Hamiltonian_model.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f78265a0",
   "metadata": {},
   "outputs": [],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "f02d6531",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import json\n",
    "from equistore import Labels, TensorBlock, TensorMap\n",
    "from utils.builder import TensorBuilder\n",
    "import ase.io\n",
    "from itertools import product\n",
    "from utils.clebsh_gordan import ClebschGordanReal\n",
    "from utils.hamiltonians import fix_pyscf_l1, dense_to_blocks, blocks_to_dense, couple_blocks, decouple_blocks\n",
    "import matplotlib.pyplot as plt\n",
    "from utils.librascal import  RascalSphericalExpansion, RascalPairExpansion\n",
    "from rascal.representations import SphericalExpansion\n",
    "import copy\n",
    "from utils.pair_features import *"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2f378477",
   "metadata": {},
   "source": [
    "## Manipulate Hamiltonian into blocks"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "3472f629",
   "metadata": {},
   "outputs": [],
   "source": [
    "frames = ase.io.read(\"data/hamiltonian/water-hamiltonian/water_coords_1000.xyz\",\":100\")\n",
    "for f in frames:\n",
    "    f.cell = [100,100,100]\n",
    "    f.positions += 50"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "c4aee68d",
   "metadata": {},
   "outputs": [],
   "source": [
    "#jorbs = json.load(open('data/water-hamiltonian/water_orbs.json', \"r\"))\n",
    "jorbs = json.loads(json.load(open('data/hamiltonian/water-hamiltonian/water_orbs.json', \"r\")))\n",
    "orbs = {}\n",
    "zdic = {\"O\" : 8, \"H\":1}\n",
    "for k in jorbs:\n",
    "    orbs[zdic[k]] = jorbs[k]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "7d51cf3e",
   "metadata": {},
   "outputs": [],
   "source": [
    "hams = np.load(\"data/hamiltonian/water-hamiltonian/water_saph_orthogonal.npy\", allow_pickle=True)\n",
    "for i, f in enumerate(frames):\n",
    "    hams[i] = fix_pyscf_l1(hams[i], f, orbs)\n",
    "\n",
    "blocks = dense_to_blocks(hams, frames, orbs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "292ca2f4",
   "metadata": {},
   "outputs": [],
   "source": [
    "cg = ClebschGordanReal(4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "2819f669",
   "metadata": {},
   "outputs": [],
   "source": [
    "coupled = couple_blocks(blocks, cg)\n",
    "\n",
    "fock_bc = coupled"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "256ab19e",
   "metadata": {},
   "source": [
    "## Feature computation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "abe5e91b",
   "metadata": {},
   "outputs": [],
   "source": [
    "rascal_hypers = {\n",
    "    \"interaction_cutoff\": 3.5,\n",
    "    \"cutoff_smooth_width\": 0.5,\n",
    "    \"max_radial\": 3,\n",
    "    \"max_angular\": 2,\n",
    "    \"gaussian_sigma_type\": \"Constant\",\n",
    "    \"compute_gradients\":  False,\n",
    "}\n",
    "\n",
    "spex = RascalSphericalExpansion(rascal_hypers)\n",
    "rhoi = spex.compute(frames)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "6e310046",
   "metadata": {},
   "outputs": [],
   "source": [
    "pairs = RascalPairExpansion(rascal_hypers)\n",
    "gij = pairs.compute(frames)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "172cecae",
   "metadata": {},
   "outputs": [],
   "source": [
    "rho0ij = rho0ij_builder(rascal_hypers, frames)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "2d31a0f1",
   "metadata": {},
   "outputs": [],
   "source": [
    "total_species = sorted(set(rhoi.keys['species_center']))\n",
    "# total_species = list(np.sort(np.asarray(total_species)))\n",
    "lmax=rascal_hypers[\"max_angular\"]\n",
    "nmax=rascal_hypers[\"max_radial\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "fc532c11",
   "metadata": {},
   "outputs": [],
   "source": [
    "blocks = []\n",
    "for l in range(lmax+1):\n",
    "    for sp_i in total_species:\n",
    "        for sp_k in total_species:\n",
    "            n_selected = nmax#len(np.where(opt_eva[l] > sel_thresh)[0])    \n",
    "            de_block = rhoi.block(species_center = sp_i, species_neighbor=sp_k, spherical_harmonics_l = l)\n",
    "            block = TensorBlock(\n",
    "                values = de_block.values,\n",
    "                samples = de_block.samples,\n",
    "                components = [Labels([\"m\"],np.asarray(range(-l,l+1), dtype=np.int32).reshape(-1,1))],\n",
    "                properties = Labels([\"n\"], np.asarray([[n] for n in range(nmax)], dtype=np.int32))\n",
    "            )\n",
    "            \n",
    "            blocks.append( block )\n",
    "\n",
    "acdc_nu1 = TensorMap(\n",
    "    keys = Labels(names=[\"L\", \"nu\", \"sigma\",\"species_i\", \"species_neighbor\"], \n",
    "                        values=np.asarray([[ l, 1, 1, sp_i, sp_k] for l in range(rascal_hypers[\"max_angular\"]+1) \n",
    "                                                        for sp_i in total_species\n",
    "                                                        for sp_k in total_species], dtype=np.int32)\n",
    "                                     ), \n",
    "                      blocks = blocks\n",
    "                     )\n",
    "#move neighbor species to features  \n",
    "# acdc_nu1.sparse_to_features('species_neighbor')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "b51756a8",
   "metadata": {},
   "outputs": [],
   "source": [
    "rho1 = acdc_nu1.keys_to_properties(\"species_neighbor\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "1abed093",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/guillaume/code/equistore-examples/utils/pair_features.py:229: FutureWarning: elementwise == comparison failed and returning scalar instead; this will raise an error or perform elementwise comparison in the future.\n",
      "  if i not in new_sparse_labels:\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(0, 0, 1, 1, 1, 1) done\n",
      "(0, 1, 1, 1, 1, 1) done\n",
      "(0, 1, 1, -1, 1, 1) done\n",
      "(0, 2, 1, 1, 1, 1) done\n",
      "(0, 2, 1, -1, 1, 1) done\n",
      "(1, 0, 1, 1, 1, 1) done\n",
      "(-1, 0, 1, 1, 1, 1) done\n",
      "(1, 1, 1, 1, 1, 1) done\n",
      "(1, 1, 1, -1, 1, 1) done\n",
      "(-1, 1, 1, 1, 1, 1) done\n",
      "(-1, 1, 1, -1, 1, 1) done\n",
      "(1, 2, 1, 1, 1, 1) done\n",
      "(1, 2, 1, -1, 1, 1) done\n",
      "(-1, 2, 1, 1, 1, 1) done\n",
      "(-1, 2, 1, -1, 1, 1) done\n",
      "(2, 0, 1, 1, 1, 8) done\n",
      "(2, 1, 1, 1, 1, 8) done\n",
      "(2, 1, 1, -1, 1, 8) done\n",
      "(2, 2, 1, 1, 1, 8) done\n",
      "(2, 2, 1, -1, 1, 8) done\n",
      "(0, 0, 1, 1, 8, 8) done\n",
      "(0, 1, 1, 1, 8, 8) done\n",
      "(0, 1, 1, -1, 8, 8) done\n",
      "(0, 2, 1, 1, 8, 8) done\n",
      "(0, 2, 1, -1, 8, 8) done\n"
     ]
    }
   ],
   "source": [
    "rho1ij=tensor_g_rho_nu(rho0ij, acdc_nu1, rascal_hypers, cg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "2f379d11",
   "metadata": {},
   "outputs": [],
   "source": [
    "feats = rho1ij"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "58c5b336",
   "metadata": {},
   "source": [
    "## Testing model on one structure"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "fc2f3c3e",
   "metadata": {},
   "outputs": [],
   "source": [
    "from utils.Hamiltonian_model_utils import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "a168fdae",
   "metadata": {},
   "outputs": [],
   "source": [
    "FR = Fock_regression(jorbs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "5b25f190",
   "metadata": {},
   "outputs": [],
   "source": [
    "FR.fit(feats, fock_bc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "f62715c2",
   "metadata": {},
   "outputs": [],
   "source": [
    "pred = FR.predict(feats)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "5d2e993c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Labels([(0, 8, 2, 0, 8, 2, 0, 0), (0, 8, 2, 0, 8, 2, 1, 1),\n",
       "        (0, 8, 2, 1, 8, 2, 1, 0), (0, 8, 2, 1, 8, 2, 1, 2),\n",
       "        (2, 1, 1, 0, 8, 2, 0, 0), (2, 1, 1, 0, 8, 2, 1, 1),\n",
       "        (0, 1, 1, 0, 1, 1, 0, 0), (1, 1, 1, 0, 1, 1, 0, 0)],\n",
       "       dtype=[('block_type', '<i4'), ('a_i', '<i4'), ('n_i', '<i4'), ('l_i', '<i4'), ('a_j', '<i4'), ('n_j', '<i4'), ('l_j', '<i4'), ('L', '<i4')])"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pred.keys"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "3ccb5e78",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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      "  [-1.22578815e-01]]\n",
      "\n",
      " [[ 3.95059561e-08]\n",
      "  [-3.91088979e-02]\n",
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      "\n",
      " [[-1.49181921e-01]\n",
      "  [ 1.94293439e-02]\n",
      "  [-1.21056852e-09]]\n",
      "\n",
      " [[ 3.72539833e-08]\n",
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      "\n",
      " [[ 5.58504817e-08]\n",
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      "\n",
      " [[ 5.07213444e-08]\n",
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      "\n",
      " [[-8.67638358e-02]\n",
      "  [ 1.22901584e-01]\n",
      "  [-7.27686546e-08]]\n",
      "\n",
      " [[ 4.91575504e-08]\n",
      "  [-8.11135044e-02]\n",
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      "\n",
      " [[ 4.48688268e-08]\n",
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      "\n",
      " [[ 5.18417439e-08]\n",
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      "\n",
      " [[ 3.88446056e-08]\n",
      "  [-6.34306614e-02]\n",
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      "\n",
      " [[ 4.19800463e-08]\n",
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      "\n",
      " [[ 4.53326447e-08]\n",
      "  [-1.18770930e-01]\n",
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      "\n",
      " [[ 4.24400767e-08]\n",
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      "\n",
      " [[ 4.93030357e-08]\n",
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      "  [-1.17236382e-01]]\n",
      "\n",
      " [[ 4.45827947e-08]\n",
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      "\n",
      " [[ 3.90261505e-08]\n",
      "  [-5.27482465e-02]\n",
      "  [-1.08770453e-01]]\n",
      "\n",
      " [[ 5.10192042e-08]\n",
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      "\n",
      " [[ 5.66125601e-08]\n",
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      "\n",
      " [[ 4.33355086e-08]\n",
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      "\n",
      " [[ 5.41236381e-08]\n",
      "  [-7.31000960e-02]\n",
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      "\n",
      " [[ 3.43732292e-08]\n",
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      "\n",
      " [[ 5.32018244e-08]\n",
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      "\n",
      " [[ 5.19445338e-08]\n",
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      "\n",
      " [[ 5.12722747e-08]\n",
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      "  [-1.10454853e-01]]\n",
      "\n",
      " [[ 4.06576439e-08]\n",
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      "  [-1.07167994e-01]]\n",
      "\n",
      " [[ 4.07140910e-08]\n",
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      "  [-1.14852130e-01]]\n",
      "\n",
      " [[ 5.34717027e-08]\n",
      "  [-1.09253562e-01]\n",
      "  [-1.15070346e-01]]\n",
      "\n",
      " [[-7.02432135e-02]\n",
      "  [ 1.33036202e-01]\n",
      "  [-6.88933494e-08]]\n",
      "\n",
      " [[ 2.91146476e-08]\n",
      "  [-1.14581099e-01]\n",
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      "\n",
      " [[ 4.19657310e-08]\n",
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      "  [-1.08272080e-01]]\n",
      "\n",
      " [[ 5.17683344e-08]\n",
      "  [-1.23211316e-01]\n",
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      "\n",
      " [[ 3.56321424e-08]\n",
      "  [-1.25953278e-01]\n",
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      "\n",
      " [[ 5.08238927e-08]\n",
      "  [-6.56872792e-02]\n",
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      "\n",
      " [[ 5.33877743e-08]\n",
      "  [-1.08609644e-01]\n",
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      "\n",
      " [[ 5.25131138e-08]\n",
      "  [-1.20871579e-01]\n",
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      "\n",
      " [[ 4.66258587e-08]\n",
      "  [-1.16034291e-01]\n",
      "  [-1.01822640e-01]]\n",
      "\n",
      " [[ 4.21907029e-08]\n",
      "  [-1.12753114e-01]\n",
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      "\n",
      " [[ 5.04867363e-08]\n",
      "  [-3.46441596e-02]\n",
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      "\n",
      " [[ 4.97526180e-08]\n",
      "  [-9.45083293e-02]\n",
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      "\n",
      " [[ 5.17732777e-08]\n",
      "  [-4.85066135e-02]\n",
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      "\n",
      " [[-1.50441799e-01]\n",
      "  [ 6.24444753e-08]\n",
      "  [-6.13012402e-16]]\n",
      "\n",
      " [[ 3.87058230e-08]\n",
      "  [-1.17019789e-01]\n",
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      "\n",
      " [[ 4.70746971e-08]\n",
      "  [-8.68831872e-02]\n",
      "  [-1.16940398e-01]]\n",
      "\n",
      " [[ 4.48236687e-08]\n",
      "  [-7.40037671e-02]\n",
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      "\n",
      " [[ 4.96568336e-08]\n",
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      "\n",
      " [[ 4.95020098e-08]\n",
      "  [-9.17673398e-02]\n",
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      "\n",
      " [[ 4.54933967e-08]\n",
      "  [-2.63209480e-02]\n",
      "  [-1.31035467e-01]]\n",
      "\n",
      " [[ 4.55417039e-08]\n",
      "  [-1.05014561e-01]\n",
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      "\n",
      " [[ 4.78226443e-08]\n",
      "  [-4.80131989e-02]\n",
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      "\n",
      " [[ 4.50963944e-08]\n",
      "  [-1.01731909e-01]\n",
      "  [-1.03671679e-01]]\n",
      "\n",
      " [[ 4.93393304e-08]\n",
      "  [-6.76890749e-02]\n",
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      "\n",
      " [[ 3.12586225e-08]\n",
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      "\n",
      " [[ 4.61309980e-08]\n",
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      "\n",
      " [[ 4.91715974e-08]\n",
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      "\n",
      " [[ 5.10393463e-08]\n",
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      "\n",
      " [[ 5.33453903e-08]\n",
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      "\n",
      " [[ 3.04976897e-08]\n",
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      "\n",
      " [[ 4.75623995e-08]\n",
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      "\n",
      " [[ 4.24407214e-08]\n",
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      "\n",
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      "\n",
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      "\n",
      " [[ 3.55248191e-08]\n",
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      "\n",
      " [[ 3.48473143e-08]\n",
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      "\n",
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      "\n",
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      "\n",
      " [[ 4.44354207e-08]\n",
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      "\n",
      " [[ 3.59264460e-08]\n",
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      "  [-8.18995678e-02]]]\n",
      "[[[-0.64651424]]\n",
      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
      " [[-0.628602  ]]\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
      " [[-0.63583858]]\n",
      "\n",
      " [[-0.57032205]]\n",
      "\n",
      " [[-0.58329756]]]\n",
      "[[[-1.07035852e-08]\n",
      "  [-1.15190702e-15]\n",
      "  [-3.82237126e-02]\n",
      "  [ 1.13063712e-01]\n",
      "  [-1.71484862e-01]]\n",
      "\n",
      " [[ 1.22538778e-08]\n",
      "  [ 2.23855848e-16]\n",
      "  [-8.40543735e-02]\n",
      "  [ 1.39078661e-01]\n",
      "  [-1.21200268e-01]]\n",
      "\n",
      " [[ 3.05111283e-16]\n",
      "  [-1.14716937e-01]\n",
      "  [-3.32396866e-02]\n",
      "  [-2.41963282e-08]\n",
      "  [ 1.90206731e-01]]\n",
      "\n",
      " [[ 5.58537099e-08]\n",
      "  [ 5.60657758e-16]\n",
      "  [-1.88407111e-01]\n",
      "  [ 1.04976636e-01]\n",
      "  [-5.50870069e-02]]\n",
      "\n",
      " [[ 2.78512805e-08]\n",
      "  [-2.00775665e-16]\n",
      "  [-1.29112336e-01]\n",
      "  [ 1.27534447e-01]\n",
      "  [-1.26527049e-01]]\n",
      "\n",
      " [[ 1.64710008e-08]\n",
      "  [-4.16517799e-15]\n",
      "  [-9.97327775e-02]\n",
      "  [ 1.31198805e-01]\n",
      "  [-1.39608351e-01]]\n",
      "\n",
      " [[ 3.07749829e-08]\n",
      "  [ 2.39039960e-16]\n",
      "  [-1.36795360e-01]\n",
      "  [ 1.07325457e-01]\n",
      "  [-1.60278690e-01]]\n",
      "\n",
      " [[-1.00979760e-05]\n",
      "  [ 2.17485649e-05]\n",
      "  [ 2.17928174e-02]\n",
      "  [-1.08353345e-05]\n",
      "  [-2.21491543e-01]]\n",
      "\n",
      " [[-3.96726188e-09]\n",
      "  [-1.60188170e-16]\n",
      "  [-7.29245608e-02]\n",
      "  [ 9.95521414e-02]\n",
      "  [-1.80202442e-01]]\n",
      "\n",
      " [[ 2.79901527e-08]\n",
      "  [ 8.51668733e-18]\n",
      "  [-1.00577615e-01]\n",
      "  [ 1.31417151e-01]\n",
      "  [-1.54724497e-01]]\n",
      "\n",
      " [[ 3.26792614e-08]\n",
      "  [ 4.97301133e-17]\n",
      "  [-1.14100202e-01]\n",
      "  [ 1.33066531e-01]\n",
      "  [-1.45653157e-01]]\n",
      "\n",
      " [[ 4.25815298e-08]\n",
      "  [-1.34600593e-15]\n",
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      "  [ 1.45621062e-01]\n",
      "  [-1.22294578e-01]]\n",
      "\n",
      " [[ 3.03225955e-02]\n",
      "  [-1.13857584e-01]\n",
      "  [ 9.03314435e-02]\n",
      "  [-8.28538306e-02]\n",
      "  [ 1.50029954e-01]]\n",
      "\n",
      " [[ 3.96020240e-09]\n",
      "  [-1.64549187e-15]\n",
      "  [-7.26150963e-02]\n",
      "  [ 1.22559495e-01]\n",
      "  [-1.61267385e-01]]\n",
      "\n",
      " [[ 4.39918336e-08]\n",
      "  [-3.09684121e-17]\n",
      "  [-1.38730678e-01]\n",
      "  [ 1.35658212e-01]\n",
      "  [-1.25388002e-01]]\n",
      "\n",
      " [[ 4.11155879e-08]\n",
      "  [ 3.86440489e-15]\n",
      "  [-1.36186879e-01]\n",
      "  [ 1.32809462e-01]\n",
      "  [-1.35268080e-01]]\n",
      "\n",
      " [[-1.37221053e-08]\n",
      "  [ 1.16697565e-15]\n",
      "  [-3.37345422e-02]\n",
      "  [ 6.87095529e-02]\n",
      "  [-1.99904670e-01]]\n",
      "\n",
      " [[ 6.58887638e-16]\n",
      "  [-1.14733173e-01]\n",
      "  [-3.32639118e-02]\n",
      "  [-2.41997184e-08]\n",
      "  [ 1.90192666e-01]]\n",
      "\n",
      " [[ 1.98126657e-01]\n",
      "  [ 2.76454878e-02]\n",
      "  [ 1.89820951e-02]\n",
      "  [-4.22046020e-02]\n",
      "  [ 9.10135204e-02]]\n",
      "\n",
      " [[ 5.20836552e-08]\n",
      "  [ 5.52699062e-16]\n",
      "  [-1.58516363e-01]\n",
      "  [ 1.31332493e-01]\n",
      "  [-9.63860742e-02]]\n",
      "\n",
      " [[-4.12304890e-03]\n",
      "  [ 8.96191636e-02]\n",
      "  [ 9.02491550e-02]\n",
      "  [-3.51471994e-03]\n",
      "  [-1.85033999e-01]]\n",
      "\n",
      " [[ 1.27285960e-08]\n",
      "  [ 1.26933612e-16]\n",
      "  [-8.39880655e-02]\n",
      "  [ 1.34284657e-01]\n",
      "  [-1.40281619e-01]]\n",
      "\n",
      " [[-1.65897627e-08]\n",
      "  [-4.84449188e-16]\n",
      "  [-8.16278757e-02]\n",
      "  [ 6.42323116e-02]\n",
      "  [-1.90588752e-01]]\n",
      "\n",
      " [[ 5.28860626e-08]\n",
      "  [ 1.11890706e-15]\n",
      "  [-1.63772872e-01]\n",
      "  [ 1.30561236e-01]\n",
      "  [-9.46190679e-02]]\n",
      "\n",
      " [[ 1.38671354e-08]\n",
      "  [ 5.51697288e-16]\n",
      "  [-6.24080246e-02]\n",
      "  [ 1.42563821e-01]\n",
      "  [-1.29799618e-01]]\n",
      "\n",
      " [[ 4.46066648e-08]\n",
      "  [-6.21955771e-16]\n",
      "  [-1.59742126e-01]\n",
      "  [ 1.21737159e-01]\n",
      "  [-1.27060916e-01]]\n",
      "\n",
      " [[ 3.21513404e-10]\n",
      "  [-2.00931903e-15]\n",
      "  [-3.30801030e-02]\n",
      "  [ 1.20948804e-01]\n",
      "  [-1.74153871e-01]]\n",
      "\n",
      " [[ 2.32857865e-08]\n",
      "  [ 6.04695057e-16]\n",
      "  [-1.17138170e-01]\n",
      "  [ 1.12477068e-01]\n",
      "  [-1.65277048e-01]]\n",
      "\n",
      " [[ 2.84319964e-09]\n",
      "  [-1.87157864e-15]\n",
      "  [-1.09329910e-01]\n",
      "  [ 9.99508968e-02]\n",
      "  [-1.66743438e-01]]\n",
      "\n",
      " [[ 4.36537151e-08]\n",
      "  [ 1.47030837e-16]\n",
      "  [-1.49870811e-01]\n",
      "  [ 1.28366984e-01]\n",
      "  [-1.26791596e-01]]\n",
      "\n",
      " [[ 3.94564488e-08]\n",
      "  [ 9.07526393e-16]\n",
      "  [-1.53728271e-01]\n",
      "  [ 1.13433523e-01]\n",
      "  [-1.42024069e-01]]\n",
      "\n",
      " [[ 7.54415391e-09]\n",
      "  [-1.83577719e-16]\n",
      "  [-8.08222732e-02]\n",
      "  [ 1.00348299e-01]\n",
      "  [-1.83503970e-01]]\n",
      "\n",
      " [[-2.61117756e-09]\n",
      "  [-7.21327173e-16]\n",
      "  [-1.21579605e-01]\n",
      "  [ 9.17609854e-02]\n",
      "  [-1.59922568e-01]]\n",
      "\n",
      " [[ 5.02334829e-08]\n",
      "  [ 1.70131406e-15]\n",
      "  [-1.77356499e-01]\n",
      "  [ 1.15834751e-01]\n",
      "  [-1.10042822e-01]]\n",
      "\n",
      " [[-4.97438868e-03]\n",
      "  [-3.35106557e-02]\n",
      "  [-1.98747529e-01]\n",
      "  [-3.81943342e-02]\n",
      "  [ 9.13035985e-02]]\n",
      "\n",
      " [[ 3.44975603e-08]\n",
      "  [-6.76465465e-16]\n",
      "  [-6.26646504e-02]\n",
      "  [ 1.44669195e-01]\n",
      "  [-1.50730995e-01]]\n",
      "\n",
      " [[ 3.69529552e-08]\n",
      "  [-4.83855280e-17]\n",
      "  [-1.42002023e-01]\n",
      "  [ 1.23578721e-01]\n",
      "  [-8.00928845e-02]]\n",
      "\n",
      " [[-2.31319218e-08]\n",
      "  [-2.50735272e-16]\n",
      "  [-5.97237173e-02]\n",
      "  [ 9.24272587e-02]\n",
      "  [-1.73614001e-01]]\n",
      "\n",
      " [[-6.00562290e-02]\n",
      "  [-1.18995814e-01]\n",
      "  [-4.86697908e-02]\n",
      "  [-4.23974065e-02]\n",
      "  [ 1.68850233e-01]]\n",
      "\n",
      " [[ 3.21102305e-08]\n",
      "  [-4.39193998e-15]\n",
      "  [-1.35680961e-01]\n",
      "  [ 1.24813459e-01]\n",
      "  [-1.32354009e-01]]\n",
      "\n",
      " [[-6.61977944e-10]\n",
      "  [ 2.13783560e-15]\n",
      "  [-1.08103258e-01]\n",
      "  [ 8.06736512e-02]\n",
      "  [-1.79970232e-01]]\n",
      "\n",
      " [[-2.19142887e-08]\n",
      "  [-5.73634052e-16]\n",
      "  [-5.24801255e-02]\n",
      "  [ 1.00179686e-01]\n",
      "  [-1.69853863e-01]]\n",
      "\n",
      " [[ 4.47854017e-08]\n",
      "  [-3.16939290e-16]\n",
      "  [-1.57772953e-01]\n",
      "  [ 1.25039376e-01]\n",
      "  [-1.28518903e-01]]\n",
      "\n",
      " [[ 1.92839333e-08]\n",
      "  [ 8.17187416e-16]\n",
      "  [-1.30008356e-01]\n",
      "  [ 8.91455731e-02]\n",
      "  [-1.69615111e-01]]\n",
      "\n",
      " [[-4.77638408e-09]\n",
      "  [ 1.44122039e-16]\n",
      "  [-8.60344778e-02]\n",
      "  [ 8.87151227e-02]\n",
      "  [-1.82950123e-01]]\n",
      "\n",
      " [[ 3.96254317e-08]\n",
      "  [ 3.53435471e-15]\n",
      "  [-5.30382134e-02]\n",
      "  [ 1.56815036e-01]\n",
      "  [-1.34615410e-01]]\n",
      "\n",
      " [[ 3.34727842e-08]\n",
      "  [ 3.16648676e-15]\n",
      "  [-1.16080134e-01]\n",
      "  [ 1.36459149e-01]\n",
      "  [-1.29657204e-01]]\n",
      "\n",
      " [[ 1.70439240e-08]\n",
      "  [ 6.39241704e-16]\n",
      "  [-6.88145112e-02]\n",
      "  [ 1.27192323e-01]\n",
      "  [-1.68070276e-01]]\n",
      "\n",
      " [[ 5.49818219e-08]\n",
      "  [-1.35538592e-16]\n",
      "  [-1.68180170e-01]\n",
      "  [ 1.27510775e-01]\n",
      "  [-8.08337768e-02]]\n",
      "\n",
      " [[-1.21522067e-08]\n",
      "  [ 3.63733782e-16]\n",
      "  [-8.10786260e-02]\n",
      "  [ 1.00266967e-01]\n",
      "  [-1.69473184e-01]]\n",
      "\n",
      " [[ 2.77380537e-08]\n",
      "  [ 4.42813028e-16]\n",
      "  [-1.24331982e-01]\n",
      "  [ 1.32239894e-01]\n",
      "  [-9.89372631e-02]]\n",
      "\n",
      " [[ 3.30252946e-08]\n",
      "  [-3.26960462e-15]\n",
      "  [-7.61027390e-02]\n",
      "  [ 1.45173682e-01]\n",
      "  [-1.47111839e-01]]\n",
      "\n",
      " [[ 1.81653161e-08]\n",
      "  [-1.62359354e-15]\n",
      "  [-1.47532628e-01]\n",
      "  [ 1.06957237e-01]\n",
      "  [-1.28340242e-01]]\n",
      "\n",
      " [[ 4.88261727e-08]\n",
      "  [-2.54543686e-15]\n",
      "  [-1.73709370e-01]\n",
      "  [ 1.25775927e-01]\n",
      "  [-1.14296280e-01]]\n",
      "\n",
      " [[-2.14194313e-08]\n",
      "  [-9.29915186e-16]\n",
      "  [-2.59869533e-02]\n",
      "  [ 1.10364882e-01]\n",
      "  [-1.65590637e-01]]\n",
      "\n",
      " [[-1.92489729e-08]\n",
      "  [ 2.76305122e-16]\n",
      "  [-1.16627521e-01]\n",
      "  [ 8.02762850e-02]\n",
      "  [-1.60722443e-01]]\n",
      "\n",
      " [[ 4.09368081e-08]\n",
      "  [-4.47792885e-16]\n",
      "  [-9.78572282e-02]\n",
      "  [ 1.45107594e-01]\n",
      "  [-1.03387030e-01]]\n",
      "\n",
      " [[ 2.99285739e-08]\n",
      "  [-2.41237254e-16]\n",
      "  [-1.30699099e-01]\n",
      "  [ 1.14385145e-01]\n",
      "  [-1.57934246e-01]]\n",
      "\n",
      " [[ 3.44744836e-08]\n",
      "  [-1.54312619e-17]\n",
      "  [-1.49560689e-01]\n",
      "  [ 9.90669501e-02]\n",
      "  [-1.51230882e-01]]\n",
      "\n",
      " [[ 1.99494386e-09]\n",
      "  [ 2.62481467e-16]\n",
      "  [-9.64635781e-02]\n",
      "  [ 1.18979002e-01]\n",
      "  [-1.51416867e-01]]\n",
      "\n",
      " [[ 9.74470161e-02]\n",
      "  [ 6.29685186e-02]\n",
      "  [ 5.28752518e-02]\n",
      "  [ 5.14521065e-02]\n",
      "  [-1.77593385e-01]]\n",
      "\n",
      " [[ 3.14584671e-08]\n",
      "  [ 5.46879843e-16]\n",
      "  [-1.01631009e-01]\n",
      "  [ 1.22458686e-01]\n",
      "  [-1.57960398e-01]]\n",
      "\n",
      " [[ 3.11388247e-08]\n",
      "  [ 1.61129874e-15]\n",
      "  [-1.24349246e-01]\n",
      "  [ 1.22877569e-01]\n",
      "  [-1.53610454e-01]]\n",
      "\n",
      " [[-6.65608944e-09]\n",
      "  [ 1.84169443e-16]\n",
      "  [-2.03688917e-02]\n",
      "  [ 1.22336314e-01]\n",
      "  [-1.68241549e-01]]\n",
      "\n",
      " [[-6.80377001e-09]\n",
      "  [-1.28111472e-16]\n",
      "  [-7.70654224e-02]\n",
      "  [ 6.06887353e-02]\n",
      "  [-1.97574451e-01]]\n",
      "\n",
      " [[ 4.37593041e-08]\n",
      "  [ 2.34825955e-15]\n",
      "  [-1.54659488e-01]\n",
      "  [ 1.21991469e-01]\n",
      "  [-9.56215763e-02]]\n",
      "\n",
      " [[ 6.88565728e-09]\n",
      "  [-1.92397826e-16]\n",
      "  [-9.14723979e-02]\n",
      "  [ 1.25365268e-01]\n",
      "  [-1.48536302e-01]]\n",
      "\n",
      " [[-3.80198444e-09]\n",
      "  [ 4.41367021e-17]\n",
      "  [-3.46764601e-02]\n",
      "  [ 1.25350479e-01]\n",
      "  [-1.63076260e-01]]\n",
      "\n",
      " [[ 1.37605771e-08]\n",
      "  [ 2.90226539e-15]\n",
      "  [-7.29796466e-02]\n",
      "  [ 1.24996659e-01]\n",
      "  [-1.66902483e-01]]\n",
      "\n",
      " [[-1.12425738e-08]\n",
      "  [-1.31794540e-15]\n",
      "  [-9.60585449e-02]\n",
      "  [ 6.13260942e-02]\n",
      "  [-1.89901901e-01]]\n",
      "\n",
      " [[ 4.56642055e-08]\n",
      "  [ 1.88565081e-15]\n",
      "  [-1.80022822e-01]\n",
      "  [ 9.33962208e-02]\n",
      "  [-9.02658579e-02]]\n",
      "\n",
      " [[ 1.45266969e-08]\n",
      "  [-4.75165032e-16]\n",
      "  [-1.19058678e-01]\n",
      "  [ 1.12571551e-01]\n",
      "  [-1.54658643e-01]]\n",
      "\n",
      " [[ 2.38772622e-08]\n",
      "  [-1.94487135e-16]\n",
      "  [-1.55322865e-01]\n",
      "  [ 8.96431859e-02]\n",
      "  [-1.31844504e-01]]\n",
      "\n",
      " [[-5.98251284e-08]\n",
      "  [ 3.79796025e-16]\n",
      "  [ 8.46512633e-02]\n",
      "  [-1.93384839e-01]\n",
      "  [-7.66808444e-02]]\n",
      "\n",
      " [[ 1.81068830e-08]\n",
      "  [ 8.10596871e-16]\n",
      "  [-8.48402822e-02]\n",
      "  [ 1.13606624e-01]\n",
      "  [-1.75773079e-01]]\n",
      "\n",
      " [[ 3.62059474e-08]\n",
      "  [ 3.98034586e-15]\n",
      "  [-1.24407689e-01]\n",
      "  [ 1.34428735e-01]\n",
      "  [-1.31900709e-01]]\n",
      "\n",
      " [[ 4.24972669e-08]\n",
      "  [ 3.78713820e-16]\n",
      "  [-1.44480103e-01]\n",
      "  [ 1.30208954e-01]\n",
      "  [-1.23879648e-01]]\n",
      "\n",
      " [[-7.70426219e-09]\n",
      "  [ 1.12351584e-16]\n",
      "  [-9.22808605e-02]\n",
      "  [ 9.63207154e-02]\n",
      "  [-1.71783865e-01]]\n",
      "\n",
      " [[ 2.78853368e-08]\n",
      "  [ 5.04288264e-16]\n",
      "  [-1.19324391e-01]\n",
      "  [ 1.29462330e-01]\n",
      "  [-1.38685134e-01]]\n",
      "\n",
      " [[ 4.20166431e-08]\n",
      "  [-8.57915031e-16]\n",
      "  [-1.66676268e-01]\n",
      "  [ 9.38158079e-02]\n",
      "  [-1.24744321e-01]]\n",
      "\n",
      " [[ 2.57113296e-08]\n",
      "  [-1.22031976e-15]\n",
      "  [-9.46393498e-02]\n",
      "  [ 1.32404022e-01]\n",
      "  [-1.54549360e-01]]\n",
      "\n",
      " [[ 5.28563533e-08]\n",
      "  [ 3.30356465e-15]\n",
      "  [-1.72483381e-01]\n",
      "  [ 1.06552651e-01]\n",
      "  [-6.90083064e-02]]\n",
      "\n",
      " [[ 3.29669381e-08]\n",
      "  [ 2.92945578e-15]\n",
      "  [-7.90965328e-02]\n",
      "  [ 1.45681425e-01]\n",
      "  [-1.43631878e-01]]\n",
      "\n",
      " [[ 4.73400949e-08]\n",
      "  [ 4.38707063e-15]\n",
      "  [-1.42686383e-01]\n",
      "  [ 1.29774348e-01]\n",
      "  [-9.10152838e-02]]\n",
      "\n",
      " [[ 2.86561443e-08]\n",
      "  [-8.16425545e-16]\n",
      "  [-1.26837597e-01]\n",
      "  [ 1.06226550e-01]\n",
      "  [-1.66322859e-01]]\n",
      "\n",
      " [[ 3.00013292e-08]\n",
      "  [ 4.88866332e-16]\n",
      "  [-1.31481653e-01]\n",
      "  [ 1.20941152e-01]\n",
      "  [-1.46116904e-01]]\n",
      "\n",
      " [[ 5.30980800e-08]\n",
      "  [-3.50360950e-17]\n",
      "  [-1.86207932e-01]\n",
      "  [ 7.89382287e-02]\n",
      "  [-4.84645325e-02]]\n",
      "\n",
      " [[-1.88534961e-08]\n",
      "  [ 5.47440038e-15]\n",
      "  [-9.24838359e-02]\n",
      "  [ 8.85645062e-02]\n",
      "  [-1.68839752e-01]]\n",
      "\n",
      " [[ 3.09398879e-08]\n",
      "  [ 3.36491163e-17]\n",
      "  [-7.58232417e-02]\n",
      "  [ 1.47584167e-01]\n",
      "  [-1.16839820e-01]]\n",
      "\n",
      " [[ 5.17802837e-08]\n",
      "  [-1.16598774e-16]\n",
      "  [-1.96929138e-01]\n",
      "  [ 1.21218942e-01]\n",
      "  [-8.20942443e-02]]\n",
      "\n",
      " [[ 1.18585140e-08]\n",
      "  [ 2.01485780e-16]\n",
      "  [-1.06333129e-01]\n",
      "  [ 1.10795229e-01]\n",
      "  [-1.65029033e-01]]\n",
      "\n",
      " [[ 1.09270439e-08]\n",
      "  [-6.70473042e-16]\n",
      "  [-1.03808339e-01]\n",
      "  [ 9.84310201e-02]\n",
      "  [-1.77645009e-01]]\n",
      "\n",
      " [[ 2.58695478e-08]\n",
      "  [ 1.96885638e-15]\n",
      "  [-1.29353221e-01]\n",
      "  [ 1.16564956e-01]\n",
      "  [-1.50436865e-01]]\n",
      "\n",
      " [[-4.66243667e-08]\n",
      "  [-1.83264451e-15]\n",
      "  [-6.87664338e-02]\n",
      "  [ 6.08621611e-02]\n",
      "  [-1.63076131e-01]]\n",
      "\n",
      " [[ 5.21125945e-08]\n",
      "  [-1.62732512e-15]\n",
      "  [-1.74390910e-01]\n",
      "  [ 1.29810240e-01]\n",
      "  [-9.79795272e-02]]\n",
      "\n",
      " [[ 3.49326495e-09]\n",
      "  [ 2.35141516e-17]\n",
      "  [-2.43432067e-02]\n",
      "  [ 9.64987673e-02]\n",
      "  [-1.92175865e-01]]\n",
      "\n",
      " [[ 2.07492233e-08]\n",
      "  [-1.42663694e-15]\n",
      "  [-6.11030952e-02]\n",
      "  [ 1.18656570e-01]\n",
      "  [-1.74799246e-01]]\n",
      "\n",
      " [[ 1.62199968e-08]\n",
      "  [-2.37783027e-16]\n",
      "  [-1.38945840e-01]\n",
      "  [ 1.21612025e-01]\n",
      "  [-1.13438640e-01]]\n",
      "\n",
      " [[ 3.78008922e-08]\n",
      "  [ 1.45770383e-15]\n",
      "  [-1.51622475e-01]\n",
      "  [ 1.15147687e-01]\n",
      "  [-1.36396990e-01]]\n",
      "\n",
      " [[ 1.71799071e-08]\n",
      "  [ 4.26479999e-16]\n",
      "  [-7.73201468e-02]\n",
      "  [ 1.09919164e-01]\n",
      "  [-1.79028180e-01]]]\n",
      "[[[0.5016242 ]]\n",
      "\n",
      " [[0.39546057]]\n",
      "\n",
      " [[0.49008076]]\n",
      "\n",
      " [[0.48359994]]\n",
      "\n",
      " [[0.4339907 ]]\n",
      "\n",
      " [[0.43399162]]\n",
      "\n",
      " [[0.47032047]]\n",
      "\n",
      " [[0.50413005]]\n",
      "\n",
      " [[0.4276031 ]]\n",
      "\n",
      " [[0.46686465]]\n",
      "\n",
      " [[0.45759122]]\n",
      "\n",
      " [[0.44956668]]\n",
      "\n",
      " [[0.34716394]]\n",
      "\n",
      " [[0.34726923]]\n",
      "\n",
      " [[0.43539912]]\n",
      "\n",
      " [[0.43539943]]\n",
      "\n",
      " [[0.44429971]]\n",
      "\n",
      " [[0.36736764]]\n",
      "\n",
      " [[0.46629669]]\n",
      "\n",
      " [[0.37716941]]\n",
      "\n",
      " [[0.45604356]]\n",
      "\n",
      " [[0.39496088]]\n",
      "\n",
      " [[0.50819625]]\n",
      "\n",
      " [[0.42136858]]\n",
      "\n",
      " [[0.41229054]]\n",
      "\n",
      " [[0.44687179]]\n",
      "\n",
      " [[0.47136109]]\n",
      "\n",
      " [[0.41157473]]\n",
      "\n",
      " [[0.45241726]]\n",
      "\n",
      " [[0.41097901]]\n",
      "\n",
      " [[0.43867412]]\n",
      "\n",
      " [[0.38920933]]\n",
      "\n",
      " [[0.49613707]]\n",
      "\n",
      " [[0.2722658 ]]\n",
      "\n",
      " [[0.43399144]]\n",
      "\n",
      " [[0.43399116]]\n",
      "\n",
      " [[0.43399166]]\n",
      "\n",
      " [[0.43399099]]\n",
      "\n",
      " [[0.46422812]]\n",
      "\n",
      " [[0.45488586]]\n",
      "\n",
      " [[0.43399112]]\n",
      "\n",
      " [[0.43399147]]\n",
      "\n",
      " [[0.47954026]]\n",
      "\n",
      " [[0.44879132]]\n",
      "\n",
      " [[0.39734178]]\n",
      "\n",
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      "\n",
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      "\n",
      " [[0.2904191 ]]]\n",
      "[[[-2.88013738e-08]\n",
      "  [ 4.17477906e-01]\n",
      "  [-8.02669110e-02]]\n",
      "\n",
      " [[ 1.53251461e-07]\n",
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      "\n",
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      "\n",
      " [[ 1.71646947e-07]\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
      " [[ 1.42472598e-07]\n",
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      "\n",
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      "\n",
      " [[ 1.50009736e-07]\n",
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      "\n",
      " [[-1.17471842e-08]\n",
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      "\n",
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      "\n",
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      "\n",
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      "\n",
      " [[-2.48846344e-08]\n",
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      "  [-6.21606246e-02]]\n",
      "\n",
      " [[ 1.28744275e-07]\n",
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      "\n",
      " [[-2.10800292e-08]\n",
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      "\n",
      " [[ 1.12826960e-07]\n",
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      "\n",
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      "  [-2.35509645e-02]]\n",
      "\n",
      " [[ 1.14201777e-07]\n",
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      "\n",
      " [[-2.13119576e-08]\n",
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      "\n",
      " [[ 1.19773371e-07]\n",
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      "\n",
      " [[-3.56828716e-01]\n",
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      "\n",
      " [[ 2.67146966e-01]\n",
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      "\n",
      " [[-2.62198020e-08]\n",
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      "  [-6.40095068e-02]]\n",
      "\n",
      " [[ 1.46003002e-07]\n",
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      "\n",
      " [[-1.66408867e-08]\n",
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      "  [-9.62889621e-03]]\n",
      "\n",
      " [[ 1.06142104e-07]\n",
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      "\n",
      " [[-1.59459442e-08]\n",
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      "  [-7.25920494e-03]]\n",
      "\n",
      " [[ 1.00159815e-07]\n",
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      "\n",
      " [[-2.66229562e-08]\n",
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      "  [-6.08130436e-02]]\n",
      "\n",
      " [[ 1.02355085e-07]\n",
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      "\n",
      " [[-1.84185168e-01]\n",
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      "  [-1.23298370e-07]]\n",
      "\n",
      " [[ 3.95096413e-01]\n",
      "  [-1.55560296e-02]\n",
      "  [ 1.38960602e-09]]\n",
      "\n",
      " [[ 2.31722717e-01]\n",
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      "\n",
      " [[-3.19630656e-01]\n",
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      "\n",
      " [[-1.53892098e-08]\n",
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      "\n",
      " [[ 1.08216680e-07]\n",
      "  [-2.28696761e-01]\n",
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      "\n",
      " [[ 1.39956740e-01]\n",
      "  [-1.57912061e-01]\n",
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      "\n",
      " [[ 1.33781412e-01]\n",
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      "\n",
      " [[-2.60812652e-08]\n",
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      "  [-6.25414374e-02]]\n",
      "\n",
      " [[ 1.56237435e-07]\n",
      "  [-1.10797427e-01]\n",
      "  [ 3.99314374e-01]]\n",
      "\n",
      " [[-2.31319728e-08]\n",
      "  [ 3.83432866e-01]\n",
      "  [-6.95953305e-02]]\n",
      "\n",
      " [[ 1.18121043e-07]\n",
      "  [-1.34785885e-02]\n",
      "  [ 3.76632297e-01]]\n",
      "\n",
      " [[-1.43614026e-08]\n",
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      "  [-1.86890759e-03]]\n",
      "\n",
      " [[ 1.02406331e-07]\n",
      "  [-2.32940752e-01]\n",
      "  [ 3.02637754e-01]]\n",
      "\n",
      " [[-2.83681274e-08]\n",
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      "  [-6.86771034e-02]]\n",
      "\n",
      " [[ 1.67436582e-07]\n",
      "  [-1.23030438e-01]\n",
      "  [ 4.07068249e-01]]\n",
      "\n",
      " [[-1.19632909e-08]\n",
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      "  [-2.14311979e-04]]\n",
      "\n",
      " [[ 9.85563600e-08]\n",
      "  [-1.76409435e-01]\n",
      "  [ 3.23540630e-01]]\n",
      "\n",
      " [[-2.88814937e-08]\n",
      "  [ 4.17704361e-01]\n",
      "  [-6.53856544e-02]]\n",
      "\n",
      " [[ 1.39912011e-07]\n",
      "  [-7.75874058e-02]\n",
      "  [ 3.91936560e-01]]\n",
      "\n",
      " [[-1.70927230e-08]\n",
      "  [ 3.75412580e-01]\n",
      "  [-2.28053836e-02]]\n",
      "\n",
      " [[ 1.02878312e-07]\n",
      "  [-1.12019617e-01]\n",
      "  [ 3.50441153e-01]]\n",
      "\n",
      " [[-2.03788912e-08]\n",
      "  [ 3.80377383e-01]\n",
      "  [-5.58429434e-02]]\n",
      "\n",
      " [[ 1.31491174e-07]\n",
      "  [-6.30469539e-02]\n",
      "  [ 3.85720707e-01]]\n",
      "\n",
      " [[-1.45419150e-08]\n",
      "  [ 3.75305789e-01]\n",
      "  [-6.79443556e-03]]\n",
      "\n",
      " [[ 1.04554370e-07]\n",
      "  [-1.79000354e-01]\n",
      "  [ 3.29750272e-01]]\n",
      "\n",
      " [[-1.05685945e-08]\n",
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      "  [ 1.40406975e-04]]\n",
      "\n",
      " [[ 9.32699506e-08]\n",
      "  [-1.51521782e-01]\n",
      "  [ 3.27551383e-01]]\n",
      "\n",
      " [[-2.21392248e-08]\n",
      "  [ 3.89929360e-01]\n",
      "  [-3.91818638e-02]]\n",
      "\n",
      " [[ 1.03805357e-07]\n",
      "  [-7.79478675e-02]\n",
      "  [ 3.57778466e-01]]\n",
      "\n",
      " [[-1.85297034e-08]\n",
      "  [ 3.68427489e-01]\n",
      "  [-6.32265998e-02]]\n",
      "\n",
      " [[ 1.38281775e-07]\n",
      "  [-4.39661134e-02]\n",
      "  [ 3.93476711e-01]]\n",
      "\n",
      " [[-9.65434889e-09]\n",
      "  [ 3.52967679e-01]\n",
      "  [ 7.98129430e-03]]\n",
      "\n",
      " [[ 9.50698379e-08]\n",
      "  [-1.99940940e-01]\n",
      "  [ 3.07709823e-01]]\n",
      "\n",
      " [[ 1.66174068e-01]\n",
      "  [-3.57618840e-01]\n",
      "  [-2.89504654e-02]]\n",
      "\n",
      " [[ 2.52228598e-01]\n",
      "  [ 3.03126807e-01]\n",
      "  [ 2.89504374e-02]]\n",
      "\n",
      " [[-2.29908879e-08]\n",
      "  [ 4.03747695e-01]\n",
      "  [-1.41432554e-02]]\n",
      "\n",
      " [[ 9.26019087e-08]\n",
      "  [-1.66897210e-01]\n",
      "  [ 3.25441436e-01]]\n",
      "\n",
      " [[-2.14684566e-08]\n",
      "  [ 4.14078501e-01]\n",
      "  [-4.86892266e-02]]\n",
      "\n",
      " [[ 1.60611194e-07]\n",
      "  [-1.89898683e-01]\n",
      "  [ 3.80951676e-01]]\n",
      "\n",
      " [[-2.68529051e-08]\n",
      "  [ 4.05679623e-01]\n",
      "  [-9.12107342e-02]]\n",
      "\n",
      " [[ 1.53499453e-07]\n",
      "  [-6.87659676e-03]\n",
      "  [ 4.09163631e-01]]\n",
      "\n",
      " [[ 3.91035579e-01]\n",
      "  [ 1.78133107e-02]\n",
      "  [ 5.58311339e-02]]\n",
      "\n",
      " [[-1.47693732e-01]\n",
      "  [-3.62508873e-01]\n",
      "  [-5.58312178e-02]]\n",
      "\n",
      " [[-1.81942372e-08]\n",
      "  [ 3.86608870e-01]\n",
      "  [-3.09110752e-02]]\n",
      "\n",
      " [[ 1.29198213e-07]\n",
      "  [-1.46576159e-01]\n",
      "  [ 3.65041354e-01]]\n",
      "\n",
      " [[-1.84645187e-08]\n",
      "  [ 3.67640159e-01]\n",
      "  [-5.09087079e-02]]\n",
      "\n",
      " [[ 1.15146375e-07]\n",
      "  [-4.65571833e-02]\n",
      "  [ 3.73033591e-01]]\n",
      "\n",
      " [[-2.75854803e-08]\n",
      "  [ 4.11082889e-01]\n",
      "  [-9.22403974e-02]]\n",
      "\n",
      " [[ 1.58780019e-07]\n",
      "  [-1.27447017e-02]\n",
      "  [ 4.13667454e-01]]\n",
      "\n",
      " [[-1.19926532e-08]\n",
      "  [ 3.63176848e-01]\n",
      "  [ 3.19341124e-03]]\n",
      "\n",
      " [[ 9.26226297e-08]\n",
      "  [-1.78787948e-01]\n",
      "  [ 3.16352247e-01]]\n",
      "\n",
      " [[-1.20573672e-08]\n",
      "  [ 3.44428272e-01]\n",
      "  [-2.20513825e-02]]\n",
      "\n",
      " [[ 9.93777062e-08]\n",
      "  [-8.72105359e-02]\n",
      "  [ 3.52473656e-01]]\n",
      "\n",
      " [[-2.27888222e-08]\n",
      "  [ 3.87325242e-01]\n",
      "  [-5.90564692e-02]]\n",
      "\n",
      " [[ 1.21646988e-07]\n",
      "  [-4.63873141e-02]\n",
      "  [ 3.78725983e-01]]\n",
      "\n",
      " [[-2.55542632e-08]\n",
      "  [ 4.16815713e-01]\n",
      "  [-2.51211179e-02]]\n",
      "\n",
      " [[ 1.13034477e-07]\n",
      "  [-1.94045817e-01]\n",
      "  [ 3.38656292e-01]]\n",
      "\n",
      " [[-2.14943309e-08]\n",
      "  [ 4.01520233e-01]\n",
      "  [-3.47089395e-02]]\n",
      "\n",
      " [[ 1.33123570e-07]\n",
      "  [-1.61209710e-01]\n",
      "  [ 3.65387036e-01]]\n",
      "\n",
      " [[-2.47898876e-08]\n",
      "  [ 4.04310425e-01]\n",
      "  [-3.99279375e-02]]\n",
      "\n",
      " [[ 1.18184577e-07]\n",
      "  [-1.13374728e-01]\n",
      "  [ 3.65859366e-01]]\n",
      "\n",
      " [[-1.41612399e-08]\n",
      "  [ 3.87035898e-01]\n",
      "  [-1.22132489e-03]]\n",
      "\n",
      " [[ 1.00298356e-07]\n",
      "  [-2.55724279e-01]\n",
      "  [ 2.88169858e-01]]\n",
      "\n",
      " [[-2.50661324e-08]\n",
      "  [ 3.98073429e-01]\n",
      "  [-7.77958487e-02]]\n",
      "\n",
      " [[ 1.47493644e-07]\n",
      "  [-3.42480978e-02]\n",
      "  [ 4.02435769e-01]]\n",
      "\n",
      " [[-2.33083090e-08]\n",
      "  [ 4.14534048e-01]\n",
      "  [-5.60442342e-02]]\n",
      "\n",
      " [[ 1.64088111e-07]\n",
      "  [-1.58094856e-01]\n",
      "  [ 3.94010597e-01]]\n",
      "\n",
      " [[-2.38409076e-08]\n",
      "  [ 4.06972606e-01]\n",
      "  [-2.64789495e-02]]\n",
      "\n",
      " [[ 1.13509574e-07]\n",
      "  [-1.62997115e-01]\n",
      "  [ 3.48478375e-01]]\n",
      "\n",
      " [[-1.64016483e-08]\n",
      "  [ 3.71491355e-01]\n",
      "  [-4.81420111e-02]]\n",
      "\n",
      " [[ 1.44786477e-07]\n",
      "  [-1.00674118e-01]\n",
      "  [ 3.89237551e-01]]\n",
      "\n",
      " [[-9.70531899e-09]\n",
      "  [ 3.54581205e-01]\n",
      "  [ 1.54601537e-02]]\n",
      "\n",
      " [[ 7.98111578e-08]\n",
      "  [-2.01530206e-01]\n",
      "  [ 2.89508144e-01]]\n",
      "\n",
      " [[-2.92732789e-08]\n",
      "  [ 4.23277944e-01]\n",
      "  [-9.58501352e-02]]\n",
      "\n",
      " [[ 1.67772093e-07]\n",
      "  [-1.86686487e-02]\n",
      "  [ 4.21591741e-01]]\n",
      "\n",
      " [[-1.97876343e-08]\n",
      "  [ 3.66553856e-01]\n",
      "  [-8.27442558e-02]]\n",
      "\n",
      " [[ 1.46156706e-07]\n",
      "  [-1.71768097e-04]\n",
      "  [ 4.02420350e-01]]\n",
      "\n",
      " [[-2.44711155e-08]\n",
      "  [ 4.22200259e-01]\n",
      "  [-4.13128253e-02]]\n",
      "\n",
      " [[ 1.46062810e-07]\n",
      "  [-2.04492684e-01]\n",
      "  [ 3.64169032e-01]]\n",
      "\n",
      " [[-1.45462066e-08]\n",
      "  [ 3.67016929e-01]\n",
      "  [-1.29154028e-02]]\n",
      "\n",
      " [[ 9.74044997e-08]\n",
      "  [-1.27013157e-01]\n",
      "  [ 3.40643035e-01]]\n",
      "\n",
      " [[-8.78446186e-09]\n",
      "  [ 3.32723207e-01]\n",
      "  [-3.34897866e-03]]\n",
      "\n",
      " [[ 9.43096070e-08]\n",
      "  [-1.28415590e-01]\n",
      "  [ 3.36639261e-01]]\n",
      "\n",
      " [[-2.42489484e-08]\n",
      "  [ 4.00936673e-01]\n",
      "  [-6.78456771e-02]]\n",
      "\n",
      " [[ 1.52810911e-07]\n",
      "  [-7.38166156e-02]\n",
      "  [ 4.02397206e-01]]\n",
      "\n",
      " [[ 1.73971077e-01]\n",
      "  [-1.46712806e-01]\n",
      "  [-3.23345814e-01]]\n",
      "\n",
      " [[ 2.30363513e-02]\n",
      "  [-2.26406637e-01]\n",
      "  [ 3.23345709e-01]]\n",
      "\n",
      " [[-1.56159063e-08]\n",
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      "  [ 4.98071420e-03]]\n",
      "\n",
      " [[ 6.42358645e-08]\n",
      "  [-1.41824105e-01]\n",
      "  [ 2.94568255e-01]]\n",
      "\n",
      " [[-1.67878081e-08]\n",
      "  [ 3.78230449e-01]\n",
      "  [-1.65598094e-02]]\n",
      "\n",
      " [[ 1.03231794e-07]\n",
      "  [-1.36891237e-01]\n",
      "  [ 3.44106261e-01]]\n",
      "\n",
      " [[-3.00567382e-08]\n",
      "  [ 4.25030358e-01]\n",
      "  [-7.89466713e-02]]\n",
      "\n",
      " [[ 1.56458308e-07]\n",
      "  [-6.27457509e-02]\n",
      "  [ 4.08175004e-01]]\n",
      "\n",
      " [[-2.15238131e-08]\n",
      "  [ 3.81615759e-01]\n",
      "  [-4.62171161e-02]]\n",
      "\n",
      " [[ 8.86648772e-08]\n",
      "  [-3.51756920e-02]\n",
      "  [ 3.44092448e-01]]\n",
      "\n",
      " [[-1.77809447e-08]\n",
      "  [ 3.95938602e-01]\n",
      "  [-2.91526924e-02]]\n",
      "\n",
      " [[ 1.37754594e-07]\n",
      "  [-1.95738216e-01]\n",
      "  [ 3.55213218e-01]]\n",
      "\n",
      " [[-2.49464349e-08]\n",
      "  [ 4.05928959e-01]\n",
      "  [-6.43530753e-02]]\n",
      "\n",
      " [[ 1.52685837e-07]\n",
      "  [-8.97089063e-02]\n",
      "  [ 3.99962800e-01]]\n",
      "\n",
      " [[-2.93995198e-08]\n",
      "  [ 4.22691915e-01]\n",
      "  [-7.68405758e-02]]\n",
      "\n",
      " [[ 1.57612022e-07]\n",
      "  [-6.97409315e-02]\n",
      "  [ 4.08134263e-01]]\n",
      "\n",
      " [[-2.49471140e-08]\n",
      "  [ 4.04337776e-01]\n",
      "  [-4.62866282e-02]]\n",
      "\n",
      " [[ 1.25929462e-07]\n",
      "  [-1.04902314e-01]\n",
      "  [ 3.74623534e-01]]\n",
      "\n",
      " [[-2.02496253e-08]\n",
      "  [ 3.70546232e-01]\n",
      "  [-5.97389341e-02]]\n",
      "\n",
      " [[ 1.09773327e-07]\n",
      "  [-2.07265879e-02]\n",
      "  [ 3.68751026e-01]]\n",
      "\n",
      " [[-1.14310122e-08]\n",
      "  [ 3.62885059e-01]\n",
      "  [-1.75676166e-02]]\n",
      "\n",
      " [[ 1.30820486e-07]\n",
      "  [-1.84215802e-01]\n",
      "  [ 3.49554180e-01]]\n",
      "\n",
      " [[-1.95760870e-08]\n",
      "  [ 3.83024348e-01]\n",
      "  [-4.60141641e-02]]\n",
      "\n",
      " [[ 1.32006302e-07]\n",
      "  [-9.47910830e-02]\n",
      "  [ 3.80844425e-01]]\n",
      "\n",
      " [[-1.11048817e-08]\n",
      "  [ 3.40716192e-01]\n",
      "  [-3.33682693e-02]]\n",
      "\n",
      " [[ 1.30962162e-07]\n",
      "  [-1.01790662e-01]\n",
      "  [ 3.77123820e-01]]\n",
      "\n",
      " [[ 2.10968218e-01]\n",
      "  [ 1.67209274e-01]\n",
      "  [ 2.89614641e-01]]\n",
      "\n",
      " [[ 2.10968002e-01]\n",
      "  [-1.67209133e-01]\n",
      "  [-2.89614641e-01]]\n",
      "\n",
      " [[-2.09578279e-08]\n",
      "  [ 3.90027735e-01]\n",
      "  [-2.52667605e-02]]\n",
      "\n",
      " [[ 9.51469525e-08]\n",
      "  [-1.05717873e-01]\n",
      "  [ 3.43854619e-01]]\n",
      "\n",
      " [[-1.96497077e-08]\n",
      "  [ 3.94318559e-01]\n",
      "  [-2.64352658e-02]]\n",
      "\n",
      " [[ 1.23620671e-07]\n",
      "  [-1.64363927e-01]\n",
      "  [ 3.55273553e-01]]\n",
      "\n",
      " [[-1.63763743e-08]\n",
      "  [ 3.83614163e-01]\n",
      "  [-1.47567171e-02]]\n",
      "\n",
      " [[ 1.14317369e-07]\n",
      "  [-1.79291776e-01]\n",
      "  [ 3.39833184e-01]]\n",
      "\n",
      " [[-2.32551719e-08]\n",
      "  [ 3.89743301e-01]\n",
      "  [-6.94222536e-02]]\n",
      "\n",
      " [[ 1.38660770e-07]\n",
      "  [-4.13356749e-02]\n",
      "  [ 3.94258744e-01]]\n",
      "\n",
      " [[-2.06531553e-08]\n",
      "  [ 3.94904676e-01]\n",
      "  [-3.70865940e-02]]\n",
      "\n",
      " [[ 1.32390311e-07]\n",
      "  [-1.39274245e-01]\n",
      "  [ 3.70857305e-01]]\n",
      "\n",
      " [[-8.07939219e-09]\n",
      "  [ 3.31076986e-01]\n",
      "  [-4.44354135e-03]]\n",
      "\n",
      " [[ 1.09930891e-07]\n",
      "  [-1.54217844e-01]\n",
      "  [ 3.42421199e-01]]\n",
      "\n",
      " [[-2.23364113e-08]\n",
      "  [ 3.98744439e-01]\n",
      "  [-3.28387031e-02]]\n",
      "\n",
      " [[ 1.19422087e-07]\n",
      "  [-1.34363143e-01]\n",
      "  [ 3.61534237e-01]]\n",
      "\n",
      " [[-1.53541063e-08]\n",
      "  [ 3.95899793e-01]\n",
      "  [-1.96212101e-02]]\n",
      "\n",
      " [[ 1.29459048e-07]\n",
      "  [-2.42026159e-01]\n",
      "  [ 3.26045757e-01]]\n",
      "\n",
      " [[-2.41306933e-08]\n",
      "  [ 4.08758005e-01]\n",
      "  [-3.02139658e-02]]\n",
      "\n",
      " [[ 1.20044125e-07]\n",
      "  [-1.64123741e-01]\n",
      "  [ 3.54301372e-01]]\n",
      "\n",
      " [[-1.93963090e-08]\n",
      "  [ 4.05721602e-01]\n",
      "  [-2.82065789e-02]]\n",
      "\n",
      " [[ 1.35348399e-07]\n",
      "  [-2.17945896e-01]\n",
      "  [ 3.45628811e-01]]\n",
      "\n",
      " [[-1.17202807e-08]\n",
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      "  [ 3.21651198e-03]]\n",
      "\n",
      " [[ 6.81663439e-08]\n",
      "  [-1.19708303e-01]\n",
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      "\n",
      " [[-1.70605607e-08]\n",
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      "  [-2.51315888e-02]]\n",
      "\n",
      " [[ 1.17281473e-07]\n",
      "  [-1.34448220e-01]\n",
      "  [ 3.58015897e-01]]\n",
      "\n",
      " [[-1.34377566e-08]\n",
      "  [ 3.92642173e-01]\n",
      "  [-2.11818197e-02]]\n",
      "\n",
      " [[ 1.34097876e-07]\n",
      "  [-2.51186897e-01]\n",
      "  [ 3.25632827e-01]]\n",
      "\n",
      " [[-2.36289232e-08]\n",
      "  [ 3.88414027e-01]\n",
      "  [-8.39388349e-02]]\n",
      "\n",
      " [[ 1.47873542e-07]\n",
      "  [-1.13158490e-02]\n",
      "  [ 4.03771709e-01]]\n",
      "\n",
      " [[-2.68422012e-08]\n",
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      "  [-5.23529648e-02]]\n",
      "\n",
      " [[ 1.55227471e-07]\n",
      "  [-1.73150533e-01]\n",
      "  [ 3.83520082e-01]]\n",
      "\n",
      " [[-8.41341863e-09]\n",
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      "  [ 2.13347699e-02]]\n",
      "\n",
      " [[ 7.17029297e-08]\n",
      "  [-2.45444482e-01]\n",
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      "\n",
      " [[-2.06995949e-08]\n",
      "  [ 3.86078659e-01]\n",
      "  [-4.53571473e-02]]\n",
      "\n",
      " [[ 1.25320210e-07]\n",
      "  [-8.87694040e-02]\n",
      "  [ 3.76476493e-01]]\n",
      "\n",
      " [[-1.89508547e-08]\n",
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      "  [-3.60376326e-02]]\n",
      "\n",
      " [[ 1.06208047e-07]\n",
      "  [-7.99130531e-02]\n",
      "  [ 3.60147763e-01]]\n",
      "\n",
      " [[-1.71649805e-08]\n",
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      "  [-2.94244521e-02]]\n",
      "\n",
      " [[ 1.19399993e-07]\n",
      "  [-1.21456261e-01]\n",
      "  [ 3.63504765e-01]]\n",
      "\n",
      " [[-2.44585202e-08]\n",
      "  [ 3.97693814e-01]\n",
      "  [-1.20374284e-01]]\n",
      "\n",
      " [[ 1.59429801e-07]\n",
      "  [ 8.29649112e-02]\n",
      "  [ 4.11148882e-01]]\n",
      "\n",
      " [[-1.15706757e-08]\n",
      "  [ 3.68533866e-01]\n",
      "  [ 1.07045975e-02]]\n",
      "\n",
      " [[ 8.58877926e-08]\n",
      "  [-2.28555511e-01]\n",
      "  [ 2.84072569e-01]]\n",
      "\n",
      " [[-2.62179379e-08]\n",
      "  [ 4.06478542e-01]\n",
      "  [-3.71498242e-02]]\n",
      "\n",
      " [[ 8.77716713e-08]\n",
      "  [-7.59286490e-02]\n",
      "  [ 3.39142946e-01]]\n",
      "\n",
      " [[-2.22154029e-08]\n",
      "  [ 3.97024609e-01]\n",
      "  [-1.75713514e-02]]\n",
      "\n",
      " [[ 8.23206895e-08]\n",
      "  [-1.17451545e-01]\n",
      "  [ 3.26268876e-01]]\n",
      "\n",
      " [[-2.06583200e-08]\n",
      "  [ 3.95109182e-01]\n",
      "  [-6.01223455e-02]]\n",
      "\n",
      " [[ 1.61414939e-07]\n",
      "  [-1.10951516e-01]\n",
      "  [ 4.01883618e-01]]\n",
      "\n",
      " [[-1.29530759e-08]\n",
      "  [ 3.62754078e-01]\n",
      "  [-1.20364464e-02]]\n",
      "\n",
      " [[ 1.09366135e-07]\n",
      "  [-1.50460428e-01]\n",
      "  [ 3.44441627e-01]]\n",
      "\n",
      " [[-2.09761011e-08]\n",
      "  [ 3.90597746e-01]\n",
      "  [-2.16879185e-02]]\n",
      "\n",
      " [[ 8.63912460e-08]\n",
      "  [-1.03027364e-01]\n",
      "  [ 3.34245500e-01]]]\n",
      "[[[0.43367885]]\n",
      "\n",
      " [[0.3674863 ]]\n",
      "\n",
      " [[0.43293334]]\n",
      "\n",
      " [[0.42864448]]\n",
      "\n",
      " [[0.37289983]]\n",
      "\n",
      " [[0.37290044]]\n",
      "\n",
      " [[0.37263589]]\n",
      "\n",
      " [[0.39846842]]\n",
      "\n",
      " [[0.37247255]]\n",
      "\n",
      " [[0.39860793]]\n",
      "\n",
      " [[0.39937915]]\n",
      "\n",
      " [[0.394119  ]]\n",
      "\n",
      " [[0.29667743]]\n",
      "\n",
      " [[0.29673694]]\n",
      "\n",
      " [[0.37698473]]\n",
      "\n",
      " [[0.37698494]]\n",
      "\n",
      " [[0.38421338]]\n",
      "\n",
      " [[0.33787351]]\n",
      "\n",
      " [[0.38991327]]\n",
      "\n",
      " [[0.3320351 ]]\n",
      "\n",
      " [[0.38125835]]\n",
      "\n",
      " [[0.34105816]]\n",
      "\n",
      " [[0.42307003]]\n",
      "\n",
      " [[0.36246867]]\n",
      "\n",
      " [[0.35496008]]\n",
      "\n",
      " [[0.37774005]]\n",
      "\n",
      " [[0.40886363]]\n",
      "\n",
      " [[0.37086958]]\n",
      "\n",
      " [[0.37102234]]\n",
      "\n",
      " [[0.3428961 ]]\n",
      "\n",
      " [[0.35916338]]\n",
      "\n",
      " [[0.32659259]]\n",
      "\n",
      " [[0.41481168]]\n",
      "\n",
      " [[0.28784876]]\n",
      "\n",
      " [[0.37290036]]\n",
      "\n",
      " [[0.37290017]]\n",
      "\n",
      " [[0.37290047]]\n",
      "\n",
      " [[0.37290003]]\n",
      "\n",
      " [[0.37789074]]\n",
      "\n",
      " [[0.37120101]]\n",
      "\n",
      " [[0.37290016]]\n",
      "\n",
      " [[0.37290039]]\n",
      "\n",
      " [[0.41848895]]\n",
      "\n",
      " [[0.39832869]]\n",
      "\n",
      " [[0.35085685]]\n",
      "\n",
      " [[0.31922358]]\n",
      "\n",
      " [[0.37137328]]\n",
      "\n",
      " [[0.36268652]]\n",
      "\n",
      " [[0.45386331]]\n",
      "\n",
      " [[0.41386852]]\n",
      "\n",
      " [[0.31474317]]\n",
      "\n",
      " [[0.33378022]]\n",
      "\n",
      " [[0.4457551 ]]\n",
      "\n",
      " [[0.34866542]]\n",
      "\n",
      " [[0.33768303]]\n",
      "\n",
      " [[0.31566512]]\n",
      "\n",
      " [[0.33817397]]\n",
      "\n",
      " [[0.35722309]]\n",
      "\n",
      " [[0.34264752]]\n",
      "\n",
      " [[0.34202976]]\n",
      "\n",
      " [[0.2919382 ]]\n",
      "\n",
      " [[0.31677271]]\n",
      "\n",
      " [[0.3732768 ]]\n",
      "\n",
      " [[0.30361598]]\n",
      "\n",
      " [[0.31360093]]\n",
      "\n",
      " [[0.37499863]]\n",
      "\n",
      " [[0.29810391]]\n",
      "\n",
      " [[0.34196138]]\n",
      "\n",
      " [[0.37290042]]\n",
      "\n",
      " [[0.37290027]]\n",
      "\n",
      " [[0.45070314]]\n",
      "\n",
      " [[0.29678955]]\n",
      "\n",
      " [[0.405942  ]]\n",
      "\n",
      " [[0.45854564]]\n",
      "\n",
      " [[0.39581683]]\n",
      "\n",
      " [[0.37071808]]\n",
      "\n",
      " [[0.37290043]]\n",
      "\n",
      " [[0.37290017]]\n",
      "\n",
      " [[0.35476073]]\n",
      "\n",
      " [[0.37725581]]\n",
      "\n",
      " [[0.31667937]]\n",
      "\n",
      " [[0.32756483]]\n",
      "\n",
      " [[0.40863857]]\n",
      "\n",
      " [[0.37810194]]\n",
      "\n",
      " [[0.32036055]]\n",
      "\n",
      " [[0.32093088]]\n",
      "\n",
      " [[0.28068165]]\n",
      "\n",
      " [[0.31385076]]\n",
      "\n",
      " [[0.35818724]]\n",
      "\n",
      " [[0.32955226]]\n",
      "\n",
      " [[0.48212513]]\n",
      "\n",
      " [[0.33527653]]\n",
      "\n",
      " [[0.39753814]]\n",
      "\n",
      " [[0.37982718]]\n",
      "\n",
      " [[0.41638364]]\n",
      "\n",
      " [[0.32851142]]\n",
      "\n",
      " [[0.38443396]]\n",
      "\n",
      " [[0.37249155]]\n",
      "\n",
      " [[0.37642366]]\n",
      "\n",
      " [[0.37031242]]\n",
      "\n",
      " [[0.40927479]]\n",
      "\n",
      " [[0.44372655]]\n",
      "\n",
      " [[0.43815214]]\n",
      "\n",
      " [[0.33266375]]\n",
      "\n",
      " [[0.31436127]]\n",
      "\n",
      " [[0.40821888]]\n",
      "\n",
      " [[0.31192599]]\n",
      "\n",
      " [[0.30565264]]\n",
      "\n",
      " [[0.44218601]]\n",
      "\n",
      " [[0.38608219]]\n",
      "\n",
      " [[0.3118523 ]]\n",
      "\n",
      " [[0.38492769]]\n",
      "\n",
      " [[0.45447088]]\n",
      "\n",
      " [[0.41296214]]\n",
      "\n",
      " [[0.32161169]]\n",
      "\n",
      " [[0.3122496 ]]\n",
      "\n",
      " [[0.26579037]]\n",
      "\n",
      " [[0.31657812]]\n",
      "\n",
      " [[0.38078933]]\n",
      "\n",
      " [[0.39076591]]\n",
      "\n",
      " [[0.37290016]]\n",
      "\n",
      " [[0.37290019]]\n",
      "\n",
      " [[0.37862886]]\n",
      "\n",
      " [[0.25543435]]\n",
      "\n",
      " [[0.3471965 ]]\n",
      "\n",
      " [[0.32183996]]\n",
      "\n",
      " [[0.45872175]]\n",
      "\n",
      " [[0.37004636]]\n",
      "\n",
      " [[0.3527728 ]]\n",
      "\n",
      " [[0.2777169 ]]\n",
      "\n",
      " [[0.37227995]]\n",
      "\n",
      " [[0.42002103]]\n",
      "\n",
      " [[0.39552937]]\n",
      "\n",
      " [[0.3908146 ]]\n",
      "\n",
      " [[0.44861457]]\n",
      "\n",
      " [[0.37703246]]\n",
      "\n",
      " [[0.40974816]]\n",
      "\n",
      " [[0.34073994]]\n",
      "\n",
      " [[0.32447049]]\n",
      "\n",
      " [[0.31191139]]\n",
      "\n",
      " [[0.29797557]]\n",
      "\n",
      " [[0.42454394]]\n",
      "\n",
      " [[0.34376102]]\n",
      "\n",
      " [[0.36608235]]\n",
      "\n",
      " [[0.27118614]]\n",
      "\n",
      " [[0.39207543]]\n",
      "\n",
      " [[0.37289998]]\n",
      "\n",
      " [[0.37289998]]\n",
      "\n",
      " [[0.38172287]]\n",
      "\n",
      " [[0.29454192]]\n",
      "\n",
      " [[0.38262577]]\n",
      "\n",
      " [[0.36568801]]\n",
      "\n",
      " [[0.3582497 ]]\n",
      "\n",
      " [[0.35966614]]\n",
      "\n",
      " [[0.35830805]]\n",
      "\n",
      " [[0.36004382]]\n",
      "\n",
      " [[0.37644321]]\n",
      "\n",
      " [[0.37433607]]\n",
      "\n",
      " [[0.26072485]]\n",
      "\n",
      " [[0.3639346 ]]\n",
      "\n",
      " [[0.39846942]]\n",
      "\n",
      " [[0.3411707 ]]\n",
      "\n",
      " [[0.37172547]]\n",
      "\n",
      " [[0.4384577 ]]\n",
      "\n",
      " [[0.4377768 ]]\n",
      "\n",
      " [[0.34496546]]\n",
      "\n",
      " [[0.40523068]]\n",
      "\n",
      " [[0.41754285]]\n",
      "\n",
      " [[0.31037556]]\n",
      "\n",
      " [[0.26202953]]\n",
      "\n",
      " [[0.3415147 ]]\n",
      "\n",
      " [[0.35018815]]\n",
      "\n",
      " [[0.3495088 ]]\n",
      "\n",
      " [[0.47380892]]\n",
      "\n",
      " [[0.35295478]]\n",
      "\n",
      " [[0.37424504]]\n",
      "\n",
      " [[0.46200552]]\n",
      "\n",
      " [[0.41048328]]\n",
      "\n",
      " [[0.32062788]]\n",
      "\n",
      " [[0.31289297]]\n",
      "\n",
      " [[0.35406879]]\n",
      "\n",
      " [[0.34788708]]\n",
      "\n",
      " [[0.33885838]]\n",
      "\n",
      " [[0.31374957]]\n",
      "\n",
      " [[0.33556337]]\n",
      "\n",
      " [[0.35129461]]\n",
      "\n",
      " [[0.37303385]]\n",
      "\n",
      " [[0.38898305]]\n",
      "\n",
      " [[0.34544766]]\n",
      "\n",
      " [[0.32803064]]\n",
      "\n",
      " [[0.44045366]]\n",
      "\n",
      " [[0.27324914]]\n",
      "\n",
      " [[0.41818128]]\n",
      "\n",
      " [[0.27419632]]\n",
      "\n",
      " [[0.35831437]]\n",
      "\n",
      " [[0.43516071]]\n",
      "\n",
      " [[0.30902303]]\n",
      "\n",
      " [[0.34751396]]\n",
      "\n",
      " [[0.38808957]]\n",
      "\n",
      " [[0.28023262]]]\n",
      "[[[0.27498079]]\n",
      "\n",
      " [[0.26034081]]\n",
      "\n",
      " [[0.15685568]]\n",
      "\n",
      " [[0.08439519]]\n",
      "\n",
      " [[0.16961729]]\n",
      "\n",
      " [[0.20711282]]\n",
      "\n",
      " [[0.06932869]]\n",
      "\n",
      " [[0.17263036]]\n",
      "\n",
      " [[0.21285225]]\n",
      "\n",
      " [[0.13745922]]\n",
      "\n",
      " [[0.12926747]]\n",
      "\n",
      " [[0.14245633]]\n",
      "\n",
      " [[0.14060999]]\n",
      "\n",
      " [[0.22630755]]\n",
      "\n",
      " [[0.09966812]]\n",
      "\n",
      " [[0.0904392 ]]\n",
      "\n",
      " [[0.21607983]]\n",
      "\n",
      " [[0.15685581]]\n",
      "\n",
      " [[0.15685565]]\n",
      "\n",
      " [[0.09902415]]\n",
      "\n",
      " [[0.15685591]]\n",
      "\n",
      " [[0.22946894]]\n",
      "\n",
      " [[0.22365389]]\n",
      "\n",
      " [[0.08673273]]\n",
      "\n",
      " [[0.25983394]]\n",
      "\n",
      " [[0.06635223]]\n",
      "\n",
      " [[0.23743593]]\n",
      "\n",
      " [[0.11424464]]\n",
      "\n",
      " [[0.18323606]]\n",
      "\n",
      " [[0.08655946]]\n",
      "\n",
      " [[0.05916145]]\n",
      "\n",
      " [[0.15700528]]\n",
      "\n",
      " [[0.18928001]]\n",
      "\n",
      " [[0.04764878]]\n",
      "\n",
      " [[0.15685575]]\n",
      "\n",
      " [[0.12217237]]\n",
      "\n",
      " [[0.20613196]]\n",
      "\n",
      " [[0.29585333]]\n",
      "\n",
      " [[0.1568559 ]]\n",
      "\n",
      " [[0.13886171]]\n",
      "\n",
      " [[0.16597526]]\n",
      "\n",
      " [[0.30348096]]\n",
      "\n",
      " [[0.06033924]]\n",
      "\n",
      " [[0.09567169]]\n",
      "\n",
      " [[0.19808689]]\n",
      "\n",
      " [[0.15862067]]\n",
      "\n",
      " [[0.16061303]]\n",
      "\n",
      " [[0.17051314]]\n",
      "\n",
      " [[0.09020345]]\n",
      "\n",
      " [[0.25047432]]\n",
      "\n",
      " [[0.21945619]]\n",
      "\n",
      " [[0.14917265]]\n",
      "\n",
      " [[0.15834394]]\n",
      "\n",
      " [[0.03284248]]\n",
      "\n",
      " [[0.32648981]]\n",
      "\n",
      " [[0.23586909]]\n",
      "\n",
      " [[0.19981408]]\n",
      "\n",
      " [[0.09072332]]\n",
      "\n",
      " [[0.0585271 ]]\n",
      "\n",
      " [[0.22744953]]\n",
      "\n",
      " [[0.15685546]]\n",
      "\n",
      " [[0.06481745]]\n",
      "\n",
      " [[0.10493697]]\n",
      "\n",
      " [[0.27866618]]\n",
      "\n",
      " [[0.16939482]]\n",
      "\n",
      " [[0.14744268]]\n",
      "\n",
      " [[0.22456155]]\n",
      "\n",
      " [[0.27137315]]\n",
      "\n",
      " [[0.18360304]]\n",
      "\n",
      " [[0.19126461]]\n",
      "\n",
      " [[0.10109979]]\n",
      "\n",
      " [[0.16421965]]\n",
      "\n",
      " [[0.1121372 ]]\n",
      "\n",
      " [[0.15685536]]\n",
      "\n",
      " [[0.12922124]]\n",
      "\n",
      " [[0.13793308]]\n",
      "\n",
      " [[0.10767888]]\n",
      "\n",
      " [[0.22251635]]\n",
      "\n",
      " [[0.15778954]]\n",
      "\n",
      " [[0.06154887]]\n",
      "\n",
      " [[0.15250907]]\n",
      "\n",
      " [[0.13387173]]\n",
      "\n",
      " [[0.15844581]]\n",
      "\n",
      " [[0.15727794]]\n",
      "\n",
      " [[0.05576545]]\n",
      "\n",
      " [[0.12146728]]\n",
      "\n",
      " [[0.13698158]]\n",
      "\n",
      " [[0.25872951]]\n",
      "\n",
      " [[0.22476222]]\n",
      "\n",
      " [[0.01844194]]\n",
      "\n",
      " [[0.16580505]]\n",
      "\n",
      " [[0.14135037]]\n",
      "\n",
      " [[0.12787857]]\n",
      "\n",
      " [[0.40227674]]\n",
      "\n",
      " [[0.05041512]]\n",
      "\n",
      " [[0.16320271]]\n",
      "\n",
      " [[0.11906301]]\n",
      "\n",
      " [[0.20427764]]\n",
      "\n",
      " [[0.08732858]]\n",
      "\n",
      " [[0.1222882 ]]]\n"
     ]
    }
   ],
   "source": [
    "for i in range(len(fock_bc.keys)):\n",
    "    print(pred.block(i).values - fock_bc.block(i).values)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a2994b2d",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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   "nbconvert_exporter": "python",
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 },
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 "nbformat_minor": 5
}