, -1.24174449e-10, -1.82817317e-10, ...,\n",
       "            5.51892310e-10,  3.98971522e-10,  1.97465599e-10],\n",
       "          [-5.61011460e-10, -5.40246514e-10, -5.27061506e-10, ...,\n",
       "           -7.47519380e-10, -6.88819668e-10, -5.99815975e-10],\n",
       "          [-1.52821000e-09, -1.52821600e-09, -1.52821134e-09, ...,\n",
       "           -1.52817292e-09, -1.52816848e-09, -1.52817425e-09]],\n",
       "\n",
       "         [[-2.81210388e-10, -2.80272472e-10, -2.81207391e-10, ...,\n",
       "           -2.80271029e-10, -2.81205947e-10, -2.81207058e-10],\n",
       "          [-1.27679867e-10, -1.12230780e-10, -1.01445186e-10, ...,\n",
       "           -1.67279635e-10, -1.49383061e-10, -1.36353151e-10],\n",
       "          [ 3.38694628e-10,  3.53873375e-10,  3.62714525e-10, ...,\n",
       "            2.03064898e-10,  2.39185116e-10,  2.92194491e-10],\n",
       "          ...,\n",
       "          [ 5.96145799e-10,  3.82813115e-10,  2.77409207e-10, ...,\n",
       "            9.72646408e-10,  8.42122594e-10,  7.49107887e-10],\n",
       "          [ 4.16957358e-10,  4.32057501e-10,  5.77184078e-10, ...,\n",
       "            1.85983673e-10,  2.90197644e-10,  2.04394057e-10],\n",
       "          [ 8.37642178e-10,  8.37615755e-10,  8.37561132e-10, ...,\n",
       "            8.37644620e-10,  8.37643510e-10,  8.37642622e-10]],\n",
       "\n",
       "         [[-1.14876231e-09, -1.14886645e-09, -1.14876342e-09, ...,\n",
       "           -1.14888898e-09, -1.14876442e-09, -1.14876397e-09],\n",
       "          [-1.41365941e-09, -1.35263645e-09, -1.29187794e-09, ...,\n",
       "           -1.57822466e-09, -1.52521362e-09, -1.46966639e-09],\n",
       "          [-1.03003195e-09, -9.78724657e-10, -9.33124911e-10, ...,\n",
       "           -1.15655163e-09, -1.13755327e-09, -1.08909570e-09],\n",
       "          ...,\n",
       "          [ 1.99008765e-09,  1.98274552e-09,  2.17001217e-09, ...,\n",
       "            1.61952896e-09,  1.72978676e-09,  1.74298398e-09],\n",
       "          [ 3.15710325e-09,  3.34947536e-09,  3.38063222e-09, ...,\n",
       "            2.72932121e-09,  2.87442692e-09,  3.08243053e-09],\n",
       "          [ 4.39113323e-09,  4.39127401e-09,  4.39110703e-09, ...,\n",
       "            4.39103909e-09,  4.39107595e-09,  4.39109460e-09]],\n",
       "\n",
       "         ...,\n",
       "\n",
       "         [[-1.93160210e-11, -1.93174088e-11, -1.93160210e-11, ...,\n",
       "           -1.93174088e-11, -1.93160210e-11, -1.93160210e-11],\n",
       "          [-1.43645235e-10, -1.22284710e-10, -9.69838099e-11, ...,\n",
       "           -2.01027750e-10, -1.83971255e-10, -1.61594821e-10],\n",
       "          [-6.99049651e-10, -6.50277054e-10, -6.13741780e-10, ...,\n",
       "           -7.50684681e-10, -7.74110553e-10, -7.43595352e-10],\n",
       "          ...,\n",
       "          [ 9.87748994e-09,  9.66053637e-09,  9.43175493e-09, ...,\n",
       "            9.00210217e-09,  9.44576151e-09,  9.68079128e-09],\n",
       "          [ 6.33743102e-09,  6.26304519e-09,  6.23602370e-09, ...,\n",
       "            5.92057781e-09,  6.17290263e-09,  6.26102059e-09],\n",
       "          [ 2.98941383e-09,  2.98944736e-09,  2.98943514e-09, ...,\n",
       "            2.98946068e-09,  2.98941272e-09,  2.98939229e-09]],\n",
       "\n",
       "         [[ 2.09713913e-10,  2.09715578e-10,  2.09713913e-10, ...,\n",
       "            2.09715578e-10,  2.09713913e-10,  2.09713913e-10],\n",
       "          [ 8.53988547e-10,  8.31170688e-10,  8.16106183e-10, ...,\n",
       "            9.60446389e-10,  9.44106571e-10,  8.90398755e-10],\n",
       "          [ 6.33913255e-10,  6.81857459e-10,  7.37144012e-10, ...,\n",
       "            7.23322846e-10,  6.30374863e-10,  6.11633411e-10],\n",
       "          ...,\n",
       "          [-2.88219248e-09, -2.94766056e-09, -3.03522740e-09, ...,\n",
       "           -2.65382893e-09, -2.72545253e-09, -2.78877121e-09],\n",
       "          [-1.88983895e-09, -1.91848004e-09, -1.96006500e-09, ...,\n",
       "           -1.73079351e-09, -1.76894466e-09, -1.82758919e-09],\n",
       "          [-1.24222743e-09, -1.24318267e-09, -1.24416077e-09, ...,\n",
       "           -1.24219057e-09, -1.24224342e-09, -1.24225907e-09]],\n",
       "\n",
       "         [[ 4.32465175e-10,  4.33241776e-10,  4.32490210e-10, ...,\n",
       "            4.33250491e-10,  4.32489156e-10,  4.32486935e-10],\n",
       "          [ 3.43024054e-10,  3.19243076e-10,  2.68842504e-10, ...,\n",
       "            3.30184213e-10,  3.50176610e-10,  3.59685892e-10],\n",
       "          [-8.35729763e-10, -8.32335756e-10, -8.20707169e-10, ...,\n",
       "           -7.20237869e-10, -7.80329579e-10, -8.20435719e-10],\n",
       "          ...,\n",
       "          [ 1.99841921e-10,  2.95777625e-10,  4.43260539e-10, ...,\n",
       "            7.26162686e-10,  3.86220833e-10,  1.24225963e-10],\n",
       "          [ 1.70414483e-09,  1.71070846e-09,  1.72940151e-09, ...,\n",
       "            2.03945261e-09,  1.92319938e-09,  1.82081639e-09],\n",
       "          [ 2.98053848e-09,  2.98039948e-09,  2.98042147e-09, ...,\n",
       "            2.98075808e-09,  2.98058556e-09,  2.98056224e-09]]],\n",
       "\n",
       "\n",
       "        [[[-8.46243187e-10, -8.46264669e-10, -8.46256343e-10, ...,\n",
       "           -8.46273274e-10, -8.46263948e-10, -8.46257231e-10],\n",
       "          [-1.49768287e-09, -1.45253809e-09, -1.41661805e-09, ...,\n",
       "           -1.56669633e-09, -1.54653190e-09, -1.52927915e-09],\n",
       "          [-2.12517892e-09, -1.97379091e-09, -1.83402271e-09, ...,\n",
       "           -2.49933807e-09, -2.40034259e-09, -2.25912977e-09],\n",
       "          ...,\n",
       "          [ 5.23349541e-09,  4.85588236e-09,  4.94241803e-09, ...,\n",
       "            5.03115505e-09,  5.13087706e-09,  5.26641797e-09],\n",
       "          [ 2.50008902e-09,  2.57830512e-09,  2.60204525e-09, ...,\n",
       "            2.18645502e-09,  2.26615038e-09,  2.33465292e-09],\n",
       "          [ 2.27133090e-09,  2.27135288e-09,  2.27133778e-09, ...,\n",
       "            2.27133912e-09,  2.27133667e-09,  2.27132135e-09]],\n",
       "\n",
       "         [[ 4.76658268e-10,  4.76620521e-10,  4.76656159e-10, ...,\n",
       "            4.76619522e-10,  4.76647166e-10,  4.76656270e-10],\n",
       "          [ 8.11512191e-10,  7.78435871e-10,  7.61828156e-10, ...,\n",
       "            8.80762463e-10,  8.68029204e-10,  8.43723091e-10],\n",
       "          [ 1.33193911e-09,  1.20820054e-09,  1.12354404e-09, ...,\n",
       "            1.72532899e-09,  1.59520874e-09,  1.45689882e-09],\n",
       "          ...,\n",
       "          [ 1.76584525e-10,  3.38476358e-10,  4.76860773e-10, ...,\n",
       "           -2.47868392e-10, -1.75112813e-10, -6.77591316e-12],\n",
       "          [ 3.10002246e-10,  5.12472731e-10,  6.54183818e-10, ...,\n",
       "           -1.71986869e-10,  6.84607926e-12,  1.85300664e-10],\n",
       "          [-4.44564385e-10, -4.44579040e-10, -4.44577486e-10, ...,\n",
       "           -4.44577486e-10, -4.44574155e-10, -4.44571935e-10]],\n",
       "\n",
       "         [[-6.09278461e-10, -6.09277961e-10, -6.09277961e-10, ...,\n",
       "           -6.09276574e-10, -6.09284234e-10, -6.09280626e-10],\n",
       "          [-1.03342268e-09, -1.01530173e-09, -1.00308439e-09, ...,\n",
       "           -1.08879417e-09, -1.07743214e-09, -1.05513709e-09],\n",
       "          [-1.28680400e-09, -1.18187238e-09, -1.10313547e-09, ...,\n",
       "           -1.66592851e-09, -1.55845215e-09, -1.42302159e-09],\n",
       "          ...,\n",
       "          [-9.67721459e-10, -9.44928358e-10, -9.04007535e-10, ...,\n",
       "           -1.03873599e-09, -1.00539688e-09, -1.03896713e-09],\n",
       "          [-1.83451698e-09, -1.61938019e-09, -1.53521618e-09, ...,\n",
       "           -2.17917617e-09, -2.03719619e-09, -2.02414974e-09],\n",
       "          [-1.60977209e-09, -1.60967406e-09, -1.60974789e-09, ...,\n",
       "           -1.60973024e-09, -1.60975699e-09, -1.60975266e-09]],\n",
       "\n",
       "         ...,\n",
       "\n",
       "         [[ 1.95542360e-10,  1.95542083e-10,  1.95542305e-10, ...,\n",
       "            1.95542083e-10,  1.95542249e-10,  1.95542305e-10],\n",
       "          [-8.63567551e-11, -1.19737331e-10, -1.59228242e-10, ...,\n",
       "           -2.01353378e-11, -5.26573785e-11, -6.22580876e-11],\n",
       "          [-5.87988991e-10, -5.81661608e-10, -5.49770340e-10, ...,\n",
       "           -5.76235670e-10, -5.58211199e-10, -5.82160931e-10],\n",
       "          ...,\n",
       "          [-1.26425381e-09, -1.64626868e-09, -1.94573579e-09, ...,\n",
       "           -7.73105580e-10, -7.05141501e-10, -9.73673586e-10],\n",
       "          [-1.64348801e-09, -1.68828873e-09, -1.67682634e-09, ...,\n",
       "           -1.56704083e-09, -1.56464031e-09, -1.64354208e-09],\n",
       "          [-1.56352020e-09, -1.56352065e-09, -1.56351720e-09, ...,\n",
       "           -1.56349245e-09, -1.56351565e-09, -1.56353230e-09]],\n",
       "\n",
       "         [[-2.47515675e-10, -2.47515120e-10, -2.47515675e-10, ...,\n",
       "           -2.47515120e-10, -2.47515675e-10, -2.47515675e-10],\n",
       "          [ 3.18062965e-10,  3.63626074e-10,  4.10977641e-10, ...,\n",
       "            1.81645754e-10,  2.23999541e-10,  2.82958323e-10],\n",
       "          [ 1.79197657e-09,  1.66515202e-09,  1.54512181e-09, ...,\n",
       "            2.18341945e-09,  2.03516670e-09,  1.93371430e-09],\n",
       "          ...,\n",
       "          [ 4.35333458e-09,  4.27451585e-09,  4.21349711e-09, ...,\n",
       "            4.34320624e-09,  4.40641790e-09,  4.43092363e-09],\n",
       "          [ 2.53903654e-09,  2.16489981e-09,  1.90960669e-09, ...,\n",
       "            3.43826190e-09,  3.24046834e-09,  2.92366531e-09],\n",
       "          [ 1.40906975e-09,  1.40892076e-09,  1.40884038e-09, ...,\n",
       "            1.40910794e-09,  1.40910461e-09,  1.40909928e-09]],\n",
       "\n",
       "         [[-4.90937790e-10, -4.91501340e-10, -4.90940899e-10, ...,\n",
       "           -4.91492513e-10, -4.90939678e-10, -4.90942453e-10],\n",
       "          [-2.47979082e-10, -2.22567520e-10, -1.77676207e-10, ...,\n",
       "           -3.66916941e-10, -3.58265084e-10, -2.95702907e-10],\n",
       "          [ 8.07964362e-10,  7.72919062e-10,  7.32016114e-10, ...,\n",
       "            6.07461637e-10,  6.32168318e-10,  7.23056948e-10],\n",
       "          ...,\n",
       "          [-3.64913100e-09, -3.73839315e-09, -3.75963882e-09, ...,\n",
       "           -3.77802589e-09, -3.77240195e-09, -3.59146002e-09],\n",
       "          [-2.07144546e-09, -2.01294381e-09, -2.00690353e-09, ...,\n",
       "           -2.13230211e-09, -2.18762475e-09, -2.09927764e-09],\n",
       "          [-3.33299388e-10, -3.33213679e-10, -3.33227668e-10, ...,\n",
       "           -3.33382433e-10, -3.33400640e-10, -3.33322481e-10]]],\n",
       "\n",
       "\n",
       "        ...,\n",
       "\n",
       "\n",
       "        [[[-5.52536572e-10, -5.53198654e-10, -5.52534407e-10, ...,\n",
       "           -5.53026902e-10, -5.52536572e-10, -5.52536572e-10],\n",
       "          [-1.34133815e-10, -9.67672609e-11, -7.35125849e-11, ...,\n",
       "           -2.19668672e-10, -1.93200067e-10, -1.83791760e-10],\n",
       "          [ 1.39315781e-10,  1.66115788e-10,  1.70102266e-10, ...,\n",
       "            3.71307429e-11,  1.00216502e-10,  1.25109922e-10],\n",
       "          ...,\n",
       "          [-1.92708827e-09, -2.07485362e-09, -2.12112727e-09, ...,\n",
       "           -1.69104286e-09, -1.80878823e-09, -1.93808125e-09],\n",
       "          [ 3.63891139e-11,  2.00569339e-10,  3.69580588e-10, ...,\n",
       "           -2.41106246e-10, -9.51485557e-11, -7.15696391e-11],\n",
       "          [ 1.94519734e-10,  1.94463778e-10,  1.94353866e-10, ...,\n",
       "            1.94477101e-10,  1.94472882e-10,  1.94475769e-10]],\n",
       "\n",
       "         [[ 1.89577243e-11,  1.92403871e-11,  1.89668281e-11, ...,\n",
       "            1.92524885e-11,  1.89602778e-11,  1.89679383e-11],\n",
       "          [-4.00153244e-11, -3.40710793e-11, -2.60191313e-11, ...,\n",
       "           -1.00868258e-10, -7.69942998e-11, -6.30603902e-11],\n",
       "          [-9.54570867e-11, -1.25170985e-10, -1.39393053e-10, ...,\n",
       "           -1.36546330e-11, -1.03617115e-11, -5.87663251e-11],\n",
       "          ...,\n",
       "          [-1.54583302e-09, -1.60294045e-09, -1.52758917e-09, ...,\n",
       "           -1.36947964e-09, -1.46726031e-09, -1.51908686e-09],\n",
       "          [-1.79008208e-09, -1.90982319e-09, -1.96835148e-09, ...,\n",
       "           -1.55437530e-09, -1.65282277e-09, -1.74805459e-09],\n",
       "          [-8.84257001e-10, -8.84330498e-10, -8.84287865e-10, ...,\n",
       "           -8.84340046e-10, -8.84336937e-10, -8.84275653e-10]],\n",
       "\n",
       "         [[ 5.89280846e-11,  5.89510663e-11,  5.89235327e-11, ...,\n",
       "            5.89487348e-11,  5.89245319e-11,  5.89231997e-11],\n",
       "          [ 8.29404656e-10,  8.33489722e-10,  8.27110380e-10, ...,\n",
       "            7.96962274e-10,  8.14631584e-10,  8.34708636e-10],\n",
       "          [ 1.75968462e-09,  1.63726521e-09,  1.54074065e-09, ...,\n",
       "            2.01304129e-09,  1.95360483e-09,  1.84640636e-09],\n",
       "          ...,\n",
       "          [ 2.77888557e-09,  2.85383139e-09,  3.09950732e-09, ...,\n",
       "            2.39200260e-09,  2.43985365e-09,  2.68646039e-09],\n",
       "          [ 1.91143501e-09,  1.98073291e-09,  1.98349870e-09, ...,\n",
       "            1.70840986e-09,  1.74158155e-09,  1.89056282e-09],\n",
       "          [ 5.93607830e-10,  5.93605165e-10,  5.93593175e-10, ...,\n",
       "            5.93608274e-10,  5.93606053e-10,  5.93610938e-10]],\n",
       "\n",
       "         ...,\n",
       "\n",
       "         [[ 1.53822777e-09,  1.53749480e-09,  1.53816637e-09, ...,\n",
       "            1.53751656e-09,  1.53810409e-09,  1.53814694e-09],\n",
       "          [ 1.05247344e-09,  1.07748710e-09,  1.10336618e-09, ...,\n",
       "            1.16966536e-09,  1.11176757e-09,  1.08561871e-09],\n",
       "          [ 8.36302250e-10,  7.62465868e-10,  7.28540117e-10, ...,\n",
       "            1.06077525e-09,  9.86899340e-10,  9.22204979e-10],\n",
       "          ...,\n",
       "          [-1.55577151e-09, -1.89059790e-09, -2.23015073e-09, ...,\n",
       "           -9.34209599e-10, -1.28803457e-09, -1.37609346e-09],\n",
       "          [-1.76156445e-09, -1.82794424e-09, -1.78545645e-09, ...,\n",
       "           -1.39261092e-09, -1.57036717e-09, -1.64547687e-09],\n",
       "          [-1.34240330e-09, -1.34236644e-09, -1.34232225e-09, ...,\n",
       "           -1.34242217e-09, -1.34229339e-09, -1.34242306e-09]],\n",
       "\n",
       "         [[ 2.81889789e-11,  2.81887291e-11,  2.81889789e-11, ...,\n",
       "            2.81887291e-11,  2.81890622e-11,  2.81889789e-11],\n",
       "          [ 1.04863063e-10,  1.09375092e-10,  1.11286175e-10, ...,\n",
       "            7.45527529e-11,  7.72058528e-11,  8.16913204e-11],\n",
       "          [-9.14011644e-11, -9.57475210e-11, -1.09317333e-10, ...,\n",
       "           -9.50128864e-13, -5.12520026e-11, -8.28797031e-11],\n",
       "          ...,\n",
       "          [-8.28087821e-10, -8.23970669e-10, -1.00285735e-09, ...,\n",
       "           -1.10915988e-09, -9.39758493e-10, -8.44216252e-10],\n",
       "          [-1.77974568e-09, -1.82599491e-09, -1.82329440e-09, ...,\n",
       "           -1.87254234e-09, -1.81463644e-09, -1.73447456e-09],\n",
       "          [-2.61877742e-09, -2.61887934e-09, -2.61879807e-09, ...,\n",
       "           -2.61873945e-09, -2.61874122e-09, -2.61878408e-09]],\n",
       "\n",
       "         [[ 1.45485723e-09,  1.45486168e-09,  1.45485746e-09, ...,\n",
       "            1.45486168e-09,  1.45485712e-09,  1.45485723e-09],\n",
       "          [ 9.52949830e-10,  8.76682615e-10,  7.87907406e-10, ...,\n",
       "            1.23751820e-09,  1.14769971e-09,  1.05395237e-09],\n",
       "          [-6.79872714e-10, -7.04017178e-10, -7.45330797e-10, ...,\n",
       "           -4.00187772e-10, -5.08768139e-10, -6.14791440e-10],\n",
       "          ...,\n",
       "          [-8.11765766e-10, -9.38585654e-10, -9.69086145e-10, ...,\n",
       "           -6.21870777e-10, -6.54474031e-10, -6.77019329e-10],\n",
       "          [-7.05838499e-10, -7.23161753e-10, -7.58355378e-10, ...,\n",
       "           -4.97454300e-10, -5.86689364e-10, -6.72168987e-10],\n",
       "          [-7.29367344e-10, -7.29404870e-10, -7.29487470e-10, ...,\n",
       "           -7.29240890e-10, -7.29279859e-10, -7.29338367e-10]]],\n",
       "\n",
       "\n",
       "        [[[-4.08598766e-10, -4.08570344e-10, -4.08605427e-10, ...,\n",
       "           -4.08572287e-10, -4.08608258e-10, -4.08602874e-10],\n",
       "          [-4.54878774e-10, -4.62015315e-10, -4.63001970e-10, ...,\n",
       "           -4.58716204e-10, -4.55193883e-10, -4.55128574e-10],\n",
       "          [-5.14740139e-10, -4.78530326e-10, -4.48160842e-10, ...,\n",
       "           -6.78919254e-10, -6.33756714e-10, -5.69028713e-10],\n",
       "          ...,\n",
       "          [-1.73471082e-09, -1.72996240e-09, -1.81483339e-09, ...,\n",
       "           -1.80803794e-09, -1.72394721e-09, -1.71928671e-09],\n",
       "          [-3.32848993e-09, -3.50548257e-09, -3.70788777e-09, ...,\n",
       "           -2.84186807e-09, -3.00233971e-09, -3.16229420e-09],\n",
       "          [-2.37201414e-09, -2.37202302e-09, -2.37202125e-09, ...,\n",
       "           -2.37203301e-09, -2.37200881e-09, -2.37200881e-09]],\n",
       "\n",
       "         [[ 2.44980702e-10,  2.44959941e-10,  2.44982590e-10, ...,\n",
       "            2.44960163e-10,  2.44987364e-10,  2.44982923e-10],\n",
       "          [-7.66949060e-10, -7.57140239e-10, -7.55537855e-10, ...,\n",
       "           -8.05911005e-10, -7.77298670e-10, -7.67027997e-10],\n",
       "          [-1.26852018e-09, -1.19647581e-09, -1.13009313e-09, ...,\n",
       "           -1.35950362e-09, -1.34008427e-09, -1.32193945e-09],\n",
       "          ...,\n",
       "          [ 2.10558682e-10,  2.32561082e-10,  4.53280524e-10, ...,\n",
       "            1.81888282e-10,  1.00085717e-10,  1.68843162e-10],\n",
       "          [ 9.18649823e-10,  7.92069521e-10,  9.58566559e-10, ...,\n",
       "            7.99743383e-10,  8.18795254e-10,  7.60119967e-10],\n",
       "          [ 1.35987155e-09,  1.35983491e-09,  1.35982647e-09, ...,\n",
       "            1.35973477e-09,  1.35961775e-09,  1.35981848e-09]],\n",
       "\n",
       "         [[-5.81637516e-10, -5.81589055e-10, -5.81635295e-10, ...,\n",
       "           -5.81588777e-10, -5.81636128e-10, -5.81635462e-10],\n",
       "          [-4.35019798e-10, -4.13811263e-10, -3.97276878e-10, ...,\n",
       "           -4.81379159e-10, -4.72953954e-10, -4.57689109e-10],\n",
       "          [-5.68707303e-10, -5.34056410e-10, -5.05026743e-10, ...,\n",
       "           -7.01149028e-10, -6.55492993e-10, -6.15844598e-10],\n",
       "          ...,\n",
       "          [ 1.40614809e-09,  1.27755095e-09,  1.13047571e-09, ...,\n",
       "            1.29657041e-09,  1.44212686e-09,  1.48584212e-09],\n",
       "          [ 1.21334454e-09,  1.05750342e-09,  1.04807274e-09, ...,\n",
       "            1.69382153e-09,  1.40997791e-09,  1.30183331e-09],\n",
       "          [ 8.52539372e-10,  8.52868443e-10,  8.43917380e-10, ...,\n",
       "            8.46748005e-10,  8.51947846e-10,  8.50695070e-10]],\n",
       "\n",
       "         ...,\n",
       "\n",
       "         [[ 7.61853913e-11,  7.61852248e-11,  7.61853913e-11, ...,\n",
       "            7.61852248e-11,  7.61853358e-11,  7.61853913e-11],\n",
       "          [ 8.07067913e-10,  7.35259909e-10,  6.62432609e-10, ...,\n",
       "            9.42642298e-10,  8.90348517e-10,  8.44636083e-10],\n",
       "          [ 5.75106629e-10,  5.00155140e-10,  5.28565636e-10, ...,\n",
       "            6.72106482e-10,  6.46392828e-10,  6.17562668e-10],\n",
       "          ...,\n",
       "          [ 1.22101618e-09,  2.47188048e-10, -2.58412403e-10, ...,\n",
       "            3.39664252e-09,  2.59385224e-09,  1.77904402e-09],\n",
       "          [ 4.70183714e-09,  4.58678517e-09,  4.84171725e-09, ...,\n",
       "            4.60216665e-09,  4.73053374e-09,  4.82185047e-09],\n",
       "          [ 1.27947231e-09,  1.27940192e-09,  1.27935551e-09, ...,\n",
       "            1.27964039e-09,  1.27958621e-09,  1.27952493e-09]],\n",
       "\n",
       "         [[-1.11391274e-09, -1.11419618e-09, -1.11391363e-09, ...,\n",
       "           -1.11419485e-09, -1.11391163e-09, -1.11391363e-09],\n",
       "          [-5.71909298e-10, -5.32325017e-10, -5.08983966e-10, ...,\n",
       "           -6.61388944e-10, -6.42507603e-10, -6.06929063e-10],\n",
       "          [ 1.67023284e-10,  2.41651144e-10,  2.90883984e-10, ...,\n",
       "           -2.52760479e-10, -6.68416433e-11,  4.95877783e-11],\n",
       "          ...,\n",
       "          [-3.69292330e-09, -3.57104990e-09, -3.32096928e-09, ...,\n",
       "           -4.23901048e-09, -4.03904687e-09, -3.78729803e-09],\n",
       "          [-2.75098255e-09, -2.55628008e-09, -2.35132092e-09, ...,\n",
       "           -2.82244361e-09, -2.76696954e-09, -2.87845281e-09],\n",
       "          [-1.85649451e-09, -1.85647253e-09, -1.85654359e-09, ...,\n",
       "           -1.85654847e-09, -1.85655558e-09, -1.85655757e-09]],\n",
       "\n",
       "         [[-1.16351595e-09, -1.16380783e-09, -1.16352217e-09, ...,\n",
       "           -1.16381882e-09, -1.16351706e-09, -1.16352217e-09],\n",
       "          [-9.74289316e-10, -9.45123757e-10, -9.13415177e-10, ...,\n",
       "           -1.09609710e-09, -1.04080367e-09, -1.00338449e-09],\n",
       "          [-6.71520506e-10, -5.44711165e-10, -4.31823799e-10, ...,\n",
       "           -1.05973874e-09, -9.11130116e-10, -7.71340991e-10],\n",
       "          ...,\n",
       "          [-5.84335957e-09, -6.26934860e-09, -6.49759979e-09, ...,\n",
       "           -4.00908506e-09, -4.59938088e-09, -5.17901011e-09],\n",
       "          [-4.47774529e-09, -4.56046001e-09, -4.74224127e-09, ...,\n",
       "           -4.08425782e-09, -4.17591561e-09, -4.31034142e-09],\n",
       "          [-1.52041024e-09, -1.52039537e-09, -1.52042490e-09, ...,\n",
       "           -1.52049884e-09, -1.52046731e-09, -1.52046864e-09]]],\n",
       "\n",
       "\n",
       "        [[[ 3.59516417e-10,  3.59479779e-10,  3.59510643e-10, ...,\n",
       "            3.59479557e-10,  3.59518637e-10,  3.59511976e-10],\n",
       "          [ 3.32256778e-10,  3.20415694e-10,  3.00422354e-10, ...,\n",
       "            4.45209092e-10,  4.12589296e-10,  3.69893449e-10],\n",
       "          [-1.87475147e-10, -2.02631578e-10, -2.14071094e-10, ...,\n",
       "           -1.15442989e-10, -1.35140787e-10, -1.66691549e-10],\n",
       "          ...,\n",
       "          [ 2.21037677e-09,  2.25803687e-09,  2.39114573e-09, ...,\n",
       "            2.45669263e-09,  2.49703813e-09,  2.36605091e-09],\n",
       "          [ 8.40355341e-10,  7.87819143e-10,  9.15014731e-10, ...,\n",
       "            7.05992376e-10,  8.15869816e-10,  8.17674373e-10],\n",
       "          [-1.18705046e-12, -1.65867320e-12, -1.49413815e-12, ...,\n",
       "           -2.28728148e-12, -2.66298095e-12, -5.17585974e-13]],\n",
       "\n",
       "         [[-6.92771951e-11, -6.92724211e-11, -6.92774726e-11, ...,\n",
       "           -6.92724211e-11, -6.92776947e-11, -6.92775837e-11],\n",
       "          [ 1.84613436e-11,  2.23424612e-11,  3.14988591e-11, ...,\n",
       "           -3.87277987e-11, -2.66041633e-11, -6.01740879e-12],\n",
       "          [ 2.66980660e-10,  2.80214740e-10,  2.94508751e-10, ...,\n",
       "            1.61874847e-10,  2.04311568e-10,  2.46979770e-10],\n",
       "          ...,\n",
       "          [-2.38646725e-09, -2.41616638e-09, -2.32778707e-09, ...,\n",
       "           -2.39145193e-09, -2.37377118e-09, -2.40506859e-09],\n",
       "          [-2.69346989e-09, -2.68145994e-09, -2.75610201e-09, ...,\n",
       "           -2.77087953e-09, -2.74911871e-09, -2.68989986e-09],\n",
       "          [-1.65858638e-09, -1.66150005e-09, -1.65193492e-09, ...,\n",
       "           -1.64009728e-09, -1.65254288e-09, -1.64796499e-09]],\n",
       "\n",
       "         [[-7.30707939e-10, -7.30708827e-10, -7.30708272e-10, ...,\n",
       "           -7.30708827e-10, -7.30708050e-10, -7.30708050e-10],\n",
       "          [-3.63570285e-11, -3.97126776e-12,  3.57085472e-11, ...,\n",
       "           -1.45584877e-10, -1.16403887e-10, -7.98240363e-11],\n",
       "          [ 5.12770826e-10,  4.75555151e-10,  4.44066228e-10, ...,\n",
       "            4.31579439e-10,  4.92832997e-10,  5.12868747e-10],\n",
       "          ...,\n",
       "          [-2.15352181e-10, -4.10798506e-10, -1.69361414e-10, ...,\n",
       "            3.29669625e-10, -8.17346191e-11, -3.95774080e-10],\n",
       "          [-3.12436299e-10, -2.45163889e-10,  7.05631109e-11, ...,\n",
       "           -4.29297931e-10, -4.99948083e-10, -4.67972772e-10],\n",
       "          [-1.38865519e-09, -1.38059830e-09, -1.38080991e-09, ...,\n",
       "           -1.37667877e-09, -1.37979694e-09, -1.38468148e-09]],\n",
       "\n",
       "         ...,\n",
       "\n",
       "         [[-6.77450096e-10, -6.77637835e-10, -6.77454315e-10, ...,\n",
       "           -6.77635281e-10, -6.77448875e-10, -6.77453538e-10],\n",
       "          [-4.22833824e-10, -4.28210495e-10, -4.23201058e-10, ...,\n",
       "           -3.85045246e-10, -4.07243544e-10, -4.23695218e-10],\n",
       "          [-2.04898143e-09, -1.90793914e-09, -1.81365500e-09, ...,\n",
       "           -1.97727856e-09, -2.08896878e-09, -2.11389417e-09],\n",
       "          ...,\n",
       "          [ 2.22336105e-09,  2.35242137e-09,  2.60303779e-09, ...,\n",
       "            2.35301734e-09,  2.34143460e-09,  2.27233299e-09],\n",
       "          [-5.34254418e-10, -3.71345621e-10, -2.11238138e-10, ...,\n",
       "           -9.50785228e-10, -8.69864625e-10, -6.33318731e-10],\n",
       "          [ 9.30107547e-10,  9.30103772e-10,  9.30313826e-10, ...,\n",
       "            9.29710087e-10,  9.29737398e-10,  9.29755162e-10]],\n",
       "\n",
       "         [[ 2.24328223e-10,  2.24448682e-10,  2.24338437e-10, ...,\n",
       "            2.24419150e-10,  2.24326113e-10,  2.24331664e-10],\n",
       "          [ 4.01642053e-11,  3.32488481e-11,  1.77410309e-11, ...,\n",
       "            9.75337588e-11,  2.01932915e-11,  3.89656085e-11],\n",
       "          [ 2.34806619e-10,  9.11953846e-11, -3.79895004e-11, ...,\n",
       "            5.99003180e-10,  4.48844406e-10,  3.38373329e-10],\n",
       "          ...,\n",
       "          [ 1.24905375e-09,  1.29048061e-09,  1.21311050e-09, ...,\n",
       "            1.00802522e-09,  1.08913412e-09,  1.16676713e-09],\n",
       "          [-3.31201733e-11, -2.25277574e-11,  2.63717936e-11, ...,\n",
       "           -1.05958797e-10, -4.08650891e-11,  1.62363456e-11],\n",
       "          [ 2.41751730e-10,  2.41413556e-10,  2.41237030e-10, ...,\n",
       "            2.41554998e-10,  2.41604070e-10,  2.41671794e-10]],\n",
       "\n",
       "         [[-9.72459779e-10, -9.72553704e-10, -9.72467551e-10, ...,\n",
       "           -9.72618541e-10, -9.72468328e-10, -9.72462555e-10],\n",
       "          [-9.15397647e-10, -9.32972144e-10, -9.43652601e-10, ...,\n",
       "           -9.03601194e-10, -8.87124707e-10, -9.01955954e-10],\n",
       "          [-1.23301902e-09, -1.13181042e-09, -1.04528652e-09, ...,\n",
       "           -1.54651369e-09, -1.45316292e-09, -1.34200806e-09],\n",
       "          ...,\n",
       "          [-1.99472439e-10, -2.50106602e-10, -3.38851613e-10, ...,\n",
       "            8.62863114e-11, -3.02771141e-11, -1.73672632e-10],\n",
       "          [-3.06268566e-10, -3.67827102e-10, -2.68978395e-10, ...,\n",
       "           -3.12736503e-10, -4.07194500e-10, -3.97302635e-10],\n",
       "          [ 1.17945720e-09,  1.17969479e-09,  1.18365917e-09, ...,\n",
       "            1.17912435e-09,  1.17921783e-09,  1.17931420e-09]]]],\n",
       "\n",
       "\n",
       "\n",
       "       [[[[ 3.91852439e-10,  3.92464727e-10,  3.91881971e-10, ...,\n",
       "            3.92485155e-10,  3.91882637e-10,  3.91882971e-10],\n",
       "          [ 8.80301276e-10,  9.41174250e-10,  9.84866966e-10, ...,\n",
       "            7.19535098e-10,  8.07846123e-10,  8.49400439e-10],\n",
       "          [ 1.21702737e-09,  1.13642540e-09,  1.05832831e-09, ...,\n",
       "            1.33378397e-09,  1.31277988e-09,  1.24298905e-09],\n",
       "          ...,\n",
       "          [-1.73064318e-09, -1.95235073e-09, -2.16067919e-09, ...,\n",
       "           -1.76204340e-09, -1.62758207e-09, -1.60786939e-09],\n",
       "          [-3.35919870e-09, -3.39765815e-09, -3.48634055e-09, ...,\n",
       "           -2.97570413e-09, -3.12913606e-09, -3.25238192e-09],\n",
       "          [-3.27401084e-09, -3.27401795e-09, -3.27387006e-09, ...,\n",
       "           -3.27421601e-09, -3.27414984e-09, -3.27412319e-09]],\n",
       "\n",
       "         [[-1.94483540e-10, -1.94095517e-10, -1.94485872e-10, ...,\n",
       "           -1.94103289e-10, -1.94609551e-10, -1.94496308e-10],\n",
       "          [-3.90771637e-10, -3.79537457e-10, -3.77937903e-10, ...,\n",
       "           -4.39952352e-10, -4.16306212e-10, -4.00902367e-10],\n",
       "          [-1.10490950e-10, -8.57567350e-11, -7.98826560e-11, ...,\n",
       "           -3.10231396e-10, -2.71272338e-10, -1.75307768e-10],\n",
       "          ...,\n",
       "          [-1.73161108e-09, -1.71394210e-09, -1.66813940e-09, ...,\n",
       "           -1.61103042e-09, -1.69857572e-09, -1.70795778e-09],\n",
       "          [-1.55218305e-09, -1.64069669e-09, -1.68716241e-09, ...,\n",
       "           -1.41748946e-09, -1.61253411e-09, -1.46103729e-09],\n",
       "          [-1.49092694e-09, -1.49094537e-09, -1.49109525e-09, ...,\n",
       "           -1.49094459e-09, -1.49090007e-09, -1.49102253e-09]],\n",
       "\n",
       "         [[ 9.64681668e-11,  9.65912905e-11,  9.64693880e-11, ...,\n",
       "            9.65896252e-11,  9.64776037e-11,  9.64694991e-11],\n",
       "          [-5.80203441e-10, -5.74114423e-10, -5.64367886e-10, ...,\n",
       "           -6.06502293e-10, -5.94292060e-10, -5.84240045e-10],\n",
       "          [-5.99841066e-10, -5.57265456e-10, -5.16185872e-10, ...,\n",
       "           -6.89805768e-10, -6.73427758e-10, -6.49825194e-10],\n",
       "          ...,\n",
       "          [-1.54126545e-09, -1.62543734e-09, -1.59153823e-09, ...,\n",
       "           -1.26022404e-09, -1.36880240e-09, -1.54267510e-09],\n",
       "          [-1.38290890e-09, -1.41751810e-09, -1.54617785e-09, ...,\n",
       "           -1.24898780e-09, -1.24470878e-09, -1.32294986e-09],\n",
       "          [-1.70555148e-09, -1.70590597e-09, -1.70610337e-09, ...,\n",
       "           -1.70544412e-09, -1.70526226e-09, -1.70547976e-09]],\n",
       "\n",
       "         ...,\n",
       "\n",
       "         [[-1.49567136e-10, -1.49567136e-10, -1.49567136e-10, ...,\n",
       "           -1.49567136e-10, -1.49567136e-10, -1.49567136e-10],\n",
       "          [ 4.46629733e-10,  4.92346663e-10,  4.79783158e-10, ...,\n",
       "            2.49389620e-10,  3.17774140e-10,  3.91415345e-10],\n",
       "          [ 5.09529086e-10,  5.82269899e-10,  5.80800463e-10, ...,\n",
       "            3.02222580e-10,  3.77612386e-10,  4.37088921e-10],\n",
       "          ...,\n",
       "          [-5.99918426e-09, -6.50417054e-09, -6.82951473e-09, ...,\n",
       "           -4.51323512e-09, -4.98753749e-09, -5.45789369e-09],\n",
       "          [-2.78821366e-09, -3.04487902e-09, -3.33020544e-09, ...,\n",
       "           -2.00118544e-09, -2.33071362e-09, -2.56843879e-09],\n",
       "          [-4.38175496e-10, -4.38304726e-10, -4.38456604e-10, ...,\n",
       "           -4.38078018e-10, -4.38143966e-10, -4.38175940e-10]],\n",
       "\n",
       "         [[-6.97458036e-10, -6.97458147e-10, -6.97458036e-10, ...,\n",
       "           -6.97458147e-10, -6.97458036e-10, -6.97458036e-10],\n",
       "          [-3.14824278e-10, -2.65154898e-10, -2.36107245e-10, ...,\n",
       "           -4.12347601e-10, -3.89346111e-10, -3.51974394e-10],\n",
       "          [-6.54361565e-11, -8.13375478e-11, -1.12608145e-10, ...,\n",
       "            1.20061516e-10,  7.34334815e-12, -3.01697001e-11],\n",
       "          ...,\n",
       "          [-1.16465593e-09, -1.37780809e-09, -1.49985491e-09, ...,\n",
       "           -8.27853341e-10, -8.72043771e-10, -9.48410239e-10],\n",
       "          [-3.09651726e-09, -3.17751669e-09, -3.23920024e-09, ...,\n",
       "           -2.57784571e-09, -2.70350697e-09, -2.91036262e-09],\n",
       "          [-1.53978408e-09, -1.53978474e-09, -1.53977719e-09, ...,\n",
       "           -1.53973390e-09, -1.53974433e-09, -1.53978141e-09]],\n",
       "\n",
       "         [[ 5.54649326e-10,  5.54650104e-10,  5.54649437e-10, ...,\n",
       "            5.54650104e-10,  5.54649326e-10,  5.54649326e-10],\n",
       "          [ 2.83749579e-10,  2.78985890e-10,  2.75918177e-10, ...,\n",
       "            2.19469276e-10,  2.44602005e-10,  2.65842570e-10],\n",
       "          [ 1.11687914e-09,  1.00174158e-09,  9.67720237e-10, ...,\n",
       "            9.14399667e-10,  1.01364939e-09,  1.07734399e-09],\n",
       "          ...,\n",
       "          [ 2.58763899e-09,  2.76485901e-09,  3.19101323e-09, ...,\n",
       "            1.77563475e-09,  2.00945527e-09,  2.46656784e-09],\n",
       "          [ 4.18693435e-09,  4.54370364e-09,  4.81852425e-09, ...,\n",
       "            3.28127259e-09,  3.58362406e-09,  3.88456867e-09],\n",
       "          [ 1.76216153e-09,  1.76221748e-09,  1.76222437e-09, ...,\n",
       "            1.76347581e-09,  1.76319404e-09,  1.76211490e-09]]],\n",
       "\n",
       "\n",
       "        [[[ 1.78963733e-10,  1.78499882e-10,  1.78956183e-10, ...,\n",
       "            1.78494108e-10,  1.78957738e-10,  1.78957071e-10],\n",
       "          [-2.23103758e-10, -2.58640998e-10, -3.09041681e-10, ...,\n",
       "           -1.62898361e-10, -1.86917593e-10, -2.16877294e-10],\n",
       "          [-8.77515838e-11, -8.76331230e-11, -8.26440028e-11, ...,\n",
       "           -7.13791248e-11, -9.89965887e-11, -9.35209687e-11],\n",
       "          ...,\n",
       "          [-4.24318980e-09, -4.36017711e-09, -4.45410731e-09, ...,\n",
       "           -3.71548659e-09, -3.91658261e-09, -4.12379064e-09],\n",
       "          [-3.04933101e-09, -3.11216475e-09, -3.11628412e-09, ...,\n",
       "           -2.79648349e-09, -2.89856650e-09, -3.03238745e-09],\n",
       "          [-2.31482788e-09, -2.31490827e-09, -2.31491759e-09, ...,\n",
       "           -2.31488761e-09, -2.31484343e-09, -2.31479880e-09]],\n",
       "\n",
       "         [[ 4.47795356e-10,  4.47874293e-10,  4.47796578e-10, ...,\n",
       "            4.47879622e-10,  4.47797244e-10,  4.47796578e-10],\n",
       "          [ 1.04906184e-09,  1.00870168e-09,  9.79498038e-10, ...,\n",
       "            1.17666688e-09,  1.14094401e-09,  1.09486786e-09],\n",
       "          [ 9.73969683e-10,  9.94072491e-10,  1.01456277e-09, ...,\n",
       "            1.00668118e-09,  9.92732785e-10,  9.82676940e-10],\n",
       "          ...,\n",
       "          [-1.03247744e-09, -1.03220499e-09, -1.10812537e-09, ...,\n",
       "           -9.90188154e-10, -9.91805083e-10, -9.58946922e-10],\n",
       "          [-3.48562956e-10, -5.02602182e-10, -7.09024839e-10, ...,\n",
       "            8.26156921e-11, -1.18994592e-10, -3.48553852e-10],\n",
       "          [-7.49979412e-10, -7.49962092e-10, -7.50086659e-10, ...,\n",
       "           -7.49991180e-10, -7.50012275e-10, -7.49995843e-10]],\n",
       "\n",
       "         [[ 6.38813669e-10,  6.38760600e-10,  6.38818554e-10, ...,\n",
       "            6.38775921e-10,  6.38822106e-10,  6.38818776e-10],\n",
       "          [ 3.53455043e-11,  1.55258029e-11,  4.30544489e-12, ...,\n",
       "            1.27394761e-10,  9.20552523e-11,  6.46662723e-11],\n",
       "          [-8.38983549e-10, -8.68537242e-10, -8.48690451e-10, ...,\n",
       "           -7.27019334e-10, -7.70375541e-10, -8.24523561e-10],\n",
       "          ...,\n",
       "          [ 3.41196849e-10,  3.98208355e-10,  4.43636461e-10, ...,\n",
       "            5.22189847e-10,  5.43821210e-10,  4.68840078e-10],\n",
       "          [ 8.97666830e-10,  9.06378306e-10,  8.28445756e-10, ...,\n",
       "            1.05705733e-09,  1.01647957e-09,  9.31610122e-10],\n",
       "          [ 8.71523298e-10,  8.71398176e-10,  8.71414496e-10, ...,\n",
       "            8.71383521e-10,  8.71263950e-10,  8.71477668e-10]],\n",
       "\n",
       "         ...,\n",
       "\n",
       "         [[-1.51507529e-10, -1.51507529e-10, -1.51507584e-10, ...,\n",
       "           -1.51507529e-10, -1.51507806e-10, -1.51507584e-10],\n",
       "          [-5.07871634e-10, -5.04511877e-10, -5.01194475e-10, ...,\n",
       "           -4.63040439e-10, -4.84655427e-10, -5.01821917e-10],\n",
       "          [-1.12247212e-09, -1.03041575e-09, -9.14970988e-10, ...,\n",
       "           -1.35046330e-09, -1.28673905e-09, -1.21171684e-09],\n",
       "          ...,\n",
       "          [-1.82699722e-09, -1.99513117e-09, -1.94329397e-09, ...,\n",
       "           -1.18241372e-09, -1.52712420e-09, -1.59215396e-09],\n",
       "          [-2.22563501e-09, -2.23344299e-09, -2.27564945e-09, ...,\n",
       "           -2.15128138e-09, -2.24207053e-09, -2.27195129e-09],\n",
       "          [-1.18391719e-09, -1.18381793e-09, -1.18374399e-09, ...,\n",
       "           -1.18389076e-09, -1.18388788e-09, -1.18390275e-09]],\n",
       "\n",
       "         [[-5.71284131e-11, -5.71310776e-11, -5.71284131e-11, ...,\n",
       "           -5.71310221e-11, -5.71283576e-11, -5.71284131e-11],\n",
       "          [ 1.07543952e-09,  1.13076737e-09,  1.21198007e-09, ...,\n",
       "            8.90502061e-10,  9.48853440e-10,  1.01849706e-09],\n",
       "          [ 1.42466994e-09,  1.33457356e-09,  1.23049837e-09, ...,\n",
       "            1.64030101e-09,  1.54599666e-09,  1.49415758e-09],\n",
       "          ...,\n",
       "          [ 4.48103332e-10,  5.19004839e-10,  5.27451416e-10, ...,\n",
       "           -6.17128570e-11,  1.03234310e-10,  2.67871059e-10],\n",
       "          [-1.12889786e-09, -1.22964527e-09, -1.32327926e-09, ...,\n",
       "           -8.45912673e-10, -1.07635190e-09, -1.16759802e-09],\n",
       "          [-1.01806763e-09, -1.01806030e-09, -1.01805897e-09, ...,\n",
       "           -1.01807163e-09, -1.01807807e-09, -1.01807829e-09]],\n",
       "\n",
       "         [[ 5.32302535e-10,  5.32136557e-10,  5.32301647e-10, ...,\n",
       "            5.32137001e-10,  5.32303090e-10,  5.32303090e-10],\n",
       "          [ 2.11212092e-09,  2.22758145e-09,  2.33004505e-09, ...,\n",
       "            1.74660553e-09,  1.87419857e-09,  1.96709049e-09],\n",
       "          [ 3.36739014e-09,  3.25036065e-09,  3.19907811e-09, ...,\n",
       "            3.64029606e-09,  3.55326635e-09,  3.53664653e-09],\n",
       "          ...,\n",
       "          [ 2.52146481e-09,  2.67649591e-09,  2.70049672e-09, ...,\n",
       "            1.81817494e-09,  2.20160423e-09,  2.49354093e-09],\n",
       "          [ 3.59883190e-09,  3.92238597e-09,  4.25892877e-09, ...,\n",
       "            2.65915201e-09,  3.03903236e-09,  3.37448935e-09],\n",
       "          [-7.38065831e-10, -7.38847872e-10, -7.38967332e-10, ...,\n",
       "           -7.36910533e-10, -7.36910089e-10, -7.37053085e-10]]],\n",
       "\n",
       "\n",
       "        [[[ 5.09128295e-10,  5.10126053e-10,  5.09153941e-10, ...,\n",
       "            5.10138709e-10,  5.09130960e-10,  5.09154385e-10],\n",
       "          [ 4.66090444e-10,  4.74784378e-10,  4.74087436e-10, ...,\n",
       "            4.72673012e-10,  4.69962735e-10,  4.62477390e-10],\n",
       "          [ 4.22689883e-10,  3.74477338e-10,  3.23880034e-10, ...,\n",
       "            6.25709928e-10,  5.68953995e-10,  4.95673280e-10],\n",
       "          ...,\n",
       "          [ 1.32987976e-09,  1.25703181e-09,  9.32304900e-10, ...,\n",
       "            1.47405865e-09,  1.35195855e-09,  1.31971367e-09],\n",
       "          [ 6.22326635e-10,  8.73078498e-10,  1.05300435e-09, ...,\n",
       "            1.79274373e-11,  1.88038918e-10,  4.43922676e-10],\n",
       "          [-6.72845113e-10, -6.72849776e-10, -6.72884193e-10, ...,\n",
       "           -6.72799594e-10, -6.72809364e-10, -6.72818468e-10]],\n",
       "\n",
       "         [[-1.03832054e-10, -1.03940634e-10, -1.03833497e-10, ...,\n",
       "           -1.03944187e-10, -1.03832720e-10, -1.03825504e-10],\n",
       "          [ 2.50739429e-11,  3.64961394e-11,  5.36363176e-11, ...,\n",
       "           -8.83892959e-12,  6.79112322e-12,  1.74563697e-11],\n",
       "          [-3.43342021e-11,  2.17202922e-11,  6.99330593e-11, ...,\n",
       "           -1.40570222e-10, -9.73816583e-11, -7.74352804e-11],\n",
       "          ...,\n",
       "          [-2.14759988e-09, -1.99120587e-09, -1.79507942e-09, ...,\n",
       "           -2.79137491e-09, -2.47938137e-09, -2.26907382e-09],\n",
       "          [-4.06315870e-10, -4.17312851e-10, -4.02145650e-10, ...,\n",
       "           -4.67563988e-10, -4.93689090e-10, -4.71325645e-10],\n",
       "          [ 1.13662058e-09,  1.13663345e-09,  1.13672072e-09, ...,\n",
       "            1.13662346e-09,  1.13662013e-09,  1.13661458e-09]],\n",
       "\n",
       "         [[-1.26306632e-10, -1.26387456e-10, -1.26312183e-10, ...,\n",
       "           -1.26393007e-10, -1.26312627e-10, -1.26311073e-10],\n",
       "          [ 1.26516475e-09,  1.23387744e-09,  1.22596067e-09, ...,\n",
       "            1.37078326e-09,  1.33368172e-09,  1.30428801e-09],\n",
       "          [ 3.28535332e-09,  3.12445803e-09,  2.93376368e-09, ...,\n",
       "            3.71161035e-09,  3.59127039e-09,  3.45707840e-09],\n",
       "          ...,\n",
       "          [ 4.93073360e-10,  5.37316636e-10,  4.83837415e-10, ...,\n",
       "            3.74779763e-10,  3.62699648e-10,  3.32233574e-10],\n",
       "          [-1.33272737e-09, -1.20706767e-09, -1.22701882e-09, ...,\n",
       "           -1.44612466e-09, -1.40744072e-09, -1.30092814e-09],\n",
       "          [-7.05857428e-10, -7.05730474e-10, -7.05671410e-10, ...,\n",
       "           -7.05950076e-10, -7.05862535e-10, -7.04934000e-10]],\n",
       "\n",
       "         ...,\n",
       "\n",
       "         [[-4.92189789e-10, -4.92189789e-10, -4.92189789e-10, ...,\n",
       "           -4.92189789e-10, -4.92189789e-10, -4.92189789e-10],\n",
       "          [ 3.62018304e-10,  3.31698113e-10,  3.15922122e-10, ...,\n",
       "            4.15971479e-10,  3.93757249e-10,  3.84820453e-10],\n",
       "          [ 3.46769391e-10,  2.73951861e-10,  2.35044373e-10, ...,\n",
       "            5.34094602e-10,  4.33679925e-10,  3.74609732e-10],\n",
       "          ...,\n",
       "          [ 1.79450987e-09,  1.89008276e-09,  2.14476481e-09, ...,\n",
       "            1.82572979e-09,  1.93943972e-09,  1.84344673e-09],\n",
       "          [ 7.01257719e-10,  7.47853779e-10,  7.71056996e-10, ...,\n",
       "            6.57474963e-10,  6.51632526e-10,  6.69207356e-10],\n",
       "          [ 1.78837034e-09,  1.78844073e-09,  1.78843163e-09, ...,\n",
       "            1.78826798e-09,  1.78845827e-09,  1.78831128e-09]],\n",
       "\n",
       "         [[-2.00928163e-12, -2.01275108e-12, -2.00922612e-12, ...,\n",
       "           -2.01269557e-12, -2.00953143e-12, -2.00917061e-12],\n",
       "          [-2.50147403e-10, -2.52704913e-10, -2.66054678e-10, ...,\n",
       "           -2.38310149e-10, -2.37422471e-10, -2.43016995e-10],\n",
       "          [-8.73802974e-10, -8.37198422e-10, -8.30473135e-10, ...,\n",
       "           -7.99618149e-10, -8.65643390e-10, -8.87135254e-10],\n",
       "          ...,\n",
       "          [-1.95971617e-09, -1.97868544e-09, -2.25246177e-09, ...,\n",
       "           -1.59249236e-09, -1.65465175e-09, -1.80509430e-09],\n",
       "          [-3.04443648e-09, -3.07140269e-09, -3.02346947e-09, ...,\n",
       "           -2.71949352e-09, -2.85013102e-09, -2.93392466e-09],\n",
       "          [-1.41407341e-09, -1.41392509e-09, -1.41386802e-09, ...,\n",
       "           -1.41407652e-09, -1.41408119e-09, -1.41408574e-09]],\n",
       "\n",
       "         [[-2.03857042e-10, -2.03805861e-10, -2.03853601e-10, ...,\n",
       "           -2.03805306e-10, -2.03854822e-10, -2.03854156e-10],\n",
       "          [-3.92971655e-10, -3.61793762e-10, -3.77934517e-10, ...,\n",
       "           -4.02668676e-10, -4.10274648e-10, -4.23288515e-10],\n",
       "          [-1.32027722e-09, -1.27877831e-09, -1.24563082e-09, ...,\n",
       "           -1.41623557e-09, -1.43651990e-09, -1.39419165e-09],\n",
       "          ...,\n",
       "          [ 1.26454980e-09,  1.19705135e-09,  1.15032917e-09, ...,\n",
       "            1.03447118e-09,  1.14959819e-09,  1.22020083e-09],\n",
       "          [ 6.52539356e-10,  5.68079805e-10,  4.57158089e-10, ...,\n",
       "            1.00788977e-09,  8.20276957e-10,  7.02333969e-10],\n",
       "          [-5.32873745e-11, -5.35198552e-11, -5.36095612e-11, ...,\n",
       "           -5.32780486e-11, -5.32252020e-11, -5.33040279e-11]]],\n",
       "\n",
       "\n",
       "        ...,\n",
       "\n",
       "\n",
       "        [[[ 3.91021437e-10,  3.90874222e-10,  3.91021326e-10, ...,\n",
       "            3.90875110e-10,  3.91031429e-10,  3.91038202e-10],\n",
       "          [-5.68034064e-10, -5.44658874e-10, -5.36974798e-10, ...,\n",
       "           -6.11170337e-10, -5.88779969e-10, -5.71241721e-10],\n",
       "          [-1.12139142e-09, -1.04575681e-09, -9.94389016e-10, ...,\n",
       "           -1.17779175e-09, -1.17622445e-09, -1.15752008e-09],\n",
       "          ...,\n",
       "          [ 1.48262558e-08,  1.43375640e-08,  1.37410678e-08, ...,\n",
       "            1.54788715e-08,  1.53661190e-08,  1.52761164e-08],\n",
       "          [ 1.23583668e-08,  1.25381794e-08,  1.25408537e-08, ...,\n",
       "            1.16386056e-08,  1.19029941e-08,  1.20557333e-08],\n",
       "          [ 4.74596051e-09,  4.74594586e-09,  4.74582817e-09, ...,\n",
       "            4.74618833e-09,  4.74598316e-09,  4.74585793e-09]],\n",
       "\n",
       "         [[-8.41206826e-10, -8.41201386e-10, -8.41181680e-10, ...,\n",
       "           -8.41204106e-10, -8.41209713e-10, -8.41205883e-10],\n",
       "          [-8.02661826e-10, -7.84196041e-10, -7.65573938e-10, ...,\n",
       "           -8.40066128e-10, -8.24999957e-10, -8.12008349e-10],\n",
       "          [-8.72290074e-10, -7.98366706e-10, -7.37739092e-10, ...,\n",
       "           -1.01123820e-09, -9.75315606e-10, -9.51294377e-10],\n",
       "          ...,\n",
       "          [-2.41326270e-09, -2.51227261e-09, -2.55972332e-09, ...,\n",
       "           -2.31724728e-09, -2.26943131e-09, -2.26363994e-09],\n",
       "          [-9.25541643e-10, -9.10349129e-10, -9.53142454e-10, ...,\n",
       "           -9.97281813e-10, -1.02392983e-09, -9.98992222e-10],\n",
       "          [-5.77051962e-10, -5.77056181e-10, -5.77128789e-10, ...,\n",
       "           -5.76992010e-10, -5.76990011e-10, -5.76989567e-10]],\n",
       "\n",
       "         [[-9.17511067e-10, -9.17324550e-10, -9.17512177e-10, ...,\n",
       "           -9.17307674e-10, -9.17512066e-10, -9.17510845e-10],\n",
       "          [-1.27312283e-09, -1.23372479e-09, -1.20365828e-09, ...,\n",
       "           -1.40639234e-09, -1.37055267e-09, -1.31986833e-09],\n",
       "          [-1.80550486e-09, -1.69491976e-09, -1.60308244e-09, ...,\n",
       "           -2.09613793e-09, -2.00461714e-09, -1.91449612e-09],\n",
       "          ...,\n",
       "          [ 5.68806957e-09,  5.62538993e-09,  5.56432322e-09, ...,\n",
       "            5.59276003e-09,  5.56785107e-09,  5.66956837e-09],\n",
       "          [ 3.21188809e-09,  3.25327343e-09,  3.18408522e-09, ...,\n",
       "            3.14194271e-09,  3.08071302e-09,  3.08859205e-09],\n",
       "          [ 4.31096225e-09,  4.31095870e-09,  4.31106262e-09, ...,\n",
       "            4.31091163e-09,  4.31091340e-09,  4.31091163e-09]],\n",
       "\n",
       "         ...,\n",
       "\n",
       "         [[-4.84565832e-10, -4.84741580e-10, -4.84566165e-10, ...,\n",
       "           -4.84737916e-10, -4.84568052e-10, -4.84567608e-10],\n",
       "          [-7.31432970e-10, -7.26761151e-10, -7.21015414e-10, ...,\n",
       "           -7.62602370e-10, -7.57882701e-10, -7.39897588e-10],\n",
       "          [-1.35380152e-09, -1.27429234e-09, -1.22712474e-09, ...,\n",
       "           -1.47918167e-09, -1.44449130e-09, -1.39859102e-09],\n",
       "          ...,\n",
       "          [-1.30460398e-09, -1.37144607e-09, -1.55686131e-09, ...,\n",
       "           -1.25776101e-09, -1.17156507e-09, -1.09320819e-09],\n",
       "          [-4.84215334e-10, -5.15614218e-10, -6.12029760e-10, ...,\n",
       "           -5.19410071e-10, -5.33259437e-10, -6.03191275e-10],\n",
       "          [-5.90730354e-10, -5.90709259e-10, -5.90663518e-10, ...,\n",
       "           -5.90757221e-10, -5.90767879e-10, -5.90727689e-10]],\n",
       "\n",
       "         [[-2.80168666e-10, -2.80150347e-10, -2.80168666e-10, ...,\n",
       "           -2.80101192e-10, -2.80169554e-10, -2.80168666e-10],\n",
       "          [-3.46388362e-10, -3.45386664e-10, -3.42532169e-10, ...,\n",
       "           -3.60860952e-10, -3.56026209e-10, -3.51270291e-10],\n",
       "          [-6.66303568e-10, -6.41157794e-10, -6.00263950e-10, ...,\n",
       "           -6.22452090e-10, -6.84057699e-10, -6.78606726e-10],\n",
       "          ...,\n",
       "          [ 7.59547625e-09,  7.34004857e-09,  7.05269798e-09, ...,\n",
       "            8.52771365e-09,  8.45748449e-09,  8.24854141e-09],\n",
       "          [ 5.63716895e-09,  5.66718272e-09,  5.74975001e-09, ...,\n",
       "            4.93840524e-09,  5.14324672e-09,  5.36196954e-09],\n",
       "          [ 3.44765727e-09,  3.44764794e-09,  3.44768569e-09, ...,\n",
       "            3.44764062e-09,  3.44762974e-09,  3.44762685e-09]],\n",
       "\n",
       "         [[-6.47626786e-10, -6.47626675e-10, -6.47626786e-10, ...,\n",
       "           -6.47626675e-10, -6.47626786e-10, -6.47626786e-10],\n",
       "          [-8.32754976e-10, -8.06921752e-10, -7.92696908e-10, ...,\n",
       "           -8.86268059e-10, -8.63112914e-10, -8.52314885e-10],\n",
       "          [-3.02176395e-10, -2.09925854e-10, -1.28883793e-10, ...,\n",
       "           -5.91208249e-10, -5.11184484e-10, -4.01405964e-10],\n",
       "          ...,\n",
       "          [ 2.68165401e-09,  2.76265011e-09,  2.75506995e-09, ...,\n",
       "            1.99612904e-09,  2.33873854e-09,  2.40437892e-09],\n",
       "          [ 1.78811987e-09,  2.07105000e-09,  2.21364482e-09, ...,\n",
       "            9.25421517e-10,  1.12375664e-09,  1.44309364e-09],\n",
       "          [-3.16317861e-10, -3.16541016e-10, -3.17134319e-10, ...,\n",
       "           -3.16256354e-10, -3.16295212e-10, -3.16300097e-10]]],\n",
       "\n",
       "\n",
       "        [[[-9.87263604e-11, -9.86785098e-11, -9.87280258e-11, ...,\n",
       "           -9.86773996e-11, -9.87303572e-11, -9.87279147e-11],\n",
       "          [-6.96893265e-10, -6.80448309e-10, -6.69016620e-10, ...,\n",
       "           -7.51765039e-10, -7.23315075e-10, -7.18373916e-10],\n",
       "          [-8.48386139e-10, -7.64969144e-10, -7.08946402e-10, ...,\n",
       "           -1.03639985e-09, -9.75745928e-10, -9.17699194e-10],\n",
       "          ...,\n",
       "          [-1.84974214e-09, -1.83157023e-09, -1.84745885e-09, ...,\n",
       "           -2.03345296e-09, -2.05155359e-09, -1.98075978e-09],\n",
       "          [-1.30042577e-09, -1.32393807e-09, -1.34674871e-09, ...,\n",
       "           -1.25740063e-09, -1.28413302e-09, -1.33539868e-09],\n",
       "          [-1.13571064e-09, -1.13566112e-09, -1.13565335e-09, ...,\n",
       "           -1.13568666e-09, -1.13568843e-09, -1.13569842e-09]],\n",
       "\n",
       "         [[-8.97422359e-10, -8.97553809e-10, -8.97424690e-10, ...,\n",
       "           -8.97558583e-10, -8.97428687e-10, -8.97423691e-10],\n",
       "          [-1.14534893e-09, -1.11198162e-09, -1.07481113e-09, ...,\n",
       "           -1.31873290e-09, -1.26346134e-09, -1.20464128e-09],\n",
       "          [-8.22077739e-10, -7.59612595e-10, -7.13201498e-10, ...,\n",
       "           -1.07149911e-09, -9.72055991e-10, -8.75196360e-10],\n",
       "          ...,\n",
       "          [-9.45829415e-10, -9.86758897e-10, -1.05565467e-09, ...,\n",
       "           -9.65921343e-10, -7.74357689e-10, -8.88609186e-10],\n",
       "          [-1.85150029e-09, -1.98450323e-09, -1.95460315e-09, ...,\n",
       "           -1.64545910e-09, -1.69500924e-09, -1.86139348e-09],\n",
       "          [-1.41008050e-09, -1.41475187e-09, -1.41195855e-09, ...,\n",
       "           -1.41730627e-09, -1.41519296e-09, -1.42448642e-09]],\n",
       "\n",
       "         [[ 3.14921422e-10,  3.14894555e-10,  3.14920756e-10, ...,\n",
       "            3.14894222e-10,  3.14921089e-10,  3.14921311e-10],\n",
       "          [ 7.17720328e-10,  7.00463132e-10,  6.76153467e-10, ...,\n",
       "            7.27342964e-10,  7.33182515e-10,  7.32081173e-10],\n",
       "          [ 9.00215680e-10,  7.58033747e-10,  6.46359077e-10, ...,\n",
       "            1.28039057e-09,  1.17679300e-09,  1.05751219e-09],\n",
       "          ...,\n",
       "          [-1.15066756e-09, -1.15168408e-09, -1.09738796e-09, ...,\n",
       "           -9.77436354e-10, -9.03854769e-10, -9.43636280e-10],\n",
       "          [-2.23559304e-09, -2.26266739e-09, -2.37785214e-09, ...,\n",
       "           -2.15257123e-09, -2.27349983e-09, -2.34436714e-09],\n",
       "          [-1.11052678e-09, -1.10439835e-09, -1.10262710e-09, ...,\n",
       "           -1.10725806e-09, -1.11153331e-09, -1.11253406e-09]],\n",
       "\n",
       "         ...,\n",
       "\n",
       "         [[ 8.17518719e-10,  8.17520829e-10,  8.17518608e-10, ...,\n",
       "            8.17520829e-10,  8.17518275e-10,  8.17518275e-10],\n",
       "          [ 9.97539829e-10,  9.59213375e-10,  9.87360527e-10, ...,\n",
       "            1.02144670e-09,  9.93143345e-10,  1.00811037e-09],\n",
       "          [ 2.71846812e-09,  2.60134891e-09,  2.53376808e-09, ...,\n",
       "            3.05049763e-09,  2.89724245e-09,  2.81343215e-09],\n",
       "          ...,\n",
       "          [-2.33010367e-09, -2.39064257e-09, -2.41981191e-09, ...,\n",
       "           -1.97587990e-09, -2.04472839e-09, -2.20597807e-09],\n",
       "          [-1.02741060e-09, -1.20933397e-09, -1.31160927e-09, ...,\n",
       "           -6.33997299e-10, -7.82486964e-10, -9.06712927e-10],\n",
       "          [-5.05825826e-10, -5.05793629e-10, -5.05748332e-10, ...,\n",
       "           -5.05917752e-10, -5.05915976e-10, -5.05918640e-10]],\n",
       "\n",
       "         [[ 4.76362949e-10,  4.76298223e-10,  4.76361395e-10, ...,\n",
       "            4.76298334e-10,  4.76366280e-10,  4.76369000e-10],\n",
       "          [ 3.36815853e-10,  2.76645096e-10,  2.12955598e-10, ...,\n",
       "            5.04215780e-10,  4.36742420e-10,  3.81753962e-10],\n",
       "          [-3.06451198e-10, -3.75618425e-10, -3.89683896e-10, ...,\n",
       "           -1.55738089e-10, -2.30161556e-10, -2.85050095e-10],\n",
       "          ...,\n",
       "          [ 6.83969770e-10,  6.15548057e-10,  7.01624980e-10, ...,\n",
       "            1.06362963e-09,  8.83852547e-10,  7.45823847e-10],\n",
       "          [ 2.22519203e-09,  2.20169660e-09,  2.07975237e-09, ...,\n",
       "            2.24234609e-09,  2.27176766e-09,  2.23336416e-09],\n",
       "          [ 1.41828971e-09,  1.41828393e-09,  1.41828660e-09, ...,\n",
       "            1.41835366e-09,  1.41832746e-09,  1.41828793e-09]],\n",
       "\n",
       "         [[-1.53457824e-09, -1.53381363e-09, -1.53453139e-09, ...,\n",
       "           -1.53380653e-09, -1.53457336e-09, -1.53457425e-09],\n",
       "          [-2.69894440e-10, -2.77541989e-10, -2.73699730e-10, ...,\n",
       "           -3.52341489e-10, -3.34136940e-10, -2.93770230e-10],\n",
       "          [ 2.23043051e-09,  2.05445150e-09,  1.87693749e-09, ...,\n",
       "            2.68808620e-09,  2.53592791e-09,  2.38163045e-09],\n",
       "          ...,\n",
       "          [-1.99014671e-09, -1.76628179e-09, -1.57183777e-09, ...,\n",
       "           -2.46742804e-09, -2.35352760e-09, -2.16537455e-09],\n",
       "          [-3.49021501e-09, -3.51443963e-09, -3.52457263e-09, ...,\n",
       "           -3.50539175e-09, -3.55287200e-09, -3.53100682e-09],\n",
       "          [-6.15552054e-10, -6.15433926e-10, -6.15464124e-10, ...,\n",
       "           -6.15761220e-10, -6.15727469e-10, -6.15644424e-10]]],\n",
       "\n",
       "\n",
       "        [[[ 3.80511622e-10,  3.80484866e-10,  3.80509513e-10, ...,\n",
       "            3.80485532e-10,  3.80525611e-10,  3.80525611e-10],\n",
       "          [ 1.18685284e-10,  9.46223100e-11,  6.85955737e-11, ...,\n",
       "            2.17399765e-10,  1.89044003e-10,  1.54764090e-10],\n",
       "          [-3.05232506e-11, -5.43841638e-11, -7.62431229e-11, ...,\n",
       "            7.81610332e-11,  4.63756811e-11, -5.37470068e-12],\n",
       "          ...,\n",
       "          [-1.93255434e-09, -2.03174144e-09, -1.99746619e-09, ...,\n",
       "           -1.85267668e-09, -1.81651172e-09, -1.86665972e-09],\n",
       "          [-1.10942500e-09, -1.13235332e-09, -1.21001342e-09, ...,\n",
       "           -1.18121579e-09, -1.26643562e-09, -1.26048483e-09],\n",
       "          [ 4.71700012e-10,  4.71796824e-10,  4.71799710e-10, ...,\n",
       "            4.71572115e-10,  4.71536810e-10,  4.71650941e-10]],\n",
       "\n",
       "         [[-3.58446495e-10, -3.58409302e-10, -3.58445496e-10, ...,\n",
       "           -3.58409968e-10, -3.58445051e-10, -3.58445496e-10],\n",
       "          [-3.95414035e-10, -4.20289137e-10, -4.35794956e-10, ...,\n",
       "           -3.41215833e-10, -3.62648800e-10, -3.72770481e-10],\n",
       "          [-7.00536851e-10, -6.54444055e-10, -6.00167804e-10, ...,\n",
       "           -7.69667552e-10, -7.31612437e-10, -7.19907578e-10],\n",
       "          ...,\n",
       "          [ 1.26301813e-09,  1.62487135e-09,  1.89806215e-09, ...,\n",
       "            5.32001110e-11,  5.50677282e-10,  9.35350464e-10],\n",
       "          [ 2.95018676e-09,  2.65864841e-09,  2.39940245e-09, ...,\n",
       "            1.96053884e-09,  2.51835619e-09,  2.68914091e-09],\n",
       "          [ 7.68154429e-10,  7.69191821e-10,  7.75569831e-10, ...,\n",
       "            7.72185205e-10,  7.72699238e-10,  7.70919328e-10]],\n",
       "\n",
       "         [[ 6.28143093e-10,  6.28139984e-10,  6.28143093e-10, ...,\n",
       "            6.28139984e-10,  6.28143315e-10,  6.28143537e-10],\n",
       "          [ 1.06956310e-09,  1.02974229e-09,  9.97967264e-10, ...,\n",
       "            1.21888311e-09,  1.16995302e-09,  1.11889731e-09],\n",
       "          [ 1.03338726e-09,  1.01990372e-09,  9.98047867e-10, ...,\n",
       "            1.18761556e-09,  1.14327803e-09,  1.08960529e-09],\n",
       "          ...,\n",
       "          [ 1.00251762e-09,  1.09557563e-09,  1.15147625e-09, ...,\n",
       "            1.19457466e-09,  1.06832854e-09,  9.40577838e-10],\n",
       "          [ 1.05470122e-09,  1.19218946e-09,  1.22174404e-09, ...,\n",
       "            6.21501073e-10,  8.14484036e-10,  1.07455644e-09],\n",
       "          [ 2.51418841e-09,  2.50528087e-09,  2.52449395e-09, ...,\n",
       "            2.50921639e-09,  2.51964982e-09,  2.51939092e-09]],\n",
       "\n",
       "         ...,\n",
       "\n",
       "         [[-6.64186817e-10, -6.64066691e-10, -6.64186817e-10, ...,\n",
       "           -6.64058919e-10, -6.64186317e-10, -6.64186373e-10],\n",
       "          [-1.53318913e-10, -1.50648272e-10, -1.53600077e-10, ...,\n",
       "           -2.24715746e-10, -2.03580597e-10, -1.73345838e-10],\n",
       "          [-8.89175400e-11, -9.13549236e-11, -7.95675748e-11, ...,\n",
       "           -9.75274306e-11, -1.07640341e-10, -1.08603349e-10],\n",
       "          ...,\n",
       "          [ 2.21796981e-09,  2.25498020e-09,  2.28361063e-09, ...,\n",
       "            1.76825354e-09,  1.91250482e-09,  2.13645368e-09],\n",
       "          [-1.06201714e-10, -6.49658105e-11,  5.25597343e-11, ...,\n",
       "            1.54344537e-10,  9.29296640e-11,  1.14446230e-11],\n",
       "          [ 1.73671655e-09,  1.73674541e-09,  1.73675940e-09, ...,\n",
       "            1.73663128e-09,  1.73666792e-09,  1.73669923e-09]],\n",
       "\n",
       "         [[ 3.47775142e-11,  3.48264750e-11,  3.47640805e-11, ...,\n",
       "            3.48450158e-11,  3.47837315e-11,  3.47850637e-11],\n",
       "          [-2.47294185e-10, -2.61317856e-10, -2.87206980e-10, ...,\n",
       "           -2.16312301e-10, -2.27787678e-10, -2.34490205e-10],\n",
       "          [-1.08183629e-09, -1.00211661e-09, -9.34720412e-10, ...,\n",
       "           -1.27279665e-09, -1.21386290e-09, -1.13211307e-09],\n",
       "          ...,\n",
       "          [ 2.70525780e-09,  2.96481151e-09,  3.16282245e-09, ...,\n",
       "            2.29243913e-09,  2.42939535e-09,  2.57095722e-09],\n",
       "          [ 1.87231164e-09,  1.84222815e-09,  2.02300265e-09, ...,\n",
       "            1.58514601e-09,  1.60010516e-09,  1.71980119e-09],\n",
       "          [ 1.11917942e-09,  1.11935972e-09,  1.11942855e-09, ...,\n",
       "            1.11917364e-09,  1.11916609e-09,  1.11913789e-09]],\n",
       "\n",
       "         [[-6.88545665e-10, -6.88716306e-10, -6.88547663e-10, ...,\n",
       "           -6.88716861e-10, -6.88543778e-10, -6.88554214e-10],\n",
       "          [-5.95405447e-10, -5.55296087e-10, -5.30478661e-10, ...,\n",
       "           -6.98223701e-10, -6.63241739e-10, -6.26673158e-10],\n",
       "          [-4.13958312e-11,  1.37456158e-11,  2.83408297e-11, ...,\n",
       "           -1.58732805e-10, -1.24773580e-10, -8.76159145e-11],\n",
       "          ...,\n",
       "          [-1.05045173e-09, -1.46784007e-09, -1.80294979e-09, ...,\n",
       "            1.66711089e-10, -2.77488255e-10, -6.33891606e-10],\n",
       "          [-9.31463351e-10, -1.29851996e-09, -1.65112013e-09, ...,\n",
       "           -9.53250812e-11, -4.07597955e-10, -6.52355503e-10],\n",
       "          [-1.24535937e-11, -1.24540378e-11, -1.24553701e-11, ...,\n",
       "           -1.24291688e-11, -1.24291688e-11, -1.24282806e-11]]]]])"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# anomaly from climatology of previous 5 years\n",
    "das = np.zeros((ens.size, t_starts.size, nmonths, lats.size, lons.size))\n",
    "for i in ens:\n",
    "    ifile = f'data/PRECT/b.e11.BLMTRC5CN.f19_g16.VOLC_GRA.{i:03d}.cam.h0.PRECT.085001-200512.nc'\n",
    "    # print(ifile)\n",
    "    ds = xr.open_dataset(ifile)\n",
    "    da = ds[data_name]\n",
    "    for itime in range(t_starts.size):# t0,t1 in zip(t_starts, t_ends):\n",
    "        t0, t1 = t_starts[itime], t_ends[itime]\n",
    "        da_ = da.sel(time=slice(t0, t1)) \\\n",
    "            .pipe(lambda x: x.groupby('time.month') \n",
    "                  - x.isel(time=slice(0,60)).groupby('time.month').mean('time') )\n",
    "        das[i-1, itime, :, :, :] = da_.data\n",
    "das"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-13T16:13:58.193294Z",
     "start_time": "2019-03-13T16:13:58.169280Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<xarray.DataArray (ien: 5, volc: 52, month: 120, lat: 96, lon: 144)>\n",
       "array([[[[[ 2.138065e-09, ...,  2.138056e-09],\n",
       "          ...,\n",
       "          [-1.037582e-09, ..., -1.037572e-09]],\n",
       "\n",
       "         ...,\n",
       "\n",
       "         [[-3.870446e-10, ..., -3.870458e-10],\n",
       "          ...,\n",
       "          [-1.814498e-09, ..., -1.814308e-09]]],\n",
       "\n",
       "\n",
       "        ...,\n",
       "\n",
       "\n",
       "        [[[ 3.732530e-10, ...,  3.732472e-10],\n",
       "          ...,\n",
       "          [ 6.393663e-11, ...,  6.322520e-11]],\n",
       "\n",
       "         ...,\n",
       "\n",
       "         [[ 2.110914e-10, ...,  2.110935e-10],\n",
       "          ...,\n",
       "          [-7.984355e-10, ..., -7.984193e-10]]]],\n",
       "\n",
       "\n",
       "\n",
       "       ...,\n",
       "\n",
       "\n",
       "\n",
       "       [[[[ 3.918524e-10, ...,  3.918830e-10],\n",
       "          ...,\n",
       "          [-3.274011e-09, ..., -3.274123e-09]],\n",
       "\n",
       "         ...,\n",
       "\n",
       "         [[ 5.546493e-10, ...,  5.546493e-10],\n",
       "          ...,\n",
       "          [ 1.762162e-09, ...,  1.762115e-09]]],\n",
       "\n",
       "\n",
       "        ...,\n",
       "\n",
       "\n",
       "        [[[ 3.805116e-10, ...,  3.805256e-10],\n",
       "          ...,\n",
       "          [ 4.717000e-10, ...,  4.716509e-10]],\n",
       "\n",
       "         ...,\n",
       "\n",
       "         [[-6.885457e-10, ..., -6.885542e-10],\n",
       "          ...,\n",
       "          [-1.245359e-11, ..., -1.242828e-11]]]]])\n",
       "Coordinates:\n",
       "  * ien      (ien) int64 1 2 3 4 5\n",
       "  * volc     (volc) object 0870-04-01 00:00:00 ... 1991-06-01 00:00:00\n",
       "  * month    (month) int64 -60 -59 -58 -57 -56 -55 -54 ... 53 54 55 56 57 58 59\n",
       "  * lat      (lat) float64 -90.0 -88.11 -86.21 -84.32 ... 84.32 86.21 88.11 90.0\n",
       "  * lon      (lon) float64 0.0 2.5 5.0 7.5 10.0 ... 350.0 352.5 355.0 357.5"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# ndarray to DataArray\n",
    "da = xr.DataArray(das, dims=['ien', 'volc', 'month', 'lat', 'lon'],\n",
    "                 coords={'ien': ens,\n",
    "                        'volc': volcs['t_erupt_start'].values,\n",
    "                        'month': range(-60, 60),\n",
    "                        'lat': lats,\n",
    "                        'lon': lons})\n",
    "da"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2019-03-13T16:14:00.765301Z",
     "start_time": "2019-03-13T16:13:58.194625Z"
    }
   },
   "outputs": [],
   "source": [
    "# to netcdf\n",
    "da.pipe(lambda x: x*data_scale) \\\n",
    "    .assign_attrs(long_name=data_long_name, units=data_units_new) \\\n",
    "    .to_dataset(name=data_name_new) \\\n",
    "    .to_netcdf(f'data/{data_name_new}.nc',\n",
    "              encoding={'ien': {'dtype': 'int32'},\n",
    "                       'volc': {'dtype': 'int32'},\n",
    "                       'month': {'dtype': 'int32'},\n",
    "                        data_name_new: {'dtype': 'float32'}\n",
    "                       })"
   ]
  },
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     "end_time": "2019-03-13T16:14:00.770353Z",
     "start_time": "2019-03-13T16:14:00.766691Z"
    }
   },
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