Bidirectional_Encoder_Representation_from_Transformers.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Coding BERT with Pytorch\n",
    "Let’s understand with code how to build BERT with PyTorch. \n",
    "\n",
    "We will break the entire program into 4 sections:\n",
    "\n",
    "1. Preprocessing\n",
    "2. Building model\n",
    "3. Loss and Optimization\n",
    "4. Training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "import math\n",
    "import re\n",
    "from random import *\n",
    "import numpy as np\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.optim as optim\n",
    "import sys"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "torch.set_printoptions(threshold=torch.inf, linewidth=200)\n",
    "sys.setrecursionlimit(10000)\n",
    "\n",
    "# Set NumPy print options (used by PyTorch internally for tensor formatting)\n",
    "np.set_printoptions(threshold=np.inf)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 1. Preprocessing\n",
    "\n",
    "In preprocessing we will structure the data such that the neural network can process it. We start by assigning a raw text for training. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "text = (\n",
    "        'Hello, how are you? I am Romeo.\\n'\n",
    "        'Hello, Romeo My name is Juliet. Nice to meet you.\\n'\n",
    "        'Nice meet you too. How are you today?\\n'\n",
    "        'Great. My baseball team won the competition.\\n'\n",
    "        'Oh Congratulations, Juliet\\n'\n",
    "        'Thanks you Romeo'\n",
    "    )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then we will clean the data by:\n",
    "\n",
    "- Making the sentences into lower case.\n",
    "\n",
    "- Creating vocabulary. Vocabulary is a list of unique words in the document. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "sentences = re.sub(\"[.,!?\\\\-]\", '', text.lower()).split('\\n')  # filter '.', ',', '?', '!'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['hello how are you i am romeo',\n",
       " 'hello romeo my name is juliet nice to meet you',\n",
       " 'nice meet you too how are you today',\n",
       " 'great my baseball team won the competition',\n",
       " 'oh congratulations juliet',\n",
       " 'thanks you romeo']"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sentences"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "word_list = list(set(\" \".join(sentences).split()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['great',\n",
       " 'thanks',\n",
       " 'won',\n",
       " 'is',\n",
       " 'too',\n",
       " 'competition',\n",
       " 'the',\n",
       " 'you',\n",
       " 'team',\n",
       " 'are',\n",
       " 'i',\n",
       " 'nice',\n",
       " 'how',\n",
       " 'congratulations',\n",
       " 'baseball',\n",
       " 'oh',\n",
       " 'today',\n",
       " 'hello',\n",
       " 'name',\n",
       " 'my',\n",
       " 'meet',\n",
       " 'am',\n",
       " 'romeo',\n",
       " 'juliet',\n",
       " 'to']"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "word_list"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, in the following step, it is important to remember that BERT takes special tokens during training. Here is a table explaining the purpose of various tokens:\n",
    "\n",
    "Token\n",
    "1. [CLS]\n",
    "\n",
    "The first token is always classification\n",
    "\n",
    "2. [SEP]\n",
    "\n",
    "Separates two sentences\n",
    "\n",
    "3. [END]\n",
    "\n",
    "End the sentence.\n",
    "\n",
    "4. [PAD]\n",
    "\n",
    "Use to truncate the sentence with equal length.\n",
    "\n",
    "5. [MASK]\n",
    "\n",
    "Use to create a mask by replacing the original word.\n",
    "\n",
    "These tokens should be included in the word dictionary where each token and word in the vocabulary is assigned with an index number. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "word_dict = {'[PAD]': 0, '[CLS]': 1, '[SEP]': 2, '[MASK]': 3}\n",
    "for i, w in enumerate(word_list):\n",
    "   word_dict[w] = i + 4\n",
    "   number_dict = {i: w for i, w in enumerate(word_dict)}\n",
    "   vocab_size = len(word_dict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'[PAD]': 0,\n",
       " '[CLS]': 1,\n",
       " '[SEP]': 2,\n",
       " '[MASK]': 3,\n",
       " 'great': 4,\n",
       " 'thanks': 5,\n",
       " 'won': 6,\n",
       " 'is': 7,\n",
       " 'too': 8,\n",
       " 'competition': 9,\n",
       " 'the': 10,\n",
       " 'you': 11,\n",
       " 'team': 12,\n",
       " 'are': 13,\n",
       " 'i': 14,\n",
       " 'nice': 15,\n",
       " 'how': 16,\n",
       " 'congratulations': 17,\n",
       " 'baseball': 18,\n",
       " 'oh': 19,\n",
       " 'today': 20,\n",
       " 'hello': 21,\n",
       " 'name': 22,\n",
       " 'my': 23,\n",
       " 'meet': 24,\n",
       " 'am': 25,\n",
       " 'romeo': 26,\n",
       " 'juliet': 27,\n",
       " 'to': 28}"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "word_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: '[PAD]',\n",
       " 1: '[CLS]',\n",
       " 2: '[SEP]',\n",
       " 3: '[MASK]',\n",
       " 4: 'great',\n",
       " 5: 'thanks',\n",
       " 6: 'won',\n",
       " 7: 'is',\n",
       " 8: 'too',\n",
       " 9: 'competition',\n",
       " 10: 'the',\n",
       " 11: 'you',\n",
       " 12: 'team',\n",
       " 13: 'are',\n",
       " 14: 'i',\n",
       " 15: 'nice',\n",
       " 16: 'how',\n",
       " 17: 'congratulations',\n",
       " 18: 'baseball',\n",
       " 19: 'oh',\n",
       " 20: 'today',\n",
       " 21: 'hello',\n",
       " 22: 'name',\n",
       " 23: 'my',\n",
       " 24: 'meet',\n",
       " 25: 'am',\n",
       " 26: 'romeo',\n",
       " 27: 'juliet',\n",
       " 28: 'to'}"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "number_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "token_list = list()\n",
    "for sentence in sentences:\n",
    "    arr = [word_dict[s] for s in sentence.split()]\n",
    "    token_list.append(arr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[21, 16, 13, 11, 14, 25, 26],\n",
       " [21, 26, 23, 22, 7, 27, 15, 28, 24, 11],\n",
       " [15, 24, 11, 8, 16, 13, 11, 20],\n",
       " [4, 23, 18, 12, 6, 10, 9],\n",
       " [19, 17, 27],\n",
       " [5, 11, 26]]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "token_list"
   ]
  },
  {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Once that is taken care of, we need to create a function that formats the input sequences for three types of embeddings: token embedding, segment embedding, and position embedding.\n",
    "\n",
    "What is token embedding?\n",
    "\n",
    "For instance, if the sentence is “The cat is walking. The dog is barking”, then the function should create a sequence in the following manner: “[CLS] the cat is walking [SEP] the dog is barking”. \n",
    "\n",
    "After that, we convert everything to an index from the word dictionary. So the previous sentence would look something like “[1, 5, 7, 9, 10, 2, 5, 6, 9, 11]”. Keep in mind that 1 and 2 are [CLS] and [SEP] respectively. \n",
    "\n",
    "What is segment embedding?\n",
    "\n",
    "A segment embedding separates two sentences from each other and they are generally defined as 0 and 1. \n",
    "\n",
    "What is position embedding?\n",
    "\n",
    "A position embedding gives position to each embedding in a sequence. \n",
    "\n",
    "We will create a function for position embedding later.\n",
    "\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now the next step will be to create masking. \n",
    "\n",
    "As mentioned in the original paper, BERT randomly assigns masks to 15% of the sequence. But keep in mind that you don’t assign masks to the special tokens. For that, we will use conditional statements.\n",
    "\n",
    "Once we replace 15% of the words with [MASK] tokens, we will add padding. Padding is usually done to make sure that all the sentences are of equal length. For instance, if we take the sentence :\n",
    "\n",
    " “The cat is walking. The dog is barking at the tree”\n",
    "\n",
    "then with padding, it will look like this: \n",
    "\n",
    "“[CLS] The cat is walking [PAD] [PAD] [PAD]. [CLS] The dog is barking at the tree.” \n",
    "\n",
    "The length of the first sentence is equal to the length of the second sentence."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "maxlen = 30 # maximum of length\n",
    "batch_size = 6\n",
    "max_pred = 5  # max tokens of prediction\n",
    "n_layers = 6 # number of Encoder of Encoder Layer\n",
    "n_heads = 12 # number of heads in Multi-Head Attention\n",
    "d_model = 768 # Embedding Size\n",
    "d_ff = 768 * 4  # 4*d_model, FeedForward dimension\n",
    "d_k = d_v = 64  # dimension of K(=Q), V\n",
    "n_segments = 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "def make_batch():\n",
    "    batch = []\n",
    "    positive = negative = 0\n",
    "    while positive != batch_size/2 or negative != batch_size/2:\n",
    "        tokens_a_index, tokens_b_index= randrange(len(sentences)), randrange(len(sentences))\n",
    "        tokens_a, tokens_b= token_list[tokens_a_index], token_list[tokens_b_index]\n",
    "        print(\"Token Index :\",tokens_a_index, tokens_b_index)\n",
    "        print(\"Tokens :\", tokens_a, tokens_b)\n",
    "        input_ids = [word_dict['[CLS]']] + tokens_a + [word_dict['[SEP]']] + tokens_b + [word_dict['[SEP]']]\n",
    "\n",
    "        segment_ids = [0] * (1 + len(tokens_a) + 1) + [1] * (len(tokens_b) + 1)\n",
    "\n",
    "        #MASK LM\n",
    "        n_pred =  min(max_pred, max(1, int(round(len(input_ids) * 0.15)))) # 15 % of tokens in one sentence\n",
    "\n",
    "        cand_maked_pos = [i for i, token in enumerate(input_ids)\n",
    "                          if token != word_dict['[CLS]'] and token != word_dict['[SEP]']]\n",
    "        shuffle(cand_maked_pos)\n",
    "        masked_tokens, masked_pos = [], []\n",
    "        for pos in cand_maked_pos[:n_pred]:\n",
    "            masked_pos.append(pos)\n",
    "            masked_tokens.append(input_ids[pos])\n",
    "            if random() < 0.8:  # 80%\n",
    "                input_ids[pos] = word_dict['[MASK]'] # make mask\n",
    "            elif random() < 0.5:  # 10%\n",
    "                index = randint(0, vocab_size - 1) # random index in vocabulary\n",
    "                input_ids[pos] = word_dict[number_dict[index]] # replace\n",
    "\n",
    "        # Zero Paddings\n",
    "        n_pad = maxlen - len(input_ids)\n",
    "        input_ids.extend([0] * n_pad)\n",
    "        segment_ids.extend([0] * n_pad)\n",
    "\n",
    "    #     # Zero Padding (100% - 15%) tokens\n",
    "        if max_pred > n_pred:\n",
    "            n_pad = max_pred - n_pred\n",
    "            masked_tokens.extend([0] * n_pad)\n",
    "            masked_pos.extend([0] * n_pad)\n",
    "\n",
    "        if tokens_a_index + 1 == tokens_b_index and positive < batch_size/2:\n",
    "            batch.append([input_ids, segment_ids, masked_tokens, masked_pos, True]) # IsNext\n",
    "            positive += 1\n",
    "        elif tokens_a_index + 1 != tokens_b_index and negative < batch_size/2:\n",
    "            batch.append([input_ids, segment_ids, masked_tokens, masked_pos, False]) # NotNext\n",
    "            negative += 1\n",
    "    return batch\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[21, 16, 13, 11, 14, 25, 26],\n",
       " [21, 26, 23, 22, 7, 27, 15, 28, 24, 11],\n",
       " [15, 24, 11, 8, 16, 13, 11, 20],\n",
       " [4, 23, 18, 12, 6, 10, 9],\n",
       " [19, 17, 27],\n",
       " [5, 11, 26]]"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "token_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Token Index : 2 3\n",
      "Tokens : [15, 24, 11, 8, 16, 13, 11, 20] [4, 23, 18, 12, 6, 10, 9]\n",
      "Token Index : 5 2\n",
      "Tokens : [5, 11, 26] [15, 24, 11, 8, 16, 13, 11, 20]\n",
      "Token Index : 2 2\n",
      "Tokens : [15, 24, 11, 8, 16, 13, 11, 20] [15, 24, 11, 8, 16, 13, 11, 20]\n",
      "Token Index : 1 4\n",
      "Tokens : [21, 26, 23, 22, 7, 27, 15, 28, 24, 11] [19, 17, 27]\n",
      "Token Index : 2 5\n",
      "Tokens : [15, 24, 11, 8, 16, 13, 11, 20] [5, 11, 26]\n",
      "Token Index : 3 3\n",
      "Tokens : [4, 23, 18, 12, 6, 10, 9] [4, 23, 18, 12, 6, 10, 9]\n",
      "Token Index : 1 0\n",
      "Tokens : [21, 26, 23, 22, 7, 27, 15, 28, 24, 11] [21, 16, 13, 11, 14, 25, 26]\n",
      "Token Index : 0 3\n",
      "Tokens : [21, 16, 13, 11, 14, 25, 26] [4, 23, 18, 12, 6, 10, 9]\n",
      "Token Index : 2 0\n",
      "Tokens : [15, 24, 11, 8, 16, 13, 11, 20] [21, 16, 13, 11, 14, 25, 26]\n",
      "Token Index : 3 5\n",
      "Tokens : [4, 23, 18, 12, 6, 10, 9] [5, 11, 26]\n",
      "Token Index : 2 5\n",
      "Tokens : [15, 24, 11, 8, 16, 13, 11, 20] [5, 11, 26]\n",
      "Token Index : 4 0\n",
      "Tokens : [19, 17, 27] [21, 16, 13, 11, 14, 25, 26]\n",
      "Token Index : 3 1\n",
      "Tokens : [4, 23, 18, 12, 6, 10, 9] [21, 26, 23, 22, 7, 27, 15, 28, 24, 11]\n",
      "Token Index : 0 3\n",
      "Tokens : [21, 16, 13, 11, 14, 25, 26] [4, 23, 18, 12, 6, 10, 9]\n",
      "Token Index : 0 3\n",
      "Tokens : [21, 16, 13, 11, 14, 25, 26] [4, 23, 18, 12, 6, 10, 9]\n",
      "Token Index : 1 0\n",
      "Tokens : [21, 26, 23, 22, 7, 27, 15, 28, 24, 11] [21, 16, 13, 11, 14, 25, 26]\n",
      "Token Index : 3 0\n",
      "Tokens : [4, 23, 18, 12, 6, 10, 9] [21, 16, 13, 11, 14, 25, 26]\n",
      "Token Index : 4 4\n",
      "Tokens : [19, 17, 27] [19, 17, 27]\n",
      "Token Index : 2 1\n",
      "Tokens : [15, 24, 11, 8, 16, 13, 11, 20] [21, 26, 23, 22, 7, 27, 15, 28, 24, 11]\n",
      "Token Index : 0 2\n",
      "Tokens : [21, 16, 13, 11, 14, 25, 26] [15, 24, 11, 8, 16, 13, 11, 20]\n",
      "Token Index : 2 4\n",
      "Tokens : [15, 24, 11, 8, 16, 13, 11, 20] [19, 17, 27]\n",
      "Token Index : 0 2\n",
      "Tokens : [21, 16, 13, 11, 14, 25, 26] [15, 24, 11, 8, 16, 13, 11, 20]\n",
      "Token Index : 0 0\n",
      "Tokens : [21, 16, 13, 11, 14, 25, 26] [21, 16, 13, 11, 14, 25, 26]\n",
      "Token Index : 0 3\n",
      "Tokens : [21, 16, 13, 11, 14, 25, 26] [4, 23, 18, 12, 6, 10, 9]\n",
      "Token Index : 5 1\n",
      "Tokens : [5, 11, 26] [21, 26, 23, 22, 7, 27, 15, 28, 24, 11]\n",
      "Token Index : 3 5\n",
      "Tokens : [4, 23, 18, 12, 6, 10, 9] [5, 11, 26]\n",
      "Token Index : 4 4\n",
      "Tokens : [19, 17, 27] [19, 17, 27]\n",
      "Token Index : 0 3\n",
      "Tokens : [21, 16, 13, 11, 14, 25, 26] [4, 23, 18, 12, 6, 10, 9]\n",
      "Token Index : 0 5\n",
      "Tokens : [21, 16, 13, 11, 14, 25, 26] [5, 11, 26]\n",
      "Token Index : 5 0\n",
      "Tokens : [5, 11, 26] [21, 16, 13, 11, 14, 25, 26]\n",
      "Token Index : 0 3\n",
      "Tokens : [21, 16, 13, 11, 14, 25, 26] [4, 23, 18, 12, 6, 10, 9]\n",
      "Token Index : 2 4\n",
      "Tokens : [15, 24, 11, 8, 16, 13, 11, 20] [19, 17, 27]\n",
      "Token Index : 5 4\n",
      "Tokens : [5, 11, 26] [19, 17, 27]\n",
      "Token Index : 2 3\n",
      "Tokens : [15, 24, 11, 8, 16, 13, 11, 20] [4, 23, 18, 12, 6, 10, 9]\n",
      "Token Index : 3 1\n",
      "Tokens : [4, 23, 18, 12, 6, 10, 9] [21, 26, 23, 22, 7, 27, 15, 28, 24, 11]\n",
      "Token Index : 1 2\n",
      "Tokens : [21, 26, 23, 22, 7, 27, 15, 28, 24, 11] [15, 24, 11, 8, 16, 13, 11, 20]\n"
     ]
    }
   ],
   "source": [
    "batch = make_batch()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "input_ids, segment_ids, masked_tokens, masked_pos, isNext = map(torch.LongTensor, zip(*batch))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Since we are dealing with next-word prediction, we have to create a label that predicts whether the sentence has a consecutive sentence or not, i.e. IsNext or NotNext. So we assign True for every sentence that precedes the next sentence and we use a conditional statement to do that. \n",
    "\n",
    "For instance, two sentences in a document usually follow each other if they are in context. So assuming the first sentence is A then the next sentence should be A+1. Intuitively we write the code such that if the first sentence positions i.e. tokens_a_index + 1 == tokens_b_index,  i.e. second sentence in the same context, then we can set the label for this input as True. \n",
    "\n",
    "If the above condition is not met i.e. if tokens_a_index + 1 != tokens_b_index then we set the label for this input as False. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Building model\n",
    "BERT is a complex model and if it is perceived slowly you lose track of the logic. So it’ll only make sense to explain its component by component and their function.\n",
    "\n",
    "BERT has the following components:\n",
    "\n",
    "- Embedding layers\n",
    "- Attention Mask\n",
    "- Encoder layer\n",
    "- Multi-head attention\n",
    "- Scaled dot product attention\n",
    "- Position-wise feed-forward network\n",
    "- BERT (assembling all the components)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. Embedding layer\n",
    "The embedding is the first layer in BERT that takes the input and creates a lookup table. The parameters of the embedding layers are learnable, which means when the learning process is over the embeddings will cluster similar words together. \n",
    "\n",
    "The embedding layer also preserves different relationships between words such as: semantic, syntactic, linear, and since BERT is bidirectional it will also preserve contextual relationships as well. \n",
    "\n",
    "In the case of BERT, it creates three embeddings for \n",
    "\n",
    "- Token, \n",
    "- Segments and\n",
    "- Position. \n",
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Creating attention mask\n",
    "BERT needs attention masks. And these should be in a proper format. The following code will help you create masks. \n",
    "\n",
    "It will convert the [PAD] to 1 and elsewhere 0. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the forward function, we sum up all the embeddings and normalize them"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Embedding(nn.Module):\n",
    "    def __init__(self):\n",
    "        super(Embedding, self).__init__()\n",
    "        self.tok_embed = nn.Embedding(vocab_size, d_model)  # token embedding\n",
    "        self.pos_embed = nn.Embedding(maxlen, d_model)  # position embedding\n",
    "        self.seg_embed = nn.Embedding(n_segments, d_model)  # segment(token type) embedding\n",
    "        self.norm = nn.LayerNorm(d_model)\n",
    "\n",
    "    def forward(self, x, seg):\n",
    "        seq_len = x.size(1)\n",
    "        pos = torch.arange(seq_len, dtype=torch.long)\n",
    "        print(\"Position indices:\", pos)  # Debug print\n",
    "        pos = pos.unsqueeze(0).expand_as(x)  # (seq_len,) -> (batch_size, seq_len)\n",
    "        # print(\"Expanded position indices:\", pos)  # Debug print\n",
    "        temp = self.tok_embed(x)\n",
    "        # print(\"Token embedding: \",temp)\n",
    "        temp2 = self.pos_embed(pos)\n",
    "        # print(\"Position embedd : \",temp2)\n",
    "        temp3 = self.seg_embed(seg)\n",
    "        # print(\"Segment embedd: \",temp3)\n",
    "        embedding = temp + self.pos_embed(pos) + self.seg_embed(seg)\n",
    "        return self.norm(embedding)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Creating attention mask\n",
    "\n",
    "BERT needs attention masks. And these should be in a proper format. The following code will help you create masks. \n",
    "\n",
    "It will convert the [PAD] to 1 and elsewhere 0."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_attn_pad_mask(seq_q, seq_k):\n",
    "    batch_size, len_q = seq_q.size()\n",
    "    batch_size, len_k = seq_k.size()\n",
    "    # eq(zero) is PAD token\n",
    "    pad_attn_mask = seq_k.data.eq(0).unsqueeze(1)  # batch_size x 1 x len_k(=len_q), one is masking\n",
    "    return pad_attn_mask.expand(batch_size, len_q, len_k)  # batch_size x len_q x len_k"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# print(get_attn_pad_mask(input_ids, input_ids)[0][0], input_ids[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Encoder\n",
    "The encoder has two main components: \n",
    "\n",
    "- Multi-head Attention\n",
    "- Position-wise feed-forward network. \n",
    "\n",
    "The work of the encoder is to find representations and patterns from the input and attention mask. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "class EncoderLayer(nn.Module):\n",
    "   def __init__(self):\n",
    "       super(EncoderLayer, self).__init__()\n",
    "       self.enc_self_attn = MultiHeadAttention()\n",
    "       self.pos_ffn = PoswiseFeedForwardNet()\n",
    "\n",
    "   def forward(self, enc_inputs, enc_self_attn_mask):\n",
    "       enc_outputs, attn = self.enc_self_attn(enc_inputs, enc_inputs, enc_inputs, enc_self_attn_mask) # enc_inputs to same Q,K,V\n",
    "       enc_outputs = self.pos_ffn(enc_outputs) # enc_outputs: [batch_size x len_q x d_model]\n",
    "       return enc_outputs, attn"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Multi-head attention\n",
    "\n",
    "This is the first of the main components of the encoder. \n",
    "\n",
    "The attention model takes three inputs: Query, Key, and Value. \n",
    "\n",
    "I highly recommend you to read The Illustrated Transformer by Jay Alammar that explains Attention models in depth. \n",
    "\n",
    "Multihead attention takes four inputs: Query, Key, Value, and Attention mask. The embeddings are fed as input to the Query, Key, and Value argument, and the attention mask is fed as input to the attention mask argument. \n",
    "These three inputs and the attention mask are operated with a dot product operation that yields two outputs: context vectors and attention. The context vector is then passed through a linear layer and finally that yields the output."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "class MultiHeadAttention(nn.Module):\n",
    "    def __init__(self):\n",
    "        super(MultiHeadAttention, self).__init__()\n",
    "        self.W_Q = nn.Linear(d_model, d_k * n_heads)\n",
    "        self.W_K = nn.Linear(d_model, d_k * n_heads)\n",
    "        self.W_V = nn.Linear(d_model, d_v * n_heads)\n",
    "    def forward(self, Q, K, V, attn_mask):\n",
    "        # q: [batch_size x len_q x d_model], k: [batch_size x len_k x d_model], v: [batch_size x len_k x d_model]\n",
    "        residual, batch_size = Q, Q.size(0)\n",
    "        # (B, S, D) -proj-> (B, S, D) -split-> (B, S, H, W) -trans-> (B, H, S, W)\n",
    "        q_s = self.W_Q(Q).view(batch_size, -1, n_heads, d_k).transpose(1,2)  # q_s: [batch_size x n_heads x len_q x d_k]\n",
    "        k_s = self.W_K(K).view(batch_size, -1, n_heads, d_k).transpose(1,2)  # k_s: [batch_size x n_heads x len_k x d_k]\n",
    "        v_s = self.W_V(V).view(batch_size, -1, n_heads, d_v).transpose(1,2)  # v_s: [batch_size x n_heads x len_k x d_v]\n",
    "\n",
    "        attn_mask = attn_mask.unsqueeze(1).repeat(1, n_heads, 1, 1) # attn_mask : [batch_size x n_heads x len_q x len_k]\n",
    "\n",
    "        # context: [batch_size x n_heads x len_q x d_v], attn: [batch_size x n_heads x len_q(=len_k) x len_k(=len_q)]\n",
    "        context, attn = ScaledDotProductAttention()(q_s, k_s, v_s, attn_mask)\n",
    "        context = context.transpose(1, 2).contiguous().view(batch_size, -1, n_heads * d_v) # context: [batch_size x len_q x n_heads * d_v]\n",
    "        output = nn.Linear(n_heads * d_v, d_model)(context)\n",
    "        return nn.LayerNorm(d_model)(output + residual), attn # output: [batch_size x len_q x d_model]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, let’s explore this Scaled Dot Product attention:\n",
    "\n",
    "- The scaled dot product attention class takes four arguments: Query, Key, Value, and Attention mask. Essentially, the first three arguments are fed with the word embeddings and the attention mask argument is fed with attention mask embeddings.\n",
    "\n",
    "- Then it does a matrix multiplication between query and key to get scores. \n",
    "\n",
    "Following that we use scores.masked_fill_(attn_mask, -1e9) . This attribute fills the element of scores with -1e9 where the attention masks are True while the rest of the elements get an attention score which is then passed through a softmax function that gives a score between 0 and 1. Finally, we perform a matrix multiplication between attention and values which gives us the context vectors. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "class ScaledDotProductAttention(nn.Module):\n",
    "    def __init__(self):\n",
    "        super(ScaledDotProductAttention, self).__init__()\n",
    "\n",
    "    def forward(self, Q, K, V, attn_mask):\n",
    "        scores = torch.matmul(Q, K.transpose(-1, -2)) / np.sqrt(d_k) # scores : [batch_size x n_heads x len_q(=len_k) x len_k(=len_q)]\n",
    "        scores.masked_fill_(attn_mask, -1e9) # Fills elements of self tensor with value where mask is one.\n",
    "        attn = nn.Softmax(dim=-1)(scores)\n",
    "        context = torch.matmul(attn, V)\n",
    "        return context, attn "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "batch = make_batch()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "input_ids, segment_ids, masked_tokens, masked_pos, isNext = map(torch.LongTensor, zip(*batch))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([6, 30])"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "input_ids.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[21, 16, 13, 11, 14, 25, 26],\n",
       " [21, 26, 23, 22, 7, 27, 15, 28, 24, 11],\n",
       " [15, 24, 11, 8, 16, 13, 11, 20],\n",
       " [4, 23, 18, 12, 6, 10, 9],\n",
       " [19, 17, 27],\n",
       " [5, 11, 26]]"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "token_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[ 1, 21, 16, 13,  3, 14, 25,  3,  2, 21, 26, 23, 22,  7,  3, 15, 28, 24, 11,  2,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0],\n",
       "        [ 1, 19, 17,  3,  2,  5, 11, 26,  2,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0],\n",
       "        [ 1,  4, 23, 18, 12,  6, 10,  3,  2,  3, 17, 27,  2,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0],\n",
       "        [ 1, 21, 26, 23, 22,  7, 27, 15, 28, 24,  3,  2, 21,  3, 13, 11, 14, 25,  3,  2,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0],\n",
       "        [ 1,  3, 11, 26,  2, 19, 17, 27,  2,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0],\n",
       "        [ 1, 21,  3, 13, 11, 14, 25, 26,  2, 19, 17,  3,  2,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0]])"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "input_ids"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [],
   "source": [
    "pad = get_attn_pad_mask(input_ids, input_ids)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "emb = Embedding()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Embedding(\n",
       "  (tok_embed): Embedding(29, 768)\n",
       "  (pos_embed): Embedding(30, 768)\n",
       "  (seg_embed): Embedding(2, 768)\n",
       "  (norm): LayerNorm((768,), eps=1e-05, elementwise_affine=True)\n",
       ")"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "emb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],\n",
       "        [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],\n",
       "        [0, 0, 0, 0, 0, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],\n",
       "        [0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],\n",
       "        [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0],\n",
       "        [0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0]])"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "segment_ids"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Position indices: tensor([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29])\n"
     ]
    }
   ],
   "source": [
    "embeds = emb(input_ids, segment_ids)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [],
   "source": [
    "attenM = get_attn_pad_mask(input_ids, input_ids)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [],
   "source": [
    "SDPA= ScaledDotProductAttention()(embeds, embeds, embeds, attenM)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [],
   "source": [
    "S, C, A = SDPA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Scores:  tensor([ 9.6000e+01,  3.1663e+01,  3.6791e+01,  3.6210e+01,  3.1516e+01,  3.0959e+01,  3.2914e+01,  3.5464e+01,  3.4892e+01,  2.9189e+00, -1.9444e+00, -6.1601e+00, -1.0167e+00, -3.0068e+00,\n",
      "        -7.0433e+00,  4.5209e+00,  3.6036e+00, -1.0000e+09, -1.0000e+09, -1.0000e+09, -1.0000e+09, -1.0000e+09, -1.0000e+09, -1.0000e+09, -1.0000e+09, -1.0000e+09, -1.0000e+09, -1.0000e+09,\n",
      "        -1.0000e+09, -1.0000e+09], grad_fn=<SelectBackward0>) nnAttention Scores after softmax:  tensor([1.0000e+00, 1.1454e-28, 1.9322e-26, 1.0809e-26, 9.8858e-29, 5.6662e-29, 4.0006e-28, 5.1268e-27, 2.8916e-27, 3.7632e-41, 2.9007e-43, 4.2039e-45, 7.3568e-43, 1.0089e-43, 1.4013e-45, 1.8675e-40,\n",
      "        7.4626e-41, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00, 0.0000e+00],\n",
      "       grad_fn=<SelectBackward0>)\n"
     ]
    }
   ],
   "source": [
    "print('Scores: ', S[0][0],'nnAttention Scores after softmax: ', A[0][0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [],
   "source": [
    "# emb = Embedding()\n",
    "# embeds = emb(input_ids, segment_ids)\n",
    "\n",
    "# attenM = get_attn_pad_mask(input_ids, input_ids)\n",
    "\n",
    "# SDPA= ScaledDotProductAttention()(embeds, embeds, embeds, attenM)\n",
    "\n",
    "# S, C, A = SDPA\n",
    "\n",
    "# print('Masks',masks[0][0])\n",
    "# print()\n",
    "# print('Scores: ', S[0][0],'nnAttention Scores after softmax: ', A[0][0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "def gelu(x):\n",
    "    return x * 0.5 * (1.0 + torch.erf(x / math.sqrt(2.0)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Position-Wise Feed Forward Network\n",
    "\n",
    "The output from the multihead goes into the feed-forward network and that concludes the encoder part.\n",
    "\n",
    "Let’s take a breath and revise what we’ve learned so far:\n",
    "\n",
    "The input goes into the embedding and as well attention function. Both of which are fed into the encoder which has a multi-head function and a feed-forward network. \n",
    "\n",
    "The multi-head function itself has a function that operates the embeddings and attention mask using a dot product operation. \n",
    "BERT building model\n",
    "Source: Author\n",
    "Assembling all the components\n",
    "Let’s continue from where we left, i.e. the output from the encoder.\n",
    "\n",
    "The encoder yields two outputs: \n",
    "\n",
    "One which comes from the feed-forward layer and \n",
    "the Attention mask. \n",
    "\n",
    "It’s key to remember that BERT does not explicitly use a decoder. Instead, it uses the output and the attention mask to get the desired result. \n",
    "\n",
    "Although the decoder section in the transformers is replaced with a shallow network which can be used for classification as shown in the code below.\n",
    "Also, BERT outputs two results: one for the classifier and the other for masked."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "class PoswiseFeedForwardNet(nn.Module):\n",
    "    def __init__(self):\n",
    "        super(PoswiseFeedForwardNet, self).__init__()\n",
    "        self.fc1 = nn.Linear(d_model, d_ff)\n",
    "        self.fc2 = nn.Linear(d_ff, d_model)\n",
    "\n",
    "    def forward(self, x):\n",
    "        # (batch_size, len_seq, d_model) -> (batch_size, len_seq, d_ff) -> (batch_size, len_seq, d_model)\n",
    "        return self.fc2(gelu(self.fc1(x)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "class EncoderLayer(nn.Module):\n",
    "    def __init__(self):\n",
    "        super(EncoderLayer, self).__init__()\n",
    "        self.enc_self_attn = MultiHeadAttention()\n",
    "        self.pos_ffn = PoswiseFeedForwardNet()\n",
    "\n",
    "    def forward(self, enc_inputs, enc_self_attn_mask):\n",
    "        enc_outputs, attn = self.enc_self_attn(enc_inputs, enc_inputs, enc_inputs, enc_self_attn_mask) # enc_inputs to same Q,K,V\n",
    "        enc_outputs = self.pos_ffn(enc_outputs) # enc_outputs: [batch_size x len_q x d_model]\n",
    "        return enc_outputs, attn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "class BERT(nn.Module):\n",
    "    def __init__(self):\n",
    "        super(BERT, self).__init__()\n",
    "        self.embedding = Embedding()\n",
    "        self.layers = nn.ModuleList([EncoderLayer() for _ in range(n_layers)])\n",
    "        self.fc = nn.Linear(d_model, d_model)\n",
    "        self.activ1 = nn.Tanh()\n",
    "        self.linear = nn.Linear(d_model, d_model)\n",
    "        self.activ2 = gelu\n",
    "        self.norm = nn.LayerNorm(d_model)\n",
    "        self.classifier = nn.Linear(d_model, 2)\n",
    "        # decoder is shared with embedding layer\n",
    "        embed_weight = self.embedding.tok_embed.weight\n",
    "        n_vocab, n_dim = embed_weight.size()\n",
    "        self.decoder = nn.Linear(n_dim, n_vocab, bias=False)\n",
    "        self.decoder.weight = embed_weight\n",
    "        self.decoder_bias = nn.Parameter(torch.zeros(n_vocab))\n",
    "\n",
    "    def forward(self, input_ids, segment_ids, masked_pos):\n",
    "        output = self.embedding(input_ids, segment_ids)\n",
    "        enc_self_attn_mask = get_attn_pad_mask(input_ids, input_ids)\n",
    "        for layer in self.layers:\n",
    "            output, enc_self_attn = layer(output, enc_self_attn_mask)\n",
    "        # output : [batch_size, len, d_model], attn : [batch_size, n_heads, d_mode, d_model]\n",
    "        # it will be decided by first token(CLS)\n",
    "        h_pooled = self.activ1(self.fc(output[:, 0])) # [batch_size, d_model]\n",
    "        print(\"H-Pooled :\",h_pooled)\n",
    "        logits_clsf = self.classifier(h_pooled) # [batch_size, 2]\n",
    "        print(\"Logits_clsf: \",logits_clsf)\n",
    "\n",
    "        masked_pos = masked_pos[:, :, None].expand(-1, -1, output.size(-1)) # [batch_size, max_pred, d_model]\n",
    "        # get masked position from final output of transformer.\n",
    "        h_masked = torch.gather(output, 1, masked_pos) # masking position [batch_size, max_pred, d_model]\n",
    "        h_masked = self.norm(self.activ2(self.linear(h_masked)))\n",
    "        logits_lm = self.decoder(h_masked) + self.decoder_bias # [batch_size, max_pred, n_vocab]\n",
    "        \n",
    "        return logits_lm, logits_clsf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 103,
   "metadata": {},
   "outputs": [],
   "source": [
    "# model = BERT()\n",
    "\n",
    "# # Get all trainable parameters\n",
    "# trainable_params = [p for p in model.parameters() if p.requires_grad]\n",
    "\n",
    "# # Print the total number of trainable parameters\n",
    "# total_params = sum(p.numel() for p in trainable_params)\n",
    "# print(f\"Total trainable parameters: {total_params}\")\n",
    "\n",
    "# # Optionally, print details of each parameter\n",
    "# for i, param in enumerate(trainable_params):\n",
    "#     print(f\"Parameter {i+1}: {param.size()}, Total elements: {param.numel()}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Name: decoder_bias, Shape: torch.Size([29]), Total Elements: 29\n",
      "Name: embedding.tok_embed.weight, Shape: torch.Size([29, 768]), Total Elements: 22272\n",
      "Name: embedding.pos_embed.weight, Shape: torch.Size([30, 768]), Total Elements: 23040\n",
      "Name: embedding.seg_embed.weight, Shape: torch.Size([2, 768]), Total Elements: 1536\n",
      "Name: embedding.norm.weight, Shape: torch.Size([768]), Total Elements: 768\n",
      "Name: embedding.norm.bias, Shape: torch.Size([768]), Total Elements: 768\n",
      "Name: layers.0.enc_self_attn.W_Q.weight, Shape: torch.Size([768, 768]), Total Elements: 589824\n",
      "Name: layers.0.enc_self_attn.W_Q.bias, Shape: torch.Size([768]), Total Elements: 768\n",
      "Name: layers.0.enc_self_attn.W_K.weight, Shape: torch.Size([768, 768]), Total Elements: 589824\n",
      "Name: layers.0.enc_self_attn.W_K.bias, Shape: torch.Size([768]), Total Elements: 768\n",
      "Name: layers.0.enc_self_attn.W_V.weight, Shape: torch.Size([768, 768]), Total Elements: 589824\n",
      "Name: layers.0.enc_self_attn.W_V.bias, Shape: torch.Size([768]), Total Elements: 768\n",
      "Name: layers.0.pos_ffn.fc1.weight, Shape: torch.Size([3072, 768]), Total Elements: 2359296\n",
      "Name: layers.0.pos_ffn.fc1.bias, Shape: torch.Size([3072]), Total Elements: 3072\n",
      "Name: layers.0.pos_ffn.fc2.weight, Shape: torch.Size([768, 3072]), Total Elements: 2359296\n",
      "Name: layers.0.pos_ffn.fc2.bias, Shape: torch.Size([768]), Total Elements: 768\n",
      "Name: layers.1.enc_self_attn.W_Q.weight, Shape: torch.Size([768, 768]), Total Elements: 589824\n",
      "Name: layers.1.enc_self_attn.W_Q.bias, Shape: torch.Size([768]), Total Elements: 768\n",
      "Name: layers.1.enc_self_attn.W_K.weight, Shape: torch.Size([768, 768]), Total Elements: 589824\n",
      "Name: layers.1.enc_self_attn.W_K.bias, Shape: torch.Size([768]), Total Elements: 768\n",
      "Name: layers.1.enc_self_attn.W_V.weight, Shape: torch.Size([768, 768]), Total Elements: 589824\n",
      "Name: layers.1.enc_self_attn.W_V.bias, Shape: torch.Size([768]), Total Elements: 768\n",
      "Name: layers.1.pos_ffn.fc1.weight, Shape: torch.Size([3072, 768]), Total Elements: 2359296\n",
      "Name: layers.1.pos_ffn.fc1.bias, Shape: torch.Size([3072]), Total Elements: 3072\n",
      "Name: layers.1.pos_ffn.fc2.weight, Shape: torch.Size([768, 3072]), Total Elements: 2359296\n",
      "Name: layers.1.pos_ffn.fc2.bias, Shape: torch.Size([768]), Total Elements: 768\n",
      "Name: layers.2.enc_self_attn.W_Q.weight, Shape: torch.Size([768, 768]), Total Elements: 589824\n",
      "Name: layers.2.enc_self_attn.W_Q.bias, Shape: torch.Size([768]), Total Elements: 768\n",
      "Name: layers.2.enc_self_attn.W_K.weight, Shape: torch.Size([768, 768]), Total Elements: 589824\n",
      "Name: layers.2.enc_self_attn.W_K.bias, Shape: torch.Size([768]), Total Elements: 768\n",
      "Name: layers.2.enc_self_attn.W_V.weight, Shape: torch.Size([768, 768]), Total Elements: 589824\n",
      "Name: layers.2.enc_self_attn.W_V.bias, Shape: torch.Size([768]), Total Elements: 768\n",
      "Name: layers.2.pos_ffn.fc1.weight, Shape: torch.Size([3072, 768]), Total Elements: 2359296\n",
      "Name: layers.2.pos_ffn.fc1.bias, Shape: torch.Size([3072]), Total Elements: 3072\n",
      "Name: layers.2.pos_ffn.fc2.weight, Shape: torch.Size([768, 3072]), Total Elements: 2359296\n",
      "Name: layers.2.pos_ffn.fc2.bias, Shape: torch.Size([768]), Total Elements: 768\n",
      "Name: layers.3.enc_self_attn.W_Q.weight, Shape: torch.Size([768, 768]), Total Elements: 589824\n",
      "Name: layers.3.enc_self_attn.W_Q.bias, Shape: torch.Size([768]), Total Elements: 768\n",
      "Name: layers.3.enc_self_attn.W_K.weight, Shape: torch.Size([768, 768]), Total Elements: 589824\n",
      "Name: layers.3.enc_self_attn.W_K.bias, Shape: torch.Size([768]), Total Elements: 768\n",
      "Name: layers.3.enc_self_attn.W_V.weight, Shape: torch.Size([768, 768]), Total Elements: 589824\n",
      "Name: layers.3.enc_self_attn.W_V.bias, Shape: torch.Size([768]), Total Elements: 768\n",
      "Name: layers.3.pos_ffn.fc1.weight, Shape: torch.Size([3072, 768]), Total Elements: 2359296\n",
      "Name: layers.3.pos_ffn.fc1.bias, Shape: torch.Size([3072]), Total Elements: 3072\n",
      "Name: layers.3.pos_ffn.fc2.weight, Shape: torch.Size([768, 3072]), Total Elements: 2359296\n",
      "Name: layers.3.pos_ffn.fc2.bias, Shape: torch.Size([768]), Total Elements: 768\n",
      "Name: layers.4.enc_self_attn.W_Q.weight, Shape: torch.Size([768, 768]), Total Elements: 589824\n",
      "Name: layers.4.enc_self_attn.W_Q.bias, Shape: torch.Size([768]), Total Elements: 768\n",
      "Name: layers.4.enc_self_attn.W_K.weight, Shape: torch.Size([768, 768]), Total Elements: 589824\n",
      "Name: layers.4.enc_self_attn.W_K.bias, Shape: torch.Size([768]), Total Elements: 768\n",
      "Name: layers.4.enc_self_attn.W_V.weight, Shape: torch.Size([768, 768]), Total Elements: 589824\n",
      "Name: layers.4.enc_self_attn.W_V.bias, Shape: torch.Size([768]), Total Elements: 768\n",
      "Name: layers.4.pos_ffn.fc1.weight, Shape: torch.Size([3072, 768]), Total Elements: 2359296\n",
      "Name: layers.4.pos_ffn.fc1.bias, Shape: torch.Size([3072]), Total Elements: 3072\n",
      "Name: layers.4.pos_ffn.fc2.weight, Shape: torch.Size([768, 3072]), Total Elements: 2359296\n",
      "Name: layers.4.pos_ffn.fc2.bias, Shape: torch.Size([768]), Total Elements: 768\n",
      "Name: layers.5.enc_self_attn.W_Q.weight, Shape: torch.Size([768, 768]), Total Elements: 589824\n",
      "Name: layers.5.enc_self_attn.W_Q.bias, Shape: torch.Size([768]), Total Elements: 768\n",
      "Name: layers.5.enc_self_attn.W_K.weight, Shape: torch.Size([768, 768]), Total Elements: 589824\n",
      "Name: layers.5.enc_self_attn.W_K.bias, Shape: torch.Size([768]), Total Elements: 768\n",
      "Name: layers.5.enc_self_attn.W_V.weight, Shape: torch.Size([768, 768]), Total Elements: 589824\n",
      "Name: layers.5.enc_self_attn.W_V.bias, Shape: torch.Size([768]), Total Elements: 768\n",
      "Name: layers.5.pos_ffn.fc1.weight, Shape: torch.Size([3072, 768]), Total Elements: 2359296\n",
      "Name: layers.5.pos_ffn.fc1.bias, Shape: torch.Size([3072]), Total Elements: 3072\n",
      "Name: layers.5.pos_ffn.fc2.weight, Shape: torch.Size([768, 3072]), Total Elements: 2359296\n",
      "Name: layers.5.pos_ffn.fc2.bias, Shape: torch.Size([768]), Total Elements: 768\n",
      "Name: fc.weight, Shape: torch.Size([768, 768]), Total Elements: 589824\n",
      "Name: fc.bias, Shape: torch.Size([768]), Total Elements: 768\n",
      "Name: linear.weight, Shape: torch.Size([768, 768]), Total Elements: 589824\n",
      "Name: linear.bias, Shape: torch.Size([768]), Total Elements: 768\n",
      "Name: norm.weight, Shape: torch.Size([768]), Total Elements: 768\n",
      "Name: norm.bias, Shape: torch.Size([768]), Total Elements: 768\n",
      "Name: classifier.weight, Shape: torch.Size([2, 768]), Total Elements: 1536\n",
      "Name: classifier.bias, Shape: torch.Size([2]), Total Elements: 2\n"
     ]
    }
   ],
   "source": [
    "model = BERT()  # Your model instance\n",
    "\n",
    "# Print names and shapes of all trainable parameters\n",
    "for name, param in model.named_parameters():\n",
    "    if param.requires_grad:  # Check if the parameter is trainable\n",
    "        print(f\"Name: {name}, Shape: {param.size()}, Total Elements: {param.numel()}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Position indices: tensor([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29])\n",
      "H-Pooled : tensor([[-1.5206e-01,  1.0969e-02,  1.0858e-01,  1.4298e-01,  1.8209e-01, -3.2951e-02, -6.4575e-03, -1.1189e-01, -1.3522e-01, -1.5860e-02, -4.2280e-03, -1.6535e-02,  1.0531e-01, -9.5692e-02,\n",
      "          1.8006e-01, -6.2223e-02, -6.8004e-03, -1.1656e-02, -2.5343e-02, -1.6989e-01,  4.6926e-03,  1.5187e-03,  1.1395e-01,  3.8308e-02, -3.3690e-02,  6.8752e-03, -1.1643e-01,  3.1442e-02,\n",
      "         -1.6420e-01,  2.6564e-02, -1.0997e-02, -1.0908e-01,  2.4195e-01,  5.2961e-02, -1.6688e-02, -1.1006e-01,  9.5685e-02, -3.2151e-02, -2.5424e-02,  7.6922e-03, -2.4721e-01, -4.1559e-02,\n",
      "          1.3046e-01,  2.3670e-01, -2.7844e-02, -3.0737e-02,  1.7892e-02,  1.1747e-01,  4.0354e-02, -1.2570e-01,  1.7217e-01, -1.4814e-01,  1.5414e-01, -7.5408e-02, -2.6348e-02,  2.7081e-02,\n",
      "         -6.8819e-02, -1.1251e-01,  3.1443e-02, -1.3385e-01, -7.2465e-02, -2.1492e-02,  8.4434e-02,  1.7081e-01,  1.0593e-02,  1.6073e-01,  6.5148e-02, -6.8872e-04, -2.6349e-01,  4.6951e-02,\n",
      "          1.0357e-01,  6.1475e-03, -2.1433e-01, -8.4034e-02,  9.0590e-02, -3.4005e-02, -2.0175e-02,  1.2994e-01, -1.7783e-01, -1.1903e-01,  5.6235e-02,  7.9872e-02, -9.3618e-02,  4.2772e-02,\n",
      "         -1.3724e-01, -2.4873e-02, -1.1665e-01, -2.3996e-01,  1.9762e-02, -2.3472e-01, -1.6388e-01, -1.9645e-01,  6.2406e-02, -1.4973e-01,  1.4647e-01, -1.8624e-01,  1.7778e-02,  1.1506e-02,\n",
      "         -9.2381e-02, -6.1278e-02,  4.2452e-02, -1.2191e-01, -1.1566e-02, -3.6486e-02, -1.8643e-02, -5.4274e-03,  1.1752e-01, -1.0071e-01, -2.3613e-02, -4.2810e-03,  2.9828e-01, -9.5497e-02,\n",
      "         -7.2493e-03,  7.5043e-02,  5.3959e-02, -1.1583e-01, -4.0519e-02,  5.4698e-02,  1.0491e-01, -2.0644e-01, -2.0528e-01, -1.4199e-01, -5.8510e-02, -1.2868e-02,  1.3575e-02,  1.1576e-01,\n",
      "          1.8505e-01, -2.6917e-02, -9.0486e-03,  2.2257e-01,  2.4629e-01, -1.6386e-01,  1.8753e-01, -2.4654e-02, -7.4479e-02, -1.2678e-01,  8.7538e-02,  1.0679e-01, -7.2560e-02,  2.1862e-01,\n",
      "          2.7059e-02,  7.1625e-02, -1.3833e-02, -8.4629e-02, -3.5251e-03, -1.4348e-02,  1.2645e-01, -1.7692e-02,  2.7421e-02,  1.3850e-01, -4.1798e-02, -1.8917e-01,  4.7971e-02,  1.8960e-01,\n",
      "          2.3166e-02,  1.0658e-01, -3.6843e-02,  1.2059e-01, -4.5398e-01, -3.9009e-03,  1.2801e-01, -5.8517e-02,  5.4997e-02,  1.0380e-01,  2.1661e-02,  4.6063e-02, -1.1150e-01,  6.1054e-03,\n",
      "         -1.3354e-01, -1.4413e-03, -1.3043e-01,  4.1554e-02, -2.2311e-02, -1.0631e-02,  7.7463e-02, -1.1094e-02, -1.2962e-02, -9.4179e-02,  1.9603e-01,  2.8365e-01, -8.2050e-02,  9.3983e-02,\n",
      "         -3.1141e-02,  2.0262e-02,  7.6520e-02,  4.3984e-03, -8.9780e-03,  6.4308e-02, -1.7565e-01,  1.1606e-02, -1.1851e-01, -1.0154e-01,  1.2674e-01, -1.8325e-01,  5.5630e-02,  2.0331e-01,\n",
      "         -4.1824e-02,  1.9144e-01,  2.8090e-03, -9.6076e-03,  9.9795e-03,  7.2637e-02, -7.7192e-02,  3.8006e-02,  5.2205e-02, -3.1019e-02, -7.2055e-02,  6.0233e-02,  1.0258e-03,  6.5194e-02,\n",
      "          6.8841e-03,  3.5568e-02,  1.4053e-01, -1.4187e-01,  2.5274e-01, -9.2247e-02, -2.9093e-01,  1.6505e-01, -5.0239e-02, -1.3235e-02, -3.7167e-02,  5.3408e-03,  1.4018e-02, -1.6694e-01,\n",
      "          1.4277e-01, -1.1317e-01, -6.6537e-02,  1.6589e-01,  8.0236e-02,  2.7877e-02,  6.5578e-02,  9.5687e-02,  9.5390e-02, -7.9484e-02,  4.5990e-02,  2.0036e-02,  1.6275e-02,  2.8186e-02,\n",
      "          9.4137e-02,  1.3107e-01,  1.6579e-01, -1.2897e-01,  1.6740e-01, -8.6187e-03,  6.6627e-02, -2.5320e-01, -7.9443e-02,  8.3427e-02,  9.4556e-02,  8.8038e-02, -2.2117e-01, -2.1362e-01,\n",
      "          1.9301e-01,  7.3055e-02,  1.7985e-01, -1.9141e-01, -8.8480e-02,  8.6268e-02,  6.3104e-02, -1.9346e-01, -1.5188e-01,  3.2777e-02,  8.2648e-03,  2.6453e-01, -8.3707e-02,  1.6983e-01,\n",
      "          1.5284e-02, -4.4445e-02,  3.1147e-01, -7.1237e-03, -1.1976e-01, -8.0901e-03,  2.0803e-01,  1.2824e-02, -9.3062e-02,  1.1623e-01, -7.2013e-02,  1.9921e-01, -7.3473e-02, -8.8071e-02,\n",
      "         -3.4242e-02,  3.7111e-02,  2.8051e-01, -7.3975e-02, -1.0624e-01,  4.5294e-03, -1.0598e-01,  2.4025e-02, -9.7756e-02, -1.1851e-01,  2.8052e-01,  2.0568e-02,  1.0668e-01,  7.7970e-03,\n",
      "         -1.4528e-01,  1.1332e-01, -1.1263e-01, -1.0908e-01, -1.7358e-02, -7.1783e-02,  1.8846e-01,  2.9678e-01,  8.1233e-02, -3.8302e-01,  1.9527e-01, -2.0386e-01, -2.1743e-01, -1.5535e-01,\n",
      "         -1.2723e-02, -5.6178e-02,  1.0572e-02, -6.2185e-03,  1.5441e-01, -8.7169e-02,  1.0475e-01, -5.7339e-02,  1.0880e-02, -4.6161e-02, -3.8117e-02,  9.7897e-02,  1.1606e-02, -2.0325e-01,\n",
      "          1.7741e-02,  4.2555e-02, -6.0535e-02, -8.5874e-02,  6.1582e-02, -2.6545e-02,  2.3399e-01,  2.4237e-02, -1.7829e-01, -1.5043e-01, -9.8014e-02, -2.2708e-01,  5.0082e-02, -1.5926e-01,\n",
      "          1.7662e-01, -1.3258e-01,  2.3370e-01, -8.1004e-03, -1.0807e-01,  1.1027e-01, -1.3397e-01, -4.1681e-02,  5.8464e-02, -2.2233e-02,  1.7814e-02,  9.1640e-02,  9.0358e-03, -8.3034e-02,\n",
      "         -6.8526e-02,  4.5243e-02, -4.3432e-02,  8.2847e-02, -8.1000e-02,  2.2585e-01, -1.2682e-01, -1.1596e-01, -9.0484e-02, -2.8481e-02, -1.3029e-01, -1.2926e-01,  1.1451e-01,  5.1183e-02,\n",
      "         -1.4639e-01, -1.0783e-01, -8.0953e-03, -5.1505e-02, -3.4795e-02, -1.1232e-01, -9.2670e-02, -7.3701e-02, -6.2148e-02, -1.2740e-01, -1.7898e-01, -5.9276e-02, -1.7393e-02,  3.4479e-02,\n",
      "         -2.2354e-02, -1.7827e-01, -1.6583e-01, -4.4314e-02,  7.8158e-02,  1.2542e-01, -7.8716e-02, -9.6648e-02, -1.3465e-01,  5.9281e-03, -5.9632e-02,  1.1328e-02, -5.4528e-02, -1.7326e-02,\n",
      "          6.6037e-02, -1.9820e-01, -9.2797e-02, -3.7974e-03, -5.7627e-02, -5.0312e-02,  1.2394e-01, -2.3824e-01, -6.3032e-02, -1.3625e-01, -5.2731e-03, -1.7838e-04,  4.2541e-02, -5.0794e-02,\n",
      "          1.9868e-01, -1.6775e-01,  8.2051e-02, -8.4963e-03, -8.7060e-02, -9.1683e-02,  1.3794e-01, -7.7039e-02,  2.3036e-02,  1.2244e-02, -4.6539e-02, -4.8214e-02,  3.1375e-02,  2.0769e-03,\n",
      "         -1.2351e-01, -4.4563e-02,  4.3311e-02, -5.9093e-02,  1.7433e-02, -1.4417e-02,  1.5346e-01,  1.7519e-01, -1.4025e-01, -5.2704e-02,  1.2567e-02,  5.5603e-02,  8.8112e-02, -3.9928e-03,\n",
      "          5.2946e-03,  6.0849e-02, -1.6395e-02, -9.1048e-02, -2.1002e-02,  3.1397e-02,  1.1083e-02, -1.0910e-01, -6.7627e-02,  2.5566e-01,  2.5588e-01,  9.6746e-03,  3.2714e-02,  6.4808e-02,\n",
      "          2.3263e-01, -1.5558e-01,  6.4466e-02, -3.7857e-02,  3.2274e-02, -5.5828e-02,  1.3537e-02,  1.1254e-01,  3.9961e-02,  3.9732e-02,  1.7020e-01,  1.3049e-02,  5.5300e-02,  1.5315e-01,\n",
      "          2.2806e-01,  6.0437e-02,  2.1203e-01,  3.3605e-03, -3.7426e-02,  1.3085e-01,  1.3946e-01,  1.6388e-01,  1.1391e-01, -7.0613e-02,  1.1874e-01, -2.1587e-01,  1.3229e-01,  1.0749e-01,\n",
      "         -2.8840e-01, -5.1312e-02,  1.2788e-01, -1.5078e-01,  1.0992e-01,  1.0020e-01, -8.9861e-02,  2.2597e-02,  2.3708e-01,  1.0112e-01,  2.7880e-01,  1.5279e-01,  5.9312e-02,  1.4550e-02,\n",
      "         -1.2145e-01, -1.1075e-02, -3.8409e-02,  4.3265e-02, -3.4147e-01,  1.7247e-01, -1.0098e-01, -6.5203e-02,  9.3088e-02,  8.9368e-02, -3.9278e-02,  6.0567e-02, -8.6703e-03,  1.9161e-01,\n",
      "         -1.9522e-02, -2.5303e-02, -6.6701e-02,  1.4481e-01,  1.3653e-01, -9.9170e-02,  2.2318e-01,  7.9923e-02, -2.8511e-02, -1.0985e-01,  1.1040e-01,  1.6750e-01, -2.5070e-01,  1.2275e-01,\n",
      "          1.1636e-01, -1.2051e-01, -8.9183e-02, -4.9452e-02, -3.9893e-02, -6.4178e-02, -6.8051e-02,  3.3439e-01, -4.3612e-02,  1.5206e-01,  1.4605e-02,  1.7408e-02, -2.6084e-02, -1.7021e-01,\n",
      "         -1.9079e-01,  2.9203e-02, -1.1762e-01, -1.4060e-01, -3.2250e-01, -2.6058e-01,  2.1493e-02,  1.2710e-01, -2.5366e-01,  5.4018e-02,  7.3284e-02,  7.1077e-02, -8.1524e-02, -5.7977e-02,\n",
      "          9.1471e-02, -1.1821e-03,  1.0776e-01, -2.7236e-02, -1.0160e-01,  7.7544e-02, -5.9100e-02, -6.7477e-02,  1.5081e-01, -1.3135e-01, -2.5646e-01,  2.2513e-01,  1.0211e-02,  2.0125e-02,\n",
      "         -6.5377e-02,  1.0141e-01,  1.4735e-01, -1.5091e-01, -9.5933e-02, -9.5044e-02, -5.5376e-02, -1.9845e-01,  5.5009e-03,  1.9544e-01,  4.2807e-02,  1.8770e-01,  4.3211e-02, -2.2005e-01,\n",
      "          2.2621e-01, -1.6542e-02, -9.5629e-02, -6.5271e-02, -1.2471e-01,  4.2206e-02, -6.1023e-02, -9.0565e-03,  8.0517e-02,  2.4046e-02, -1.6546e-01,  1.4777e-01,  9.5302e-02, -6.5289e-02,\n",
      "         -3.4700e-02, -2.1071e-02, -3.9202e-02,  2.9369e-01, -8.9857e-02,  7.9767e-02, -1.3346e-01,  1.7847e-01, -2.6408e-02,  7.9995e-02,  4.0750e-02, -6.9770e-02,  2.2690e-02,  5.7821e-02,\n",
      "          1.1978e-01,  5.4184e-02, -1.6366e-02, -6.0717e-02, -2.0355e-01, -1.3480e-02,  4.1978e-02,  3.2976e-02,  8.9471e-02,  1.0307e-01, -7.9022e-02, -4.1192e-03, -2.6046e-03,  2.8078e-01,\n",
      "          1.5598e-01, -7.1972e-02, -1.4655e-01,  1.2267e-01, -2.0909e-02, -2.4735e-01, -1.6608e-02, -1.4775e-02,  6.7558e-02,  3.7272e-02,  1.5152e-01,  1.2586e-02,  1.1779e-01, -1.6600e-02,\n",
      "          1.9465e-01, -1.6637e-01, -1.7056e-01,  7.5987e-02,  8.9341e-02,  7.9011e-02, -5.0737e-02,  1.2145e-01,  1.4211e-01, -1.0648e-01,  1.8100e-01, -9.9281e-02,  9.7154e-02, -2.0652e-02,\n",
      "         -2.5234e-02,  6.6440e-02, -1.6570e-02, -1.5010e-01,  1.6760e-02, -1.3414e-01, -2.1382e-02,  1.9202e-01,  2.2200e-01,  4.9115e-02,  2.8379e-04, -5.3557e-02,  2.0795e-02,  8.3798e-02,\n",
      "         -1.0746e-02,  1.0951e-01,  3.0077e-01,  2.7620e-02, -1.1244e-01,  7.8573e-02,  2.4915e-02,  6.0004e-02, -2.6398e-02,  4.5485e-03,  1.4767e-02, -1.7601e-01, -7.1518e-02, -3.0967e-02,\n",
      "         -1.4015e-01, -1.2968e-01,  4.5844e-02,  1.1115e-01,  1.6563e-02, -3.7676e-03,  1.4694e-02, -2.2507e-02, -7.9749e-02, -4.7645e-02,  1.5918e-02, -4.1539e-02, -1.1689e-01,  6.2421e-02,\n",
      "         -8.0450e-02,  1.5691e-01, -4.9434e-02, -1.0336e-01, -1.3744e-01, -1.3699e-01, -4.1907e-02,  1.3366e-02, -1.2954e-01, -1.0983e-01,  2.1793e-01, -2.6208e-01,  9.0188e-02, -1.4509e-01,\n",
      "          2.0813e-01, -9.9130e-02,  4.0232e-02,  1.3948e-02, -1.1596e-01, -2.4258e-01, -2.9574e-01, -8.5483e-02,  1.6967e-01, -9.0159e-02, -5.7603e-02, -1.5689e-01, -1.1102e-01, -2.0476e-01,\n",
      "         -1.0777e-01, -1.7805e-01,  2.1735e-02, -1.0302e-01,  4.7537e-02,  1.4942e-01, -4.6850e-03,  2.7459e-02, -1.4961e-01, -2.6209e-02, -1.5162e-01, -1.9567e-01,  1.9832e-02, -6.6355e-02,\n",
      "         -5.5975e-03,  1.5647e-01, -2.7622e-01, -3.6185e-02,  1.0107e-01,  5.5781e-02,  7.2415e-02,  1.0624e-01,  1.6014e-01,  4.6730e-02, -2.9763e-02, -6.5046e-02, -9.7493e-02, -8.0185e-02,\n",
      "          8.8701e-02, -8.9619e-02, -1.3631e-01, -2.5620e-01, -1.6666e-02,  6.3750e-02, -2.7608e-02, -7.4075e-02,  6.2848e-02,  1.5775e-01,  1.6670e-01, -4.1087e-02,  1.2153e-02, -4.6947e-02,\n",
      "          1.0192e-01, -1.2240e-01, -1.8433e-01,  1.1690e-01,  1.5406e-01, -1.8971e-01,  3.3506e-02,  1.6440e-02,  4.7111e-02,  2.4960e-01, -8.0231e-02,  1.9685e-01],\n",
      "        [-1.7166e-01, -6.9228e-03,  8.6161e-02,  1.4812e-01,  1.7851e-01, -2.2198e-02,  2.9520e-02, -9.3263e-02, -1.0824e-01, -3.4668e-02,  1.3827e-02, -1.5045e-02,  1.1388e-01, -9.5011e-02,\n",
      "          1.5676e-01, -6.1796e-02, -8.5324e-03, -1.9256e-02, -3.1828e-02, -1.7366e-01, -2.1596e-02, -7.7719e-03,  1.0129e-01,  3.0548e-02, -4.4846e-02,  4.0884e-03, -1.2992e-01,  5.5975e-02,\n",
      "         -1.3706e-01,  2.9908e-02, -3.2928e-03, -1.0200e-01,  2.4983e-01,  5.1578e-02, -8.3126e-03, -1.2377e-01,  1.1109e-01, -9.0664e-03,  3.4774e-03, -1.0154e-02, -2.2953e-01, -1.8025e-02,\n",
      "          1.5025e-01,  2.3262e-01, -1.6953e-02, -2.3986e-02,  2.7828e-02,  9.1503e-02,  2.6449e-02, -1.4247e-01,  1.6413e-01, -1.4676e-01,  1.7398e-01, -5.9562e-02, -3.8424e-02,  1.2196e-02,\n",
      "         -6.5228e-02, -9.1551e-02,  2.4748e-02, -1.5200e-01, -1.0488e-01, -1.1321e-02,  1.1814e-01,  1.6608e-01,  3.1822e-02,  1.5866e-01,  7.7183e-02, -2.8420e-03, -2.4936e-01,  4.6944e-02,\n",
      "          1.0690e-01, -6.0444e-04, -1.9200e-01, -5.9700e-02,  9.1013e-02, -1.0729e-02, -1.3548e-02,  1.3545e-01, -1.8909e-01, -1.2602e-01,  5.8578e-02,  7.6106e-02, -7.1513e-02,  2.5209e-02,\n",
      "         -1.2493e-01, -1.5229e-02, -1.0909e-01, -2.2811e-01,  2.9113e-02, -2.4001e-01, -1.9162e-01, -2.1740e-01,  6.8166e-02, -1.7364e-01,  1.6557e-01, -1.8085e-01,  3.5802e-02,  2.7399e-03,\n",
      "         -1.0370e-01, -4.4071e-02,  2.6062e-02, -1.5286e-01, -1.5168e-02, -1.5640e-02, -5.8040e-03, -5.3468e-02,  1.2977e-01, -9.5877e-02,  8.1705e-04, -2.9252e-03,  2.9148e-01, -1.1093e-01,\n",
      "         -2.0440e-02,  7.6136e-02,  7.6267e-02, -1.1362e-01, -2.3854e-02,  5.4640e-02,  1.0807e-01, -1.9823e-01, -2.2353e-01, -1.6703e-01, -2.3199e-02, -2.8914e-02,  3.2645e-02,  1.0925e-01,\n",
      "          1.5863e-01, -4.6181e-02,  3.4564e-03,  2.2882e-01,  2.6325e-01, -1.5598e-01,  1.9450e-01, -3.2021e-02, -9.1073e-02, -1.2691e-01,  6.1035e-02,  1.2859e-01, -8.1107e-02,  2.3723e-01,\n",
      "          1.9475e-02,  8.5464e-02, -2.8291e-02, -7.9510e-02,  1.4016e-04,  2.0326e-03,  1.2978e-01, -1.6631e-02,  5.8790e-03,  1.4030e-01, -6.1677e-02, -1.8880e-01,  5.3947e-02,  1.7283e-01,\n",
      "          1.4966e-02,  1.0566e-01, -2.4748e-02,  1.2291e-01, -4.6825e-01, -4.6404e-03,  1.2994e-01, -7.6838e-02,  6.9546e-02,  1.1106e-01,  9.7740e-03,  4.3525e-02, -1.3882e-01,  1.6953e-02,\n",
      "         -1.0998e-01,  6.0634e-03, -1.3738e-01,  7.1601e-02, -4.0963e-02,  1.8471e-02,  8.8522e-02, -1.9311e-02, -3.7972e-02, -9.5213e-02,  1.9808e-01,  2.7839e-01, -7.4513e-02,  9.5523e-02,\n",
      "         -3.0491e-02,  4.2625e-02,  7.3878e-02, -1.1257e-03,  4.9173e-03,  5.6155e-02, -1.7949e-01,  2.7622e-02, -1.1834e-01, -9.2383e-02,  1.4611e-01, -1.7140e-01,  4.9753e-02,  2.1076e-01,\n",
      "         -2.5038e-03,  1.7527e-01,  8.2938e-03,  3.5636e-04,  4.0450e-02,  4.6942e-02, -7.0219e-02,  5.7220e-02,  4.2981e-02, -4.8330e-02, -8.8619e-02,  5.7644e-02,  3.5570e-02,  7.4180e-02,\n",
      "          3.0834e-02,  6.3392e-03,  1.5503e-01, -1.2781e-01,  2.5261e-01, -9.5786e-02, -3.0429e-01,  1.7092e-01, -6.7617e-02, -3.0977e-02, -6.2489e-02, -1.2099e-02, -3.4288e-03, -1.7996e-01,\n",
      "          1.4269e-01, -1.1542e-01, -7.1992e-02,  1.7247e-01,  8.3171e-02,  4.4529e-02,  6.9370e-02,  9.5845e-02,  1.0002e-01, -8.7505e-02,  5.5362e-02,  4.5184e-02,  1.8164e-02,  2.5898e-02,\n",
      "          1.0567e-01,  1.4294e-01,  1.7851e-01, -1.4402e-01,  1.8257e-01, -3.2656e-02,  1.1913e-01, -2.5759e-01, -6.7634e-02,  5.1742e-02,  9.5839e-02,  8.2288e-02, -2.0721e-01, -2.0283e-01,\n",
      "          1.4977e-01,  6.1965e-02,  2.1263e-01, -1.9175e-01, -1.0478e-01,  5.5066e-02,  6.0063e-02, -1.7946e-01, -1.4025e-01,  1.8928e-02, -4.3248e-03,  2.5880e-01, -6.3417e-02,  1.5100e-01,\n",
      "          3.3566e-03, -2.5425e-02,  3.2296e-01,  1.1561e-03, -1.3176e-01,  1.8156e-03,  1.8404e-01,  1.5407e-02, -1.0707e-01,  1.4084e-01, -5.5937e-02,  1.6584e-01, -1.0520e-01, -8.3097e-02,\n",
      "         -3.1936e-02,  1.5139e-02,  2.6041e-01, -7.6291e-02, -8.7526e-02, -3.7688e-03, -9.6500e-02,  3.7346e-02, -1.1600e-01, -1.1107e-01,  2.8384e-01,  2.4112e-02,  8.4754e-02,  3.9291e-03,\n",
      "         -1.4912e-01,  8.7172e-02, -1.1113e-01, -9.8631e-02, -3.4239e-02, -7.1194e-02,  1.8856e-01,  2.8427e-01,  9.6566e-02, -3.6315e-01,  1.9774e-01, -2.2678e-01, -2.2871e-01, -1.8302e-01,\n",
      "         -3.1924e-02, -5.1831e-02,  2.5561e-02,  1.0520e-02,  1.5172e-01, -7.2566e-02,  1.2448e-01, -7.0207e-02, -1.7259e-02, -8.4890e-02, -1.6450e-02,  8.3545e-02,  1.1058e-02, -1.9995e-01,\n",
      "         -9.6558e-03,  2.3898e-02, -6.6464e-02, -1.0271e-01,  4.9440e-02, -4.4642e-02,  2.3859e-01,  3.0826e-03, -1.9718e-01, -1.4500e-01, -1.1737e-01, -2.3085e-01,  7.5034e-02, -1.3424e-01,\n",
      "          1.8134e-01, -1.1310e-01,  2.5712e-01,  1.1148e-02, -9.4928e-02,  1.0373e-01, -1.6442e-01, -2.3080e-02,  4.8511e-02,  7.6767e-03,  1.5048e-02,  1.0701e-01, -3.6012e-03, -7.0030e-02,\n",
      "         -5.7581e-02,  7.5073e-02, -5.9018e-02,  1.0997e-01, -6.9439e-02,  2.4457e-01, -1.3547e-01, -1.2061e-01, -8.1110e-02, -2.2871e-02, -8.4160e-02, -1.4064e-01,  1.2610e-01,  5.9857e-02,\n",
      "         -1.4916e-01, -8.9222e-02, -3.1632e-02, -7.6496e-02, -3.7921e-02, -9.9210e-02, -6.5078e-02, -7.4702e-02, -4.7904e-02, -1.1913e-01, -1.6337e-01, -7.3584e-02,  1.2788e-02,  6.6624e-02,\n",
      "         -3.9034e-04, -1.6550e-01, -1.5910e-01, -3.6685e-02,  8.1388e-02,  1.7306e-01, -5.7214e-02, -9.3752e-02, -1.7060e-01, -5.7322e-03, -5.5493e-02,  2.5670e-02, -4.5183e-02, -2.6513e-02,\n",
      "          5.2771e-02, -2.1182e-01, -1.0493e-01, -3.5133e-02, -4.2737e-02, -7.9171e-02,  1.2081e-01, -2.3643e-01, -4.0078e-02, -1.2588e-01,  2.1062e-02, -1.4531e-02,  2.7482e-02, -3.7865e-02,\n",
      "          1.9553e-01, -1.7171e-01,  7.1815e-02,  8.7253e-04, -1.0390e-01, -9.4279e-02,  1.5392e-01, -9.7818e-02, -3.7290e-03,  7.2061e-03, -4.9780e-02, -6.1580e-02,  2.5564e-02, -3.9616e-02,\n",
      "         -8.9089e-02, -2.2621e-02,  8.1891e-02, -8.1436e-02,  1.1827e-02, -3.5295e-02,  1.4718e-01,  1.8989e-01, -1.1046e-01, -2.9620e-02,  1.4840e-02,  5.4150e-02,  1.0309e-01, -4.2211e-02,\n",
      "          1.7067e-02,  6.6899e-02, -5.8440e-02, -1.0125e-01, -2.5674e-02,  2.8094e-02,  3.1137e-02, -1.1002e-01, -5.7478e-02,  2.6892e-01,  2.5912e-01,  4.5644e-02,  8.1376e-03,  9.4821e-02,\n",
      "          2.1233e-01, -1.4340e-01,  5.4719e-02, -8.2194e-02,  5.5956e-02, -6.3853e-02,  1.5715e-02,  1.3337e-01,  4.0868e-02,  3.5640e-02,  1.9362e-01,  1.5871e-02,  5.6775e-02,  1.8227e-01,\n",
      "          2.4660e-01,  8.0654e-02,  2.2826e-01,  1.6384e-02, -4.2208e-02,  1.4347e-01,  1.4425e-01,  1.6144e-01,  1.1330e-01, -4.2439e-02,  1.2511e-01, -2.1664e-01,  1.2222e-01,  9.3136e-02,\n",
      "         -2.9179e-01, -7.3488e-02,  1.2068e-01, -1.5368e-01,  1.0635e-01,  1.1687e-01, -8.7188e-02,  3.7516e-02,  2.0856e-01,  9.4933e-02,  2.6711e-01,  1.3730e-01,  5.4621e-02,  2.9727e-02,\n",
      "         -1.2315e-01, -3.3885e-03, -3.8762e-02,  3.8922e-02, -3.3954e-01,  1.5939e-01, -1.1901e-01, -8.0840e-02,  9.4927e-02,  9.2794e-02, -2.7785e-02,  6.1808e-02, -3.9805e-03,  1.9428e-01,\n",
      "          2.9444e-02, -3.8877e-02, -7.6907e-02,  1.4617e-01,  1.5564e-01, -1.2004e-01,  1.9579e-01,  6.0306e-02, -2.5271e-02, -1.2613e-01,  9.4104e-02,  1.1147e-01, -2.3150e-01,  1.2059e-01,\n",
      "          9.6808e-02, -1.2440e-01, -8.4102e-02, -8.0094e-02, -2.7045e-02, -9.7443e-02, -7.0994e-02,  3.2714e-01, -3.8648e-02,  1.7927e-01,  6.1623e-03,  4.2870e-02, -2.5052e-02, -1.7194e-01,\n",
      "         -1.7921e-01,  4.1062e-02, -7.8427e-02, -1.6295e-01, -2.8373e-01, -2.2773e-01,  2.3388e-02,  1.3553e-01, -2.3839e-01,  6.5814e-02,  8.1330e-02,  6.3363e-02, -6.2849e-02, -5.7727e-02,\n",
      "          1.0546e-01,  1.1786e-03,  1.0379e-01, -2.8878e-02, -8.4947e-02,  7.2904e-02, -5.0909e-02, -6.1383e-02,  1.4478e-01, -1.4372e-01, -2.5541e-01,  1.9626e-01,  1.0644e-03,  2.8447e-02,\n",
      "         -4.1226e-02,  1.0101e-01,  1.5780e-01, -1.4147e-01, -1.1331e-01, -9.5791e-02, -5.4888e-02, -1.8627e-01,  1.8186e-02,  1.8753e-01,  6.3402e-02,  1.6358e-01,  2.1626e-02, -1.9923e-01,\n",
      "          2.3308e-01,  8.8614e-04, -9.6202e-02, -7.0908e-02, -1.2492e-01,  4.1123e-02, -4.4527e-02, -1.6289e-02,  4.6608e-02,  1.2752e-02, -1.7943e-01,  1.1162e-01,  4.1655e-02, -3.8438e-02,\n",
      "         -2.6213e-02, -3.6407e-02, -2.7293e-02,  2.7348e-01, -1.1901e-01,  5.4390e-02, -1.5384e-01,  1.7441e-01, -4.2300e-02,  7.6119e-02,  2.8808e-02, -6.0117e-02,  1.1942e-03,  4.6607e-02,\n",
      "          1.1653e-01,  7.4079e-02, -2.2191e-02, -5.2283e-02, -1.9073e-01,  1.3577e-02,  5.2937e-02,  2.2995e-02,  1.0831e-01,  9.2453e-02, -8.0862e-02, -1.8661e-02, -4.2999e-03,  2.7816e-01,\n",
      "          1.5418e-01, -7.1788e-02, -1.5076e-01,  1.2117e-01, -2.1869e-02, -2.4950e-01,  1.5648e-02, -2.3390e-02,  8.1562e-02,  3.9721e-02,  1.3957e-01,  5.8055e-03,  1.2625e-01, -5.9723e-03,\n",
      "          1.9883e-01, -1.5682e-01, -1.7477e-01,  5.8946e-02,  8.6560e-02,  5.4595e-02, -7.1493e-02,  1.2723e-01,  1.7191e-01, -9.5630e-02,  2.0724e-01, -1.0521e-01,  8.8773e-02, -4.6226e-02,\n",
      "         -1.9696e-02,  6.3291e-02, -4.1493e-03, -1.4002e-01,  2.3159e-02, -1.3185e-01, -4.8035e-02,  1.9734e-01,  2.2071e-01,  5.1874e-02,  1.9103e-02, -5.2241e-02,  2.0363e-02,  9.0412e-02,\n",
      "         -2.5118e-02,  1.0842e-01,  2.7033e-01,  4.4786e-02, -1.1432e-01,  1.1887e-01,  1.6953e-02,  4.2396e-02, -5.4113e-02, -1.1897e-02,  3.8691e-02, -1.7092e-01, -8.0160e-02, -4.9045e-02,\n",
      "         -1.1580e-01, -1.2242e-01,  7.1501e-02,  1.1791e-01,  3.4404e-02,  1.2194e-02,  2.7755e-02, -2.9730e-02, -9.6064e-02, -3.8315e-02,  3.8729e-03, -2.5629e-02, -1.1394e-01,  6.8204e-02,\n",
      "         -1.0289e-01,  1.3593e-01, -1.9507e-02, -1.2367e-01, -1.3134e-01, -1.2186e-01, -4.6963e-02, -1.0629e-03, -1.2497e-01, -8.5386e-02,  2.2374e-01, -2.5626e-01,  8.6791e-02, -1.3699e-01,\n",
      "          2.2033e-01, -1.1916e-01,  5.6772e-02,  1.3404e-02, -1.0532e-01, -2.4558e-01, -2.8243e-01, -1.0876e-01,  1.5991e-01, -5.5430e-02, -3.9107e-02, -1.2601e-01, -1.0353e-01, -1.9768e-01,\n",
      "         -1.0319e-01, -1.5559e-01,  5.3248e-02, -1.2187e-01,  5.2293e-02,  1.6322e-01,  3.6868e-02,  7.7650e-03, -1.4401e-01, -4.1594e-02, -1.3857e-01, -2.3156e-01,  3.3718e-02, -4.8426e-02,\n",
      "         -2.0171e-02,  1.3238e-01, -2.7302e-01, -5.2334e-02,  1.4585e-01,  8.1117e-02,  5.7013e-02,  1.1095e-01,  1.6062e-01,  4.5530e-02, -1.7488e-02, -3.7138e-02, -1.0829e-01, -9.3756e-02,\n",
      "          8.7102e-02, -8.4879e-02, -1.3031e-01, -2.5512e-01,  8.7970e-03,  1.0008e-01, -2.2172e-02, -9.4673e-02,  9.6931e-02,  1.5038e-01,  1.6852e-01, -3.4547e-02,  5.4643e-03, -5.6651e-02,\n",
      "          1.0672e-01, -1.1553e-01, -1.7586e-01,  1.1407e-01,  1.6245e-01, -1.8088e-01,  3.0151e-02,  4.7635e-02,  3.9238e-02,  2.4879e-01, -7.6873e-02,  1.8442e-01],\n",
      "        [-1.5887e-01,  1.1327e-02,  1.1789e-01,  1.4119e-01,  1.7465e-01, -2.2663e-02,  3.9316e-02, -9.0121e-02, -1.4384e-01, -2.2385e-02, -2.7677e-02, -1.4844e-02,  1.1345e-01, -9.2140e-02,\n",
      "          1.5557e-01, -6.1645e-02, -2.7652e-02, -2.0269e-02, -3.8261e-02, -1.4566e-01, -7.4373e-03, -1.6681e-02,  1.0493e-01,  5.4315e-03, -4.2487e-02, -8.1218e-03, -1.1551e-01,  4.5609e-02,\n",
      "         -1.3961e-01,  2.7971e-02, -4.4061e-03, -1.1059e-01,  2.3563e-01,  5.0432e-02, -4.3525e-04, -1.2255e-01,  1.0537e-01, -3.7491e-02, -2.8853e-03, -1.0200e-02, -2.6178e-01, -2.0792e-02,\n",
      "          1.3684e-01,  2.2680e-01,  2.4396e-03, -2.2119e-02,  1.5903e-02,  1.0717e-01,  3.3156e-02, -1.2954e-01,  1.6513e-01, -1.5439e-01,  1.8250e-01, -6.1474e-02, -3.5733e-02, -9.9666e-03,\n",
      "         -7.2886e-02, -8.4678e-02,  1.3642e-02, -1.5096e-01, -6.2559e-02, -2.2094e-02,  9.0608e-02,  1.6679e-01,  4.0752e-02,  1.5389e-01,  7.0238e-02, -1.0961e-02, -2.7976e-01,  4.6307e-02,\n",
      "          1.2377e-01,  1.1282e-02, -2.0050e-01, -5.0449e-02,  9.2552e-02, -1.2002e-02, -4.1289e-03,  1.1349e-01, -1.7356e-01, -1.1775e-01,  6.0408e-02,  6.4421e-02, -8.0543e-02,  3.4838e-02,\n",
      "         -1.4019e-01, -7.8577e-03, -1.2519e-01, -2.3920e-01,  1.0233e-02, -2.4356e-01, -1.7740e-01, -2.4476e-01,  7.8641e-02, -1.4932e-01,  1.6187e-01, -1.6680e-01,  4.5242e-02, -1.8632e-02,\n",
      "         -9.2610e-02, -4.3104e-02,  4.8731e-02, -1.2092e-01, -1.6028e-02, -2.6179e-02, -3.0136e-02, -2.2687e-02,  1.1172e-01, -7.7741e-02, -7.4361e-04,  4.8748e-03,  2.7376e-01, -9.7784e-02,\n",
      "         -3.1389e-02,  7.3827e-02,  4.8886e-02, -1.0430e-01, -1.5869e-02,  8.3708e-02,  1.2095e-01, -1.9492e-01, -2.1436e-01, -1.5754e-01, -5.8718e-02, -2.2107e-02,  3.7085e-02,  1.3381e-01,\n",
      "          1.7271e-01, -5.4705e-02,  2.9101e-02,  2.2785e-01,  2.6599e-01, -1.4506e-01,  2.1069e-01, -2.4842e-02, -9.3990e-02, -1.4283e-01,  7.0289e-02,  1.2187e-01, -7.0395e-02,  2.0300e-01,\n",
      "          4.1322e-02,  7.9135e-02, -3.5281e-02, -7.8162e-02,  7.1919e-03, -1.9335e-02,  1.2777e-01, -8.9437e-03,  1.7793e-02,  1.3451e-01, -5.1278e-02, -1.9091e-01,  4.5171e-02,  1.7403e-01,\n",
      "          3.2218e-02,  1.0493e-01, -3.5102e-02,  1.1098e-01, -4.6063e-01, -1.3384e-02,  1.4516e-01, -5.4220e-02,  5.1975e-02,  1.0401e-01,  2.7218e-02,  2.5973e-02, -1.1920e-01,  7.3312e-03,\n",
      "         -1.3567e-01,  6.5201e-03, -1.3873e-01,  8.9080e-02, -2.6052e-02,  2.6104e-02,  7.3616e-02, -3.6376e-02, -1.7003e-02, -1.0022e-01,  1.9868e-01,  2.8632e-01, -6.7599e-02,  9.9074e-02,\n",
      "         -4.1719e-02,  3.3783e-02,  9.9868e-02,  2.9455e-02, -4.7449e-03,  6.9779e-02, -1.6885e-01,  1.9495e-02, -1.3339e-01, -1.1337e-01,  1.3305e-01, -1.9747e-01,  4.2393e-02,  2.1131e-01,\n",
      "         -4.5685e-02,  1.4846e-01, -6.7555e-03, -1.6865e-02,  2.4302e-02,  5.0931e-02, -5.1536e-02,  5.4938e-02,  5.1256e-02, -4.7000e-02, -9.6964e-02,  7.4511e-02,  7.0544e-03,  7.2768e-02,\n",
      "          3.5011e-02,  1.3994e-02,  1.3814e-01, -1.3496e-01,  2.3894e-01, -9.1309e-02, -2.9139e-01,  1.5903e-01, -3.3073e-02, -1.0858e-02, -4.5161e-02, -1.2461e-02, -5.9927e-03, -1.7862e-01,\n",
      "          1.5160e-01, -8.4010e-02, -6.1726e-02,  1.6391e-01,  8.2657e-02,  4.3115e-02,  7.2132e-02,  1.0956e-01,  1.1103e-01, -1.0167e-01,  6.3334e-02,  3.4523e-02,  2.3192e-02,  5.0658e-02,\n",
      "          1.0739e-01,  1.3614e-01,  1.5898e-01, -1.5726e-01,  1.6287e-01, -1.2092e-02,  1.1481e-01, -2.4624e-01, -6.4293e-02,  4.6017e-02,  7.5815e-02,  7.9297e-02, -2.3382e-01, -2.0983e-01,\n",
      "          1.9679e-01,  9.0205e-02,  1.9064e-01, -2.1060e-01, -1.1290e-01,  5.0618e-02,  5.2766e-02, -1.7366e-01, -1.4183e-01,  1.7587e-02, -3.7553e-03,  2.6528e-01, -6.5035e-02,  1.5220e-01,\n",
      "          2.6377e-02, -3.8525e-02,  3.0150e-01,  2.6951e-02, -1.3279e-01,  7.7893e-03,  1.8695e-01,  1.4440e-02, -1.0987e-01,  1.4185e-01, -6.2327e-02,  1.8818e-01, -1.0320e-01, -6.2882e-02,\n",
      "         -5.1341e-02,  3.5136e-02,  2.6770e-01, -8.0614e-02, -1.1124e-01,  2.7772e-02, -1.2411e-01,  4.1690e-02, -1.4131e-01, -1.2673e-01,  2.8455e-01,  2.7649e-02,  1.0448e-01,  9.6339e-03,\n",
      "         -1.4044e-01,  1.1022e-01, -1.0958e-01, -1.0914e-01, -4.6411e-02, -6.8163e-02,  1.8713e-01,  2.6818e-01,  9.2179e-02, -3.9353e-01,  2.1724e-01, -2.1824e-01, -2.3496e-01, -1.7990e-01,\n",
      "         -4.6474e-02, -4.5002e-02,  3.5312e-02,  1.2822e-02,  1.5265e-01, -7.5981e-02,  1.1097e-01, -7.1625e-02,  1.9063e-02, -5.9487e-02, -4.3508e-02,  1.0200e-01, -3.5551e-03, -1.9657e-01,\n",
      "          2.2444e-02,  3.9410e-02, -6.1481e-02, -8.5534e-02,  3.5721e-02, -3.7271e-02,  2.3117e-01, -1.2473e-02, -1.8795e-01, -1.3730e-01, -1.2532e-01, -2.2888e-01,  6.7596e-02, -1.1885e-01,\n",
      "          1.7173e-01, -1.2553e-01,  2.3672e-01,  6.5402e-03, -8.9842e-02,  1.1550e-01, -1.5048e-01, -3.0877e-02,  4.0076e-02, -1.8446e-02,  1.6172e-02,  1.2851e-01, -2.3695e-02, -8.3395e-02,\n",
      "         -4.4404e-02,  6.1664e-02, -4.6132e-02,  1.2235e-01, -8.9125e-02,  2.3607e-01, -1.4382e-01, -1.0510e-01, -1.0027e-01, -1.8784e-02, -9.4425e-02, -1.3448e-01,  1.2482e-01,  3.9000e-02,\n",
      "         -1.4522e-01, -7.9049e-02, -5.5890e-02, -8.5824e-02, -1.5968e-02, -1.1192e-01, -7.2350e-02, -8.2941e-02, -5.3431e-02, -1.1355e-01, -1.6536e-01, -5.8185e-02,  1.9019e-02,  7.0339e-02,\n",
      "         -8.9202e-03, -1.5248e-01, -1.5594e-01, -3.8429e-02,  8.3759e-02,  1.3561e-01, -6.1639e-02, -5.7979e-02, -1.3446e-01, -1.2965e-02, -7.8556e-02,  2.5138e-02, -5.7563e-02, -5.9166e-02,\n",
      "          8.2617e-02, -2.1540e-01, -9.9817e-02, -1.4579e-02, -4.7886e-02, -6.7936e-02,  1.0048e-01, -2.4941e-01, -3.5077e-02, -1.2449e-01,  2.1597e-02,  1.6087e-02,  4.3160e-02, -4.1514e-02,\n",
      "          2.0460e-01, -1.7805e-01,  8.2902e-02, -1.9589e-02, -9.8488e-02, -9.9923e-02,  1.5972e-01, -6.3378e-02,  2.9088e-02,  2.2149e-02, -5.2371e-02, -5.2695e-02,  2.6745e-02, -2.9370e-02,\n",
      "         -1.1303e-01, -8.7344e-03,  6.0665e-02, -6.5304e-02,  2.2494e-02, -2.7364e-02,  1.5006e-01,  1.9007e-01, -1.2694e-01, -7.9425e-03,  1.6115e-02,  5.7096e-02,  1.0188e-01, -3.3298e-02,\n",
      "          6.4400e-03,  9.6762e-02, -2.4589e-02, -1.0240e-01, -3.8812e-02,  3.2385e-02,  2.8527e-02, -1.0744e-01, -3.8844e-02,  2.5006e-01,  2.6885e-01,  2.8245e-02,  4.2359e-02,  6.9319e-02,\n",
      "          2.0012e-01, -1.5081e-01,  6.2336e-02, -5.5410e-02,  4.1834e-02, -6.7150e-02,  2.0970e-02,  1.3966e-01,  9.8222e-03,  3.3897e-02,  1.7924e-01, -8.3692e-04,  4.5800e-02,  1.8015e-01,\n",
      "          2.5076e-01,  7.7591e-02,  2.0957e-01,  4.8781e-02, -6.5043e-02,  1.0562e-01,  1.4942e-01,  1.6250e-01,  1.1441e-01, -7.3961e-02,  1.2010e-01, -2.2024e-01,  1.3715e-01,  9.8111e-02,\n",
      "         -2.7762e-01, -5.5799e-02,  9.9898e-02, -1.5399e-01,  1.3986e-01,  1.0784e-01, -8.5484e-02,  3.1993e-02,  2.1525e-01,  1.0103e-01,  2.6517e-01,  1.6677e-01,  4.2646e-02,  1.1852e-02,\n",
      "         -1.3674e-01, -1.6581e-02, -4.1736e-02,  3.5033e-02, -3.3243e-01,  1.5177e-01, -1.1585e-01, -6.2732e-02,  9.0234e-02,  8.3900e-02, -3.9829e-02,  5.7495e-02,  3.1546e-03,  2.0256e-01,\n",
      "          3.7800e-02, -1.2560e-02, -8.9265e-02,  1.6587e-01,  1.5679e-01, -1.0198e-01,  1.9923e-01,  6.0785e-02, -5.5885e-02, -1.3606e-01,  9.7253e-02,  1.2399e-01, -2.5228e-01,  1.2028e-01,\n",
      "          1.1549e-01, -1.2778e-01, -9.3094e-02, -7.1958e-02, -2.5923e-02, -5.9746e-02, -7.5511e-02,  3.2899e-01, -3.3376e-02,  1.7875e-01,  3.0713e-02, -2.0091e-03, -2.5424e-02, -1.7456e-01,\n",
      "         -1.8711e-01,  5.2283e-02, -9.6762e-02, -1.5318e-01, -2.7086e-01, -2.2366e-01,  2.8412e-02,  1.2567e-01, -2.6788e-01,  7.2844e-02,  4.7491e-02,  6.4237e-02, -7.6920e-02, -6.6568e-02,\n",
      "          1.1219e-01,  3.6087e-02,  1.0406e-01, -2.0949e-02, -7.0951e-02,  7.6714e-02, -7.9915e-02, -5.3186e-02,  1.4994e-01, -1.2116e-01, -2.5961e-01,  2.0300e-01, -1.1595e-02,  3.0575e-02,\n",
      "         -4.1887e-02,  9.3498e-02,  1.4594e-01, -1.6378e-01, -1.1520e-01, -9.8838e-02, -5.8225e-02, -2.0350e-01,  1.2344e-02,  1.9260e-01,  2.2960e-02,  2.0530e-01,  3.3833e-02, -2.1939e-01,\n",
      "          2.2177e-01,  3.4250e-04, -7.8991e-02, -6.4629e-02, -1.1581e-01,  3.2458e-02, -4.8141e-02, -2.5407e-02,  4.5969e-02,  7.5280e-03, -1.7258e-01,  1.2976e-01,  9.1191e-02, -3.5648e-02,\n",
      "         -5.4451e-02, -4.0714e-02, -4.4860e-02,  2.8484e-01, -1.1335e-01,  5.1727e-02, -1.4094e-01,  1.8547e-01, -2.8660e-02,  6.0602e-02,  3.6505e-02, -7.6301e-02,  3.2186e-02,  5.8283e-02,\n",
      "          1.2792e-01,  7.7623e-02, -2.0420e-02, -5.5625e-02, -2.2703e-01,  3.2087e-02,  6.2390e-02,  3.5542e-02,  9.7604e-02,  1.0828e-01, -7.7174e-02, -1.1538e-02, -4.7255e-04,  2.8202e-01,\n",
      "          1.4638e-01, -7.2768e-02, -1.2483e-01,  1.1004e-01, -5.0932e-02, -2.3650e-01,  2.0581e-02, -4.1127e-02,  1.1221e-01,  4.4355e-02,  1.4799e-01, -1.6710e-03,  1.1061e-01, -8.3205e-03,\n",
      "          1.8286e-01, -1.5841e-01, -1.6579e-01,  7.2955e-02,  1.0892e-01,  2.5127e-02, -6.6115e-02,  1.1925e-01,  1.5613e-01, -1.2180e-01,  1.7779e-01, -1.1375e-01,  7.6495e-02, -2.5914e-03,\n",
      "         -1.7532e-02,  5.4142e-02, -8.0096e-03, -1.5164e-01,  1.6564e-02, -1.2296e-01, -4.1396e-02,  2.0263e-01,  2.1554e-01,  8.1020e-02,  1.7719e-02, -3.7655e-02,  3.2193e-02,  8.0466e-02,\n",
      "         -1.8731e-02,  9.5282e-02,  2.9193e-01,  3.6288e-02, -1.1501e-01,  9.9456e-02,  3.4077e-02,  3.8624e-02, -6.5532e-02,  3.4760e-02,  1.6564e-02, -1.7600e-01, -5.9915e-02, -3.3291e-02,\n",
      "         -1.1714e-01, -1.1031e-01,  4.1643e-02,  1.2931e-01,  2.2628e-02,  4.8641e-04,  1.9815e-02, -1.8296e-02, -9.9357e-02, -3.0737e-02,  7.1985e-03, -3.9301e-02, -1.3379e-01,  5.6163e-02,\n",
      "         -7.5802e-02,  1.4966e-01, -2.5009e-02, -1.0203e-01, -1.2693e-01, -1.2289e-01, -4.6094e-02, -5.8858e-03, -1.1395e-01, -9.0376e-02,  2.2123e-01, -2.6446e-01,  8.2418e-02, -1.6741e-01,\n",
      "          2.0443e-01, -1.3553e-01,  6.2564e-02,  2.9735e-02, -9.5716e-02, -2.5006e-01, -2.7418e-01, -1.0861e-01,  1.6679e-01, -5.9766e-02, -5.3111e-02, -1.2967e-01, -9.5039e-02, -1.6948e-01,\n",
      "         -9.2317e-02, -1.8592e-01,  4.9120e-02, -1.1520e-01,  5.8538e-02,  1.5784e-01,  2.6960e-02,  6.4730e-03, -1.2951e-01, -1.7382e-02, -1.4014e-01, -2.1251e-01,  4.9120e-02, -5.7894e-02,\n",
      "         -9.8090e-03,  1.2402e-01, -2.5559e-01, -4.6751e-02,  1.1172e-01,  7.6468e-02,  6.5261e-02,  1.2017e-01,  1.4955e-01,  1.7084e-02, -5.1910e-02, -6.4298e-02, -1.2320e-01, -1.0026e-01,\n",
      "          7.5265e-02, -9.8393e-02, -1.0675e-01, -2.4302e-01, -3.1287e-03,  1.0315e-01, -2.8334e-02, -8.0656e-02,  8.5420e-02,  1.3693e-01,  1.6590e-01, -7.1551e-03, -8.0273e-03, -4.6753e-02,\n",
      "          1.1106e-01, -1.1593e-01, -1.7420e-01,  1.1557e-01,  1.6449e-01, -1.6986e-01,  4.6222e-02,  3.4260e-02,  3.7344e-02,  2.3300e-01, -7.2597e-02,  1.9372e-01],\n",
      "        [-1.5821e-01,  8.6022e-03,  1.0550e-01,  1.4259e-01,  1.7962e-01, -2.1045e-04,  1.6072e-02, -1.2581e-01, -1.5645e-01,  3.4486e-03, -3.8849e-02, -2.7859e-02,  1.2534e-01, -8.1677e-02,\n",
      "          1.5641e-01, -6.8385e-02, -7.9290e-03, -2.9007e-02, -3.5426e-02, -1.6362e-01,  5.2636e-03, -2.0457e-02,  9.4836e-02, -1.6839e-03, -6.2567e-02, -5.1946e-04, -8.7166e-02,  4.0120e-02,\n",
      "         -1.3810e-01,  4.8486e-02, -9.8154e-03, -1.0737e-01,  2.3694e-01,  3.3281e-02,  2.1541e-02, -1.7255e-01,  8.5121e-02, -4.0830e-03,  2.1340e-03, -2.2209e-03, -2.3224e-01, -2.8848e-02,\n",
      "          1.3742e-01,  1.9553e-01, -2.5470e-02, -1.7843e-02, -6.4425e-05,  1.0437e-01,  9.5677e-03, -1.1502e-01,  1.5722e-01, -1.5010e-01,  1.9495e-01, -4.9965e-02, -2.8310e-02,  4.4960e-02,\n",
      "         -5.0083e-02, -9.3569e-02, -2.8309e-03, -1.7370e-01, -8.9522e-02, -4.4108e-02,  9.6932e-02,  1.6046e-01,  4.0920e-02,  1.5273e-01,  8.2160e-02, -2.5844e-02, -2.6953e-01,  7.3698e-02,\n",
      "          1.0654e-01, -3.0998e-03, -2.2396e-01, -4.4173e-02,  1.1172e-01, -5.1502e-02, -1.6814e-02,  1.2711e-01, -1.7098e-01, -1.1517e-01,  3.5196e-02,  9.5070e-02, -7.0713e-02,  2.2637e-02,\n",
      "         -1.3701e-01, -2.1794e-02, -1.0768e-01, -2.2987e-01,  5.4838e-03, -2.0283e-01, -1.9373e-01, -2.0066e-01,  5.2837e-02, -1.5780e-01,  1.4488e-01, -1.5180e-01,  2.7512e-02, -3.8889e-04,\n",
      "         -9.3072e-02, -5.3721e-02,  3.6608e-02, -1.7298e-01,  1.2037e-02, -3.4740e-02, -3.5107e-02, -7.9382e-03,  1.0396e-01, -6.6100e-02, -2.3994e-02,  1.0400e-02,  2.9351e-01, -9.5450e-02,\n",
      "          1.5200e-02,  7.8159e-02,  8.1738e-02, -1.0273e-01, -3.9464e-03,  9.3243e-02,  8.0672e-02, -2.1285e-01, -2.0166e-01, -1.2468e-01, -1.1807e-02,  2.3632e-03,  3.0899e-02,  1.4915e-01,\n",
      "          1.8064e-01, -4.2331e-02,  6.7008e-03,  2.2302e-01,  2.4879e-01, -1.4066e-01,  1.8068e-01,  2.2343e-02, -1.1348e-01, -1.3319e-01,  9.3591e-02,  9.8332e-02, -7.3926e-02,  1.7982e-01,\n",
      "          3.3881e-02,  8.9709e-02, -1.9372e-02, -1.0025e-01,  1.1068e-02, -4.2445e-02,  1.4793e-01, -5.8249e-02,  4.1240e-02,  1.1610e-01, -7.2450e-02, -1.9113e-01,  4.9915e-02,  1.6727e-01,\n",
      "          2.6933e-02,  8.5286e-02, -1.2377e-03,  1.1117e-01, -4.5713e-01,  1.7080e-03,  1.0922e-01, -6.5678e-02,  5.2095e-02,  1.1496e-01,  6.4231e-03,  3.4964e-02, -1.4400e-01,  1.1448e-02,\n",
      "         -1.3246e-01,  8.5348e-04, -1.3961e-01,  6.6046e-02, -2.5066e-02, -3.2115e-04,  8.2404e-02, -1.3547e-02, -2.7738e-02, -9.4920e-02,  2.1065e-01,  2.7467e-01, -8.8217e-02,  7.2899e-02,\n",
      "         -3.9876e-02,  1.7443e-02,  8.7737e-02,  2.0315e-02, -3.3610e-02,  5.5524e-02, -1.8073e-01,  1.3209e-02, -1.0582e-01, -1.2477e-01,  1.3556e-01, -1.6437e-01,  5.9977e-02,  1.9317e-01,\n",
      "         -3.4413e-02,  1.7181e-01,  9.5881e-03, -1.2222e-02,  1.0567e-02,  5.7871e-02, -3.8335e-02,  5.0050e-02,  6.1169e-02, -1.0855e-02, -7.0636e-02,  9.3797e-02,  2.1321e-02,  2.1450e-02,\n",
      "          4.3846e-02,  1.9285e-02,  1.6853e-01, -1.1083e-01,  2.3293e-01, -1.0294e-01, -2.8693e-01,  1.6840e-01, -5.6695e-02, -4.1523e-02, -3.3165e-02, -1.8770e-02, -1.7452e-02, -1.7728e-01,\n",
      "          1.4664e-01, -9.6541e-02, -7.3329e-02,  1.4966e-01,  7.9969e-02,  8.7551e-04,  8.8975e-02,  9.2331e-02,  1.1536e-01, -7.8434e-02,  5.2977e-02,  3.8182e-02,  1.6062e-02,  4.6532e-02,\n",
      "          9.6667e-02,  1.4875e-01,  1.7674e-01, -1.4301e-01,  1.6280e-01, -4.0816e-02,  7.0440e-02, -2.5589e-01, -6.9884e-02,  5.6394e-02,  8.4136e-02,  8.8753e-02, -2.3939e-01, -2.0691e-01,\n",
      "          1.6570e-01,  7.9140e-02,  1.5212e-01, -1.9186e-01, -9.1053e-02,  7.4846e-02,  4.2459e-02, -1.6658e-01, -1.4251e-01,  1.3047e-02, -1.8744e-02,  2.4760e-01, -1.2498e-01,  1.7117e-01,\n",
      "         -1.1929e-02, -5.3866e-02,  3.1142e-01, -4.1218e-03, -1.1602e-01, -5.6620e-03,  1.8387e-01,  2.6722e-02, -9.4401e-02,  1.4245e-01, -8.2235e-02,  1.8450e-01, -9.4528e-02, -9.1006e-02,\n",
      "         -4.3286e-02,  3.9559e-02,  2.7042e-01, -7.1003e-02, -8.6535e-02,  1.9264e-02, -9.7475e-02,  9.3897e-03, -1.0928e-01, -1.2373e-01,  2.5906e-01,  3.8568e-02,  8.1366e-02,  4.8306e-03,\n",
      "         -1.3646e-01,  9.1407e-02, -8.2965e-02, -1.3229e-01, -1.6042e-02, -1.0222e-01,  1.8909e-01,  2.5866e-01,  8.6801e-02, -3.6924e-01,  1.9079e-01, -2.1595e-01, -2.0161e-01, -1.7656e-01,\n",
      "         -5.6554e-02, -3.6827e-02,  4.9016e-02,  1.2139e-03,  1.7167e-01, -8.2068e-02,  9.3055e-02, -6.8977e-02,  4.7485e-03, -6.9910e-02, -6.0604e-02,  8.9260e-02, -1.6192e-02, -1.9093e-01,\n",
      "         -8.6300e-03,  1.9105e-02, -8.3207e-02, -6.3197e-02,  3.1537e-02, -3.9177e-02,  2.3547e-01, -1.5401e-02, -2.0096e-01, -1.2371e-01, -6.7796e-02, -2.5721e-01,  6.0053e-02, -1.2528e-01,\n",
      "          1.5175e-01, -1.4348e-01,  2.3474e-01, -2.3269e-02, -1.0418e-01,  1.2870e-01, -1.3053e-01, -3.2838e-02,  6.2890e-02,  2.2823e-03,  1.8630e-02,  9.7479e-02, -4.0317e-02, -4.5478e-02,\n",
      "         -3.7171e-02,  4.2629e-02, -7.8104e-02,  1.0225e-01, -5.7395e-02,  2.3133e-01, -1.3034e-01, -1.4318e-01, -6.9758e-02, -3.2686e-02, -9.7182e-02, -1.4039e-01,  1.0605e-01,  2.5132e-02,\n",
      "         -1.3089e-01, -8.3113e-02, -3.2876e-02, -6.1732e-02, -4.3312e-02, -1.0117e-01, -7.4248e-02, -1.0714e-01, -5.3913e-02, -1.2615e-01, -1.4974e-01, -6.1945e-02,  1.5115e-03,  6.2271e-02,\n",
      "          7.4141e-03, -1.5594e-01, -1.4776e-01, -4.5955e-02,  7.1976e-02,  1.3460e-01, -5.3812e-02, -7.7453e-02, -1.3779e-01,  7.0475e-05, -6.5856e-02,  3.8691e-02, -5.5343e-02, -5.1058e-02,\n",
      "          5.7449e-02, -1.9730e-01, -1.0274e-01, -2.5441e-02, -1.7867e-02, -6.2929e-02,  1.0099e-01, -2.0370e-01, -5.8974e-02, -1.2108e-01,  3.8321e-03,  2.3098e-02,  6.2145e-03, -5.2387e-05,\n",
      "          1.6940e-01, -1.6751e-01,  1.0272e-01, -2.9202e-02, -4.7878e-02, -5.6517e-02,  1.7957e-01, -7.8856e-02,  1.8321e-02,  1.9033e-02, -5.0300e-02, -1.4124e-02,  7.5961e-02, -1.2031e-02,\n",
      "         -1.0322e-01, -5.6501e-02,  4.2772e-02, -5.4049e-02,  2.6298e-02, -3.9395e-02,  1.5143e-01,  1.7384e-01, -1.2935e-01, -9.3875e-03, -5.5992e-03,  4.2561e-02,  1.1217e-01, -3.8211e-02,\n",
      "          3.7131e-02,  8.2688e-02, -2.0849e-02, -8.8842e-02, -2.6814e-02,  1.9420e-02,  3.9538e-02, -1.1689e-01, -3.5239e-02,  2.5147e-01,  2.3649e-01,  2.6381e-02,  2.3541e-02,  1.0202e-01,\n",
      "          1.6070e-01, -1.4144e-01,  4.6113e-02, -2.4241e-02,  4.5858e-02, -4.3486e-02,  7.2294e-03,  1.1070e-01,  3.4893e-02,  2.6189e-02,  1.9825e-01, -2.7547e-03,  3.8762e-02,  1.9688e-01,\n",
      "          2.6555e-01,  6.2354e-02,  2.1338e-01,  2.3633e-02, -3.4596e-02,  1.1611e-01,  1.5487e-01,  1.5925e-01,  8.9421e-02, -9.9665e-02,  8.6229e-02, -1.7362e-01,  1.2159e-01,  9.9001e-02,\n",
      "         -2.8531e-01, -7.2216e-02,  1.2440e-01, -1.3640e-01,  1.2973e-01,  1.2684e-01, -1.0937e-01,  4.1255e-02,  2.4283e-01,  9.5774e-02,  2.5555e-01,  1.6131e-01,  4.5992e-02, -1.5683e-04,\n",
      "         -1.4739e-01, -1.1626e-02, -3.7605e-02,  1.0468e-02, -3.1737e-01,  1.6924e-01, -9.6263e-02, -8.5407e-02,  1.0302e-01,  9.5647e-02, -4.0405e-02,  4.9845e-02, -1.7814e-02,  1.9992e-01,\n",
      "          2.3281e-02, -4.2678e-02, -9.8777e-02,  1.1868e-01,  1.2180e-01, -9.7290e-02,  2.2641e-01,  7.8779e-02, -3.0545e-02, -1.2412e-01,  1.0554e-01,  1.3331e-01, -2.7885e-01,  7.6654e-02,\n",
      "          1.0125e-01, -8.1566e-02, -1.1120e-01, -6.4072e-02, -3.6035e-02, -7.3231e-02, -5.2602e-02,  3.0997e-01, -2.6716e-02,  1.5409e-01,  4.1350e-02,  2.3196e-02, -3.9025e-02, -1.9738e-01,\n",
      "         -1.7835e-01,  1.8278e-02, -7.2310e-02, -1.5102e-01, -2.7008e-01, -2.3597e-01,  4.6179e-03,  1.5055e-01, -2.2259e-01,  9.4902e-02,  8.2140e-02,  8.5132e-02, -9.3459e-02, -6.4440e-02,\n",
      "          9.6647e-02,  4.6064e-03,  8.9858e-02, -4.8216e-02, -9.8226e-02,  8.7017e-02, -8.8005e-02, -8.4320e-02,  1.6659e-01, -1.1507e-01, -2.5288e-01,  2.0585e-01,  7.1102e-03, -7.8154e-03,\n",
      "         -6.8952e-02,  6.3535e-02,  1.3988e-01, -1.5514e-01, -1.1363e-01, -1.2386e-01, -3.7768e-02, -1.9114e-01,  3.5175e-02,  2.0753e-01,  5.6849e-02,  1.8979e-01,  4.4998e-03, -1.9690e-01,\n",
      "          2.4025e-01, -1.0798e-02, -9.2731e-02, -3.6996e-02, -1.2276e-01,  4.0985e-02, -4.6159e-02, -1.7645e-02,  7.4737e-02, -9.8185e-04, -1.7335e-01,  8.3154e-02,  8.0941e-02, -4.3823e-02,\n",
      "         -4.4869e-02, -3.1449e-02, -6.2441e-02,  2.7331e-01, -1.0240e-01,  7.9091e-02, -1.6176e-01,  1.8675e-01, -3.1218e-02,  5.2188e-02,  4.6556e-02, -7.7353e-02, -1.2554e-02,  7.6904e-02,\n",
      "          1.1906e-01,  5.0317e-02, -3.0324e-02, -4.9596e-02, -1.9998e-01,  8.1088e-05,  8.7625e-02,  5.6723e-02,  7.5491e-02,  1.0647e-01, -9.5488e-02,  5.3119e-03, -3.9482e-03,  2.5375e-01,\n",
      "          1.3892e-01, -7.1873e-02, -1.5774e-01,  1.2379e-01, -1.1619e-02, -2.1755e-01, -8.6350e-03, -1.7941e-02,  7.9821e-02,  3.3508e-02,  1.7039e-01,  4.7953e-03,  7.9956e-02, -1.1154e-02,\n",
      "          1.5392e-01, -1.6328e-01, -1.6436e-01,  9.7844e-02,  1.1964e-01,  3.0633e-02, -7.5355e-02,  1.2619e-01,  1.3382e-01, -1.3337e-01,  1.9756e-01, -1.3668e-01,  6.4264e-02, -1.8375e-02,\n",
      "         -3.6998e-02,  5.8293e-02, -2.8615e-04, -1.6394e-01,  7.8609e-03, -1.3427e-01, -2.2172e-02,  2.2108e-01,  2.1600e-01,  9.2052e-02,  3.6491e-02, -3.1467e-02,  3.0681e-02,  1.0100e-01,\n",
      "         -2.5639e-02,  1.1102e-01,  2.8614e-01,  3.9525e-02, -9.7436e-02,  6.6707e-02,  1.8315e-02,  5.8660e-02, -5.5012e-02,  1.4780e-02,  4.9121e-02, -1.6017e-01, -6.6318e-02, -4.4626e-02,\n",
      "         -1.3393e-01, -1.5498e-01,  4.3058e-02,  1.0088e-01,  2.1865e-02,  2.2002e-02,  2.4339e-02, -8.4606e-03, -5.0512e-02, -7.3593e-02,  1.7189e-02, -5.6933e-02, -1.2292e-01,  5.5539e-02,\n",
      "         -6.6824e-02,  1.7314e-01, -8.7205e-03, -9.4668e-02, -1.6417e-01, -1.5865e-01, -6.1460e-02,  7.3498e-03, -1.1306e-01, -1.0003e-01,  2.2283e-01, -2.6569e-01,  9.0128e-02, -1.3111e-01,\n",
      "          2.0576e-01, -1.2108e-01,  4.1044e-02,  3.9273e-02, -1.0533e-01, -2.3830e-01, -2.8838e-01, -1.3355e-01,  1.4650e-01, -5.8051e-02, -7.0305e-02, -1.4755e-01, -9.3362e-02, -1.7500e-01,\n",
      "         -1.0281e-01, -2.0778e-01,  4.7401e-02, -8.2000e-02,  4.0633e-02,  1.2563e-01,  2.4494e-02,  2.7672e-02, -1.5204e-01, -5.6782e-02, -1.5441e-01, -2.1829e-01,  2.7217e-02, -5.3732e-02,\n",
      "         -3.6333e-02,  1.3468e-01, -2.5586e-01, -3.8014e-02,  9.2022e-02,  4.4657e-02,  7.1825e-02,  1.3657e-01,  1.4525e-01,  7.1267e-02, -3.6177e-02, -3.8752e-02, -1.0629e-01, -1.0308e-01,\n",
      "          9.1590e-02, -7.4696e-02, -1.2500e-01, -2.6236e-01, -2.0933e-02,  7.4730e-02, -3.0068e-02, -1.2826e-01,  8.2327e-02,  1.1600e-01,  1.4962e-01, -2.6760e-02, -1.6021e-02, -6.2340e-02,\n",
      "          8.3048e-02, -9.0084e-02, -1.9067e-01,  9.7243e-02,  1.5720e-01, -1.8021e-01,  1.8438e-02,  4.8821e-02,  4.6783e-02,  2.6692e-01, -6.7615e-02,  2.2834e-01],\n",
      "        [-1.6719e-01, -2.3161e-03,  1.0434e-01,  1.4377e-01,  2.1079e-01, -1.8961e-02,  4.1060e-02, -1.0537e-01, -1.3294e-01, -1.8231e-02, -2.4732e-02,  3.6693e-03,  1.4356e-01, -7.2433e-02,\n",
      "          1.4936e-01, -3.6533e-02,  8.0570e-03, -4.4872e-02, -2.2594e-02, -1.7849e-01,  8.6867e-03, -2.5268e-02,  1.0123e-01,  1.7605e-03, -5.4667e-02, -3.1312e-03, -8.5534e-02,  4.2019e-02,\n",
      "         -1.4542e-01,  2.1056e-02, -1.9814e-02, -9.7321e-02,  2.4502e-01,  4.8324e-02, -8.2553e-03, -1.5604e-01,  9.1270e-02,  2.1277e-04, -8.6107e-03, -2.1204e-03, -2.6369e-01, -1.9617e-02,\n",
      "          1.3631e-01,  2.2844e-01,  7.4507e-03, -2.4696e-02,  3.1153e-02,  1.1494e-01,  2.1095e-02, -1.3185e-01,  1.6487e-01, -1.4448e-01,  1.9871e-01, -7.0350e-02, -4.8997e-04,  2.6074e-02,\n",
      "         -4.6242e-02, -9.3548e-02, -9.0681e-03, -1.5276e-01, -7.2813e-02, -3.5613e-02,  1.2169e-01,  1.3265e-01,  2.2912e-02,  1.7768e-01,  7.4474e-02, -3.5569e-03, -2.7591e-01,  3.8312e-02,\n",
      "          1.1038e-01, -2.5628e-02, -2.0728e-01, -4.0976e-02,  8.9907e-02, -2.9361e-02,  4.8438e-04,  1.2629e-01, -1.7521e-01, -7.0072e-02,  7.6801e-02,  1.0052e-01, -7.5114e-02,  1.1556e-02,\n",
      "         -1.4900e-01, -4.3409e-04, -9.0008e-02, -2.5881e-01,  1.8285e-02, -2.5065e-01, -1.9784e-01, -2.4749e-01,  5.0644e-02, -1.7341e-01,  1.5254e-01, -1.5989e-01,  3.6329e-02, -2.3650e-02,\n",
      "         -1.2100e-01, -5.9917e-02,  1.1018e-02, -1.6200e-01, -9.3926e-03, -5.2683e-02, -1.1607e-02, -2.7443e-02,  1.2483e-01, -7.6048e-02, -3.0185e-02, -1.0974e-02,  2.9919e-01, -1.1985e-01,\n",
      "          3.3112e-03,  8.7269e-02,  7.5294e-02, -1.1021e-01, -5.2434e-03,  8.4509e-02,  9.7010e-02, -1.9874e-01, -1.9235e-01, -1.6050e-01, -2.6075e-02, -4.9303e-03,  2.9048e-02,  1.2542e-01,\n",
      "          1.5998e-01, -6.2714e-02,  1.1841e-02,  2.3883e-01,  2.5984e-01, -1.4051e-01,  2.1002e-01, -1.8888e-02, -9.6987e-02, -1.3788e-01,  7.2889e-02,  7.7033e-02, -8.7803e-02,  1.7950e-01,\n",
      "          5.6749e-02,  9.7164e-02, -3.1451e-02, -5.3606e-02,  2.2613e-02, -2.6696e-02,  1.3793e-01, -3.4286e-02,  1.6327e-02,  1.4527e-01, -6.5684e-02, -1.7571e-01,  3.9845e-02,  1.6243e-01,\n",
      "          3.1222e-03,  1.0458e-01, -8.8000e-03,  1.2291e-01, -4.6346e-01, -3.0869e-03,  1.2469e-01, -7.4102e-02,  4.0778e-02,  9.8063e-02,  3.8177e-02,  4.5835e-02, -1.5214e-01,  2.7009e-02,\n",
      "         -1.1449e-01, -3.2904e-02, -1.2516e-01,  7.2547e-02, -4.6050e-02, -3.1732e-03,  6.2472e-02, -7.7309e-02,  6.8044e-03, -1.0815e-01,  1.9891e-01,  2.5563e-01, -9.4778e-02,  7.3403e-02,\n",
      "         -4.2747e-02,  4.0866e-02,  1.1157e-01,  3.8982e-02,  7.0697e-03,  1.3478e-02, -1.6627e-01,  4.0859e-02, -1.4617e-01, -1.2521e-01,  1.5430e-01, -1.7647e-01,  6.9266e-02,  2.2584e-01,\n",
      "         -5.1694e-02,  1.3641e-01, -1.6524e-02, -5.1400e-02,  5.3991e-03,  5.4006e-02, -6.3045e-02,  2.3750e-02,  3.2518e-02, -3.7740e-02, -1.1742e-01,  7.7030e-02,  1.1534e-02,  6.8157e-02,\n",
      "          6.9812e-02,  2.1586e-02,  1.6256e-01, -1.1311e-01,  2.0926e-01, -1.3828e-01, -2.8863e-01,  1.5164e-01, -5.9277e-02,  1.3970e-03, -2.9280e-02, -7.6777e-03, -2.5266e-02, -1.7879e-01,\n",
      "          1.5027e-01, -8.9816e-02, -6.7424e-02,  1.6099e-01,  6.6415e-02,  5.4769e-02,  8.6929e-02,  9.5022e-02,  1.0448e-01, -8.2107e-02,  6.4228e-02,  5.8633e-02,  4.7328e-02,  9.9737e-02,\n",
      "          9.2813e-02,  1.3261e-01,  1.5956e-01, -1.3921e-01,  1.6489e-01, -4.5054e-02,  1.1741e-01, -2.4350e-01, -7.9735e-02,  4.4227e-02,  7.2159e-02,  6.0581e-02, -2.3401e-01, -2.0733e-01,\n",
      "          1.7877e-01,  5.9241e-02,  1.7665e-01, -2.2618e-01, -9.1539e-02,  4.9920e-02,  4.4449e-02, -1.6812e-01, -1.3288e-01,  3.1660e-02,  2.4692e-03,  2.3252e-01, -1.1626e-01,  1.6601e-01,\n",
      "          1.7795e-02, -4.6096e-02,  2.9182e-01,  9.1804e-03, -1.4655e-01,  2.1751e-02,  1.8939e-01, -6.4596e-03, -1.0119e-01,  1.3688e-01, -6.1857e-02,  2.0205e-01, -1.2258e-01, -4.9672e-02,\n",
      "         -4.1647e-02,  2.6545e-02,  2.6332e-01, -7.2055e-02, -1.1129e-01,  9.0810e-03, -9.5611e-02,  5.4637e-02, -8.9123e-02, -9.6733e-02,  2.5031e-01,  2.3165e-02,  9.3795e-02, -2.1802e-03,\n",
      "         -1.4492e-01,  9.1595e-02, -9.6046e-02, -1.0580e-01, -4.0839e-02, -5.9246e-02,  2.1965e-01,  2.5898e-01,  1.0673e-01, -3.7334e-01,  2.1683e-01, -2.1801e-01, -2.1988e-01, -1.6322e-01,\n",
      "         -2.3481e-02, -3.4644e-02,  4.1353e-02,  7.2497e-03,  1.1278e-01, -8.6655e-02,  7.9892e-02, -7.4623e-02,  1.5624e-02, -6.2492e-02, -2.9930e-02,  7.7861e-02, -4.5465e-03, -1.9548e-01,\n",
      "         -3.3783e-03,  4.2724e-02, -5.5401e-02, -8.7341e-02,  5.5913e-02, -5.0220e-02,  2.4714e-01, -4.0103e-02, -1.7416e-01, -1.4203e-01, -1.1015e-01, -2.2997e-01,  7.6532e-02, -1.2630e-01,\n",
      "          1.3201e-01, -1.5341e-01,  2.4008e-01, -1.4454e-02, -1.1785e-01,  1.1977e-01, -1.3577e-01, -4.2104e-02,  4.3221e-02, -9.9455e-03,  1.8181e-02,  1.1010e-01, -4.3445e-02, -7.8472e-02,\n",
      "         -5.2254e-02,  8.5932e-02, -4.6603e-02,  1.2305e-01, -7.2937e-02,  2.2682e-01, -1.3440e-01, -1.1821e-01, -7.9117e-02, -5.0194e-02, -7.0585e-02, -1.5571e-01,  1.0610e-01,  3.4316e-02,\n",
      "         -1.3272e-01, -6.6089e-02, -1.7268e-02, -8.9054e-02, -3.6794e-02, -9.3809e-02, -9.4535e-02, -7.9815e-02, -1.1873e-01, -1.1191e-01, -1.6110e-01, -7.8340e-02,  4.3237e-02,  9.1328e-02,\n",
      "          1.0601e-02, -1.2218e-01, -1.5284e-01, -4.2720e-02,  8.0184e-02,  1.2699e-01, -8.0529e-02, -9.5889e-02, -1.3385e-01, -1.7831e-02, -7.7365e-02,  3.7156e-02, -7.4668e-02, -3.8020e-02,\n",
      "          6.9829e-02, -2.0961e-01, -1.3248e-01, -2.8940e-02, -4.1710e-02, -4.9774e-02,  9.5219e-02, -2.3180e-01, -3.8235e-02, -1.6939e-01, -2.0292e-02,  3.4405e-02,  5.4875e-02, -2.1396e-02,\n",
      "          1.8596e-01, -1.7943e-01,  7.4405e-02, -2.0339e-02, -5.9151e-02, -1.1050e-01,  1.7170e-01, -7.7678e-02,  1.2544e-03,  3.6674e-02, -6.1935e-02, -5.9423e-03,  6.0428e-02, -3.5353e-02,\n",
      "         -1.2254e-01, -2.7494e-02,  9.5117e-03, -4.1000e-02,  1.6462e-02, -3.6024e-02,  1.7060e-01,  2.0412e-01, -1.4117e-01,  1.6175e-02,  3.1749e-02,  5.9998e-02,  1.0741e-01, -2.6929e-02,\n",
      "         -4.7729e-03,  7.5843e-02, -9.8418e-03, -9.9410e-02, -5.9034e-02,  5.1263e-02,  1.9361e-02, -1.1914e-01, -5.4352e-02,  2.4127e-01,  2.4166e-01,  4.3574e-02,  6.7323e-02,  7.0720e-02,\n",
      "          2.0114e-01, -1.4764e-01,  3.8684e-02, -2.1607e-02,  4.1238e-02, -7.5487e-02,  7.1265e-03,  1.1505e-01, -7.8754e-03,  5.4084e-02,  1.7268e-01,  1.6589e-02,  5.1433e-02,  1.7264e-01,\n",
      "          2.7530e-01,  8.3332e-02,  1.9599e-01,  4.2780e-02, -4.9118e-02,  1.1783e-01,  1.6127e-01,  1.9361e-01,  1.1306e-01, -8.0684e-02,  8.4697e-02, -2.1699e-01,  1.3567e-01,  9.5614e-02,\n",
      "         -3.2121e-01, -8.7982e-02,  1.1016e-01, -1.8447e-01,  1.3048e-01,  1.0050e-01, -5.8045e-02,  2.8199e-02,  2.4221e-01,  1.0170e-01,  2.7174e-01,  1.7635e-01,  2.2560e-02,  4.0687e-02,\n",
      "         -1.6705e-01, -1.8003e-02, -3.8240e-02,  1.3994e-02, -3.2029e-01,  1.4611e-01, -1.3131e-01, -7.7094e-02,  8.4611e-02,  8.5190e-02, -3.8583e-02,  5.6679e-02,  2.6111e-03,  2.1487e-01,\n",
      "          4.1837e-02, -3.5283e-02, -8.8961e-02,  1.4721e-01,  1.6728e-01, -1.4184e-01,  2.1272e-01,  7.2946e-02, -4.6603e-02, -1.3623e-01,  1.1339e-01,  1.7126e-01, -2.6205e-01,  9.5622e-02,\n",
      "          1.1650e-01, -1.1097e-01, -9.4802e-02, -2.2786e-02, -2.1239e-02, -9.3515e-02, -1.0604e-01,  2.9258e-01, -9.5874e-03,  1.7395e-01,  6.5360e-02,  1.7308e-03, -5.1212e-02, -1.8152e-01,\n",
      "         -2.0060e-01,  3.8830e-03, -8.6743e-02, -1.5619e-01, -2.5041e-01, -2.6143e-01,  2.2664e-02,  1.4659e-01, -2.3992e-01,  8.5117e-02,  8.7845e-02,  9.9793e-02, -9.2857e-02, -4.0370e-02,\n",
      "          1.0767e-01,  2.4221e-02,  7.8998e-02, -1.6520e-02, -8.9341e-02,  7.2410e-02, -7.5068e-02, -7.3294e-02,  1.4789e-01, -1.0415e-01, -2.2932e-01,  2.1772e-01, -2.5271e-02,  2.1537e-02,\n",
      "         -7.7523e-02,  9.8528e-02,  1.4497e-01, -1.5067e-01, -1.0783e-01, -1.0030e-01, -3.4017e-02, -2.0177e-01,  2.2937e-02,  1.7126e-01,  1.0148e-01,  1.7977e-01,  1.7065e-02, -2.1366e-01,\n",
      "          2.2112e-01,  2.4840e-02, -1.0674e-01, -5.8939e-02, -1.2321e-01,  4.0318e-02, -4.3050e-02, -3.1536e-03,  4.1432e-02, -2.4946e-02, -1.7470e-01,  1.0098e-01,  8.1819e-02, -4.5199e-02,\n",
      "         -4.7332e-02, -3.0135e-02, -4.4548e-02,  2.8970e-01, -1.1331e-01,  6.7118e-02, -1.5841e-01,  1.6926e-01, -4.8126e-02,  8.9330e-02,  2.0678e-02, -6.6065e-02,  4.3014e-03,  8.1400e-02,\n",
      "          1.4176e-01,  5.3053e-02, -1.4318e-03, -5.7886e-02, -2.0435e-01,  3.5190e-02,  8.3233e-02,  5.9246e-02,  4.4446e-02,  1.1866e-01, -5.8804e-02,  1.1133e-02, -9.3187e-03,  2.7486e-01,\n",
      "          1.4450e-01, -6.6615e-02, -1.3912e-01,  1.0632e-01, -3.5279e-02, -2.0352e-01,  4.1671e-03, -3.2652e-03,  1.1960e-01,  1.3281e-02,  1.0182e-01,  9.6431e-03,  7.8934e-02,  1.8673e-02,\n",
      "          1.8164e-01, -1.2989e-01, -1.8701e-01,  8.7434e-02,  1.0909e-01, -4.8915e-03, -6.0485e-02,  1.0991e-01,  1.5942e-01, -1.1003e-01,  1.7755e-01, -1.2119e-01,  6.4863e-02, -2.7203e-02,\n",
      "         -1.3537e-02,  6.7723e-02, -2.3926e-02, -1.6679e-01,  1.6723e-02, -1.1667e-01, -1.7792e-02,  1.9830e-01,  2.2986e-01,  1.1563e-01,  5.1787e-02, -3.6481e-02,  2.1762e-02,  8.3789e-02,\n",
      "         -3.5934e-02,  1.1684e-01,  3.0282e-01,  3.9201e-02, -1.0341e-01,  1.2273e-01,  2.6099e-02,  5.9869e-02, -7.5349e-02,  2.9966e-02, -2.5124e-03, -1.7602e-01, -9.4920e-02, -5.8333e-02,\n",
      "         -1.1056e-01, -1.4139e-01,  3.8996e-02,  1.1129e-01,  5.4454e-02,  4.8211e-03,  6.3440e-03, -2.4023e-02, -1.2434e-01, -5.7056e-02,  1.4398e-02, -4.8995e-02, -1.7272e-01,  5.9750e-02,\n",
      "         -8.0252e-02,  1.3983e-01, -5.8875e-04, -8.0069e-02, -1.5667e-01, -1.1904e-01, -6.0175e-02, -1.4624e-02, -1.0403e-01, -9.4379e-02,  2.2458e-01, -2.8474e-01,  7.2311e-02, -1.6090e-01,\n",
      "          1.9149e-01, -1.7142e-01,  6.3027e-02,  6.3478e-03, -1.2528e-01, -2.4959e-01, -2.8968e-01, -1.4144e-01,  1.7310e-01, -6.4236e-02, -3.8728e-02, -1.5179e-01, -8.8267e-02, -1.8533e-01,\n",
      "         -9.0321e-02, -1.8305e-01,  4.3164e-02, -1.0511e-01,  5.2470e-02,  1.6337e-01,  6.1092e-02,  1.2233e-02, -1.3146e-01, -5.9206e-02, -1.3480e-01, -2.2294e-01,  5.3931e-02, -6.5410e-02,\n",
      "         -1.8119e-02,  1.4906e-01, -2.1488e-01, -3.7702e-02,  1.0723e-01,  5.4858e-02,  9.8986e-02,  1.4086e-01,  1.8144e-01,  3.2807e-02, -5.1043e-02, -5.6587e-02, -1.1091e-01, -1.0809e-01,\n",
      "          5.0418e-02, -8.8597e-02, -1.0477e-01, -2.8321e-01, -1.2498e-02,  7.9950e-02, -2.5826e-02, -1.2273e-01,  1.3479e-01,  1.5394e-01,  1.6533e-01, -2.8167e-02, -1.4073e-02, -4.7362e-02,\n",
      "          9.4806e-02, -1.1089e-01, -1.9279e-01,  9.6801e-02,  1.7215e-01, -1.8039e-01,  7.0395e-03,  4.6131e-02,  4.4785e-02,  2.6328e-01, -7.6021e-02,  1.9999e-01],\n",
      "        [-1.7441e-01, -1.4276e-02,  1.0292e-01,  1.5869e-01,  1.7810e-01, -3.8900e-02,  3.8473e-02, -9.3065e-02, -1.4054e-01, -2.4893e-03, -1.1141e-02, -2.0903e-02,  9.4527e-02, -1.0214e-01,\n",
      "          1.6359e-01, -7.6395e-02, -1.5445e-02,  5.7905e-03, -2.2266e-02, -1.5820e-01, -2.5176e-02, -1.9832e-02,  1.0075e-01,  1.7785e-02, -3.7278e-02, -1.6679e-02, -1.1352e-01,  2.3211e-02,\n",
      "         -1.5691e-01,  3.4666e-02, -6.8542e-03, -1.0178e-01,  2.6036e-01,  4.6678e-02, -1.0975e-02, -1.2858e-01,  9.6872e-02, -3.3071e-02, -6.5608e-04, -2.2478e-02, -2.3379e-01, -4.1499e-02,\n",
      "          1.4966e-01,  2.1978e-01, -7.5742e-03, -4.1956e-02,  1.3434e-02,  9.4916e-02,  2.6100e-02, -1.3129e-01,  1.6024e-01, -1.8735e-01,  1.9086e-01, -5.9028e-02, -5.3327e-02, -1.1782e-02,\n",
      "         -8.7997e-02, -7.0621e-02,  1.0506e-02, -1.5840e-01, -7.1311e-02, -3.4608e-02,  8.0928e-02,  1.6611e-01,  1.8246e-02,  1.4471e-01,  8.0742e-02, -7.9435e-03, -2.5346e-01,  6.1997e-02,\n",
      "          1.1803e-01,  7.8379e-03, -1.9919e-01, -7.4388e-02,  9.6060e-02, -3.6436e-02, -1.3109e-02,  1.0533e-01, -1.7395e-01, -1.1351e-01,  4.2832e-02,  5.7296e-02, -9.6218e-02,  5.3426e-02,\n",
      "         -1.1495e-01, -1.0663e-02, -1.0856e-01, -2.3611e-01,  1.0087e-02, -2.3156e-01, -1.7648e-01, -2.1042e-01,  8.1869e-02, -1.5169e-01,  1.5189e-01, -1.6988e-01,  4.5276e-02, -8.7410e-03,\n",
      "         -8.8495e-02, -3.9366e-02,  6.7808e-02, -1.1721e-01, -3.5442e-02, -4.1736e-02, -2.6219e-02, -4.0933e-02,  1.1480e-01, -8.1200e-02,  1.0223e-02, -4.7551e-03,  2.8367e-01, -1.1214e-01,\n",
      "         -3.3800e-02,  7.7188e-02,  5.4076e-02, -1.1486e-01, -1.1550e-02,  8.8075e-02,  1.0599e-01, -2.0974e-01, -2.2442e-01, -1.4950e-01, -4.4361e-02, -4.2267e-02,  4.2024e-02,  1.0372e-01,\n",
      "          1.8475e-01, -6.8022e-02,  9.3963e-04,  2.0268e-01,  2.5434e-01, -1.4485e-01,  2.1044e-01, -3.0337e-02, -6.8522e-02, -1.2345e-01,  7.0760e-02,  1.2589e-01, -7.5098e-02,  2.0772e-01,\n",
      "          4.1948e-02,  9.6502e-02, -3.3596e-02, -8.3367e-02,  5.4952e-04, -1.8494e-02,  1.2870e-01, -1.7991e-02,  6.1366e-03,  1.3355e-01, -6.0646e-02, -2.0096e-01,  4.8911e-02,  1.8325e-01,\n",
      "          2.5873e-02,  9.2250e-02, -3.6569e-02,  1.1094e-01, -4.6433e-01, -1.6184e-02,  1.3711e-01, -6.5580e-02,  6.6916e-02,  1.1417e-01,  2.0333e-02,  3.7219e-02, -1.0577e-01,  8.1521e-03,\n",
      "         -1.3811e-01,  1.8681e-02, -1.4591e-01,  5.6225e-02, -1.2702e-02,  4.4731e-03,  7.7329e-02, -3.1553e-02, -3.6229e-02, -8.9854e-02,  1.8026e-01,  2.8543e-01, -7.5446e-02,  8.1597e-02,\n",
      "         -2.9385e-02,  1.4157e-02,  8.6036e-02,  8.6440e-03, -1.3627e-02,  7.6653e-02, -1.6726e-01,  9.9578e-03, -1.1052e-01, -1.1824e-01,  1.3231e-01, -1.8197e-01,  6.0038e-02,  2.1381e-01,\n",
      "         -2.7757e-02,  1.6834e-01,  9.2538e-03,  4.0771e-03,  1.9347e-02,  5.6759e-02, -4.4172e-02,  5.9718e-02,  4.9335e-02, -5.2186e-02, -1.0139e-01,  5.5183e-02,  2.4795e-02,  7.0783e-02,\n",
      "          1.6989e-02, -2.3018e-02,  1.5667e-01, -1.1909e-01,  2.3818e-01, -8.7910e-02, -2.9242e-01,  1.7247e-01, -6.1319e-02, -2.1410e-02, -5.1094e-02, -5.3540e-03,  1.2091e-03, -1.7178e-01,\n",
      "          1.4494e-01, -7.6160e-02, -9.1711e-02,  1.6712e-01,  1.0300e-01,  3.5769e-02,  6.3927e-02,  9.2264e-02,  1.0691e-01, -9.7462e-02,  5.3218e-02,  2.8012e-02,  1.2130e-02,  3.3427e-02,\n",
      "          8.9549e-02,  1.5143e-01,  1.6417e-01, -1.2660e-01,  1.5979e-01, -2.3657e-02,  8.9689e-02, -2.5199e-01, -6.2338e-02,  4.3766e-02,  7.8003e-02,  8.5490e-02, -2.1380e-01, -2.1007e-01,\n",
      "          1.7683e-01,  9.4889e-02,  2.0387e-01, -2.0393e-01, -1.1591e-01,  5.5629e-02,  6.8970e-02, -1.8304e-01, -1.4653e-01,  1.4993e-02,  7.2721e-03,  2.5691e-01, -3.8136e-02,  1.4207e-01,\n",
      "          4.1774e-02, -1.0065e-02,  3.0921e-01,  1.8480e-02, -1.3976e-01,  2.2314e-02,  1.7598e-01,  1.1020e-02, -9.7074e-02,  1.3847e-01, -7.4816e-02,  1.7143e-01, -9.6033e-02, -6.3430e-02,\n",
      "         -3.7146e-02,  4.8860e-02,  2.7081e-01, -4.8051e-02, -9.7077e-02,  1.4012e-02, -1.0121e-01,  3.4468e-02, -1.2541e-01, -1.0844e-01,  2.9000e-01,  1.5987e-02,  9.8168e-02, -9.1983e-03,\n",
      "         -1.3346e-01,  1.1838e-01, -9.8826e-02, -1.0806e-01, -4.2204e-02, -4.4817e-02,  1.7172e-01,  2.6478e-01,  8.4233e-02, -3.8454e-01,  2.1703e-01, -2.1961e-01, -2.4633e-01, -1.8303e-01,\n",
      "         -5.6291e-02, -4.5345e-02,  1.0726e-02,  9.0018e-03,  1.5592e-01, -6.6738e-02,  1.3263e-01, -7.4501e-02,  1.5450e-02, -5.3493e-02, -4.9966e-02,  1.0658e-01, -5.5027e-03, -2.0079e-01,\n",
      "          1.4985e-02,  4.1748e-02, -5.7010e-02, -8.0100e-02,  5.3877e-02, -3.2675e-02,  2.2634e-01,  4.9564e-03, -1.7518e-01, -1.6180e-01, -1.2677e-01, -2.2145e-01,  4.7473e-02, -1.0726e-01,\n",
      "          1.6789e-01, -1.0049e-01,  2.5362e-01,  1.5440e-02, -9.6336e-02,  1.1770e-01, -1.5257e-01, -2.5537e-02,  4.2609e-02, -2.7120e-02,  1.5209e-02,  1.0537e-01, -1.1343e-02, -6.7109e-02,\n",
      "         -3.2488e-02,  6.3326e-02, -4.2603e-02,  1.0898e-01, -8.2064e-02,  2.2512e-01, -1.2662e-01, -1.3742e-01, -8.8902e-02, -4.5336e-03, -1.0428e-01, -1.3626e-01,  1.1351e-01,  5.5371e-02,\n",
      "         -1.6994e-01, -9.7925e-02, -4.4366e-02, -7.6877e-02, -2.3604e-02, -1.0120e-01, -7.3029e-02, -6.2957e-02, -6.3062e-02, -1.0561e-01, -1.6425e-01, -5.2139e-02, -1.5124e-02,  5.3914e-02,\n",
      "         -1.9708e-02, -1.6283e-01, -1.5882e-01, -4.8499e-02,  7.3248e-02,  1.5459e-01, -5.4378e-02, -6.4552e-02, -1.2911e-01, -1.1139e-02, -8.4928e-02,  1.9968e-02, -3.8437e-02, -5.3919e-02,\n",
      "          5.1618e-02, -2.0550e-01, -9.4656e-02, -3.0962e-03, -3.6988e-02, -9.5581e-02,  9.2257e-02, -2.5128e-01, -5.9792e-02, -1.2270e-01,  2.9468e-02,  1.8318e-02,  2.8174e-02, -2.7677e-02,\n",
      "          2.1397e-01, -1.9736e-01,  7.7367e-02, -3.1766e-02, -1.0917e-01, -7.6492e-02,  1.3996e-01, -8.7774e-02,  2.7425e-02,  2.2275e-02, -5.0869e-02, -6.1163e-02,  2.8911e-02, -1.2753e-02,\n",
      "         -1.0119e-01, -1.7904e-02,  6.4133e-02, -6.2346e-02, -6.9670e-03, -1.9449e-02,  1.3759e-01,  1.7320e-01, -1.2120e-01, -1.9486e-02,  2.0117e-02,  3.8809e-02,  8.0215e-02, -2.2881e-02,\n",
      "          3.6523e-02,  9.0123e-02, -2.9749e-02, -8.7880e-02, -4.6225e-02,  1.4618e-02,  4.0757e-02, -1.0584e-01, -4.7847e-02,  2.5125e-01,  2.5715e-01,  5.1259e-02,  2.8258e-02,  8.4831e-02,\n",
      "          2.2841e-01, -1.5603e-01,  7.4227e-02, -6.6805e-02,  4.6510e-02, -7.4931e-02,  4.1891e-03,  1.2356e-01,  1.7336e-02,  5.0085e-02,  1.8283e-01,  1.9357e-02,  4.5980e-02,  1.7409e-01,\n",
      "          2.4530e-01,  8.1089e-02,  1.8997e-01,  1.8081e-03, -4.3952e-02,  1.2193e-01,  1.4318e-01,  1.6963e-01,  8.8152e-02, -5.9891e-02,  1.2390e-01, -2.1224e-01,  1.4589e-01,  8.0901e-02,\n",
      "         -2.9203e-01, -6.0694e-02,  1.2162e-01, -1.5291e-01,  1.3711e-01,  1.0966e-01, -9.7648e-02,  3.5529e-02,  2.1049e-01,  1.1132e-01,  2.6255e-01,  1.4687e-01,  6.2026e-02, -1.4261e-03,\n",
      "         -1.3234e-01, -1.2861e-02, -3.7477e-02,  4.5758e-02, -3.3492e-01,  1.7033e-01, -9.9418e-02, -6.7671e-02,  9.8672e-02,  8.6039e-02, -4.1557e-02,  5.2967e-02, -5.3601e-03,  1.9142e-01,\n",
      "          2.5889e-02, -2.6083e-02, -8.0991e-02,  1.4686e-01,  1.4109e-01, -9.0859e-02,  2.0667e-01,  7.0770e-02, -4.6684e-02, -1.2456e-01,  9.1740e-02,  1.2639e-01, -2.4063e-01,  1.2731e-01,\n",
      "          1.0843e-01, -1.1845e-01, -1.1664e-01, -8.4452e-02, -2.5689e-02, -6.9365e-02, -5.4552e-02,  3.2365e-01, -4.0304e-02,  1.6812e-01,  1.1402e-03,  5.7958e-03, -1.9168e-02, -1.7275e-01,\n",
      "         -1.8541e-01,  6.7769e-02, -9.3146e-02, -1.4640e-01, -2.5785e-01, -2.5242e-01,  1.1532e-02,  1.3012e-01, -2.6048e-01,  6.5013e-02,  5.3715e-02,  5.1837e-02, -7.0977e-02, -8.7239e-02,\n",
      "          1.2240e-01,  1.9707e-02,  9.3945e-02, -1.7567e-02, -8.0173e-02,  6.4630e-02, -8.7854e-02, -5.4185e-02,  1.5163e-01, -1.2299e-01, -2.5859e-01,  1.8426e-01, -7.0457e-03,  1.9576e-02,\n",
      "         -2.8219e-02,  9.1179e-02,  1.6266e-01, -1.4872e-01, -1.2707e-01, -1.1041e-01, -6.0709e-02, -2.0733e-01,  4.8300e-03,  2.0481e-01,  5.3795e-02,  1.9462e-01,  5.9065e-02, -1.9600e-01,\n",
      "          2.2975e-01, -1.8397e-03, -9.9933e-02, -6.0712e-02, -1.0136e-01,  3.5367e-02, -6.7311e-02, -3.4001e-02,  4.7811e-02,  2.3834e-02, -1.6565e-01,  1.2282e-01,  9.0924e-02, -3.8950e-02,\n",
      "         -6.6631e-02, -4.7269e-02, -4.4403e-02,  2.7265e-01, -1.1598e-01,  7.0256e-02, -1.3905e-01,  1.7834e-01, -3.5252e-02,  6.4701e-02,  2.4678e-02, -5.0533e-02,  4.8932e-02,  5.3877e-02,\n",
      "          9.1910e-02,  6.8871e-02, -3.4163e-02, -5.4800e-02, -2.0724e-01,  2.2592e-02,  5.5186e-02,  3.5444e-02,  1.0425e-01,  9.9317e-02, -1.0958e-01,  1.1934e-03, -1.8214e-02,  2.7661e-01,\n",
      "          1.4954e-01, -7.8067e-02, -1.1995e-01,  1.1310e-01, -4.0045e-02, -2.6585e-01,  3.0576e-02, -3.3616e-02,  1.0914e-01,  6.1400e-02,  1.5138e-01,  5.5576e-03,  1.1510e-01, -8.7810e-03,\n",
      "          1.9824e-01, -1.6842e-01, -1.5412e-01,  5.5056e-02,  9.5886e-02,  5.7801e-02, -7.3737e-02,  1.2470e-01,  1.5402e-01, -1.1547e-01,  1.9693e-01, -1.0705e-01,  8.7510e-02,  2.4395e-03,\n",
      "         -2.6495e-02,  7.3336e-02,  5.3007e-04, -1.3553e-01,  1.7624e-02, -1.3371e-01, -4.1526e-02,  1.9646e-01,  2.2128e-01,  4.6571e-02,  6.1047e-03, -2.1844e-02,  2.2828e-02,  8.7275e-02,\n",
      "         -1.3037e-02,  8.2412e-02,  2.8098e-01,  4.0545e-02, -1.1354e-01,  9.9294e-02,  4.1858e-02,  2.9345e-02, -3.4188e-02,  1.4972e-02,  4.4106e-02, -1.7338e-01, -4.0166e-02, -2.4933e-02,\n",
      "         -1.1167e-01, -1.1574e-01,  5.4935e-02,  1.0958e-01,  1.1743e-02, -4.2498e-04,  1.2380e-02, -1.2011e-02, -7.2993e-02, -2.6042e-02, -1.9773e-03, -4.7130e-02, -1.2331e-01,  4.0405e-02,\n",
      "         -9.5332e-02,  1.4428e-01, -2.0588e-02, -1.1859e-01, -1.2700e-01, -1.4202e-01, -3.0681e-02, -1.9627e-03, -1.1306e-01, -7.9736e-02,  2.2623e-01, -2.7399e-01,  8.1446e-02, -1.6644e-01,\n",
      "          2.2092e-01, -1.0339e-01,  6.3127e-02,  2.4940e-03, -9.3074e-02, -2.4251e-01, -2.7242e-01, -9.7101e-02,  1.6544e-01, -5.4667e-02, -5.4949e-02, -1.4207e-01, -1.1038e-01, -1.9867e-01,\n",
      "         -9.0134e-02, -1.9185e-01,  3.4837e-02, -1.1854e-01,  7.5145e-02,  1.5239e-01,  9.3318e-03,  3.0878e-02, -1.2672e-01, -1.3220e-02, -1.3937e-01, -2.1579e-01,  5.1587e-02, -5.4738e-02,\n",
      "         -5.2195e-03,  1.2622e-01, -2.8295e-01, -3.5378e-02,  1.0450e-01,  6.5358e-02,  4.7062e-02,  1.0222e-01,  1.5634e-01,  3.2856e-02, -1.6710e-02, -5.9986e-02, -7.3774e-02, -9.6610e-02,\n",
      "          8.6645e-02, -8.6912e-02, -1.2268e-01, -2.3958e-01, -1.0794e-03,  1.0632e-01, -5.9296e-02, -7.8227e-02,  6.2638e-02,  1.4510e-01,  1.5194e-01, -1.9111e-03, -4.0441e-03, -5.3316e-02,\n",
      "          1.2650e-01, -1.0449e-01, -1.7966e-01,  9.3827e-02,  1.6661e-01, -1.7013e-01,  6.0368e-02,  2.7316e-02,  4.7284e-02,  2.3461e-01, -5.5270e-02,  1.8130e-01]], grad_fn=<TanhBackward0>)\n",
      "Logits_clsf:  tensor([[-0.0113,  0.1294],\n",
      "        [ 0.0080,  0.1353],\n",
      "        [-0.0015,  0.1305],\n",
      "        [ 0.0123,  0.1093],\n",
      "        [-0.0019,  0.1147],\n",
      "        [ 0.0058,  0.1244]], grad_fn=<AddmmBackward0>)\n",
      "Position indices: tensor([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29])\n",
      "H-Pooled : tensor([[ 2.5861e-01,  2.0628e-02, -2.1024e-01,  1.6149e-02,  2.1606e-01,  3.6120e-02, -1.4527e-01,  4.2913e-02, -1.9138e-02,  1.6010e-01,  3.2363e-02, -5.4412e-03,  7.7108e-03,  4.5014e-01,\n",
      "          1.1391e-01, -8.8945e-02,  3.6893e-01, -1.8266e-02, -1.3213e-01, -2.1926e-01,  1.0126e-01,  2.9673e-02, -5.9768e-02,  1.2011e-01, -4.2792e-02,  2.2538e-01,  1.4951e-01,  2.4980e-01,\n",
      "          2.0219e-01,  1.4584e-01,  9.2587e-02, -1.1672e-01,  1.8062e-01,  1.0436e-01,  1.6194e-01, -2.9343e-01, -3.4438e-03, -2.1822e-01,  5.4574e-01, -1.6321e-01, -9.7095e-03,  2.2549e-01,\n",
      "          3.1573e-02, -2.3224e-01,  2.8769e-01, -4.6336e-03, -1.2239e-01,  4.7683e-01, -1.8088e-02,  5.9691e-02,  2.1675e-01,  7.2392e-02, -7.1545e-02,  6.2377e-02,  1.3840e-01, -4.4263e-02,\n",
      "          1.1037e-01, -1.5776e-01, -1.0096e-01, -2.5228e-02,  6.4357e-02, -8.5330e-03,  1.6672e-01, -8.4756e-02,  2.5143e-03,  3.2588e-01,  1.9829e-01, -3.1188e-02, -6.1488e-02, -8.8705e-03,\n",
      "         -1.0844e-01, -2.3007e-01,  4.6016e-02, -1.1615e-01, -2.1974e-01,  4.7022e-02, -2.3879e-01,  7.1549e-02,  1.8503e-01, -3.5390e-01,  1.1094e-01,  2.3712e-01,  3.1518e-02, -3.0594e-01,\n",
      "          4.0853e-01,  5.4600e-02, -1.8602e-02,  4.5308e-02,  5.5596e-02, -2.6139e-01, -7.3054e-02,  3.6440e-01,  1.0895e-01,  5.0993e-02, -8.6876e-02,  4.7421e-02, -1.8022e-01,  9.3515e-02,\n",
      "         -1.4303e-01,  1.2560e-01, -2.2345e-01,  4.2601e-02, -2.0548e-03,  3.2346e-02,  1.7347e-01,  3.6322e-02, -2.4854e-01, -2.2122e-01, -3.3916e-01,  4.5454e-02, -2.2028e-01,  1.5934e-01,\n",
      "         -3.4269e-01,  3.2489e-02,  2.4241e-01,  2.4398e-02, -1.4244e-01, -1.1442e-01,  3.4640e-02, -5.4090e-02, -2.7089e-01,  1.9813e-01, -1.1468e-01, -2.1207e-01, -7.8721e-02, -1.7731e-01,\n",
      "          1.6694e-01, -5.0968e-02, -2.9367e-01, -3.8303e-02,  1.1626e-01, -3.9100e-02,  7.3703e-03,  6.0824e-02, -4.8376e-02,  3.2766e-01,  1.4669e-01, -5.9146e-02,  1.7421e-02,  1.0898e-01,\n",
      "         -5.0422e-04,  1.6493e-01, -2.5219e-02, -3.0169e-01, -1.0748e-02, -1.4515e-01, -6.7968e-02,  1.5272e-01,  7.0448e-02,  2.8582e-02,  5.0095e-02, -1.9702e-01, -2.0922e-03, -6.5061e-03,\n",
      "          4.0057e-01,  1.8679e-01, -1.6221e-01, -1.5919e-02,  1.1537e-01,  8.4760e-02, -2.3353e-01,  1.2672e-01, -4.0167e-02,  1.5346e-01, -2.8784e-01,  1.5107e-01, -1.8296e-01, -5.4748e-02,\n",
      "         -1.1282e-01, -3.7576e-01,  2.4010e-01, -9.3967e-02,  1.0928e-01, -3.6854e-01,  1.2217e-01, -2.2044e-01, -1.4100e-01,  4.3744e-02, -1.0266e-01,  3.9380e-03, -4.7169e-02,  9.9118e-02,\n",
      "          4.1363e-01,  1.1630e-01,  4.7795e-02,  1.5460e-01,  2.4034e-01,  3.2060e-02, -6.7154e-02,  5.5576e-02,  1.1923e-01,  2.7965e-01,  2.7892e-01, -1.8993e-01,  3.0615e-01, -2.1342e-01,\n",
      "         -1.5976e-01,  2.5502e-02,  1.7392e-01,  1.5712e-01,  6.2786e-02,  9.7591e-02, -2.1434e-01, -1.8668e-02,  1.2123e-01, -2.6651e-01,  9.9359e-02, -2.4171e-01, -1.0673e-01,  3.9016e-01,\n",
      "          1.0932e-01, -5.2684e-02,  3.6475e-02, -1.7570e-01,  4.0027e-01,  4.9616e-04,  1.1746e-01,  1.9694e-01,  8.9146e-02,  1.8943e-01, -5.9466e-02,  2.6213e-01,  1.4719e-02, -1.0873e-02,\n",
      "         -2.3311e-01,  7.5507e-02,  1.1701e-01, -1.2981e-01,  8.3239e-02,  6.3908e-02, -1.5385e-01,  1.7443e-01,  1.0730e-01,  9.9396e-02,  3.4935e-01, -4.9841e-02,  1.8378e-03,  4.4514e-01,\n",
      "         -2.5027e-02,  8.0712e-02, -6.4454e-02,  2.8935e-02, -3.4054e-01, -9.7850e-02,  9.4312e-02, -5.7841e-03, -3.7773e-01,  2.2638e-01,  2.3795e-01,  2.2948e-01, -1.8457e-02, -3.0364e-01,\n",
      "          1.2252e-01, -8.8766e-02, -9.3467e-02, -1.2491e-01,  3.3217e-01,  4.8569e-02, -1.7724e-01, -5.1456e-01, -9.9758e-02,  4.6772e-01, -9.8438e-02,  9.2001e-02,  7.9105e-03,  1.6777e-02,\n",
      "         -8.3890e-02, -4.3911e-02,  2.9022e-01, -1.7600e-01, -3.2503e-01,  7.6216e-02,  4.9637e-02, -1.4118e-01,  2.7125e-02,  6.1079e-02,  1.7300e-01,  4.6839e-02, -1.6544e-01, -4.4219e-02,\n",
      "          1.4201e-02,  3.7758e-01,  2.2645e-01, -8.2137e-02, -2.7819e-01,  2.9474e-01,  7.8696e-02, -5.5168e-02, -9.7102e-02,  2.6215e-01,  2.7046e-01,  1.5942e-01,  1.7229e-01, -8.2713e-02,\n",
      "         -3.3683e-01,  2.9325e-01,  1.1012e-01,  1.2598e-01, -2.6212e-01,  1.2196e-01,  5.8496e-02,  3.1173e-01, -6.4874e-02, -9.8835e-02, -7.3545e-02, -4.0076e-01,  3.3270e-02, -3.0123e-01,\n",
      "          1.4906e-01, -9.7761e-02, -3.2680e-01, -8.8049e-02,  2.1738e-01,  5.1322e-02,  2.1668e-01, -1.0011e-01,  2.5476e-01, -7.0878e-03,  8.0358e-02, -1.5921e-01,  6.1803e-02, -1.1557e-01,\n",
      "         -1.4784e-03,  2.1538e-01, -9.7648e-02,  2.6245e-01,  1.0890e-01, -5.5147e-02,  1.3091e-01,  1.7673e-01,  1.6110e-01, -1.1611e-01, -3.0391e-01,  1.3091e-02,  2.3589e-01, -3.7889e-01,\n",
      "         -1.9077e-02,  1.7597e-01,  1.9755e-02, -3.3821e-02, -1.8804e-01,  2.0058e-01,  6.0263e-02,  1.9548e-02, -1.7430e-02, -1.2933e-01,  2.0193e-01, -2.6429e-01,  2.9038e-01,  2.1876e-01,\n",
      "          1.5834e-02,  3.6289e-01,  4.7025e-01, -5.5852e-02,  1.4232e-01,  1.4319e-01, -5.8456e-02,  4.5850e-02, -1.6736e-02,  3.0122e-01, -1.0503e-01, -4.6303e-01,  2.2701e-01, -1.8367e-01,\n",
      "         -1.1254e-01, -2.6129e-01,  1.3057e-01,  1.2010e-01,  7.4920e-02,  5.3922e-02,  2.9430e-01,  4.8685e-02, -2.5332e-02,  2.2302e-01, -2.0582e-01,  5.2869e-02, -6.0691e-02, -3.7698e-01,\n",
      "         -1.9876e-01,  6.5412e-04, -1.6554e-01,  1.1754e-03,  2.4564e-02, -3.1432e-01, -3.8799e-02,  6.9154e-02,  5.2845e-01,  1.8307e-01,  2.7259e-02, -2.1652e-02,  9.4781e-02, -9.8927e-02,\n",
      "         -2.9922e-01, -8.0696e-02, -5.2055e-02, -2.0215e-01,  3.9442e-01, -1.6866e-01,  1.2905e-01, -2.0122e-01, -5.4067e-02,  1.2428e-01,  3.6461e-01,  1.4979e-01,  1.2483e-02, -5.8847e-02,\n",
      "          2.4527e-01,  1.5167e-01,  1.3174e-01,  2.8014e-01, -1.2531e-01,  9.0046e-03, -8.8688e-02,  1.3843e-01, -5.8644e-02,  5.6290e-02,  2.5230e-02,  2.5512e-01, -3.0518e-02,  4.3840e-04,\n",
      "          2.4724e-01,  2.0323e-01,  4.5660e-02,  1.1986e-01, -3.4531e-01, -3.2636e-02,  5.6378e-02,  3.9076e-01,  7.4500e-02, -1.1985e-01,  1.7634e-02, -1.5493e-01,  2.6609e-02,  1.3773e-01,\n",
      "          2.4067e-01,  1.0404e-01, -8.4140e-02, -6.7950e-02,  2.4975e-01,  7.7184e-02, -1.3707e-01, -7.1869e-03, -2.7230e-01, -4.5083e-02, -3.4191e-01,  4.4175e-01,  1.0320e-01,  2.9886e-01,\n",
      "         -1.0435e-02, -2.2050e-01,  1.3965e-01, -5.0575e-01, -4.8285e-02, -8.7831e-02, -2.4611e-02, -1.7946e-01,  1.3188e-01, -3.8767e-01, -1.0395e-01,  1.9660e-02,  8.1619e-02,  8.8875e-02,\n",
      "          5.6713e-03,  1.1333e-01, -6.5485e-02,  9.9995e-03,  1.3908e-01,  2.3344e-02, -1.6116e-02,  9.2494e-02, -1.5976e-01, -2.4720e-01,  2.0128e-01, -7.4501e-02, -1.3704e-01,  3.0694e-02,\n",
      "         -3.5497e-02,  1.1537e-01, -1.1302e-01, -1.3966e-01, -1.4249e-01, -2.9993e-02,  6.4499e-02, -1.4924e-01,  6.5679e-02,  1.9832e-01,  4.3170e-02, -1.7125e-01,  1.2284e-01,  1.7485e-01,\n",
      "         -6.8510e-03,  2.8438e-01, -7.5415e-02,  1.6971e-01, -8.1232e-02,  3.0812e-01, -1.9873e-01, -1.3330e-01, -3.1109e-01, -1.3054e-01,  2.7317e-02,  2.4233e-01,  3.2205e-01,  3.5327e-01,\n",
      "         -8.3220e-02,  1.4678e-01,  4.9062e-02,  2.3030e-01, -1.2671e-02,  4.0830e-02, -1.4801e-01, -2.5140e-01, -2.5750e-01,  1.7428e-01,  1.3788e-01,  1.5249e-01,  1.7185e-02,  1.0286e-01,\n",
      "         -2.3052e-01, -1.1630e-01,  1.5745e-01, -1.8775e-01,  1.6473e-01, -2.3961e-01, -1.6992e-01, -1.0656e-02,  6.7100e-02,  5.4557e-02, -3.9937e-01,  9.9321e-02, -4.2041e-02,  2.3822e-01,\n",
      "         -2.9296e-01, -1.5300e-01, -3.9285e-01,  1.5475e-01, -1.8608e-01,  1.2634e-01, -1.7218e-01,  1.0080e-01, -9.6066e-02, -1.9089e-01, -1.1758e-01, -1.3555e-01, -8.3141e-02,  2.0737e-01,\n",
      "          5.6787e-02,  1.4609e-01, -1.9130e-01,  2.8744e-01, -3.2090e-01,  3.3019e-01, -1.7520e-01,  6.7996e-02, -2.9463e-01, -1.4140e-01,  3.6533e-02, -2.2445e-02, -1.1639e-01,  7.1596e-02,\n",
      "         -9.7756e-02, -2.1959e-02,  3.0099e-01,  8.3382e-02,  1.3212e-01, -4.5638e-01, -1.6282e-01, -1.1735e-01, -2.7930e-01, -1.1319e-01,  7.5641e-02,  1.4620e-01, -5.0280e-02, -1.6649e-01,\n",
      "         -3.4229e-02,  3.8005e-01, -3.6506e-01,  3.1099e-01,  1.4669e-01,  8.1393e-02, -1.8069e-01, -1.9510e-01,  1.9729e-01, -2.6105e-01,  4.3016e-01,  3.1122e-01, -1.2911e-01, -1.4066e-01,\n",
      "          6.7743e-02, -1.5801e-01, -1.5672e-01,  5.8295e-02,  9.7003e-02,  1.2389e-01,  2.2821e-02,  3.0739e-01, -3.3573e-01,  1.6332e-02,  3.0717e-03, -2.3588e-02,  3.0120e-02, -5.1355e-02,\n",
      "          5.7634e-02,  9.4614e-02, -1.0278e-02, -1.2032e-01, -1.5593e-03,  6.0172e-02,  1.6178e-01,  9.5250e-02, -1.5465e-01, -1.1674e-01, -1.8744e-03,  2.0335e-01,  9.8629e-02,  4.8402e-01,\n",
      "         -1.5939e-01,  2.4921e-01,  2.7929e-01, -1.2484e-01,  4.0775e-02, -3.6961e-01, -1.4791e-01,  1.0866e-02, -6.5167e-04,  5.8285e-02,  3.2394e-01, -2.8650e-02, -2.5380e-01, -2.4129e-02,\n",
      "          1.3519e-01, -3.0966e-01, -2.2048e-01, -5.5980e-02, -1.5226e-01,  9.0870e-02, -8.0175e-02,  1.7600e-01,  1.1742e-01, -3.0682e-01,  2.0556e-01,  2.0787e-02, -2.2840e-01, -5.5547e-02,\n",
      "         -2.3512e-01,  2.7368e-01,  8.4988e-02, -7.7602e-02,  1.7599e-01, -3.3601e-01,  1.5811e-02, -1.0639e-01,  1.7055e-01, -2.2023e-01, -1.5296e-01, -4.6031e-02,  2.4023e-01,  7.0004e-03,\n",
      "          1.9909e-01, -2.5859e-01, -2.0583e-01,  2.5219e-01, -2.0572e-01,  1.4145e-01,  2.3779e-01,  4.5829e-01, -2.2572e-01, -9.7215e-03,  7.4086e-02, -8.1223e-02, -1.4740e-01, -2.4067e-01,\n",
      "         -6.9746e-02,  1.2955e-01, -6.6481e-03,  1.1183e-01, -2.6385e-01,  1.2273e-01, -1.5427e-01,  2.5695e-01, -1.5233e-01, -7.8099e-03,  9.2408e-02, -3.8051e-01, -3.0841e-01,  1.6241e-01,\n",
      "          7.6454e-02,  3.7034e-01, -2.9527e-02, -6.2011e-02, -1.8032e-01,  1.2094e-01, -1.3026e-01, -8.1288e-02,  7.2808e-02, -1.3593e-01,  1.2961e-01,  1.2828e-02, -4.2118e-02, -1.6698e-01,\n",
      "         -2.9162e-01, -3.0999e-01,  1.3571e-01, -1.0242e-01, -3.4024e-01, -5.2514e-02, -1.2260e-01, -3.9642e-01, -1.8325e-01, -4.0586e-01,  1.8566e-01, -1.8890e-01,  6.0984e-02, -1.6577e-01,\n",
      "          4.9057e-01, -1.4715e-01,  1.2654e-01,  2.5417e-02,  1.8459e-01,  1.3718e-01, -8.2675e-02,  3.2930e-03, -1.3034e-01, -1.4953e-01,  1.2687e-01, -2.5992e-01,  6.6158e-02, -1.3022e-01,\n",
      "          9.8873e-02,  2.0837e-01, -4.5146e-02, -1.5454e-01, -4.1095e-01,  4.4119e-02,  2.1342e-01,  3.7613e-02, -9.5851e-02, -2.5017e-01,  7.5849e-02, -9.7526e-02,  1.3305e-01,  6.5559e-02,\n",
      "          1.0867e-01, -5.3460e-02, -1.3635e-01,  2.8635e-02, -1.8610e-01, -8.2807e-02, -6.7418e-02, -3.8859e-01, -1.5548e-01,  2.9667e-01, -1.0514e-01, -3.1685e-01,  4.4248e-01, -5.6651e-02,\n",
      "         -2.5933e-01, -8.4162e-02,  2.5062e-01,  1.7820e-01,  1.3283e-01, -4.7767e-02, -1.9391e-01, -1.5882e-01,  2.2804e-01,  7.2640e-03, -1.9278e-01, -1.4636e-01],\n",
      "        [ 2.5792e-01,  1.9137e-02, -2.0489e-01,  1.4930e-02,  2.1230e-01,  3.5631e-02, -1.4017e-01,  4.7427e-02, -8.0463e-03,  1.6160e-01,  2.9874e-02, -7.5545e-03,  1.1679e-02,  4.4715e-01,\n",
      "          1.1004e-01, -8.5212e-02,  3.7217e-01, -1.4899e-02, -1.2934e-01, -2.1763e-01,  9.9984e-02,  2.5314e-02, -5.9129e-02,  1.1613e-01, -4.5975e-02,  2.3353e-01,  1.5160e-01,  2.4584e-01,\n",
      "          2.0324e-01,  1.4443e-01,  9.6812e-02, -1.1668e-01,  1.7577e-01,  1.0316e-01,  1.5848e-01, -2.9017e-01,  1.7369e-03, -2.1560e-01,  5.4545e-01, -1.6193e-01, -8.8645e-03,  2.1976e-01,\n",
      "          3.2547e-02, -2.2553e-01,  2.8929e-01, -4.4327e-03, -1.2598e-01,  4.7536e-01, -1.9673e-02,  6.5352e-02,  2.1316e-01,  7.0113e-02, -6.7081e-02,  6.9831e-02,  1.3771e-01, -4.2201e-02,\n",
      "          1.0796e-01, -1.5428e-01, -9.4952e-02, -2.5593e-02,  6.6019e-02, -9.4102e-03,  1.6463e-01, -8.4296e-02, -9.2535e-04,  3.2997e-01,  1.9459e-01, -3.0765e-02, -5.6784e-02, -1.3148e-02,\n",
      "         -1.0695e-01, -2.3095e-01,  3.9451e-02, -1.1283e-01, -2.2238e-01,  4.9456e-02, -2.2882e-01,  6.7717e-02,  1.9146e-01, -3.5371e-01,  1.1622e-01,  2.3701e-01,  2.5308e-02, -2.9789e-01,\n",
      "          4.0799e-01,  5.6300e-02, -2.1315e-02,  4.7053e-02,  5.3043e-02, -2.6195e-01, -6.8219e-02,  3.6193e-01,  1.1019e-01,  5.8161e-02, -8.9189e-02,  4.3376e-02, -1.8474e-01,  9.7799e-02,\n",
      "         -1.4555e-01,  1.2258e-01, -2.2121e-01,  3.7399e-02, -8.3999e-03,  2.9790e-02,  1.7009e-01,  3.6957e-02, -2.5108e-01, -2.2429e-01, -3.3772e-01,  3.8903e-02, -2.2084e-01,  1.6542e-01,\n",
      "         -3.4297e-01,  2.9260e-02,  2.4284e-01,  2.7167e-02, -1.4400e-01, -1.1148e-01,  2.9198e-02, -5.7749e-02, -2.6594e-01,  1.9840e-01, -1.1579e-01, -2.0591e-01, -7.9814e-02, -1.7433e-01,\n",
      "          1.6883e-01, -4.9380e-02, -2.8875e-01, -3.4030e-02,  1.1774e-01, -3.4666e-02,  1.1420e-02,  6.1183e-02, -5.0363e-02,  3.2788e-01,  1.4467e-01, -5.8388e-02,  1.2733e-02,  1.1124e-01,\n",
      "          7.4871e-04,  1.6656e-01, -3.1532e-02, -3.0036e-01, -1.1951e-02, -1.4726e-01, -6.4489e-02,  1.5468e-01,  6.4145e-02,  3.5471e-02,  5.1844e-02, -1.9614e-01,  2.8672e-03, -1.0740e-02,\n",
      "          4.0205e-01,  1.8221e-01, -1.6136e-01, -1.5946e-02,  1.1704e-01,  8.3415e-02, -2.2612e-01,  1.2404e-01, -3.8036e-02,  1.5359e-01, -2.8788e-01,  1.4781e-01, -1.8232e-01, -4.8865e-02,\n",
      "         -1.0823e-01, -3.7391e-01,  2.4330e-01, -9.2148e-02,  1.0807e-01, -3.6487e-01,  1.1652e-01, -2.1786e-01, -1.3869e-01,  4.5181e-02, -1.0063e-01, -3.7581e-03, -4.3152e-02,  9.9234e-02,\n",
      "          4.0893e-01,  1.2010e-01,  4.1997e-02,  1.5644e-01,  2.4028e-01,  3.0532e-02, -6.4462e-02,  5.8352e-02,  1.2224e-01,  2.7824e-01,  2.8030e-01, -1.8638e-01,  3.0248e-01, -2.1459e-01,\n",
      "         -1.5651e-01,  2.5046e-02,  1.7237e-01,  1.5501e-01,  6.6926e-02,  9.4340e-02, -2.1208e-01, -1.6324e-02,  1.2103e-01, -2.6836e-01,  9.4996e-02, -2.4351e-01, -1.0650e-01,  3.8446e-01,\n",
      "          1.0801e-01, -5.4502e-02,  3.4606e-02, -1.7877e-01,  4.0012e-01, -1.5614e-04,  1.1942e-01,  1.9784e-01,  8.1339e-02,  1.8983e-01, -6.1841e-02,  2.6705e-01,  1.6982e-02, -1.2330e-02,\n",
      "         -2.3503e-01,  8.9662e-02,  1.2333e-01, -1.3039e-01,  8.2742e-02,  6.4931e-02, -1.5525e-01,  1.7753e-01,  1.0642e-01,  1.0405e-01,  3.4653e-01, -4.7928e-02,  5.2901e-03,  4.4310e-01,\n",
      "         -2.5349e-02,  7.6935e-02, -6.5628e-02,  2.8941e-02, -3.3538e-01, -1.0193e-01,  9.6909e-02, -2.9892e-03, -3.7916e-01,  2.2563e-01,  2.3226e-01,  2.2892e-01, -2.3024e-02, -3.0535e-01,\n",
      "          1.2541e-01, -9.0065e-02, -9.6080e-02, -1.2686e-01,  3.2621e-01,  4.5338e-02, -1.7733e-01, -5.1190e-01, -9.4857e-02,  4.7017e-01, -1.0137e-01,  9.4685e-02,  1.2792e-02,  1.9607e-02,\n",
      "         -8.8618e-02, -3.8862e-02,  2.8569e-01, -1.7621e-01, -3.2251e-01,  7.7500e-02,  4.3774e-02, -1.3563e-01,  2.8508e-02,  7.1019e-02,  1.7472e-01,  4.0762e-02, -1.6456e-01, -4.8237e-02,\n",
      "          1.1139e-02,  3.7470e-01,  2.1996e-01, -7.6980e-02, -2.7972e-01,  2.9763e-01,  7.9022e-02, -5.2589e-02, -1.0386e-01,  2.5503e-01,  2.7208e-01,  1.5222e-01,  1.6895e-01, -8.4773e-02,\n",
      "         -3.3357e-01,  2.9285e-01,  1.0575e-01,  1.2612e-01, -2.6346e-01,  1.1591e-01,  5.8114e-02,  3.0983e-01, -6.9284e-02, -9.2668e-02, -7.7859e-02, -3.9536e-01,  3.1532e-02, -2.9688e-01,\n",
      "          1.4911e-01, -9.4598e-02, -3.2607e-01, -8.7119e-02,  2.1956e-01,  5.3885e-02,  2.0989e-01, -9.6998e-02,  2.5155e-01, -1.2558e-03,  7.8051e-02, -1.6058e-01,  5.7597e-02, -1.1200e-01,\n",
      "         -8.2736e-03,  2.0395e-01, -9.6460e-02,  2.5341e-01,  1.0941e-01, -5.8043e-02,  1.3509e-01,  1.7671e-01,  1.6150e-01, -1.2037e-01, -3.0350e-01,  1.6358e-02,  2.3582e-01, -3.7411e-01,\n",
      "         -1.2801e-02,  1.7088e-01,  2.2966e-02, -3.6790e-02, -1.9150e-01,  2.0290e-01,  5.8516e-02,  1.6815e-02, -2.0215e-02, -1.2529e-01,  2.0545e-01, -2.5884e-01,  2.8899e-01,  2.1413e-01,\n",
      "          2.3089e-02,  3.6318e-01,  4.7080e-01, -5.5297e-02,  1.4456e-01,  1.3945e-01, -5.8107e-02,  4.9507e-02, -1.3505e-02,  3.0296e-01, -9.6091e-02, -4.5731e-01,  2.2517e-01, -1.8898e-01,\n",
      "         -1.1204e-01, -2.5652e-01,  1.2598e-01,  1.2075e-01,  7.1331e-02,  5.3742e-02,  2.9620e-01,  4.9529e-02, -2.1234e-02,  2.2854e-01, -2.0697e-01,  5.1812e-02, -5.6868e-02, -3.7744e-01,\n",
      "         -1.9841e-01, -2.0030e-03, -1.6390e-01,  5.2917e-03,  2.4445e-02, -3.1920e-01, -3.7845e-02,  7.1425e-02,  5.2854e-01,  1.8974e-01,  2.4339e-02, -1.7623e-02,  9.0537e-02, -1.0274e-01,\n",
      "         -2.9707e-01, -8.2493e-02, -4.7292e-02, -1.9934e-01,  3.9464e-01, -1.6628e-01,  1.3480e-01, -1.9950e-01, -5.2004e-02,  1.1851e-01,  3.5752e-01,  1.4493e-01,  1.9256e-02, -5.7858e-02,\n",
      "          2.4186e-01,  1.5327e-01,  1.3272e-01,  2.7218e-01, -1.2898e-01,  1.6419e-02, -8.8457e-02,  1.4039e-01, -6.0476e-02,  6.3788e-02,  1.3531e-02,  2.5114e-01, -2.9354e-02,  2.4929e-03,\n",
      "          2.4682e-01,  1.9866e-01,  4.2086e-02,  1.2518e-01, -3.4591e-01, -2.3844e-02,  5.4150e-02,  3.9305e-01,  7.3121e-02, -1.1976e-01,  2.2449e-02, -1.5665e-01,  2.6072e-02,  1.3094e-01,\n",
      "          2.3649e-01,  1.0036e-01, -8.8286e-02, -6.8393e-02,  2.4829e-01,  7.6086e-02, -1.3371e-01, -1.7638e-02, -2.6493e-01, -5.0795e-02, -3.4083e-01,  4.4430e-01,  9.9409e-02,  2.9925e-01,\n",
      "         -1.5159e-02, -2.2299e-01,  1.4521e-01, -5.0307e-01, -5.1595e-02, -8.9857e-02, -2.1918e-02, -1.8179e-01,  1.2807e-01, -3.8530e-01, -1.0657e-01,  2.4453e-02,  7.9630e-02,  8.9416e-02,\n",
      "         -4.8962e-04,  1.2028e-01, -6.4946e-02,  1.2914e-02,  1.3706e-01,  2.1402e-02, -1.5777e-02,  9.5898e-02, -1.6030e-01, -2.4404e-01,  1.9320e-01, -7.5130e-02, -1.3155e-01,  3.2188e-02,\n",
      "         -3.4192e-02,  1.1230e-01, -1.2060e-01, -1.3617e-01, -1.3373e-01, -3.0974e-02,  6.5980e-02, -1.5167e-01,  6.5779e-02,  2.0040e-01,  4.0386e-02, -1.6942e-01,  1.1745e-01,  1.7034e-01,\n",
      "         -1.2761e-02,  2.8800e-01, -7.5415e-02,  1.6873e-01, -8.6641e-02,  3.1068e-01, -1.9257e-01, -1.2735e-01, -3.1357e-01, -1.2724e-01,  3.1450e-02,  2.4449e-01,  3.2147e-01,  3.5762e-01,\n",
      "         -8.2884e-02,  1.4745e-01,  4.7207e-02,  2.3330e-01, -1.6972e-02,  3.8573e-02, -1.5571e-01, -2.6014e-01, -2.6025e-01,  1.7173e-01,  1.3884e-01,  1.5276e-01,  1.4245e-02,  1.0139e-01,\n",
      "         -2.2911e-01, -1.2145e-01,  1.6012e-01, -1.9110e-01,  1.6455e-01, -2.3809e-01, -1.6588e-01, -7.5648e-03,  7.0844e-02,  5.5981e-02, -4.0018e-01,  9.6412e-02, -4.4063e-02,  2.3961e-01,\n",
      "         -2.9538e-01, -1.5644e-01, -3.9515e-01,  1.5654e-01, -1.8168e-01,  1.2845e-01, -1.6860e-01,  9.4630e-02, -1.0348e-01, -1.8857e-01, -1.1039e-01, -1.3553e-01, -8.2780e-02,  2.0743e-01,\n",
      "          5.5265e-02,  1.4223e-01, -1.8948e-01,  2.8474e-01, -3.1611e-01,  3.2818e-01, -1.7610e-01,  6.9959e-02, -2.9326e-01, -1.3971e-01,  3.5945e-02, -2.3545e-02, -1.1537e-01,  7.1532e-02,\n",
      "         -9.6486e-02, -2.3044e-02,  2.9940e-01,  7.8808e-02,  1.3603e-01, -4.5556e-01, -1.5897e-01, -1.1600e-01, -2.8071e-01, -1.0790e-01,  7.4921e-02,  1.4639e-01, -5.1722e-02, -1.6436e-01,\n",
      "         -2.9436e-02,  3.7437e-01, -3.5760e-01,  3.0944e-01,  1.4258e-01,  8.3099e-02, -1.8033e-01, -1.9116e-01,  1.9788e-01, -2.5096e-01,  4.2696e-01,  3.1234e-01, -1.2729e-01, -1.4003e-01,\n",
      "          6.5248e-02, -1.5476e-01, -1.5390e-01,  5.3463e-02,  9.6666e-02,  1.2264e-01,  2.1572e-02,  3.0559e-01, -3.3559e-01,  2.2567e-02,  7.3268e-03, -2.8863e-02,  3.5494e-02, -4.7321e-02,\n",
      "          5.5362e-02,  9.1024e-02, -1.4043e-02, -1.2839e-01, -6.7600e-03,  5.8258e-02,  1.6311e-01,  9.5970e-02, -1.5354e-01, -1.1393e-01, -7.3032e-04,  2.0299e-01,  1.0278e-01,  4.8211e-01,\n",
      "         -1.5656e-01,  2.5052e-01,  2.7722e-01, -1.2811e-01,  4.3020e-02, -3.6556e-01, -1.5793e-01,  1.4095e-02,  2.7241e-03,  6.1848e-02,  3.2244e-01, -2.9878e-02, -2.5027e-01, -2.8996e-02,\n",
      "          1.3754e-01, -3.0333e-01, -2.2060e-01, -5.8716e-02, -1.4750e-01,  8.5600e-02, -8.0378e-02,  1.7185e-01,  1.1608e-01, -3.0887e-01,  2.0849e-01,  2.0359e-02, -2.2819e-01, -5.0251e-02,\n",
      "         -2.2910e-01,  2.7650e-01,  8.6824e-02, -7.7170e-02,  1.8180e-01, -3.3083e-01,  1.5686e-02, -1.0504e-01,  1.7008e-01, -2.2468e-01, -1.5718e-01, -4.7473e-02,  2.3570e-01,  3.6797e-03,\n",
      "          1.9680e-01, -2.5941e-01, -2.0331e-01,  2.5604e-01, -2.0428e-01,  1.3623e-01,  2.4164e-01,  4.5690e-01, -2.2245e-01, -6.5334e-03,  7.2927e-02, -7.9387e-02, -1.4447e-01, -2.4233e-01,\n",
      "         -7.5548e-02,  1.2837e-01, -3.0259e-03,  1.1022e-01, -2.6118e-01,  1.1922e-01, -1.5229e-01,  2.4625e-01, -1.4976e-01, -5.8830e-03,  9.2174e-02, -3.7756e-01, -3.0879e-01,  1.6015e-01,\n",
      "          7.7509e-02,  3.6331e-01, -2.8453e-02, -5.8312e-02, -1.7617e-01,  1.1601e-01, -1.3428e-01, -7.0975e-02,  6.8819e-02, -1.4063e-01,  1.2772e-01,  1.1449e-02, -4.2087e-02, -1.6900e-01,\n",
      "         -2.9026e-01, -3.1020e-01,  1.3472e-01, -9.6266e-02, -3.4301e-01, -5.0697e-02, -1.2074e-01, -4.0090e-01, -1.7631e-01, -4.0215e-01,  1.8094e-01, -1.8504e-01,  5.9696e-02, -1.6759e-01,\n",
      "          4.9169e-01, -1.4722e-01,  1.2465e-01,  2.4019e-02,  1.8687e-01,  1.3569e-01, -7.6926e-02, -9.9148e-04, -1.3290e-01, -1.4340e-01,  1.2813e-01, -2.5956e-01,  6.4479e-02, -1.2879e-01,\n",
      "          9.5966e-02,  2.0227e-01, -4.3530e-02, -1.5011e-01, -4.1140e-01,  4.1105e-02,  2.1268e-01,  3.5488e-02, -1.0207e-01, -2.5093e-01,  8.0447e-02, -9.2665e-02,  1.3239e-01,  6.4172e-02,\n",
      "          1.0694e-01, -5.4306e-02, -1.3314e-01,  3.1692e-02, -1.8367e-01, -8.2970e-02, -6.9954e-02, -3.8830e-01, -1.5039e-01,  2.9874e-01, -1.0406e-01, -3.1184e-01,  4.3591e-01, -5.7589e-02,\n",
      "         -2.6200e-01, -7.4812e-02,  2.5235e-01,  1.7999e-01,  1.3314e-01, -4.1059e-02, -1.9271e-01, -1.5505e-01,  2.2678e-01,  3.2295e-04, -1.9185e-01, -1.4511e-01],\n",
      "        [ 2.5788e-01,  1.8122e-02, -2.0663e-01,  1.4813e-02,  2.1383e-01,  3.6282e-02, -1.4246e-01,  4.6746e-02, -8.5036e-03,  1.6198e-01,  2.9965e-02, -7.4774e-03,  1.1075e-02,  4.4807e-01,\n",
      "          1.1040e-01, -8.4434e-02,  3.7154e-01, -1.6047e-02, -1.2926e-01, -2.1819e-01,  9.9981e-02,  2.6974e-02, -5.9104e-02,  1.1654e-01, -4.7207e-02,  2.3143e-01,  1.4965e-01,  2.4645e-01,\n",
      "          2.0417e-01,  1.4538e-01,  9.6082e-02, -1.1601e-01,  1.7729e-01,  1.0348e-01,  1.5841e-01, -2.9119e-01,  5.4657e-04, -2.1709e-01,  5.4615e-01, -1.6165e-01, -9.6931e-03,  2.2075e-01,\n",
      "          3.3299e-02, -2.2730e-01,  2.8921e-01, -3.7664e-03, -1.2595e-01,  4.7513e-01, -1.9982e-02,  6.4112e-02,  2.1343e-01,  7.0682e-02, -6.7556e-02,  6.8695e-02,  1.3729e-01, -4.2618e-02,\n",
      "          1.0816e-01, -1.5466e-01, -9.7244e-02, -2.6701e-02,  6.5876e-02, -9.1451e-03,  1.6381e-01, -8.4205e-02,  4.2660e-04,  3.2968e-01,  1.9577e-01, -3.1186e-02, -5.9407e-02, -1.3443e-02,\n",
      "         -1.0597e-01, -2.3237e-01,  3.9556e-02, -1.1416e-01, -2.2077e-01,  5.0196e-02, -2.3017e-01,  6.7863e-02,  1.8813e-01, -3.5309e-01,  1.1509e-01,  2.3751e-01,  2.5459e-02, -2.9913e-01,\n",
      "          4.0876e-01,  5.7041e-02, -2.1205e-02,  4.7359e-02,  5.1228e-02, -2.6205e-01, -6.9706e-02,  3.6302e-01,  1.0973e-01,  5.7199e-02, -8.8005e-02,  4.3884e-02, -1.8487e-01,  9.4896e-02,\n",
      "         -1.4450e-01,  1.2446e-01, -2.2115e-01,  3.8620e-02, -6.1828e-03,  2.9608e-02,  1.7120e-01,  3.6398e-02, -2.4939e-01, -2.2322e-01, -3.3892e-01,  3.9437e-02, -2.1964e-01,  1.6353e-01,\n",
      "         -3.4253e-01,  2.8822e-02,  2.4325e-01,  2.5467e-02, -1.4148e-01, -1.1127e-01,  3.0371e-02, -5.7599e-02, -2.6688e-01,  1.9825e-01, -1.1550e-01, -2.0635e-01, -8.0565e-02, -1.7466e-01,\n",
      "          1.6791e-01, -5.0722e-02, -2.9034e-01, -3.4850e-02,  1.1828e-01, -3.5429e-02,  1.0549e-02,  6.1899e-02, -5.0624e-02,  3.2735e-01,  1.4427e-01, -5.8250e-02,  1.3653e-02,  1.1101e-01,\n",
      "          2.1186e-04,  1.6802e-01, -3.0875e-02, -2.9984e-01, -9.8808e-03, -1.4826e-01, -6.4687e-02,  1.5295e-01,  6.4619e-02,  3.5257e-02,  5.0176e-02, -1.9725e-01,  1.6443e-03, -1.0893e-02,\n",
      "          4.0224e-01,  1.8191e-01, -1.6141e-01, -1.6702e-02,  1.1631e-01,  8.3744e-02, -2.2653e-01,  1.2346e-01, -3.7987e-02,  1.5215e-01, -2.8745e-01,  1.4882e-01, -1.8270e-01, -5.0304e-02,\n",
      "         -1.0875e-01, -3.7296e-01,  2.4243e-01, -9.3373e-02,  1.0868e-01, -3.6547e-01,  1.1734e-01, -2.1681e-01, -1.4056e-01,  4.5155e-02, -1.0179e-01, -2.5901e-03, -4.3981e-02,  9.7489e-02,\n",
      "          4.1054e-01,  1.1949e-01,  4.2823e-02,  1.5511e-01,  2.3873e-01,  2.9740e-02, -6.5301e-02,  5.8374e-02,  1.2297e-01,  2.7951e-01,  2.7876e-01, -1.8602e-01,  3.0333e-01, -2.1423e-01,\n",
      "         -1.5650e-01,  2.5344e-02,  1.7393e-01,  1.5438e-01,  6.6284e-02,  9.6249e-02, -2.1197e-01, -1.6111e-02,  1.2116e-01, -2.6671e-01,  9.5658e-02, -2.4399e-01, -1.0733e-01,  3.8519e-01,\n",
      "          1.0663e-01, -5.4992e-02,  3.4127e-02, -1.7850e-01,  4.0105e-01, -2.4179e-03,  1.1780e-01,  1.9708e-01,  8.2094e-02,  1.8926e-01, -6.1878e-02,  2.6592e-01,  1.8146e-02, -1.2695e-02,\n",
      "         -2.3514e-01,  8.7593e-02,  1.2316e-01, -1.3094e-01,  8.4575e-02,  6.5422e-02, -1.5482e-01,  1.7756e-01,  1.0719e-01,  1.0372e-01,  3.4703e-01, -4.7701e-02,  7.1269e-03,  4.4472e-01,\n",
      "         -2.4542e-02,  7.7591e-02, -6.5143e-02,  2.7303e-02, -3.3722e-01, -1.0109e-01,  9.6631e-02, -3.4936e-03, -3.7987e-01,  2.2525e-01,  2.3341e-01,  2.3094e-01, -2.1815e-02, -3.0516e-01,\n",
      "          1.2435e-01, -9.0258e-02, -9.5265e-02, -1.2712e-01,  3.2730e-01,  4.4823e-02, -1.7677e-01, -5.1210e-01, -9.5424e-02,  4.6923e-01, -1.0158e-01,  9.5956e-02,  1.0577e-02,  2.0384e-02,\n",
      "         -8.6023e-02, -3.9959e-02,  2.8743e-01, -1.7655e-01, -3.2269e-01,  7.8674e-02,  4.3473e-02, -1.3566e-01,  2.9132e-02,  7.0771e-02,  1.7449e-01,  4.1279e-02, -1.6651e-01, -4.6103e-02,\n",
      "          1.0466e-02,  3.7697e-01,  2.2029e-01, -7.9319e-02, -2.7978e-01,  2.9795e-01,  7.8649e-02, -5.2544e-02, -1.0273e-01,  2.5558e-01,  2.7225e-01,  1.5311e-01,  1.7021e-01, -8.4547e-02,\n",
      "         -3.3282e-01,  2.9522e-01,  1.0518e-01,  1.2557e-01, -2.6351e-01,  1.1684e-01,  5.7746e-02,  3.0975e-01, -6.7996e-02, -9.4283e-02, -7.6824e-02, -3.9749e-01,  3.1070e-02, -2.9595e-01,\n",
      "          1.5007e-01, -9.5175e-02, -3.2674e-01, -8.8004e-02,  2.2036e-01,  5.3378e-02,  2.1108e-01, -9.8394e-02,  2.5152e-01, -1.4437e-03,  7.7532e-02, -1.6154e-01,  5.7363e-02, -1.1303e-01,\n",
      "         -6.1883e-03,  2.0543e-01, -9.6242e-02,  2.5503e-01,  1.0936e-01, -5.8331e-02,  1.3389e-01,  1.7585e-01,  1.5992e-01, -1.2036e-01, -3.0260e-01,  1.5573e-02,  2.3509e-01, -3.7463e-01,\n",
      "         -1.4884e-02,  1.7152e-01,  2.2907e-02, -3.6213e-02, -1.9018e-01,  2.0239e-01,  5.8685e-02,  1.6910e-02, -2.1269e-02, -1.2695e-01,  2.0552e-01, -2.5994e-01,  2.8774e-01,  2.1468e-01,\n",
      "          2.2426e-02,  3.6351e-01,  4.7070e-01, -5.5826e-02,  1.4457e-01,  1.4144e-01, -5.8509e-02,  4.9271e-02, -1.5749e-02,  3.0100e-01, -9.8038e-02, -4.5944e-01,  2.2552e-01, -1.8912e-01,\n",
      "         -1.1219e-01, -2.5775e-01,  1.2563e-01,  1.1935e-01,  7.1864e-02,  5.2631e-02,  2.9511e-01,  4.9157e-02, -2.0586e-02,  2.2706e-01, -2.0703e-01,  5.1095e-02, -5.7927e-02, -3.7634e-01,\n",
      "         -1.9884e-01, -1.7905e-03, -1.6428e-01,  4.6623e-03,  2.4854e-02, -3.1940e-01, -3.7200e-02,  6.9712e-02,  5.2892e-01,  1.8776e-01,  2.5802e-02, -1.8482e-02,  9.0609e-02, -1.0088e-01,\n",
      "         -2.9668e-01, -8.1382e-02, -4.8794e-02, -2.0041e-01,  3.9338e-01, -1.6663e-01,  1.3238e-01, -1.9896e-01, -5.2789e-02,  1.1903e-01,  3.6015e-01,  1.4572e-01,  1.8524e-02, -5.8377e-02,\n",
      "          2.4247e-01,  1.5195e-01,  1.3315e-01,  2.7364e-01, -1.2847e-01,  1.5094e-02, -8.6500e-02,  1.3907e-01, -5.9082e-02,  6.3067e-02,  1.6295e-02,  2.5348e-01, -2.9334e-02,  3.3585e-03,\n",
      "          2.4612e-01,  2.0008e-01,  4.2390e-02,  1.2363e-01, -3.4520e-01, -2.2809e-02,  5.4647e-02,  3.9236e-01,  7.4525e-02, -1.2073e-01,  2.0258e-02, -1.5717e-01,  2.7370e-02,  1.3261e-01,\n",
      "          2.3624e-01,  1.0214e-01, -8.8821e-02, -6.7806e-02,  2.4841e-01,  7.5686e-02, -1.3361e-01, -1.5663e-02, -2.6658e-01, -4.9772e-02, -3.3957e-01,  4.4423e-01,  1.0028e-01,  3.0059e-01,\n",
      "         -1.4348e-02, -2.2307e-01,  1.4598e-01, -5.0404e-01, -5.1775e-02, -8.9858e-02, -2.2755e-02, -1.8274e-01,  1.2784e-01, -3.8585e-01, -1.0739e-01,  2.4699e-02,  8.0523e-02,  9.0163e-02,\n",
      "          7.2254e-04,  1.1857e-01, -6.5818e-02,  1.2361e-02,  1.3767e-01,  2.2034e-02, -1.5220e-02,  9.5141e-02, -1.6083e-01, -2.4611e-01,  1.9300e-01, -7.5489e-02, -1.3328e-01,  3.3711e-02,\n",
      "         -3.5524e-02,  1.1221e-01, -1.1899e-01, -1.3714e-01, -1.3506e-01, -3.0672e-02,  6.5982e-02, -1.4871e-01,  6.4963e-02,  1.9977e-01,  3.9650e-02, -1.7074e-01,  1.1783e-01,  1.7065e-01,\n",
      "         -1.2593e-02,  2.8609e-01, -7.5267e-02,  1.6683e-01, -8.6298e-02,  3.0966e-01, -1.9370e-01, -1.2890e-01, -3.1355e-01, -1.2826e-01,  3.0054e-02,  2.4316e-01,  3.2137e-01,  3.5811e-01,\n",
      "         -8.2317e-02,  1.4825e-01,  4.7798e-02,  2.3271e-01, -1.6177e-02,  3.8298e-02, -1.5366e-01, -2.5883e-01, -2.5954e-01,  1.7228e-01,  1.3772e-01,  1.5291e-01,  1.3792e-02,  1.0107e-01,\n",
      "         -2.2999e-01, -1.1935e-01,  1.5996e-01, -1.9097e-01,  1.6445e-01, -2.3948e-01, -1.6683e-01, -6.1209e-03,  6.9288e-02,  5.7010e-02, -4.0014e-01,  9.6185e-02, -4.5018e-02,  2.3891e-01,\n",
      "         -2.9587e-01, -1.5695e-01, -3.9380e-01,  1.5650e-01, -1.8262e-01,  1.2772e-01, -1.6956e-01,  9.7300e-02, -1.0276e-01, -1.8900e-01, -1.1213e-01, -1.3382e-01, -8.3100e-02,  2.0741e-01,\n",
      "          5.6079e-02,  1.4311e-01, -1.9048e-01,  2.8437e-01, -3.1618e-01,  3.2920e-01, -1.7557e-01,  6.9662e-02, -2.9246e-01, -1.4004e-01,  3.5195e-02, -2.5703e-02, -1.1575e-01,  7.0813e-02,\n",
      "         -9.7875e-02, -2.2181e-02,  2.9908e-01,  7.9231e-02,  1.3660e-01, -4.5617e-01, -1.5905e-01, -1.1627e-01, -2.8093e-01, -1.0925e-01,  7.5707e-02,  1.4819e-01, -5.0658e-02, -1.6588e-01,\n",
      "         -3.2441e-02,  3.7479e-01, -3.5965e-01,  3.0848e-01,  1.4227e-01,  8.3421e-02, -1.8070e-01, -1.9200e-01,  1.9792e-01, -2.5214e-01,  4.2899e-01,  3.1217e-01, -1.2856e-01, -1.4031e-01,\n",
      "          6.4279e-02, -1.5547e-01, -1.5352e-01,  5.5063e-02,  9.6897e-02,  1.2128e-01,  2.0343e-02,  3.0557e-01, -3.3607e-01,  2.0789e-02,  6.6132e-03, -2.7886e-02,  3.3881e-02, -4.9026e-02,\n",
      "          5.6417e-02,  9.1623e-02, -1.3557e-02, -1.2658e-01, -7.4180e-03,  6.0122e-02,  1.6257e-01,  9.5980e-02, -1.5311e-01, -1.1369e-01, -1.6811e-03,  2.0349e-01,  1.0137e-01,  4.8201e-01,\n",
      "         -1.5855e-01,  2.4948e-01,  2.7848e-01, -1.2788e-01,  4.4366e-02, -3.6651e-01, -1.5557e-01,  1.2855e-02,  3.1129e-03,  6.0661e-02,  3.2280e-01, -2.9829e-02, -2.5166e-01, -2.8221e-02,\n",
      "          1.3785e-01, -3.0481e-01, -2.2101e-01, -5.7327e-02, -1.4824e-01,  8.5053e-02, -8.0629e-02,  1.7156e-01,  1.1626e-01, -3.0770e-01,  2.0842e-01,  2.0624e-02, -2.3052e-01, -5.2105e-02,\n",
      "         -2.2909e-01,  2.7600e-01,  8.7436e-02, -7.7317e-02,  1.7945e-01, -3.3302e-01,  1.7161e-02, -1.0403e-01,  1.7030e-01, -2.2385e-01, -1.5713e-01, -4.7521e-02,  2.3715e-01,  5.6005e-03,\n",
      "          1.9619e-01, -2.5756e-01, -2.0383e-01,  2.5659e-01, -2.0573e-01,  1.3764e-01,  2.4121e-01,  4.5780e-01, -2.2336e-01, -8.6241e-03,  7.3044e-02, -7.9457e-02, -1.4587e-01, -2.4210e-01,\n",
      "         -7.5486e-02,  1.2703e-01, -3.4401e-03,  1.1207e-01, -2.6171e-01,  1.2012e-01, -1.5191e-01,  2.4781e-01, -1.5053e-01, -6.0291e-03,  9.2750e-02, -3.7796e-01, -3.0912e-01,  1.5882e-01,\n",
      "          7.6422e-02,  3.6430e-01, -2.8314e-02, -6.0213e-02, -1.7715e-01,  1.1554e-01, -1.3495e-01, -7.0290e-02,  6.8492e-02, -1.4033e-01,  1.2907e-01,  1.2240e-02, -4.2950e-02, -1.6835e-01,\n",
      "         -2.9282e-01, -3.1076e-01,  1.3628e-01, -9.6755e-02, -3.4294e-01, -5.0777e-02, -1.2244e-01, -4.0161e-01, -1.7876e-01, -4.0306e-01,  1.8295e-01, -1.8579e-01,  5.8942e-02, -1.6659e-01,\n",
      "          4.9058e-01, -1.4763e-01,  1.2443e-01,  2.6410e-02,  1.8482e-01,  1.3659e-01, -7.7595e-02,  1.3216e-04, -1.3240e-01, -1.4469e-01,  1.2782e-01, -2.5741e-01,  6.6189e-02, -1.3032e-01,\n",
      "          9.6332e-02,  2.0371e-01, -4.4622e-02, -1.5018e-01, -4.1211e-01,  4.3137e-02,  2.1457e-01,  3.5488e-02, -1.0021e-01, -2.5069e-01,  7.9960e-02, -9.2295e-02,  1.3348e-01,  6.5384e-02,\n",
      "          1.0736e-01, -5.2852e-02, -1.3434e-01,  3.0094e-02, -1.8504e-01, -8.3835e-02, -6.8488e-02, -3.8804e-01, -1.5292e-01,  2.9815e-01, -1.0418e-01, -3.1288e-01,  4.3706e-01, -5.6848e-02,\n",
      "         -2.6091e-01, -7.6000e-02,  2.5186e-01,  1.8093e-01,  1.3298e-01, -4.3477e-02, -1.9343e-01, -1.5678e-01,  2.2649e-01,  1.8993e-03, -1.9157e-01, -1.4619e-01],\n",
      "        [ 2.5790e-01,  2.1193e-02, -2.0860e-01,  1.3609e-02,  2.1433e-01,  3.4771e-02, -1.4207e-01,  4.6480e-02, -1.4219e-02,  1.6292e-01,  3.0158e-02, -8.9013e-03,  1.1297e-02,  4.4981e-01,\n",
      "          1.1147e-01, -8.5112e-02,  3.6980e-01, -1.5963e-02, -1.3197e-01, -2.1938e-01,  9.7576e-02,  2.7191e-02, -6.0075e-02,  1.1887e-01, -4.1303e-02,  2.2856e-01,  1.5189e-01,  2.4982e-01,\n",
      "          2.0212e-01,  1.4286e-01,  9.3630e-02, -1.1779e-01,  1.7955e-01,  1.0239e-01,  1.6052e-01, -2.8939e-01,  9.2064e-04, -2.1733e-01,  5.4489e-01, -1.6269e-01, -9.4018e-03,  2.2220e-01,\n",
      "          3.1306e-02, -2.2917e-01,  2.8718e-01, -4.4828e-03, -1.2371e-01,  4.7577e-01, -2.0531e-02,  6.2091e-02,  2.1712e-01,  7.1373e-02, -6.7936e-02,  6.6931e-02,  1.3644e-01, -4.0757e-02,\n",
      "          1.1091e-01, -1.5621e-01, -9.9113e-02, -2.2879e-02,  6.6759e-02, -8.5704e-03,  1.6735e-01, -8.4801e-02,  2.2655e-03,  3.2543e-01,  1.9463e-01, -3.1581e-02, -5.7850e-02, -8.4952e-03,\n",
      "         -1.1033e-01, -2.3156e-01,  3.9152e-02, -1.1495e-01, -2.2119e-01,  4.9125e-02, -2.3384e-01,  6.8128e-02,  1.8751e-01, -3.5483e-01,  1.1220e-01,  2.3554e-01,  2.7467e-02, -3.0119e-01,\n",
      "          4.0507e-01,  5.6413e-02, -1.7524e-02,  4.5893e-02,  5.2397e-02, -2.6099e-01, -6.7858e-02,  3.6369e-01,  1.0967e-01,  5.4932e-02, -8.9608e-02,  4.6596e-02, -1.8175e-01,  9.6597e-02,\n",
      "         -1.4384e-01,  1.2542e-01, -2.2314e-01,  3.8516e-02, -6.3445e-03,  3.1076e-02,  1.6666e-01,  3.7507e-02, -2.4903e-01, -2.2128e-01, -3.3962e-01,  4.0370e-02, -2.2241e-01,  1.6517e-01,\n",
      "         -3.4342e-01,  3.1219e-02,  2.4116e-01,  2.5726e-02, -1.4659e-01, -1.1357e-01,  3.0405e-02, -5.4922e-02, -2.6787e-01,  1.9738e-01, -1.1622e-01, -2.0759e-01, -7.9998e-02, -1.7251e-01,\n",
      "          1.6894e-01, -5.1756e-02, -2.9103e-01, -3.6494e-02,  1.1543e-01, -3.6660e-02,  8.9007e-03,  6.1686e-02, -4.9448e-02,  3.2744e-01,  1.4506e-01, -5.9951e-02,  1.3957e-02,  1.0949e-01,\n",
      "         -1.0246e-03,  1.6293e-01, -2.9174e-02, -3.0290e-01, -1.0893e-02, -1.4715e-01, -6.6277e-02,  1.5385e-01,  6.9720e-02,  3.4879e-02,  5.1236e-02, -1.9638e-01,  2.8514e-03, -8.3204e-03,\n",
      "          4.0201e-01,  1.8299e-01, -1.5899e-01, -1.8936e-02,  1.1888e-01,  8.3673e-02, -2.2971e-01,  1.2672e-01, -3.8624e-02,  1.5332e-01, -2.8752e-01,  1.5220e-01, -1.8026e-01, -5.0619e-02,\n",
      "         -1.1202e-01, -3.7410e-01,  2.4334e-01, -9.3429e-02,  1.0713e-01, -3.6716e-01,  1.2024e-01, -2.2232e-01, -1.4097e-01,  4.6261e-02, -1.0323e-01,  1.7977e-03, -4.4054e-02,  9.8282e-02,\n",
      "          4.1207e-01,  1.1862e-01,  4.6328e-02,  1.5787e-01,  2.3962e-01,  3.0155e-02, -6.7315e-02,  5.8772e-02,  1.1961e-01,  2.8071e-01,  2.8080e-01, -1.8906e-01,  3.0456e-01, -2.1509e-01,\n",
      "         -1.5853e-01,  2.2515e-02,  1.7285e-01,  1.5734e-01,  6.3299e-02,  9.8211e-02, -2.1341e-01, -1.7295e-02,  1.2046e-01, -2.6715e-01,  9.7463e-02, -2.4308e-01, -1.0639e-01,  3.8566e-01,\n",
      "          1.0591e-01, -5.1541e-02,  3.3464e-02, -1.7812e-01,  4.0002e-01, -1.3944e-04,  1.1930e-01,  1.9851e-01,  8.1794e-02,  1.9037e-01, -6.0652e-02,  2.6480e-01,  1.4813e-02, -1.1908e-02,\n",
      "         -2.3525e-01,  8.2517e-02,  1.1969e-01, -1.3207e-01,  8.5059e-02,  6.5170e-02, -1.5502e-01,  1.7762e-01,  1.0566e-01,  9.9325e-02,  3.4549e-01, -4.5530e-02,  4.6881e-03,  4.4602e-01,\n",
      "         -2.5584e-02,  7.8052e-02, -6.7393e-02,  2.7723e-02, -3.3799e-01, -9.8025e-02,  9.5120e-02, -5.0171e-03, -3.7839e-01,  2.2542e-01,  2.3789e-01,  2.2869e-01, -2.1141e-02, -3.0531e-01,\n",
      "          1.2361e-01, -9.0310e-02, -9.4875e-02, -1.2554e-01,  3.2943e-01,  4.4891e-02, -1.8024e-01, -5.1426e-01, -9.6584e-02,  4.7008e-01, -9.9988e-02,  9.4028e-02,  8.9466e-03,  1.9931e-02,\n",
      "         -8.4769e-02, -4.2507e-02,  2.8811e-01, -1.7453e-01, -3.2071e-01,  7.7936e-02,  4.2927e-02, -1.3836e-01,  2.9366e-02,  6.8040e-02,  1.7722e-01,  4.5159e-02, -1.6482e-01, -5.0737e-02,\n",
      "          1.3309e-02,  3.7364e-01,  2.2258e-01, -7.6134e-02, -2.8052e-01,  2.9504e-01,  7.9530e-02, -5.4285e-02, -1.0012e-01,  2.6123e-01,  2.7027e-01,  1.5353e-01,  1.7044e-01, -8.2559e-02,\n",
      "         -3.3497e-01,  2.9243e-01,  1.0956e-01,  1.2755e-01, -2.6443e-01,  1.2011e-01,  5.8111e-02,  3.0901e-01, -6.5570e-02, -9.3503e-02, -7.6241e-02, -3.9706e-01,  3.5063e-02, -3.0178e-01,\n",
      "          1.4827e-01, -9.3751e-02, -3.2649e-01, -8.7549e-02,  2.1847e-01,  5.3423e-02,  2.1310e-01, -9.9885e-02,  2.5510e-01, -3.8996e-03,  8.1192e-02, -1.5799e-01,  5.9473e-02, -1.1227e-01,\n",
      "         -1.8295e-03,  2.0822e-01, -9.8035e-02,  2.5682e-01,  1.1038e-01, -5.8207e-02,  1.3444e-01,  1.7526e-01,  1.6059e-01, -1.1759e-01, -3.0234e-01,  1.4715e-02,  2.3643e-01, -3.7464e-01,\n",
      "         -1.4104e-02,  1.7038e-01,  2.2532e-02, -3.5216e-02, -1.8810e-01,  2.0258e-01,  5.9680e-02,  1.9408e-02, -1.7990e-02, -1.2980e-01,  2.0197e-01, -2.6070e-01,  2.8879e-01,  2.1734e-01,\n",
      "          1.8698e-02,  3.6444e-01,  4.6953e-01, -5.5835e-02,  1.4339e-01,  1.4160e-01, -5.9121e-02,  4.9301e-02, -1.4325e-02,  3.0092e-01, -1.0079e-01, -4.6016e-01,  2.2950e-01, -1.8467e-01,\n",
      "         -1.1290e-01, -2.5717e-01,  1.2822e-01,  1.2114e-01,  7.1857e-02,  5.3048e-02,  2.9485e-01,  4.7998e-02, -2.1229e-02,  2.2681e-01, -2.0735e-01,  5.3711e-02, -5.6847e-02, -3.7574e-01,\n",
      "         -1.9828e-01, -3.3807e-03, -1.6603e-01,  2.9745e-03,  2.4688e-02, -3.1590e-01, -3.8715e-02,  6.9796e-02,  5.3074e-01,  1.8673e-01,  2.5796e-02, -2.1349e-02,  9.2375e-02, -1.0068e-01,\n",
      "         -2.9573e-01, -8.1452e-02, -5.1241e-02, -2.0034e-01,  3.9388e-01, -1.6831e-01,  1.3442e-01, -2.0088e-01, -5.2062e-02,  1.1985e-01,  3.6234e-01,  1.4937e-01,  1.7681e-02, -5.9840e-02,\n",
      "          2.4524e-01,  1.5203e-01,  1.3228e-01,  2.7771e-01, -1.2677e-01,  1.6802e-02, -8.9258e-02,  1.4148e-01, -5.8895e-02,  6.0097e-02,  1.8758e-02,  2.5194e-01, -3.0144e-02,  3.4279e-03,\n",
      "          2.4659e-01,  2.0227e-01,  4.2579e-02,  1.2505e-01, -3.4422e-01, -2.4727e-02,  5.9390e-02,  3.9162e-01,  7.2609e-02, -1.2103e-01,  1.6833e-02, -1.5742e-01,  2.7611e-02,  1.3155e-01,\n",
      "          2.3577e-01,  9.8506e-02, -8.6142e-02, -6.9359e-02,  2.4952e-01,  7.7502e-02, -1.3634e-01, -1.4453e-02, -2.6828e-01, -4.9534e-02, -3.4058e-01,  4.4167e-01,  9.9528e-02,  2.9690e-01,\n",
      "         -1.4211e-02, -2.2151e-01,  1.4234e-01, -5.0382e-01, -4.8775e-02, -8.9583e-02, -2.2911e-02, -1.8006e-01,  1.3049e-01, -3.9017e-01, -1.0772e-01,  2.4993e-02,  8.3610e-02,  9.1270e-02,\n",
      "          3.2841e-03,  1.1831e-01, -6.5456e-02,  1.1441e-02,  1.3475e-01,  2.0768e-02, -1.9875e-02,  9.3964e-02, -1.6162e-01, -2.4563e-01,  1.9922e-01, -7.4092e-02, -1.3479e-01,  3.3633e-02,\n",
      "         -3.4437e-02,  1.1167e-01, -1.1838e-01, -1.3807e-01, -1.3608e-01, -2.8996e-02,  6.5186e-02, -1.4957e-01,  6.2988e-02,  1.9919e-01,  4.1777e-02, -1.7079e-01,  1.1789e-01,  1.7368e-01,\n",
      "         -1.2116e-02,  2.8343e-01, -7.5633e-02,  1.7059e-01, -8.3471e-02,  3.0925e-01, -1.9518e-01, -1.3165e-01, -3.1239e-01, -1.2733e-01,  2.8894e-02,  2.4505e-01,  3.2217e-01,  3.5554e-01,\n",
      "         -8.2958e-02,  1.4871e-01,  4.8652e-02,  2.3223e-01, -1.4761e-02,  3.9370e-02, -1.5296e-01, -2.5369e-01, -2.6124e-01,  1.7396e-01,  1.4017e-01,  1.5533e-01,  1.6311e-02,  1.0266e-01,\n",
      "         -2.3039e-01, -1.2143e-01,  1.6070e-01, -1.8956e-01,  1.6329e-01, -2.3973e-01, -1.6713e-01, -8.9324e-03,  6.9604e-02,  5.5742e-02, -4.0027e-01,  9.8999e-02, -4.2992e-02,  2.4018e-01,\n",
      "         -2.9101e-01, -1.5448e-01, -3.9540e-01,  1.5470e-01, -1.8312e-01,  1.2751e-01, -1.6957e-01,  9.8647e-02, -9.7132e-02, -1.9357e-01, -1.1097e-01, -1.3526e-01, -8.3579e-02,  2.0581e-01,\n",
      "          5.6328e-02,  1.4620e-01, -1.8988e-01,  2.8532e-01, -3.1695e-01,  3.2991e-01, -1.7558e-01,  6.8492e-02, -2.9599e-01, -1.3859e-01,  3.6410e-02, -2.5849e-02, -1.1294e-01,  7.0795e-02,\n",
      "         -9.7892e-02, -2.1660e-02,  2.9822e-01,  7.9357e-02,  1.3451e-01, -4.5467e-01, -1.5900e-01, -1.1580e-01, -2.7878e-01, -1.1127e-01,  7.4216e-02,  1.4679e-01, -5.2677e-02, -1.6485e-01,\n",
      "         -3.2114e-02,  3.7608e-01, -3.6000e-01,  3.0916e-01,  1.4475e-01,  8.1069e-02, -1.8264e-01, -1.9053e-01,  1.9728e-01, -2.5549e-01,  4.2908e-01,  3.1223e-01, -1.2993e-01, -1.4133e-01,\n",
      "          6.6930e-02, -1.5635e-01, -1.5447e-01,  5.4688e-02,  9.9474e-02,  1.2186e-01,  2.2693e-02,  3.0500e-01, -3.3414e-01,  2.0851e-02,  4.3230e-03, -2.7862e-02,  3.6375e-02, -5.0704e-02,\n",
      "          5.6178e-02,  9.2775e-02, -1.2657e-02, -1.2487e-01, -3.9505e-03,  5.8435e-02,  1.6040e-01,  9.3188e-02, -1.5716e-01, -1.1365e-01, -9.7820e-04,  2.0441e-01,  1.0122e-01,  4.8273e-01,\n",
      "         -1.6050e-01,  2.5165e-01,  2.7867e-01, -1.2430e-01,  4.2233e-02, -3.6797e-01, -1.5312e-01,  1.0298e-02,  1.2225e-03,  6.1721e-02,  3.2465e-01, -2.9965e-02, -2.5168e-01, -2.6911e-02,\n",
      "          1.3796e-01, -3.0611e-01, -2.2135e-01, -5.4974e-02, -1.5134e-01,  9.0480e-02, -7.7929e-02,  1.7248e-01,  1.1658e-01, -3.0817e-01,  2.0599e-01,  1.9405e-02, -2.3082e-01, -5.4928e-02,\n",
      "         -2.3313e-01,  2.7460e-01,  8.2147e-02, -7.8781e-02,  1.7789e-01, -3.3435e-01,  1.4876e-02, -1.0556e-01,  1.7110e-01, -2.2298e-01, -1.5481e-01, -4.7216e-02,  2.3841e-01,  6.0830e-03,\n",
      "          1.9971e-01, -2.6049e-01, -2.0368e-01,  2.5712e-01, -2.0416e-01,  1.3971e-01,  2.3849e-01,  4.5850e-01, -2.2423e-01, -9.2647e-03,  7.3378e-02, -8.0127e-02, -1.4726e-01, -2.4008e-01,\n",
      "         -7.4495e-02,  1.3274e-01, -6.2077e-03,  1.1120e-01, -2.6253e-01,  1.1864e-01, -1.5154e-01,  2.5138e-01, -1.4793e-01, -4.1415e-03,  9.2042e-02, -3.7989e-01, -3.0927e-01,  1.6026e-01,\n",
      "          7.7475e-02,  3.6790e-01, -2.6290e-02, -6.0912e-02, -1.7786e-01,  1.1720e-01, -1.3433e-01, -7.9160e-02,  6.8375e-02, -1.4023e-01,  1.3005e-01,  1.3365e-02, -4.2037e-02, -1.6565e-01,\n",
      "         -2.9201e-01, -3.0943e-01,  1.3684e-01, -9.9321e-02, -3.4015e-01, -5.2429e-02, -1.2264e-01, -3.9919e-01, -1.8077e-01, -4.0442e-01,  1.8470e-01, -1.8688e-01,  5.9157e-02, -1.6820e-01,\n",
      "          4.9173e-01, -1.4755e-01,  1.2459e-01,  2.7250e-02,  1.8697e-01,  1.3375e-01, -8.2561e-02,  1.6392e-03, -1.3134e-01, -1.4427e-01,  1.2698e-01, -2.5957e-01,  6.6363e-02, -1.2915e-01,\n",
      "          9.9058e-02,  2.0640e-01, -4.4956e-02, -1.5225e-01, -4.1276e-01,  4.0439e-02,  2.1006e-01,  3.4329e-02, -9.9823e-02, -2.5230e-01,  7.7698e-02, -9.6718e-02,  1.3293e-01,  6.4198e-02,\n",
      "          1.0835e-01, -5.4171e-02, -1.3314e-01,  3.0207e-02, -1.8490e-01, -8.5231e-02, -6.5839e-02, -3.8878e-01, -1.5322e-01,  3.0089e-01, -1.0416e-01, -3.1308e-01,  4.3906e-01, -5.8588e-02,\n",
      "         -2.5782e-01, -8.0190e-02,  2.5199e-01,  1.8103e-01,  1.3002e-01, -4.5314e-02, -1.8975e-01, -1.5835e-01,  2.2813e-01,  2.0178e-03, -1.9216e-01, -1.4530e-01],\n",
      "        [ 2.5643e-01,  2.3050e-02, -2.0926e-01,  1.7163e-02,  2.1448e-01,  3.6215e-02, -1.4213e-01,  4.3932e-02, -1.8588e-02,  1.5786e-01,  2.9443e-02, -1.0660e-02,  8.9744e-03,  4.5044e-01,\n",
      "          1.1239e-01, -8.4164e-02,  3.6716e-01, -1.5361e-02, -1.3319e-01, -2.2057e-01,  9.8206e-02,  3.2185e-02, -6.1779e-02,  1.1937e-01, -3.7674e-02,  2.2659e-01,  1.4778e-01,  2.5086e-01,\n",
      "          2.0063e-01,  1.4163e-01,  9.2349e-02, -1.1503e-01,  1.8239e-01,  1.0499e-01,  1.6081e-01, -2.9105e-01, -4.4930e-03, -2.1988e-01,  5.4556e-01, -1.6295e-01, -7.8163e-03,  2.2778e-01,\n",
      "          2.8132e-02, -2.2970e-01,  2.8571e-01, -4.2372e-04, -1.2089e-01,  4.7647e-01, -2.0632e-02,  6.1771e-02,  2.1621e-01,  6.9876e-02, -7.6883e-02,  6.4189e-02,  1.3711e-01, -4.6350e-02,\n",
      "          1.1379e-01, -1.5660e-01, -1.0369e-01, -2.3768e-02,  6.5751e-02, -6.4436e-03,  1.6945e-01, -8.3350e-02,  6.7698e-03,  3.2214e-01,  1.9228e-01, -3.3258e-02, -5.8937e-02, -5.6911e-03,\n",
      "         -1.0841e-01, -2.2677e-01,  4.1757e-02, -1.2015e-01, -2.1944e-01,  5.0624e-02, -2.3972e-01,  6.8284e-02,  1.8511e-01, -3.5292e-01,  1.1112e-01,  2.3348e-01,  2.7102e-02, -3.0400e-01,\n",
      "          4.0489e-01,  5.5458e-02, -1.5536e-02,  4.3573e-02,  5.6464e-02, -2.6212e-01, -6.5131e-02,  3.6228e-01,  1.0932e-01,  5.6019e-02, -8.8371e-02,  4.4216e-02, -1.8184e-01,  9.1442e-02,\n",
      "         -1.4330e-01,  1.2506e-01, -2.1976e-01,  4.0633e-02, -7.7010e-03,  2.9813e-02,  1.6811e-01,  3.7820e-02, -2.4878e-01, -2.1985e-01, -3.3943e-01,  4.5835e-02, -2.2057e-01,  1.6437e-01,\n",
      "         -3.4298e-01,  2.9269e-02,  2.4033e-01,  2.4084e-02, -1.4606e-01, -1.1338e-01,  3.1586e-02, -5.0287e-02, -2.6963e-01,  1.9774e-01, -1.1309e-01, -2.1259e-01, -7.6570e-02, -1.7726e-01,\n",
      "          1.6453e-01, -5.2182e-02, -2.9306e-01, -3.6490e-02,  1.1644e-01, -3.7757e-02,  5.3480e-03,  5.7626e-02, -4.8648e-02,  3.2702e-01,  1.4368e-01, -5.7319e-02,  1.6517e-02,  1.0776e-01,\n",
      "         -4.8573e-04,  1.6469e-01, -2.8060e-02, -3.0156e-01, -9.2162e-03, -1.4725e-01, -6.7412e-02,  1.5364e-01,  7.0884e-02,  3.4097e-02,  5.2397e-02, -1.9926e-01, -1.9680e-03, -5.4736e-03,\n",
      "          4.0192e-01,  1.8591e-01, -1.6067e-01, -1.9662e-02,  1.1653e-01,  8.4416e-02, -2.3121e-01,  1.2969e-01, -3.6066e-02,  1.5007e-01, -2.8741e-01,  1.5375e-01, -1.7866e-01, -5.4861e-02,\n",
      "         -1.1011e-01, -3.7184e-01,  2.4454e-01, -9.5444e-02,  1.0872e-01, -3.6555e-01,  1.2067e-01, -2.1924e-01, -1.3513e-01,  4.3182e-02, -1.0226e-01,  1.8118e-03, -4.9878e-02,  9.8565e-02,\n",
      "          4.1421e-01,  1.1748e-01,  4.6409e-02,  1.5602e-01,  2.4010e-01,  3.4212e-02, -6.4087e-02,  5.8315e-02,  1.1810e-01,  2.8024e-01,  2.7678e-01, -1.8884e-01,  3.0709e-01, -2.1557e-01,\n",
      "         -1.6245e-01,  2.2880e-02,  1.7297e-01,  1.5905e-01,  6.4038e-02,  1.0152e-01, -2.1554e-01, -2.0394e-02,  1.2200e-01, -2.6755e-01,  1.0209e-01, -2.4412e-01, -1.0831e-01,  3.8853e-01,\n",
      "          1.0685e-01, -5.0758e-02,  3.5980e-02, -1.7665e-01,  3.9716e-01,  3.4827e-03,  1.1984e-01,  1.9647e-01,  8.5497e-02,  1.9002e-01, -5.6991e-02,  2.6577e-01,  1.7780e-02, -1.4498e-02,\n",
      "         -2.3286e-01,  7.7621e-02,  1.1709e-01, -1.3236e-01,  8.5206e-02,  6.3313e-02, -1.5174e-01,  1.7758e-01,  1.0553e-01,  9.9260e-02,  3.4742e-01, -4.5182e-02,  3.4098e-04,  4.4541e-01,\n",
      "         -2.6046e-02,  8.1249e-02, -6.4766e-02,  2.9495e-02, -3.4303e-01, -9.9396e-02,  9.6339e-02, -5.0807e-03, -3.8060e-01,  2.2662e-01,  2.3544e-01,  2.2766e-01, -1.6044e-02, -3.0360e-01,\n",
      "          1.2477e-01, -9.1017e-02, -8.6736e-02, -1.2651e-01,  3.3191e-01,  4.1528e-02, -1.7833e-01, -5.1399e-01, -9.9488e-02,  4.7044e-01, -9.8506e-02,  8.9894e-02,  6.7666e-03,  2.0029e-02,\n",
      "         -8.3068e-02, -4.5237e-02,  2.8780e-01, -1.7515e-01, -3.2314e-01,  8.0529e-02,  4.7114e-02, -1.4264e-01,  2.7109e-02,  6.5290e-02,  1.7708e-01,  4.7733e-02, -1.6476e-01, -4.6762e-02,\n",
      "          1.2815e-02,  3.7322e-01,  2.2251e-01, -7.6339e-02, -2.7553e-01,  2.9234e-01,  7.6000e-02, -5.3533e-02, -9.5243e-02,  2.6038e-01,  2.7272e-01,  1.5593e-01,  1.6835e-01, -8.6244e-02,\n",
      "         -3.3585e-01,  2.9722e-01,  1.1265e-01,  1.2651e-01, -2.6193e-01,  1.2166e-01,  5.8966e-02,  3.0799e-01, -6.3585e-02, -9.9832e-02, -7.5577e-02, -3.9840e-01,  3.6073e-02, -3.0224e-01,\n",
      "          1.4782e-01, -9.6556e-02, -3.2322e-01, -8.8320e-02,  2.1761e-01,  5.3129e-02,  2.1410e-01, -1.0069e-01,  2.5320e-01, -5.7752e-03,  8.2901e-02, -1.5860e-01,  6.1954e-02, -1.1428e-01,\n",
      "          4.5195e-03,  2.1188e-01, -9.9472e-02,  2.6294e-01,  1.0677e-01, -5.3616e-02,  1.3178e-01,  1.7458e-01,  1.6179e-01, -1.1493e-01, -2.9804e-01,  1.4011e-02,  2.3419e-01, -3.7395e-01,\n",
      "         -2.3902e-02,  1.7104e-01,  1.9429e-02, -3.3672e-02, -1.8681e-01,  2.0339e-01,  5.9086e-02,  1.6410e-02, -1.8566e-02, -1.2985e-01,  1.9742e-01, -2.6070e-01,  2.8561e-01,  2.1792e-01,\n",
      "          1.5988e-02,  3.5940e-01,  4.6875e-01, -5.6506e-02,  1.3946e-01,  1.4682e-01, -5.3869e-02,  5.2733e-02, -2.2700e-02,  2.9683e-01, -1.0393e-01, -4.6166e-01,  2.2697e-01, -1.7907e-01,\n",
      "         -1.1173e-01, -2.5942e-01,  1.2796e-01,  1.1997e-01,  7.4691e-02,  5.4778e-02,  2.9294e-01,  5.1623e-02, -2.4995e-02,  2.2479e-01, -2.0792e-01,  5.4023e-02, -5.5682e-02, -3.7467e-01,\n",
      "         -2.0047e-01, -7.5714e-04, -1.6445e-01,  1.8640e-03,  2.5410e-02, -3.1767e-01, -3.9253e-02,  7.4159e-02,  5.3244e-01,  1.8309e-01,  2.6522e-02, -2.4543e-02,  9.2396e-02, -9.4611e-02,\n",
      "         -2.9764e-01, -8.3626e-02, -4.7268e-02, -2.0106e-01,  3.9302e-01, -1.6851e-01,  1.3248e-01, -2.0197e-01, -5.0717e-02,  1.1967e-01,  3.6618e-01,  1.4748e-01,  1.4965e-02, -5.8430e-02,\n",
      "          2.4414e-01,  1.4960e-01,  1.3343e-01,  2.7915e-01, -1.2661e-01,  1.1678e-02, -8.6916e-02,  1.4059e-01, -5.7022e-02,  5.9219e-02,  2.4438e-02,  2.5514e-01, -3.1790e-02,  2.7674e-03,\n",
      "          2.4267e-01,  2.0222e-01,  4.5816e-02,  1.2340e-01, -3.4317e-01, -2.9717e-02,  5.9114e-02,  3.8987e-01,  7.2515e-02, -1.2125e-01,  1.8228e-02, -1.5518e-01,  2.6909e-02,  1.3384e-01,\n",
      "          2.3582e-01,  1.0109e-01, -8.6013e-02, -7.1730e-02,  2.5086e-01,  8.1326e-02, -1.3992e-01, -9.4966e-03, -2.7078e-01, -5.0525e-02, -3.3915e-01,  4.3653e-01,  1.0380e-01,  2.9489e-01,\n",
      "         -1.4686e-02, -2.1820e-01,  1.4323e-01, -5.0340e-01, -4.6859e-02, -9.2176e-02, -2.2806e-02, -1.8158e-01,  1.3400e-01, -3.9242e-01, -1.0944e-01,  2.1296e-02,  8.0221e-02,  9.0013e-02,\n",
      "          6.2185e-03,  1.1897e-01, -6.6329e-02,  1.3117e-02,  1.3364e-01,  2.1016e-02, -2.1831e-02,  8.9991e-02, -1.6305e-01, -2.4525e-01,  2.0212e-01, -7.6916e-02, -1.3749e-01,  3.4651e-02,\n",
      "         -2.9992e-02,  1.1202e-01, -1.1532e-01, -1.4055e-01, -1.3881e-01, -3.0695e-02,  6.2067e-02, -1.4803e-01,  6.3643e-02,  1.9716e-01,  4.3453e-02, -1.7027e-01,  1.2286e-01,  1.7287e-01,\n",
      "         -1.0958e-02,  2.8390e-01, -7.0649e-02,  1.7082e-01, -8.2760e-02,  3.0507e-01, -1.9636e-01, -1.3691e-01, -3.0985e-01, -1.2797e-01,  2.4987e-02,  2.4361e-01,  3.1862e-01,  3.5189e-01,\n",
      "         -8.3101e-02,  1.5016e-01,  5.0234e-02,  2.3352e-01, -1.1374e-02,  3.8209e-02, -1.4937e-01, -2.5070e-01, -2.5885e-01,  1.7679e-01,  1.3742e-01,  1.5371e-01,  1.8076e-02,  1.0602e-01,\n",
      "         -2.2733e-01, -1.1783e-01,  1.5946e-01, -1.8825e-01,  1.6801e-01, -2.4009e-01, -1.7181e-01, -1.2103e-02,  6.5241e-02,  5.3283e-02, -3.9979e-01,  9.9005e-02, -4.2396e-02,  2.3196e-01,\n",
      "         -2.8914e-01, -1.5436e-01, -3.9439e-01,  1.5578e-01, -1.8960e-01,  1.2159e-01, -1.6746e-01,  9.8565e-02, -9.6594e-02, -1.9757e-01, -1.1586e-01, -1.3776e-01, -8.1798e-02,  2.0568e-01,\n",
      "          5.5580e-02,  1.4819e-01, -1.8724e-01,  2.8857e-01, -3.2237e-01,  3.3118e-01, -1.7610e-01,  6.6117e-02, -2.9439e-01, -1.4016e-01,  3.7693e-02, -2.7705e-02, -1.1644e-01,  7.1218e-02,\n",
      "         -9.6173e-02, -2.0406e-02,  3.0304e-01,  7.9130e-02,  1.3316e-01, -4.5418e-01, -1.5790e-01, -1.1395e-01, -2.8005e-01, -1.1278e-01,  7.5058e-02,  1.5080e-01, -5.2824e-02, -1.6606e-01,\n",
      "         -3.5437e-02,  3.7865e-01, -3.6474e-01,  3.0784e-01,  1.4799e-01,  7.9307e-02, -1.8323e-01, -1.9034e-01,  1.9506e-01, -2.5987e-01,  4.2992e-01,  3.1374e-01, -1.2875e-01, -1.4151e-01,\n",
      "          7.0263e-02, -1.5752e-01, -1.5858e-01,  5.7161e-02,  9.5761e-02,  1.2471e-01,  2.0950e-02,  3.0518e-01, -3.3487e-01,  2.2117e-02,  7.3044e-03, -2.2760e-02,  3.2195e-02, -5.1093e-02,\n",
      "          5.6171e-02,  9.3588e-02, -1.2366e-02, -1.1830e-01, -3.4630e-03,  6.0425e-02,  1.6275e-01,  9.7071e-02, -1.5896e-01, -1.1355e-01, -6.5358e-05,  2.0661e-01,  9.8174e-02,  4.8287e-01,\n",
      "         -1.5783e-01,  2.5126e-01,  2.8218e-01, -1.2062e-01,  4.0025e-02, -3.6559e-01, -1.5268e-01,  8.5294e-03,  1.2276e-03,  5.8734e-02,  3.2067e-01, -2.9774e-02, -2.5384e-01, -2.3093e-02,\n",
      "          1.3732e-01, -3.0782e-01, -2.2039e-01, -5.3632e-02, -1.5529e-01,  8.9541e-02, -7.9646e-02,  1.7277e-01,  1.1687e-01, -3.0770e-01,  2.0756e-01,  1.8557e-02, -2.3259e-01, -5.7344e-02,\n",
      "         -2.3205e-01,  2.7305e-01,  8.3794e-02, -7.7515e-02,  1.7106e-01, -3.3761e-01,  1.5246e-02, -1.0630e-01,  1.7150e-01, -2.1895e-01, -1.5500e-01, -4.6549e-02,  2.4086e-01,  1.0236e-02,\n",
      "          1.9727e-01, -2.5807e-01, -2.0529e-01,  2.5586e-01, -2.0412e-01,  1.4410e-01,  2.4036e-01,  4.5722e-01, -2.2437e-01, -7.4178e-03,  7.5370e-02, -8.0596e-02, -1.5064e-01, -2.4090e-01,\n",
      "         -6.8462e-02,  1.3319e-01, -9.2775e-03,  1.0959e-01, -2.6427e-01,  1.1923e-01, -1.5129e-01,  2.5387e-01, -1.4825e-01, -1.2875e-03,  9.2454e-02, -3.7691e-01, -3.1083e-01,  1.6085e-01,\n",
      "          7.9237e-02,  3.7251e-01, -2.4827e-02, -6.2923e-02, -1.7865e-01,  1.1857e-01, -1.3171e-01, -8.5513e-02,  7.1539e-02, -1.3972e-01,  1.3416e-01,  1.0414e-02, -4.2598e-02, -1.6824e-01,\n",
      "         -2.9117e-01, -3.1162e-01,  1.3261e-01, -9.9982e-02, -3.4009e-01, -5.1020e-02, -1.2350e-01, -3.9610e-01, -1.8282e-01, -4.0334e-01,  1.8564e-01, -1.8716e-01,  6.1632e-02, -1.6273e-01,\n",
      "          4.9086e-01, -1.4818e-01,  1.2449e-01,  2.9778e-02,  1.8367e-01,  1.3487e-01, -8.3568e-02,  2.1221e-03, -1.3102e-01, -1.4660e-01,  1.2833e-01, -2.5688e-01,  7.3119e-02, -1.3279e-01,\n",
      "          9.9998e-02,  2.0533e-01, -4.5425e-02, -1.5261e-01, -4.1193e-01,  4.7146e-02,  2.1602e-01,  3.7577e-02, -9.5586e-02, -2.5053e-01,  7.9059e-02, -9.4581e-02,  1.3151e-01,  6.5494e-02,\n",
      "          1.1078e-01, -5.4624e-02, -1.3617e-01,  2.6884e-02, -1.9010e-01, -8.5785e-02, -6.4733e-02, -3.8734e-01, -1.5476e-01,  3.0048e-01, -1.0379e-01, -3.1817e-01,  4.4109e-01, -5.5393e-02,\n",
      "         -2.5806e-01, -8.4796e-02,  2.5134e-01,  1.7687e-01,  1.2986e-01, -4.7150e-02, -1.8782e-01, -1.5494e-01,  2.2571e-01,  6.2903e-03, -1.9427e-01, -1.4718e-01],\n",
      "        [ 2.5729e-01,  1.7013e-02, -2.0565e-01,  1.4096e-02,  2.1230e-01,  3.6784e-02, -1.4116e-01,  4.7803e-02, -5.9295e-03,  1.6332e-01,  3.0580e-02, -7.5072e-03,  1.2009e-02,  4.4796e-01,\n",
      "          1.0897e-01, -8.5525e-02,  3.7197e-01, -1.5891e-02, -1.2920e-01, -2.1661e-01,  9.9231e-02,  2.4689e-02, -5.9118e-02,  1.1573e-01, -4.9017e-02,  2.3529e-01,  1.5241e-01,  2.4533e-01,\n",
      "          2.0434e-01,  1.4660e-01,  9.7368e-02, -1.1596e-01,  1.7312e-01,  1.0359e-01,  1.5638e-01, -2.9033e-01,  2.9500e-03, -2.1590e-01,  5.4579e-01, -1.6256e-01, -9.4705e-03,  2.1801e-01,\n",
      "          3.2057e-02, -2.2587e-01,  2.9006e-01, -5.9347e-03, -1.2708e-01,  4.7549e-01, -1.8225e-02,  6.5152e-02,  2.1269e-01,  7.0826e-02, -6.4433e-02,  7.1860e-02,  1.3667e-01, -4.2003e-02,\n",
      "          1.0549e-01, -1.5480e-01, -9.4354e-02, -2.7291e-02,  6.7039e-02, -1.1045e-02,  1.6129e-01, -8.4013e-02, -3.1492e-03,  3.3175e-01,  1.9714e-01, -2.9295e-02, -5.8355e-02, -1.5886e-02,\n",
      "         -1.0561e-01, -2.3427e-01,  3.8673e-02, -1.1274e-01, -2.2133e-01,  4.9513e-02, -2.2761e-01,  6.6975e-02,  1.8944e-01, -3.5377e-01,  1.1535e-01,  2.4025e-01,  2.4470e-02, -2.9735e-01,\n",
      "          4.1006e-01,  5.7630e-02, -2.1190e-02,  4.8521e-02,  5.1617e-02, -2.6093e-01, -6.9179e-02,  3.6274e-01,  1.0817e-01,  5.8225e-02, -8.7382e-02,  4.4264e-02, -1.8527e-01,  9.7989e-02,\n",
      "         -1.4568e-01,  1.2406e-01, -2.2144e-01,  3.7801e-02, -7.2249e-03,  2.9850e-02,  1.7057e-01,  3.8706e-02, -2.5000e-01, -2.2431e-01, -3.3810e-01,  3.7924e-02, -2.2153e-01,  1.6484e-01,\n",
      "         -3.4249e-01,  2.8964e-02,  2.4389e-01,  2.8130e-02, -1.4169e-01, -1.0968e-01,  2.9392e-02, -6.0104e-02, -2.6589e-01,  1.9942e-01, -1.1569e-01, -2.0277e-01, -8.0408e-02, -1.7257e-01,\n",
      "          1.6956e-01, -4.9517e-02, -2.9005e-01, -3.5225e-02,  1.1586e-01, -3.4577e-02,  1.2164e-02,  6.3124e-02, -5.1255e-02,  3.2741e-01,  1.4420e-01, -5.7996e-02,  1.1959e-02,  1.1240e-01,\n",
      "          6.1763e-04,  1.6845e-01, -3.0347e-02, -2.9967e-01, -1.1265e-02, -1.4908e-01, -6.4176e-02,  1.5349e-01,  6.4513e-02,  3.5499e-02,  5.0902e-02, -1.9622e-01,  2.6785e-03, -1.1974e-02,\n",
      "          4.0304e-01,  1.8188e-01, -1.6175e-01, -1.4963e-02,  1.1724e-01,  8.3746e-02, -2.2667e-01,  1.2224e-01, -3.8027e-02,  1.5255e-01, -2.8799e-01,  1.4789e-01, -1.8318e-01, -4.7053e-02,\n",
      "         -1.0931e-01, -3.7210e-01,  2.4204e-01, -9.1558e-02,  1.0793e-01, -3.6690e-01,  1.1652e-01, -2.1700e-01, -1.4133e-01,  4.6667e-02, -1.0066e-01, -2.3345e-03, -4.1881e-02,  9.6235e-02,\n",
      "          4.0952e-01,  1.1965e-01,  4.1919e-02,  1.5621e-01,  2.4015e-01,  2.8423e-02, -6.6528e-02,  5.9288e-02,  1.2448e-01,  2.7821e-01,  2.7987e-01, -1.8692e-01,  3.0295e-01, -2.1545e-01,\n",
      "         -1.5608e-01,  2.5688e-02,  1.7255e-01,  1.5436e-01,  6.7568e-02,  9.3242e-02, -2.1168e-01, -1.4434e-02,  1.2069e-01, -2.6734e-01,  9.3165e-02, -2.4433e-01, -1.0559e-01,  3.8362e-01,\n",
      "          1.0664e-01, -5.6492e-02,  3.3349e-02, -1.8065e-01,  4.0204e-01, -2.7057e-03,  1.1694e-01,  1.9793e-01,  8.0881e-02,  1.8972e-01, -6.2963e-02,  2.6597e-01,  1.8482e-02, -1.3058e-02,\n",
      "         -2.3601e-01,  9.0505e-02,  1.2435e-01, -1.2946e-01,  8.3907e-02,  6.6253e-02, -1.5453e-01,  1.7915e-01,  1.0842e-01,  1.0379e-01,  3.4692e-01, -4.8448e-02,  6.9302e-03,  4.4407e-01,\n",
      "         -2.4160e-02,  7.6433e-02, -6.6231e-02,  2.6444e-02, -3.3463e-01, -1.0114e-01,  9.6394e-02, -1.2518e-03, -3.7966e-01,  2.2473e-01,  2.3228e-01,  2.3134e-01, -2.3752e-02, -3.0703e-01,\n",
      "          1.2614e-01, -8.9631e-02, -9.9089e-02, -1.2492e-01,  3.2501e-01,  4.5817e-02, -1.7757e-01, -5.1174e-01, -9.4578e-02,  4.6852e-01, -1.0155e-01,  9.6710e-02,  1.4023e-02,  1.8732e-02,\n",
      "         -8.8454e-02, -3.9368e-02,  2.8581e-01, -1.7706e-01, -3.2303e-01,  7.7667e-02,  4.2217e-02, -1.3309e-01,  2.9885e-02,  7.2267e-02,  1.7458e-01,  3.9882e-02, -1.6481e-01, -4.7118e-02,\n",
      "          1.0477e-02,  3.7689e-01,  2.1822e-01, -7.8921e-02, -2.8077e-01,  3.0001e-01,  7.9926e-02, -5.3581e-02, -1.0525e-01,  2.5658e-01,  2.7212e-01,  1.5210e-01,  1.6818e-01, -8.3473e-02,\n",
      "         -3.3223e-01,  2.9277e-01,  1.0452e-01,  1.2599e-01, -2.6300e-01,  1.1516e-01,  5.9014e-02,  3.1039e-01, -7.0233e-02, -9.2928e-02, -7.7620e-02, -3.9607e-01,  3.0055e-02, -2.9691e-01,\n",
      "          1.5132e-01, -9.3886e-02, -3.2684e-01, -8.8659e-02,  2.2035e-01,  5.4320e-02,  2.0998e-01, -9.6615e-02,  2.5073e-01, -6.7490e-04,  7.6902e-02, -1.6149e-01,  5.7827e-02, -1.1275e-01,\n",
      "         -1.0340e-02,  2.0268e-01, -9.4678e-02,  2.5346e-01,  1.1212e-01, -6.0330e-02,  1.3496e-01,  1.7703e-01,  1.6200e-01, -1.1952e-01, -3.0411e-01,  1.6721e-02,  2.3733e-01, -3.7464e-01,\n",
      "         -1.1220e-02,  1.7303e-01,  2.3854e-02, -3.8483e-02, -1.9271e-01,  2.0447e-01,  5.8620e-02,  1.8107e-02, -2.2200e-02, -1.2563e-01,  2.0732e-01, -2.5910e-01,  2.8986e-01,  2.1509e-01,\n",
      "          2.3758e-02,  3.6453e-01,  4.7142e-01, -5.5408e-02,  1.4583e-01,  1.3918e-01, -6.0898e-02,  4.7623e-02, -1.2996e-02,  3.0331e-01, -9.6624e-02, -4.5593e-01,  2.2585e-01, -1.9131e-01,\n",
      "         -1.1163e-01, -2.5635e-01,  1.2482e-01,  1.2021e-01,  7.1492e-02,  5.2294e-02,  2.9665e-01,  4.8975e-02, -2.0682e-02,  2.2878e-01, -2.0665e-01,  5.1516e-02, -5.6907e-02, -3.7756e-01,\n",
      "         -1.9746e-01, -2.9347e-03, -1.6481e-01,  5.2572e-03,  2.5363e-02, -3.1959e-01, -3.5761e-02,  6.8872e-02,  5.2861e-01,  1.9043e-01,  2.4720e-02, -1.7020e-02,  8.9596e-02, -1.0451e-01,\n",
      "         -2.9650e-01, -8.0995e-02, -4.9240e-02, -1.9916e-01,  3.9422e-01, -1.6670e-01,  1.3193e-01, -1.9736e-01, -5.1436e-02,  1.1825e-01,  3.5680e-01,  1.4562e-01,  1.8739e-02, -6.0332e-02,\n",
      "          2.4345e-01,  1.5360e-01,  1.3243e-01,  2.7167e-01, -1.2965e-01,  1.5964e-02, -8.8061e-02,  1.3948e-01, -6.1105e-02,  6.3809e-02,  1.3422e-02,  2.5025e-01, -2.8554e-02,  4.3998e-03,\n",
      "          2.4603e-01,  2.0022e-01,  4.1621e-02,  1.2438e-01, -3.4646e-01, -2.0619e-02,  5.3552e-02,  3.9336e-01,  7.4781e-02, -1.2048e-01,  2.0307e-02, -1.5921e-01,  2.5988e-02,  1.3038e-01,\n",
      "          2.3544e-01,  1.0216e-01, -8.9034e-02, -6.6122e-02,  2.4699e-01,  7.4835e-02, -1.3239e-01, -1.7226e-02, -2.6456e-01, -4.9561e-02, -3.4033e-01,  4.4515e-01,  9.7893e-02,  3.0085e-01,\n",
      "         -1.4517e-02, -2.2317e-01,  1.4708e-01, -5.0212e-01, -5.3198e-02, -9.0305e-02, -2.0480e-02, -1.8254e-01,  1.2620e-01, -3.8425e-01, -1.0583e-01,  2.6507e-02,  8.1044e-02,  9.0206e-02,\n",
      "         -5.2145e-04,  1.1957e-01, -6.5844e-02,  1.2023e-02,  1.3914e-01,  2.2497e-02, -1.4292e-02,  9.8064e-02, -1.6001e-01, -2.4529e-01,  1.9038e-01, -7.4801e-02, -1.3114e-01,  3.4226e-02,\n",
      "         -3.6752e-02,  1.1233e-01, -1.2061e-01, -1.3595e-01, -1.3143e-01, -3.1018e-02,  6.7337e-02, -1.5015e-01,  6.4869e-02,  1.9984e-01,  3.8072e-02, -1.6797e-01,  1.1530e-01,  1.6960e-01,\n",
      "         -1.2148e-02,  2.8569e-01, -7.7006e-02,  1.6737e-01, -8.7584e-02,  3.1113e-01, -1.9208e-01, -1.2594e-01, -3.1438e-01, -1.2785e-01,  3.1283e-02,  2.4465e-01,  3.2180e-01,  3.5847e-01,\n",
      "         -8.3838e-02,  1.4864e-01,  4.7053e-02,  2.3342e-01, -1.7433e-02,  3.9093e-02, -1.5494e-01, -2.6072e-01, -2.6120e-01,  1.7186e-01,  1.3978e-01,  1.5341e-01,  1.3575e-02,  1.0066e-01,\n",
      "         -2.3029e-01, -1.2254e-01,  1.5965e-01, -1.9132e-01,  1.6348e-01, -2.3895e-01, -1.6409e-01, -4.3538e-03,  7.0203e-02,  5.8342e-02, -4.0046e-01,  9.6268e-02, -4.4550e-02,  2.4126e-01,\n",
      "         -2.9665e-01, -1.5735e-01, -3.9489e-01,  1.5712e-01, -1.7886e-01,  1.2877e-01, -1.7076e-01,  9.5609e-02, -1.0371e-01, -1.8599e-01, -1.0887e-01, -1.3350e-01, -8.3998e-02,  2.0753e-01,\n",
      "          5.6466e-02,  1.4230e-01, -1.9064e-01,  2.8296e-01, -3.1312e-01,  3.2909e-01, -1.7534e-01,  7.1336e-02, -2.9301e-01, -1.3871e-01,  3.6080e-02, -2.4571e-02, -1.1424e-01,  7.0419e-02,\n",
      "         -9.7733e-02, -2.2053e-02,  2.9892e-01,  7.8848e-02,  1.3729e-01, -4.5680e-01, -1.6071e-01, -1.1824e-01, -2.7978e-01, -1.0696e-01,  7.5703e-02,  1.4736e-01, -5.0070e-02, -1.6478e-01,\n",
      "         -3.0063e-02,  3.7291e-01, -3.5646e-01,  3.0852e-01,  1.4010e-01,  8.5024e-02, -1.7959e-01, -1.9094e-01,  1.9850e-01, -2.4901e-01,  4.2846e-01,  3.1113e-01, -1.2851e-01, -1.3915e-01,\n",
      "          6.3588e-02, -1.5494e-01, -1.5315e-01,  5.2454e-02,  9.7698e-02,  1.2221e-01,  2.1397e-02,  3.0555e-01, -3.3521e-01,  2.1079e-02,  6.3314e-03, -3.0286e-02,  3.6744e-02, -4.8315e-02,\n",
      "          5.5634e-02,  8.9244e-02, -1.4676e-02, -1.3081e-01, -8.6721e-03,  5.8072e-02,  1.6149e-01,  9.3807e-02, -1.5205e-01, -1.1565e-01,  1.0379e-03,  2.0276e-01,  1.0374e-01,  4.8289e-01,\n",
      "         -1.5651e-01,  2.5112e-01,  2.7797e-01, -1.2928e-01,  4.4215e-02, -3.6659e-01, -1.5701e-01,  1.4451e-02,  3.3870e-03,  6.1872e-02,  3.2409e-01, -2.8602e-02, -2.5094e-01, -2.7688e-02,\n",
      "          1.3792e-01, -3.0472e-01, -2.2053e-01, -5.7246e-02, -1.4585e-01,  8.4804e-02, -7.9977e-02,  1.7156e-01,  1.1602e-01, -3.0789e-01,  2.0899e-01,  2.1010e-02, -2.3067e-01, -4.9491e-02,\n",
      "         -2.2783e-01,  2.7611e-01,  8.8504e-02, -7.7455e-02,  1.8225e-01, -3.3154e-01,  1.5114e-02, -1.0423e-01,  1.7018e-01, -2.2612e-01, -1.5700e-01, -4.7093e-02,  2.3546e-01,  2.5902e-03,\n",
      "          1.9701e-01, -2.5918e-01, -2.0269e-01,  2.5846e-01, -2.0541e-01,  1.3547e-01,  2.4124e-01,  4.5730e-01, -2.2104e-01, -6.8017e-03,  7.2841e-02, -7.8571e-02, -1.4372e-01, -2.4049e-01,\n",
      "         -7.8630e-02,  1.2654e-01, -3.4313e-03,  1.1214e-01, -2.6046e-01,  1.1895e-01, -1.5160e-01,  2.4643e-01, -1.4998e-01, -7.4822e-03,  9.2021e-02, -3.7780e-01, -3.0851e-01,  1.5746e-01,\n",
      "          7.6234e-02,  3.6177e-01, -2.9363e-02, -5.8289e-02, -1.7619e-01,  1.1503e-01, -1.3535e-01, -6.9264e-02,  6.7589e-02, -1.4171e-01,  1.2629e-01,  1.3378e-02, -4.3006e-02, -1.6867e-01,\n",
      "         -2.9280e-01, -3.1078e-01,  1.3734e-01, -9.3387e-02, -3.4372e-01, -5.1875e-02, -1.2197e-01, -4.0346e-01, -1.7637e-01, -4.0260e-01,  1.8143e-01, -1.8503e-01,  5.7862e-02, -1.6871e-01,\n",
      "          4.9009e-01, -1.4673e-01,  1.2452e-01,  2.4755e-02,  1.8705e-01,  1.3508e-01, -7.4834e-02, -4.9820e-04, -1.3255e-01, -1.4353e-01,  1.2866e-01, -2.5660e-01,  6.2107e-02, -1.2846e-01,\n",
      "          9.4735e-02,  2.0231e-01, -4.2562e-02, -1.5019e-01, -4.1209e-01,  4.0814e-02,  2.1343e-01,  3.3143e-02, -1.0249e-01, -2.5256e-01,  8.0287e-02, -9.2463e-02,  1.3348e-01,  6.5517e-02,\n",
      "          1.0740e-01, -5.4890e-02, -1.3302e-01,  3.2183e-02, -1.8252e-01, -8.4057e-02, -7.1161e-02, -3.8898e-01, -1.5182e-01,  2.9857e-01, -1.0585e-01, -3.1252e-01,  4.3610e-01, -5.7615e-02,\n",
      "         -2.6013e-01, -7.3832e-02,  2.5271e-01,  1.8183e-01,  1.3344e-01, -4.0565e-02, -1.9337e-01, -1.5644e-01,  2.2611e-01, -8.7061e-04, -1.9140e-01, -1.4527e-01]], grad_fn=<TanhBackward0>)\n",
      "Logits_clsf:  tensor([[ 0.4777, -0.1814],\n",
      "        [ 0.4742, -0.1792],\n",
      "        [ 0.4756, -0.1807],\n",
      "        [ 0.4769, -0.1804],\n",
      "        [ 0.4762, -0.1804],\n",
      "        [ 0.4745, -0.1801]], grad_fn=<AddmmBackward0>)\n",
      "Position indices: tensor([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29])\n",
      "H-Pooled : tensor([[-4.2427e-02,  1.0738e-01, -3.8373e-02,  1.9914e-01, -3.9313e-01,  5.0336e-03,  1.1803e-01,  2.9208e-01,  1.2877e-01,  6.2589e-01, -1.7747e-01, -2.2520e-01,  3.3544e-01, -1.5997e-01,\n",
      "         -5.3658e-02, -6.9724e-02,  3.4729e-01, -1.7284e-01, -1.8983e-01, -2.2554e-02, -4.8164e-01, -2.1210e-02,  2.3302e-01,  8.1147e-02,  1.2787e-01,  4.7561e-01,  1.0483e-01,  1.1742e-01,\n",
      "         -5.0368e-02, -1.2378e-01, -5.4529e-02, -7.8159e-02,  9.8043e-02, -9.1387e-02, -4.3680e-01, -1.9777e-02,  4.8586e-01, -5.3873e-01, -3.9519e-01, -1.4781e-01, -7.5988e-02, -4.0670e-01,\n",
      "         -1.4977e-01,  4.2628e-01, -2.2601e-01,  1.9992e-01, -1.2942e-01,  1.6841e-01,  1.4044e-02,  1.2518e-03,  1.0699e-01,  9.1618e-02,  4.5665e-01,  1.9861e-01, -2.2303e-01,  7.7278e-02,\n",
      "         -1.6754e-01,  1.3173e-03,  4.5311e-01,  1.4163e-01,  2.2810e-01, -1.4269e-01, -6.8761e-02, -1.6785e-01,  4.0606e-02, -1.5783e-01,  4.2346e-04, -1.1271e-01, -1.3496e-01, -2.0960e-02,\n",
      "          2.5912e-02, -2.0723e-01, -3.3802e-01, -9.5753e-02, -1.4908e-01, -3.2517e-02,  1.3200e-01, -9.8145e-02, -4.8175e-02, -1.2093e-01, -2.9260e-01, -1.9895e-02, -2.0075e-01,  4.6357e-02,\n",
      "         -2.5187e-01,  2.3934e-01, -1.4332e-01,  3.0131e-01, -1.3003e-01,  2.4213e-01,  1.9454e-01, -1.2995e-01, -2.7934e-01, -1.1038e-01,  3.5995e-02, -8.2620e-02,  2.0132e-01,  3.5982e-01,\n",
      "          6.9620e-02,  1.0249e-01,  8.9401e-02,  2.4083e-03, -3.9536e-01, -3.4110e-01, -2.8752e-02, -3.5163e-02,  1.6966e-01,  1.2333e-01,  4.6720e-02, -2.6236e-01, -3.0507e-01,  8.4185e-02,\n",
      "         -5.2681e-02, -9.8922e-02,  5.1520e-02,  1.9049e-01,  6.5127e-03,  3.2958e-01, -8.5408e-02,  1.4963e-03, -1.1430e-01, -2.3568e-01, -1.5314e-01,  3.6925e-01,  1.4816e-01,  2.3874e-01,\n",
      "          5.0718e-01, -2.6820e-01, -1.2825e-01, -5.3548e-02, -5.3557e-02,  1.4805e-01,  1.8040e-01,  1.6286e-02, -7.9119e-03,  3.1014e-01,  6.3348e-02,  1.9569e-01, -2.5813e-01, -1.9362e-01,\n",
      "         -1.8760e-01, -3.1765e-01, -2.8986e-01,  2.0026e-01,  7.3029e-02, -3.2499e-01,  2.5682e-01, -2.5775e-01,  5.2537e-02,  3.0937e-01,  4.2143e-02, -3.9058e-01,  1.3204e-01, -1.2667e-01,\n",
      "          2.2781e-01, -3.9021e-01, -5.2949e-02, -3.2395e-01, -1.4573e-01, -1.9060e-01,  1.2042e-01,  5.3814e-02,  2.2615e-01, -2.5575e-01,  1.4148e-01, -2.3385e-01, -1.6334e-01,  2.9399e-01,\n",
      "         -2.1828e-01, -1.6649e-01,  9.8670e-02, -2.9585e-01, -9.9674e-02,  2.3183e-01, -1.6039e-01, -1.1182e-01, -1.1958e-01,  1.3626e-01,  9.3503e-02, -4.0957e-02,  3.4987e-01, -2.3931e-01,\n",
      "          1.9368e-01, -7.0889e-02, -3.2727e-01, -2.7163e-01, -2.2102e-01, -2.4001e-01,  9.0454e-02,  2.0132e-01,  3.8221e-01,  2.4923e-01, -3.9535e-01,  6.5444e-02,  1.1144e-01,  1.1437e-02,\n",
      "          3.0830e-01,  4.4152e-01,  2.8495e-02, -1.0457e-01,  1.4668e-01, -1.3038e-01, -2.1122e-01,  3.9753e-01, -4.3967e-01,  1.2500e-01, -3.8903e-01, -6.1933e-03, -9.1731e-03,  4.1091e-03,\n",
      "         -2.7441e-01, -1.0279e-01, -4.0779e-01, -9.3835e-02,  1.1518e-02,  1.3356e-01, -3.0279e-01, -8.4668e-02, -2.5967e-01, -6.6509e-02, -5.3220e-02, -2.4514e-01, -2.3574e-01, -2.4924e-01,\n",
      "         -3.8464e-01,  3.1693e-02,  6.8475e-02, -1.4721e-01,  3.4258e-01,  4.9171e-01, -1.6712e-01,  4.3260e-01,  2.5481e-01,  8.8002e-02, -2.0808e-01,  8.8533e-02,  1.0804e-01,  4.6828e-01,\n",
      "         -1.2121e-01, -2.7852e-01, -9.5182e-02, -1.2129e-01,  1.8663e-02,  3.1175e-01,  3.8462e-02, -1.8758e-01, -3.7175e-01, -3.1088e-01,  1.8507e-01,  4.0932e-01, -2.2116e-01,  5.4452e-02,\n",
      "         -3.1011e-01,  1.9682e-01,  1.3008e-01, -9.8515e-02, -3.2989e-01,  3.1846e-02, -3.9334e-01, -2.6670e-01,  2.6848e-01,  3.3217e-01, -2.4580e-01,  3.5060e-01, -1.5397e-02, -2.1946e-01,\n",
      "          3.9458e-02,  1.0069e-02, -3.2472e-01, -1.8218e-01, -4.5192e-02, -8.2423e-03, -4.5106e-01,  2.4638e-01,  1.6891e-01,  1.7698e-01,  1.2886e-01, -1.8263e-01,  7.5906e-02, -1.6204e-01,\n",
      "         -1.1036e-01, -3.3163e-02, -1.7421e-01, -2.1373e-02, -6.2245e-02,  4.8128e-01,  1.6722e-01,  6.5116e-02,  4.0334e-02, -1.1508e-02, -8.2984e-02,  8.3181e-02,  2.3004e-01, -2.7591e-01,\n",
      "          1.5218e-01,  1.8270e-01,  9.3176e-02,  1.7933e-01, -9.8257e-02, -2.1525e-02, -4.6945e-02, -8.3776e-02, -4.8747e-02,  4.2074e-01, -1.1388e-01,  3.6833e-01, -1.0664e-01, -2.2955e-01,\n",
      "         -2.8407e-02,  1.2674e-01, -1.4019e-01, -2.3120e-01, -1.6531e-01,  1.6202e-01, -2.2471e-01, -1.1759e-01,  2.3108e-01,  2.4165e-01,  6.3918e-02, -5.5094e-02, -2.3665e-02,  1.3990e-01,\n",
      "         -1.1648e-01, -5.3943e-01,  1.5667e-01, -2.0512e-01,  6.4674e-02, -1.9970e-01, -1.5820e-01, -3.0286e-01, -1.1427e-02,  1.6447e-01, -2.5458e-01,  1.2192e-01, -1.0557e-01,  3.3109e-01,\n",
      "          2.9920e-01,  1.6946e-02,  9.5764e-02, -3.3216e-01,  1.1216e-02,  2.6405e-01,  2.8392e-01,  1.6341e-01, -1.1843e-01,  2.7576e-01,  1.4442e-01,  1.1637e-01, -2.5731e-01,  1.5119e-01,\n",
      "         -2.6154e-01, -1.1824e-01, -9.3732e-02,  4.7508e-02,  2.4148e-02, -9.0638e-02, -1.9400e-02,  6.4358e-02,  1.2940e-01, -9.8854e-02,  3.6758e-01,  3.0033e-01,  2.9497e-02, -3.6166e-03,\n",
      "          2.9343e-01,  3.1124e-01, -3.9359e-01,  4.4079e-01, -1.2016e-01, -1.2739e-01,  5.7008e-02,  1.2975e-02,  3.0343e-01,  1.1419e-01, -4.6828e-02,  8.2301e-03,  8.1412e-02,  3.1430e-01,\n",
      "          1.3585e-01, -5.1599e-01, -3.3861e-01,  4.1922e-02, -1.4945e-01,  1.1804e-01,  2.6948e-01, -1.6550e-02,  2.7708e-01,  8.5314e-02, -1.6328e-01,  1.1990e-01, -8.4328e-03, -2.8215e-01,\n",
      "          2.5518e-03,  2.7584e-01, -4.9485e-02,  3.3399e-01,  2.3534e-01,  1.0399e-01,  2.1128e-01, -2.6100e-02,  3.2281e-01, -2.2459e-01, -1.7253e-01,  1.1005e-01, -1.6673e-02, -1.1433e-01,\n",
      "          1.2458e-01, -5.1958e-02, -2.0080e-01,  1.2183e-01, -1.5210e-01,  4.7212e-01, -1.0399e-01,  2.1440e-01,  1.3593e-01,  8.9518e-02, -2.4008e-01,  4.1352e-02,  1.6849e-01,  1.2551e-01,\n",
      "         -1.5548e-01, -8.6908e-02,  2.4475e-01,  8.5280e-02, -2.9551e-01,  4.2705e-01,  1.6460e-01,  6.8411e-02, -4.9479e-02,  1.5697e-01, -9.6072e-02, -3.0802e-01, -3.7997e-01, -3.2557e-01,\n",
      "         -2.9112e-01, -1.8054e-01, -3.8879e-01, -1.8007e-01,  6.9306e-02,  8.0834e-02,  2.1143e-01, -3.2086e-01, -1.0865e-01, -1.3134e-01, -2.4800e-01, -1.1297e-01, -2.9260e-01,  1.1763e-01,\n",
      "         -1.5278e-01, -5.0497e-02,  4.0040e-02, -3.3870e-02, -1.0799e-01, -2.1422e-01, -2.6759e-01, -2.7549e-01, -5.9956e-02, -1.8759e-01, -1.5906e-01,  1.8277e-01, -3.1920e-01, -1.4094e-01,\n",
      "         -3.5982e-02,  3.5055e-01, -4.8223e-02, -6.7451e-02, -4.2752e-01,  5.9661e-02, -3.4657e-01,  2.3369e-01,  1.3046e-01,  2.4161e-01, -3.2433e-01, -9.2085e-02, -1.0614e-02,  2.2814e-02,\n",
      "          1.2635e-01, -1.1229e-01, -3.2942e-01,  3.0722e-01,  3.6803e-01, -3.5354e-01,  7.6165e-02, -1.3833e-01,  4.7963e-02,  3.5803e-01, -4.0583e-02,  2.6141e-01, -2.8118e-01,  4.7844e-02,\n",
      "         -1.9732e-01, -2.9747e-02,  1.0450e-01, -6.8090e-02, -1.0714e-02,  1.0849e-01,  1.1458e-01,  4.0898e-02, -3.6096e-02,  5.1178e-02,  1.8096e-01,  1.2745e-01, -1.6673e-01,  2.6894e-01,\n",
      "          1.6773e-01,  3.3834e-01,  1.9347e-01,  1.8163e-01,  2.8651e-01,  1.0499e-01,  1.0064e-01, -9.7526e-02, -5.1837e-01, -2.7372e-01,  1.4325e-01,  2.6134e-01, -6.1344e-02, -1.2218e-01,\n",
      "         -6.2269e-02, -3.4762e-01,  1.5254e-01, -1.5388e-02, -1.9601e-01, -2.2119e-01,  3.4869e-01,  2.9405e-01, -9.5273e-02,  3.5957e-01, -2.5645e-01,  3.1701e-01, -1.6854e-02,  1.1672e-01,\n",
      "         -1.4150e-01, -3.4729e-01,  5.7213e-02,  1.2647e-01,  2.2582e-03, -1.2423e-01, -1.7530e-01,  2.2982e-01, -4.7339e-02,  1.1470e-01,  1.8236e-02,  2.4251e-01,  2.1253e-01, -1.4017e-01,\n",
      "         -3.1054e-01, -2.6490e-02, -1.9706e-01, -2.9853e-01, -6.4000e-02,  2.1181e-01, -2.6231e-02,  2.5368e-01,  3.2197e-01,  9.5422e-02, -1.8307e-01,  3.1330e-01,  2.5206e-01, -2.7906e-02,\n",
      "         -3.1237e-01, -6.7478e-02,  2.0623e-01, -3.0910e-01,  8.9568e-04, -1.5191e-01, -4.6180e-02,  8.1862e-02,  2.5577e-01,  1.0964e-01, -6.6678e-02,  2.9465e-01, -1.0296e-01, -5.2367e-02,\n",
      "         -1.0051e-01, -2.9762e-01,  1.5599e-01, -2.8742e-01, -2.9741e-01,  1.1266e-01, -1.7280e-01,  4.0680e-01,  1.6664e-01,  1.3898e-01, -3.2843e-01,  6.4914e-02, -3.3770e-02,  4.7360e-02,\n",
      "         -4.9249e-01,  5.6329e-02, -4.4302e-02, -2.0503e-01,  1.5787e-01,  1.1012e-01, -6.4328e-02, -2.1322e-02, -7.8128e-02,  1.1319e-01,  8.5070e-02, -1.4387e-01,  2.2731e-01, -1.7829e-02,\n",
      "         -3.4785e-02, -1.1116e-01, -3.6033e-01, -3.5264e-01, -2.3435e-01, -1.8766e-01, -1.6690e-01,  8.8721e-02,  5.1312e-02, -6.6996e-02,  2.5940e-02,  3.4663e-01,  2.7191e-01, -1.3288e-01,\n",
      "         -1.6809e-01, -6.7373e-02,  2.1559e-01, -3.0733e-01,  2.4572e-01,  4.4410e-02, -4.1118e-01, -5.6682e-01,  1.8601e-02, -1.0085e-01,  6.3120e-01, -6.6300e-02,  2.4998e-01, -4.7404e-02,\n",
      "          1.7047e-01, -7.0981e-02, -1.2974e-01, -8.5982e-02,  1.6493e-01,  2.4991e-01, -4.2340e-02, -9.5574e-02, -8.6695e-02,  1.6825e-01,  4.1058e-02,  8.7032e-03, -2.8891e-01,  2.2656e-01,\n",
      "         -7.1497e-02,  2.7501e-01,  8.7994e-03, -9.9257e-02,  2.0959e-01, -3.2055e-01, -5.4461e-01,  5.0682e-02,  5.5144e-01, -3.6350e-01, -1.0553e-01, -1.6762e-01,  1.3891e-01, -8.2076e-02,\n",
      "          1.8024e-01, -3.2604e-01,  1.0400e-02,  3.8248e-01, -2.7935e-02, -1.8976e-01, -3.6364e-01, -3.2285e-01,  4.3186e-01,  3.6930e-01,  5.3371e-02, -6.4727e-02, -3.0301e-01,  2.2524e-03,\n",
      "         -3.4517e-01, -1.3846e-02,  1.0600e-01,  3.8220e-01, -1.1280e-01,  8.9366e-02, -3.1537e-01, -2.3333e-01,  3.6245e-02, -7.5454e-02,  1.0587e-01,  4.5582e-03, -8.6787e-02, -1.8026e-01,\n",
      "          2.7488e-02, -1.8009e-02,  2.5950e-01,  1.7419e-01, -8.8386e-02, -3.6288e-01, -3.4979e-02,  3.9748e-01, -3.1896e-01, -3.6894e-01,  9.2436e-02,  3.1827e-01, -1.3472e-01, -1.2878e-02,\n",
      "         -4.3019e-02,  5.8603e-02, -3.4428e-02,  4.5654e-01,  6.1472e-02, -1.1694e-01, -1.7213e-01, -4.2917e-01, -1.6357e-01, -2.6066e-01, -5.2030e-02, -9.4125e-02, -2.8715e-02, -3.2025e-01,\n",
      "          2.0456e-01,  9.3692e-02, -7.4190e-02,  4.8265e-01,  3.0537e-01, -7.2546e-02,  1.0905e-01,  2.7733e-01,  1.7178e-01,  3.1857e-01, -1.6607e-01,  1.0719e-01,  2.9890e-01,  1.9853e-01,\n",
      "          2.6386e-01,  2.3155e-01,  2.4161e-02, -2.1984e-01, -2.4994e-01,  5.0380e-02,  1.6217e-01, -2.6374e-01, -1.5833e-01, -2.8005e-01,  4.4627e-01, -1.7253e-01,  1.0573e-01,  5.1250e-02,\n",
      "         -1.0554e-01, -3.8406e-02,  5.6088e-02,  9.6660e-02, -2.0572e-02, -1.6953e-01,  7.3728e-02,  1.3945e-01,  3.5795e-01,  2.3058e-01, -6.6833e-02, -1.9337e-01, -1.4648e-01,  4.7624e-02,\n",
      "          3.4999e-01, -2.4787e-01, -5.0075e-02,  4.0221e-01, -4.4962e-01,  5.6372e-02,  2.1645e-01, -2.9878e-01, -4.2055e-01, -3.5955e-01, -2.3446e-01,  3.5361e-01],\n",
      "        [-4.3542e-02,  1.0834e-01, -3.7283e-02,  1.9926e-01, -3.9362e-01,  2.9435e-03,  1.1865e-01,  2.9284e-01,  1.2849e-01,  6.2600e-01, -1.8005e-01, -2.2440e-01,  3.3773e-01, -1.6279e-01,\n",
      "         -5.5181e-02, -6.8354e-02,  3.4901e-01, -1.7275e-01, -1.8998e-01, -1.9666e-02, -4.8235e-01, -2.1973e-02,  2.3158e-01,  8.3388e-02,  1.2914e-01,  4.7428e-01,  1.0421e-01,  1.1456e-01,\n",
      "         -5.0075e-02, -1.2280e-01, -5.4204e-02, -7.8563e-02,  9.8639e-02, -9.1620e-02, -4.3765e-01, -2.0869e-02,  4.8727e-01, -5.3928e-01, -3.9826e-01, -1.4748e-01, -7.8074e-02, -4.0810e-01,\n",
      "         -1.5024e-01,  4.2910e-01, -2.2711e-01,  1.9985e-01, -1.2886e-01,  1.6726e-01,  1.6262e-02,  6.2111e-04,  1.0727e-01,  9.2122e-02,  4.5648e-01,  1.9715e-01, -2.2396e-01,  7.5736e-02,\n",
      "         -1.6763e-01,  5.2280e-03,  4.5055e-01,  1.4252e-01,  2.2905e-01, -1.4192e-01, -7.0508e-02, -1.6753e-01,  4.1322e-02, -1.5893e-01, -1.7148e-04, -1.1298e-01, -1.3634e-01, -1.9017e-02,\n",
      "          2.7482e-02, -2.0744e-01, -3.4106e-01, -9.4849e-02, -1.4831e-01, -3.2831e-02,  1.3340e-01, -9.8281e-02, -4.9602e-02, -1.1922e-01, -2.9362e-01, -1.8704e-02, -2.0073e-01,  4.8097e-02,\n",
      "         -2.5271e-01,  2.4152e-01, -1.4444e-01,  3.0087e-01, -1.2774e-01,  2.4171e-01,  1.9514e-01, -1.3201e-01, -2.7774e-01, -1.1272e-01,  3.6121e-02, -8.4361e-02,  2.0381e-01,  3.5955e-01,\n",
      "          7.1009e-02,  1.0181e-01,  9.1856e-02,  3.6889e-03, -3.9593e-01, -3.4105e-01, -2.6936e-02, -3.6919e-02,  1.6936e-01,  1.2291e-01,  4.8413e-02, -2.6133e-01, -3.0470e-01,  8.4116e-02,\n",
      "         -5.1613e-02, -1.0090e-01,  5.1136e-02,  1.9130e-01,  6.7869e-03,  3.2962e-01, -8.7046e-02,  3.3204e-03, -1.1651e-01, -2.3833e-01, -1.5448e-01,  3.6850e-01,  1.4613e-01,  2.4033e-01,\n",
      "          5.0742e-01, -2.6858e-01, -1.2933e-01, -5.0900e-02, -5.5800e-02,  1.4774e-01,  1.8088e-01,  1.5647e-02, -8.0300e-03,  3.0959e-01,  6.6421e-02,  1.9653e-01, -2.5849e-01, -1.9203e-01,\n",
      "         -1.8889e-01, -3.2037e-01, -2.9005e-01,  1.9976e-01,  7.2090e-02, -3.2513e-01,  2.5688e-01, -2.5763e-01,  5.2695e-02,  3.1024e-01,  4.1011e-02, -3.8764e-01,  1.3122e-01, -1.2811e-01,\n",
      "          2.2550e-01, -3.9038e-01, -5.2004e-02, -3.2607e-01, -1.4769e-01, -1.9207e-01,  1.2135e-01,  5.5646e-02,  2.2404e-01, -2.5766e-01,  1.4080e-01, -2.3322e-01, -1.6384e-01,  2.9503e-01,\n",
      "         -2.1873e-01, -1.6503e-01,  9.6168e-02, -2.9774e-01, -1.0118e-01,  2.3162e-01, -1.5955e-01, -1.1179e-01, -1.1971e-01,  1.3600e-01,  9.3265e-02, -4.1486e-02,  3.5130e-01, -2.3967e-01,\n",
      "          1.9136e-01, -7.0074e-02, -3.2888e-01, -2.7154e-01, -2.2139e-01, -2.3757e-01,  8.9815e-02,  2.0439e-01,  3.8217e-01,  2.4927e-01, -3.9664e-01,  6.6077e-02,  1.1015e-01,  1.2609e-02,\n",
      "          3.0879e-01,  4.4107e-01,  2.6637e-02, -1.0569e-01,  1.4901e-01, -1.3350e-01, -2.0927e-01,  3.9613e-01, -4.4171e-01,  1.2604e-01, -3.8995e-01, -6.1253e-03, -7.0074e-03,  3.6850e-03,\n",
      "         -2.7638e-01, -1.0313e-01, -4.0584e-01, -9.3305e-02,  9.9777e-03,  1.3371e-01, -3.0163e-01, -8.7059e-02, -2.6012e-01, -6.5477e-02, -5.6434e-02, -2.4557e-01, -2.3649e-01, -2.5077e-01,\n",
      "         -3.8433e-01,  2.9661e-02,  6.6614e-02, -1.4773e-01,  3.4341e-01,  4.9158e-01, -1.6507e-01,  4.3289e-01,  2.5634e-01,  8.7391e-02, -2.0811e-01,  8.8159e-02,  1.0701e-01,  4.6724e-01,\n",
      "         -1.2083e-01, -2.7933e-01, -9.5713e-02, -1.2036e-01,  1.8447e-02,  3.1374e-01,  3.9051e-02, -1.8752e-01, -3.7194e-01, -3.1371e-01,  1.8689e-01,  4.0856e-01, -2.2140e-01,  5.6327e-02,\n",
      "         -3.1049e-01,  1.9858e-01,  1.3243e-01, -9.6260e-02, -3.2974e-01,  3.0265e-02, -3.9359e-01, -2.6668e-01,  2.6969e-01,  3.3188e-01, -2.4636e-01,  3.5156e-01, -1.6844e-02, -2.2013e-01,\n",
      "          4.0416e-02,  9.8091e-03, -3.2689e-01, -1.8190e-01, -4.6958e-02, -9.4602e-03, -4.5135e-01,  2.4382e-01,  1.7105e-01,  1.7748e-01,  1.2836e-01, -1.8434e-01,  7.5282e-02, -1.6329e-01,\n",
      "         -1.1244e-01, -3.2732e-02, -1.7508e-01, -2.2145e-02, -6.1027e-02,  4.8214e-01,  1.6694e-01,  6.3907e-02,  4.2963e-02, -1.2037e-02, -8.1332e-02,  8.5529e-02,  2.3075e-01, -2.7669e-01,\n",
      "          1.5190e-01,  1.8131e-01,  9.3519e-02,  1.8275e-01, -9.8251e-02, -2.1142e-02, -4.7559e-02, -8.4268e-02, -4.7568e-02,  4.2067e-01, -1.1310e-01,  3.7117e-01, -1.0564e-01, -2.2896e-01,\n",
      "         -2.8767e-02,  1.2469e-01, -1.3932e-01, -2.3089e-01, -1.6378e-01,  1.6341e-01, -2.2444e-01, -1.1997e-01,  2.2937e-01,  2.4256e-01,  6.6069e-02, -5.6366e-02, -2.2546e-02,  1.3768e-01,\n",
      "         -1.1735e-01, -5.4025e-01,  1.5831e-01, -2.0536e-01,  6.5718e-02, -1.9969e-01, -1.6054e-01, -3.0600e-01, -1.3411e-02,  1.6524e-01, -2.5314e-01,  1.2218e-01, -1.0587e-01,  3.3138e-01,\n",
      "          3.0038e-01,  1.8166e-02,  9.6270e-02, -3.3331e-01,  9.9271e-03,  2.6360e-01,  2.8458e-01,  1.6427e-01, -1.1790e-01,  2.7578e-01,  1.4288e-01,  1.1932e-01, -2.5752e-01,  1.5374e-01,\n",
      "         -2.6109e-01, -1.1722e-01, -9.5620e-02,  5.0111e-02,  2.3232e-02, -8.9858e-02, -1.9278e-02,  6.2511e-02,  1.2764e-01, -1.0010e-01,  3.7014e-01,  3.0247e-01,  2.7650e-02, -4.6118e-03,\n",
      "          2.9259e-01,  3.1139e-01, -3.9340e-01,  4.4183e-01, -1.1939e-01, -1.2732e-01,  5.7386e-02,  1.2755e-02,  3.0187e-01,  1.1383e-01, -4.6688e-02,  6.5730e-03,  8.1740e-02,  3.1729e-01,\n",
      "          1.3784e-01, -5.1703e-01, -3.3879e-01,  4.2366e-02, -1.4827e-01,  1.1839e-01,  2.6952e-01, -1.5834e-02,  2.7779e-01,  8.2639e-02, -1.6257e-01,  1.1706e-01, -9.7562e-03, -2.8012e-01,\n",
      "          3.5574e-03,  2.7564e-01, -5.1605e-02,  3.3622e-01,  2.3549e-01,  1.0332e-01,  2.1434e-01, -2.4907e-02,  3.2128e-01, -2.2577e-01, -1.7334e-01,  1.1116e-01, -1.7458e-02, -1.1343e-01,\n",
      "          1.2487e-01, -5.1265e-02, -2.0166e-01,  1.2229e-01, -1.5229e-01,  4.7287e-01, -1.0409e-01,  2.1162e-01,  1.3440e-01,  8.9911e-02, -2.4267e-01,  4.0231e-02,  1.6860e-01,  1.2470e-01,\n",
      "         -1.5572e-01, -8.8509e-02,  2.4567e-01,  8.5409e-02, -2.9658e-01,  4.2854e-01,  1.6471e-01,  6.5905e-02, -4.9456e-02,  1.5839e-01, -9.5467e-02, -3.0907e-01, -3.8069e-01, -3.2597e-01,\n",
      "         -2.9055e-01, -1.8122e-01, -3.9031e-01, -1.7844e-01,  6.4491e-02,  8.0695e-02,  2.1200e-01, -3.2371e-01, -1.0938e-01, -1.3052e-01, -2.4846e-01, -1.1576e-01, -2.9426e-01,  1.1759e-01,\n",
      "         -1.5208e-01, -5.0853e-02,  3.9391e-02, -3.3884e-02, -1.0680e-01, -2.1546e-01, -2.6925e-01, -2.7518e-01, -6.0339e-02, -1.8341e-01, -1.5880e-01,  1.8317e-01, -3.1886e-01, -1.4081e-01,\n",
      "         -3.8503e-02,  3.5323e-01, -4.9103e-02, -6.7976e-02, -4.2721e-01,  6.0693e-02, -3.4894e-01,  2.3493e-01,  1.2956e-01,  2.4359e-01, -3.2268e-01, -9.1435e-02, -1.0008e-02,  2.1930e-02,\n",
      "          1.2700e-01, -1.1169e-01, -3.2977e-01,  3.0776e-01,  3.6912e-01, -3.5335e-01,  7.7796e-02, -1.3699e-01,  4.7324e-02,  3.5898e-01, -3.9976e-02,  2.6104e-01, -2.7912e-01,  4.8190e-02,\n",
      "         -1.9893e-01, -3.1403e-02,  1.0320e-01, -7.0953e-02, -1.1438e-02,  1.0750e-01,  1.1429e-01,  4.1062e-02, -3.3929e-02,  5.2599e-02,  1.7984e-01,  1.2620e-01, -1.6527e-01,  2.7073e-01,\n",
      "          1.6831e-01,  3.3886e-01,  1.9252e-01,  1.7996e-01,  2.8797e-01,  1.0413e-01,  9.9752e-02, -9.6608e-02, -5.1907e-01, -2.7453e-01,  1.4239e-01,  2.5944e-01, -6.0730e-02, -1.2357e-01,\n",
      "         -6.3355e-02, -3.4747e-01,  1.5163e-01, -1.6695e-02, -1.9501e-01, -2.2149e-01,  3.4826e-01,  2.9551e-01, -9.4767e-02,  3.6047e-01, -2.5709e-01,  3.1719e-01, -1.6614e-02,  1.1321e-01,\n",
      "         -1.4198e-01, -3.4832e-01,  6.0021e-02,  1.2764e-01,  1.6730e-03, -1.2650e-01, -1.7714e-01,  2.2815e-01, -4.9426e-02,  1.1222e-01,  1.8514e-02,  2.4198e-01,  2.1346e-01, -1.4102e-01,\n",
      "         -3.1024e-01, -2.6393e-02, -1.9745e-01, -2.9794e-01, -6.2926e-02,  2.1319e-01, -2.3017e-02,  2.5358e-01,  3.2306e-01,  9.3722e-02, -1.8301e-01,  3.1211e-01,  2.5203e-01, -2.6831e-02,\n",
      "         -3.1449e-01, -6.5801e-02,  2.0791e-01, -3.0961e-01, -1.7229e-08, -1.5141e-01, -4.6975e-02,  8.3789e-02,  2.5645e-01,  1.1165e-01, -6.6219e-02,  2.9651e-01, -1.0114e-01, -5.2435e-02,\n",
      "         -9.9618e-02, -2.9936e-01,  1.5575e-01, -2.8910e-01, -2.9865e-01,  1.1293e-01, -1.7562e-01,  4.0664e-01,  1.6460e-01,  1.4141e-01, -3.3162e-01,  6.5395e-02, -3.3099e-02,  4.6483e-02,\n",
      "         -4.9211e-01,  5.7996e-02, -4.3840e-02, -2.0714e-01,  1.5461e-01,  1.1148e-01, -6.3355e-02, -2.0420e-02, -7.8336e-02,  1.1338e-01,  8.3791e-02, -1.4338e-01,  2.2959e-01, -1.6625e-02,\n",
      "         -3.6344e-02, -1.0991e-01, -3.6088e-01, -3.5166e-01, -2.3500e-01, -1.8442e-01, -1.6782e-01,  8.7436e-02,  5.3147e-02, -6.7227e-02,  2.4547e-02,  3.4854e-01,  2.7199e-01, -1.3497e-01,\n",
      "         -1.6828e-01, -6.6976e-02,  2.1467e-01, -3.0761e-01,  2.4466e-01,  4.3898e-02, -4.1043e-01, -5.6910e-01,  1.9565e-02, -1.0010e-01,  6.3102e-01, -6.6429e-02,  2.4926e-01, -4.7340e-02,\n",
      "          1.7045e-01, -7.0915e-02, -1.2913e-01, -8.1744e-02,  1.6371e-01,  2.5319e-01, -4.3136e-02, -9.8076e-02, -8.7652e-02,  1.6805e-01,  4.1820e-02,  8.8456e-03, -2.9110e-01,  2.2603e-01,\n",
      "         -7.2411e-02,  2.7526e-01,  8.5569e-03, -9.8684e-02,  2.0960e-01, -3.2099e-01, -5.4688e-01,  5.2526e-02,  5.5327e-01, -3.6269e-01, -1.0531e-01, -1.6832e-01,  1.3925e-01, -7.9578e-02,\n",
      "          1.8052e-01, -3.2638e-01,  1.0120e-02,  3.8099e-01, -2.7506e-02, -1.9129e-01, -3.6531e-01, -3.2319e-01,  4.3252e-01,  3.7110e-01,  5.2384e-02, -6.1914e-02, -3.0430e-01,  1.7274e-03,\n",
      "         -3.4517e-01, -1.4820e-02,  1.0593e-01,  3.8200e-01, -1.0976e-01,  8.9388e-02, -3.1624e-01, -2.3460e-01,  3.7714e-02, -7.5256e-02,  1.0524e-01,  6.0159e-03, -8.7531e-02, -1.7921e-01,\n",
      "          2.6121e-02, -1.8319e-02,  2.6068e-01,  1.7306e-01, -8.7531e-02, -3.6215e-01, -3.2904e-02,  3.9662e-01, -3.1878e-01, -3.6950e-01,  9.3447e-02,  3.1754e-01, -1.3456e-01, -1.2477e-02,\n",
      "         -4.2225e-02,  5.8609e-02, -3.4648e-02,  4.5578e-01,  6.4588e-02, -1.1817e-01, -1.7435e-01, -4.2997e-01, -1.6136e-01, -2.6063e-01, -5.2500e-02, -9.3604e-02, -2.8376e-02, -3.1994e-01,\n",
      "          2.0435e-01,  9.3777e-02, -7.4912e-02,  4.8343e-01,  3.0429e-01, -7.2315e-02,  1.0759e-01,  2.7613e-01,  1.7022e-01,  3.1752e-01, -1.6654e-01,  1.0893e-01,  2.9917e-01,  1.9957e-01,\n",
      "          2.6371e-01,  2.3423e-01,  2.1121e-02, -2.1972e-01, -2.5101e-01,  5.2302e-02,  1.6214e-01, -2.6332e-01, -1.5788e-01, -2.7933e-01,  4.4654e-01, -1.7201e-01,  1.0499e-01,  5.1728e-02,\n",
      "         -1.0407e-01, -3.9407e-02,  5.7894e-02,  9.6770e-02, -1.6727e-02, -1.6974e-01,  7.2516e-02,  1.3989e-01,  3.5768e-01,  2.3183e-01, -6.7843e-02, -1.9264e-01, -1.4824e-01,  4.7433e-02,\n",
      "          3.4906e-01, -2.4932e-01, -5.1620e-02,  4.0342e-01, -4.4972e-01,  5.6025e-02,  2.1974e-01, -2.9920e-01, -4.2284e-01, -3.5848e-01, -2.3451e-01,  3.5398e-01],\n",
      "        [-4.2923e-02,  1.0732e-01, -3.8332e-02,  1.9958e-01, -3.9295e-01,  4.1540e-03,  1.1849e-01,  2.9234e-01,  1.2803e-01,  6.2569e-01, -1.7877e-01, -2.2467e-01,  3.3656e-01, -1.6069e-01,\n",
      "         -5.4412e-02, -6.9036e-02,  3.4823e-01, -1.7292e-01, -1.8970e-01, -2.1081e-02, -4.8160e-01, -2.1329e-02,  2.3197e-01,  8.2876e-02,  1.2842e-01,  4.7464e-01,  1.0427e-01,  1.1626e-01,\n",
      "         -5.0849e-02, -1.2314e-01, -5.4018e-02, -7.8055e-02,  9.8060e-02, -9.1685e-02, -4.3726e-01, -2.0797e-02,  4.8675e-01, -5.3869e-01, -3.9731e-01, -1.4746e-01, -7.6600e-02, -4.0731e-01,\n",
      "         -1.5034e-01,  4.2766e-01, -2.2626e-01,  2.0011e-01, -1.2936e-01,  1.6841e-01,  1.5273e-02,  4.9306e-04,  1.0722e-01,  9.2076e-02,  4.5631e-01,  1.9736e-01, -2.2393e-01,  7.6251e-02,\n",
      "         -1.6721e-01,  3.5417e-03,  4.5147e-01,  1.4208e-01,  2.2855e-01, -1.4220e-01, -6.9819e-02, -1.6732e-01,  4.1299e-02, -1.5820e-01,  2.3083e-04, -1.1226e-01, -1.3538e-01, -1.9753e-02,\n",
      "          2.6953e-02, -2.0716e-01, -3.3980e-01, -9.5797e-02, -1.4894e-01, -3.2685e-02,  1.3272e-01, -9.8072e-02, -4.8486e-02, -1.1985e-01, -2.9345e-01, -1.9541e-02, -2.0063e-01,  4.7089e-02,\n",
      "         -2.5222e-01,  2.4046e-01, -1.4367e-01,  3.0068e-01, -1.2890e-01,  2.4176e-01,  1.9494e-01, -1.3045e-01, -2.7810e-01, -1.1155e-01,  3.6237e-02, -8.3621e-02,  2.0334e-01,  3.5964e-01,\n",
      "          6.9449e-02,  1.0174e-01,  9.0291e-02,  3.2549e-03, -3.9551e-01, -3.4080e-01, -2.7344e-02, -3.6248e-02,  1.6961e-01,  1.2289e-01,  4.6911e-02, -2.6187e-01, -3.0431e-01,  8.3825e-02,\n",
      "         -5.2373e-02, -1.0024e-01,  5.1875e-02,  1.9075e-01,  6.1382e-03,  3.2916e-01, -8.6316e-02,  2.7562e-03, -1.1592e-01, -2.3715e-01, -1.5403e-01,  3.6860e-01,  1.4706e-01,  2.3916e-01,\n",
      "          5.0724e-01, -2.6859e-01, -1.2897e-01, -5.1931e-02, -5.4996e-02,  1.4769e-01,  1.8051e-01,  1.5786e-02, -8.0012e-03,  3.0970e-01,  6.4957e-02,  1.9562e-01, -2.5828e-01, -1.9249e-01,\n",
      "         -1.8822e-01, -3.1903e-01, -2.8965e-01,  1.9963e-01,  7.2628e-02, -3.2501e-01,  2.5647e-01, -2.5787e-01,  5.2351e-02,  3.0963e-01,  4.1577e-02, -3.8898e-01,  1.3109e-01, -1.2709e-01,\n",
      "          2.2658e-01, -3.8987e-01, -5.2288e-02, -3.2474e-01, -1.4677e-01, -1.9093e-01,  1.2053e-01,  5.5199e-02,  2.2431e-01, -2.5679e-01,  1.4093e-01, -2.3362e-01, -1.6340e-01,  2.9422e-01,\n",
      "         -2.1873e-01, -1.6570e-01,  9.7288e-02, -2.9683e-01, -1.0041e-01,  2.3130e-01, -1.5999e-01, -1.1156e-01, -1.1985e-01,  1.3628e-01,  9.3256e-02, -4.1269e-02,  3.5017e-01, -2.3929e-01,\n",
      "          1.9254e-01, -7.0551e-02, -3.2832e-01, -2.7166e-01, -2.2117e-01, -2.3834e-01,  9.0117e-02,  2.0262e-01,  3.8188e-01,  2.4926e-01, -3.9609e-01,  6.5440e-02,  1.1155e-01,  1.1568e-02,\n",
      "          3.0862e-01,  4.4122e-01,  2.7408e-02, -1.0479e-01,  1.4770e-01, -1.3233e-01, -2.0991e-01,  3.9642e-01, -4.4032e-01,  1.2551e-01, -3.8911e-01, -6.2864e-03, -8.0581e-03,  4.1346e-03,\n",
      "         -2.7489e-01, -1.0307e-01, -4.0678e-01, -9.3987e-02,  1.0824e-02,  1.3370e-01, -3.0193e-01, -8.6530e-02, -2.5986e-01, -6.5618e-02, -5.5167e-02, -2.4489e-01, -2.3605e-01, -2.4971e-01,\n",
      "         -3.8421e-01,  3.0293e-02,  6.6978e-02, -1.4740e-01,  3.4300e-01,  4.9155e-01, -1.6640e-01,  4.3253e-01,  2.5534e-01,  8.7320e-02, -2.0819e-01,  8.8144e-02,  1.0725e-01,  4.6783e-01,\n",
      "         -1.2095e-01, -2.7878e-01, -9.5306e-02, -1.2030e-01,  1.8523e-02,  3.1243e-01,  3.8635e-02, -1.8741e-01, -3.7193e-01, -3.1247e-01,  1.8637e-01,  4.0866e-01, -2.2125e-01,  5.5367e-02,\n",
      "         -3.1040e-01,  1.9791e-01,  1.3188e-01, -9.6802e-02, -3.2902e-01,  3.1351e-02, -3.9316e-01, -2.6664e-01,  2.6926e-01,  3.3227e-01, -2.4568e-01,  3.5065e-01, -1.5999e-02, -2.1955e-01,\n",
      "          4.0231e-02,  1.0921e-02, -3.2596e-01, -1.8129e-01, -4.6153e-02, -8.8687e-03, -4.5077e-01,  2.4442e-01,  1.7008e-01,  1.7713e-01,  1.2886e-01, -1.8290e-01,  7.5378e-02, -1.6260e-01,\n",
      "         -1.1096e-01, -3.2252e-02, -1.7471e-01, -2.1663e-02, -6.1693e-02,  4.8200e-01,  1.6658e-01,  6.3951e-02,  4.1817e-02, -1.1357e-02, -8.1941e-02,  8.4283e-02,  2.3074e-01, -2.7656e-01,\n",
      "          1.5202e-01,  1.8163e-01,  9.3748e-02,  1.8135e-01, -9.8065e-02, -2.1011e-02, -4.7391e-02, -8.4066e-02, -4.8036e-02,  4.2038e-01, -1.1338e-01,  3.6942e-01, -1.0589e-01, -2.2939e-01,\n",
      "         -2.8309e-02,  1.2549e-01, -1.3979e-01, -2.3080e-01, -1.6458e-01,  1.6292e-01, -2.2431e-01, -1.1946e-01,  2.2999e-01,  2.4227e-01,  6.5307e-02, -5.6012e-02, -2.2407e-02,  1.3881e-01,\n",
      "         -1.1731e-01, -5.3975e-01,  1.5756e-01, -2.0508e-01,  6.5360e-02, -1.9948e-01, -1.5913e-01, -3.0417e-01, -1.2031e-02,  1.6488e-01, -2.5361e-01,  1.2212e-01, -1.0534e-01,  3.3046e-01,\n",
      "          2.9954e-01,  1.7440e-02,  9.6266e-02, -3.3201e-01,  1.0510e-02,  2.6364e-01,  2.8429e-01,  1.6371e-01, -1.1798e-01,  2.7557e-01,  1.4303e-01,  1.1742e-01, -2.5688e-01,  1.5220e-01,\n",
      "         -2.6095e-01, -1.1703e-01, -9.4087e-02,  4.8768e-02,  2.3694e-02, -8.9870e-02, -1.9024e-02,  6.3640e-02,  1.2792e-01, -9.9801e-02,  3.6881e-01,  3.0158e-01,  2.8477e-02, -4.4055e-03,\n",
      "          2.9195e-01,  3.1075e-01, -3.9276e-01,  4.4097e-01, -1.1968e-01, -1.2680e-01,  5.7925e-02,  1.3257e-02,  3.0277e-01,  1.1426e-01, -4.6848e-02,  7.1327e-03,  8.2046e-02,  3.1555e-01,\n",
      "          1.3713e-01, -5.1641e-01, -3.3844e-01,  4.1981e-02, -1.4865e-01,  1.1785e-01,  2.6929e-01, -1.5719e-02,  2.7770e-01,  8.3533e-02, -1.6269e-01,  1.1774e-01, -9.5066e-03, -2.8065e-01,\n",
      "          2.6110e-03,  2.7538e-01, -5.0401e-02,  3.3450e-01,  2.3525e-01,  1.0317e-01,  2.1312e-01, -2.5498e-02,  3.2194e-01, -2.2534e-01, -1.7315e-01,  1.1103e-01, -1.7273e-02, -1.1366e-01,\n",
      "          1.2532e-01, -5.1166e-02, -2.0133e-01,  1.2201e-01, -1.5194e-01,  4.7215e-01, -1.0451e-01,  2.1274e-01,  1.3501e-01,  8.9650e-02, -2.4150e-01,  4.0902e-02,  1.6869e-01,  1.2544e-01,\n",
      "         -1.5554e-01, -8.7707e-02,  2.4550e-01,  8.4850e-02, -2.9588e-01,  4.2727e-01,  1.6471e-01,  6.6705e-02, -4.9356e-02,  1.5769e-01, -9.5825e-02, -3.0881e-01, -3.8001e-01, -3.2515e-01,\n",
      "         -2.9095e-01, -1.8080e-01, -3.8931e-01, -1.7912e-01,  6.6311e-02,  8.0638e-02,  2.1157e-01, -3.2219e-01, -1.0878e-01, -1.3099e-01, -2.4814e-01, -1.1446e-01, -2.9295e-01,  1.1822e-01,\n",
      "         -1.5200e-01, -5.0525e-02,  3.9710e-02, -3.4358e-02, -1.0709e-01, -2.1540e-01, -2.6830e-01, -2.7526e-01, -6.0402e-02, -1.8495e-01, -1.5942e-01,  1.8279e-01, -3.1867e-01, -1.4123e-01,\n",
      "         -3.7200e-02,  3.5229e-01, -4.8668e-02, -6.7485e-02, -4.2729e-01,  6.0191e-02, -3.4793e-01,  2.3426e-01,  1.2960e-01,  2.4232e-01, -3.2325e-01, -9.2134e-02, -1.0541e-02,  2.2360e-02,\n",
      "          1.2663e-01, -1.1148e-01, -3.2929e-01,  3.0697e-01,  3.6806e-01, -3.5299e-01,  7.6915e-02, -1.3751e-01,  4.7719e-02,  3.5872e-01, -4.0021e-02,  2.6079e-01, -2.7973e-01,  4.7962e-02,\n",
      "         -1.9790e-01, -3.0617e-02,  1.0389e-01, -6.9468e-02, -1.1029e-02,  1.0791e-01,  1.1423e-01,  4.1299e-02, -3.4852e-02,  5.2284e-02,  1.8027e-01,  1.2645e-01, -1.6543e-01,  2.6981e-01,\n",
      "          1.6754e-01,  3.3822e-01,  1.9299e-01,  1.8072e-01,  2.8710e-01,  1.0438e-01,  1.0010e-01, -9.6813e-02, -5.1858e-01, -2.7367e-01,  1.4309e-01,  2.6017e-01, -6.1113e-02, -1.2264e-01,\n",
      "         -6.3407e-02, -3.4781e-01,  1.5162e-01, -1.5701e-02, -1.9521e-01, -2.2123e-01,  3.4835e-01,  2.9469e-01, -9.4692e-02,  3.5947e-01, -2.5681e-01,  3.1729e-01, -1.6246e-02,  1.1443e-01,\n",
      "         -1.4135e-01, -3.4786e-01,  5.8813e-02,  1.2702e-01,  1.8873e-03, -1.2547e-01, -1.7637e-01,  2.2900e-01, -4.8176e-02,  1.1277e-01,  1.7977e-02,  2.4188e-01,  2.1303e-01, -1.4089e-01,\n",
      "         -3.1053e-01, -2.6193e-02, -1.9745e-01, -2.9807e-01, -6.4059e-02,  2.1270e-01, -2.4017e-02,  2.5325e-01,  3.2275e-01,  9.4491e-02, -1.8230e-01,  3.1251e-01,  2.5160e-01, -2.7469e-02,\n",
      "         -3.1338e-01, -6.5813e-02,  2.0766e-01, -3.0874e-01,  7.0167e-05, -1.5140e-01, -4.6634e-02,  8.2786e-02,  2.5597e-01,  1.1096e-01, -6.6562e-02,  2.9546e-01, -1.0191e-01, -5.1945e-02,\n",
      "         -9.9970e-02, -2.9824e-01,  1.5514e-01, -2.8757e-01, -2.9773e-01,  1.1338e-01, -1.7434e-01,  4.0642e-01,  1.6544e-01,  1.3976e-01, -3.2984e-01,  6.5694e-02, -3.2685e-02,  4.6580e-02,\n",
      "         -4.9216e-01,  5.6726e-02, -4.4121e-02, -2.0616e-01,  1.5591e-01,  1.1081e-01, -6.3961e-02, -2.0218e-02, -7.7985e-02,  1.1312e-01,  8.4536e-02, -1.4334e-01,  2.2891e-01, -1.7259e-02,\n",
      "         -3.5446e-02, -1.1043e-01, -3.6067e-01, -3.5215e-01, -2.3457e-01, -1.8528e-01, -1.6702e-01,  8.8020e-02,  5.2246e-02, -6.7336e-02,  2.4209e-02,  3.4760e-01,  2.7174e-01, -1.3409e-01,\n",
      "         -1.6763e-01, -6.7373e-02,  2.1490e-01, -3.0753e-01,  2.4509e-01,  4.4263e-02, -4.1049e-01, -5.6793e-01,  1.9199e-02, -1.0033e-01,  6.3106e-01, -6.6170e-02,  2.4943e-01, -4.6690e-02,\n",
      "          1.7027e-01, -7.1019e-02, -1.2968e-01, -8.3109e-02,  1.6419e-01,  2.5105e-01, -4.2327e-02, -9.6941e-02, -8.7109e-02,  1.6817e-01,  4.1368e-02,  8.7572e-03, -2.9013e-01,  2.2583e-01,\n",
      "         -7.1831e-02,  2.7511e-01,  8.5816e-03, -9.9173e-02,  2.0973e-01, -3.2059e-01, -5.4573e-01,  5.1271e-02,  5.5238e-01, -3.6290e-01, -1.0497e-01, -1.6756e-01,  1.3894e-01, -8.0320e-02,\n",
      "          1.8024e-01, -3.2597e-01,  1.0243e-02,  3.8183e-01, -2.7956e-02, -1.9069e-01, -3.6459e-01, -3.2256e-01,  4.3185e-01,  3.7007e-01,  5.2856e-02, -6.2875e-02, -3.0366e-01,  1.6502e-03,\n",
      "         -3.4458e-01, -1.4115e-02,  1.0601e-01,  3.8184e-01, -1.1097e-01,  8.9422e-02, -3.1591e-01, -2.3393e-01,  3.6856e-02, -7.5455e-02,  1.0531e-01,  5.6540e-03, -8.7912e-02, -1.7964e-01,\n",
      "          2.6601e-02, -1.8397e-02,  2.5972e-01,  1.7304e-01, -8.7614e-02, -3.6229e-01, -3.3507e-02,  3.9684e-01, -3.1883e-01, -3.6900e-01,  9.2740e-02,  3.1738e-01, -1.3474e-01, -1.2901e-02,\n",
      "         -4.2701e-02,  5.8445e-02, -3.4341e-02,  4.5564e-01,  6.3280e-02, -1.1742e-01, -1.7349e-01, -4.2950e-01, -1.6211e-01, -2.6065e-01, -5.2296e-02, -9.3661e-02, -2.8123e-02, -3.2034e-01,\n",
      "          2.0460e-01,  9.3510e-02, -7.5030e-02,  4.8268e-01,  3.0434e-01, -7.2170e-02,  1.0822e-01,  2.7651e-01,  1.7083e-01,  3.1783e-01, -1.6603e-01,  1.0809e-01,  2.9857e-01,  1.9887e-01,\n",
      "          2.6385e-01,  2.3306e-01,  2.2446e-02, -2.1915e-01, -2.5019e-01,  5.1543e-02,  1.6191e-01, -2.6359e-01, -1.5810e-01, -2.7928e-01,  4.4602e-01, -1.7209e-01,  1.0484e-01,  5.1745e-02,\n",
      "         -1.0466e-01, -3.8760e-02,  5.6978e-02,  9.6727e-02, -1.8502e-02, -1.6916e-01,  7.3237e-02,  1.3919e-01,  3.5747e-01,  2.3140e-01, -6.7738e-02, -1.9279e-01, -1.4715e-01,  4.7882e-02,\n",
      "          3.4894e-01, -2.4890e-01, -5.0452e-02,  4.0285e-01, -4.4949e-01,  5.5942e-02,  2.1860e-01, -2.9923e-01, -4.2166e-01, -3.5881e-01, -2.3471e-01,  3.5346e-01],\n",
      "        [-4.1592e-02,  1.0665e-01, -3.9599e-02,  1.9965e-01, -3.9199e-01,  5.6108e-03,  1.1781e-01,  2.9105e-01,  1.2767e-01,  6.2485e-01, -1.7648e-01, -2.2512e-01,  3.3519e-01, -1.5796e-01,\n",
      "         -5.3187e-02, -6.9573e-02,  3.4545e-01, -1.7274e-01, -1.8925e-01, -2.3511e-02, -4.8078e-01, -2.1781e-02,  2.3272e-01,  8.2204e-02,  1.2672e-01,  4.7540e-01,  1.0462e-01,  1.1828e-01,\n",
      "         -5.2280e-02, -1.2288e-01, -5.3540e-02, -7.7495e-02,  9.7824e-02, -9.1148e-02, -4.3572e-01, -1.9627e-02,  4.8578e-01, -5.3740e-01, -3.9529e-01, -1.4738e-01, -7.4922e-02, -4.0552e-01,\n",
      "         -1.5017e-01,  4.2532e-01, -2.2512e-01,  1.9980e-01, -1.2991e-01,  1.6950e-01,  1.3732e-02,  4.9738e-04,  1.0763e-01,  9.1340e-02,  4.5663e-01,  1.9813e-01, -2.2335e-01,  7.7641e-02,\n",
      "         -1.6714e-01,  7.1798e-04,  4.5287e-01,  1.4143e-01,  2.2724e-01, -1.4362e-01, -6.8163e-02, -1.6682e-01,  4.0824e-02, -1.5628e-01,  6.0089e-04, -1.1334e-01, -1.3431e-01, -2.0947e-02,\n",
      "          2.6409e-02, -2.0707e-01, -3.3701e-01, -9.5977e-02, -1.4936e-01, -3.2376e-02,  1.3148e-01, -9.7485e-02, -4.6829e-02, -1.2009e-01, -2.9264e-01, -1.9862e-02, -1.9984e-01,  4.5594e-02,\n",
      "         -2.5136e-01,  2.3856e-01, -1.4361e-01,  3.0029e-01, -1.2980e-01,  2.4029e-01,  1.9467e-01, -1.2888e-01, -2.7906e-01, -1.1044e-01,  3.6066e-02, -8.2105e-02,  2.0160e-01,  3.5948e-01,\n",
      "          6.7499e-02,  1.0267e-01,  8.7696e-02,  2.3341e-03, -3.9396e-01, -3.4042e-01, -2.8945e-02, -3.5059e-02,  1.7034e-01,  1.2274e-01,  4.4884e-02, -2.6233e-01, -3.0436e-01,  8.2979e-02,\n",
      "         -5.4220e-02, -9.8461e-02,  5.2590e-02,  1.9134e-01,  5.5534e-03,  3.2860e-01, -8.4335e-02,  2.0294e-03, -1.1495e-01, -2.3535e-01, -1.5371e-01,  3.6891e-01,  1.4810e-01,  2.3781e-01,\n",
      "          5.0716e-01, -2.6772e-01, -1.2863e-01, -5.3213e-02, -5.2931e-02,  1.4778e-01,  1.7959e-01,  1.6478e-02, -8.0781e-03,  3.0962e-01,  6.3720e-02,  1.9408e-01, -2.5827e-01, -1.9270e-01,\n",
      "         -1.8728e-01, -3.1611e-01, -2.8843e-01,  2.0013e-01,  7.2405e-02, -3.2515e-01,  2.5636e-01, -2.5777e-01,  5.1618e-02,  3.0972e-01,  4.2376e-02, -3.9069e-01,  1.3054e-01, -1.2670e-01,\n",
      "          2.2854e-01, -3.8928e-01, -5.2374e-02, -3.2341e-01, -1.4481e-01, -1.9056e-01,  1.1933e-01,  5.3613e-02,  2.2537e-01, -2.5493e-01,  1.4035e-01, -2.3348e-01, -1.6333e-01,  2.9307e-01,\n",
      "         -2.1862e-01, -1.6655e-01,  9.8657e-02, -2.9569e-01, -9.9499e-02,  2.3047e-01, -1.6094e-01, -1.1124e-01, -1.1969e-01,  1.3623e-01,  9.3177e-02, -4.0919e-02,  3.4824e-01, -2.3870e-01,\n",
      "          1.9437e-01, -7.1185e-02, -3.2633e-01, -2.7185e-01, -2.1990e-01, -2.3934e-01,  9.0990e-02,  2.0051e-01,  3.8172e-01,  2.4927e-01, -3.9481e-01,  6.5272e-02,  1.1328e-01,  1.1067e-02,\n",
      "          3.0863e-01,  4.4180e-01,  2.8556e-02, -1.0350e-01,  1.4612e-01, -1.3039e-01, -2.1089e-01,  3.9631e-01, -4.3886e-01,  1.2568e-01, -3.8810e-01, -6.0134e-03, -8.9813e-03,  4.4785e-03,\n",
      "         -2.7285e-01, -1.0231e-01, -4.0710e-01, -9.3932e-02,  1.1375e-02,  1.3380e-01, -3.0269e-01, -8.4802e-02, -2.5986e-01, -6.5632e-02, -5.3496e-02, -2.4461e-01, -2.3569e-01, -2.4871e-01,\n",
      "         -3.8431e-01,  3.1540e-02,  6.7746e-02, -1.4668e-01,  3.4252e-01,  4.9138e-01, -1.6775e-01,  4.3171e-01,  2.5379e-01,  8.7632e-02, -2.0763e-01,  8.8259e-02,  1.0788e-01,  4.6816e-01,\n",
      "         -1.2093e-01, -2.7749e-01, -9.4860e-02, -1.2042e-01,  1.8314e-02,  3.1049e-01,  3.8145e-02, -1.8746e-01, -3.7150e-01, -3.1068e-01,  1.8549e-01,  4.0873e-01, -2.2086e-01,  5.3534e-02,\n",
      "         -3.0983e-01,  1.9642e-01,  1.3164e-01, -9.8698e-02, -3.2830e-01,  3.2631e-02, -3.9237e-01, -2.6656e-01,  2.6870e-01,  3.3244e-01, -2.4481e-01,  3.4994e-01, -1.4273e-02, -2.1867e-01,\n",
      "          3.9678e-02,  1.1854e-02, -3.2394e-01, -1.8115e-01, -4.5872e-02, -7.5695e-03, -4.5053e-01,  2.4626e-01,  1.6730e-01,  1.7653e-01,  1.2858e-01, -1.8182e-01,  7.5901e-02, -1.6138e-01,\n",
      "         -1.0943e-01, -3.1940e-02, -1.7302e-01, -2.1399e-02, -6.3086e-02,  4.8131e-01,  1.6685e-01,  6.4969e-02,  3.9570e-02, -1.0798e-02, -8.3090e-02,  8.3534e-02,  2.3040e-01, -2.7610e-01,\n",
      "          1.5103e-01,  1.8221e-01,  9.3621e-02,  1.7885e-01, -9.7933e-02, -2.0254e-02, -4.6930e-02, -8.4302e-02, -4.8407e-02,  4.1860e-01, -1.1313e-01,  3.6718e-01, -1.0613e-01, -2.2994e-01,\n",
      "         -2.7079e-02,  1.2708e-01, -1.4088e-01, -2.3151e-01, -1.6565e-01,  1.6221e-01, -2.2452e-01, -1.1805e-01,  2.3071e-01,  2.4136e-01,  6.3804e-02, -5.4361e-02, -2.2370e-02,  1.4058e-01,\n",
      "         -1.1706e-01, -5.3894e-01,  1.5685e-01, -2.0465e-01,  6.4503e-02, -1.9941e-01, -1.5701e-01, -3.0121e-01, -1.0090e-02,  1.6300e-01, -2.5436e-01,  1.2188e-01, -1.0491e-01,  3.2937e-01,\n",
      "          2.9848e-01,  1.6649e-02,  9.5542e-02, -3.3121e-01,  1.1283e-02,  2.6495e-01,  2.8371e-01,  1.6372e-01, -1.1863e-01,  2.7522e-01,  1.4428e-01,  1.1546e-01, -2.5634e-01,  1.5065e-01,\n",
      "         -2.6201e-01, -1.1676e-01, -9.1908e-02,  4.7907e-02,  2.5132e-02, -8.9371e-02, -1.9747e-02,  6.4805e-02,  1.2957e-01, -9.8691e-02,  3.6741e-01,  3.0091e-01,  2.9812e-02, -3.3858e-03,\n",
      "          2.9166e-01,  3.0976e-01, -3.9191e-01,  4.4011e-01, -1.1988e-01, -1.2645e-01,  5.7943e-02,  1.4003e-02,  3.0287e-01,  1.1540e-01, -4.7059e-02,  7.9156e-03,  8.1730e-02,  3.1255e-01,\n",
      "          1.3547e-01, -5.1546e-01, -3.3919e-01,  4.1023e-02, -1.4927e-01,  1.1689e-01,  2.6898e-01, -1.5689e-02,  2.7843e-01,  8.5579e-02, -1.6201e-01,  1.1855e-01, -9.0628e-03, -2.8184e-01,\n",
      "          2.1038e-03,  2.7529e-01, -4.9643e-02,  3.3198e-01,  2.3524e-01,  1.0312e-01,  2.1159e-01, -2.7171e-02,  3.2234e-01, -2.2429e-01, -1.7185e-01,  1.1092e-01, -1.6757e-02, -1.1444e-01,\n",
      "          1.2627e-01, -5.1411e-02, -2.0038e-01,  1.2147e-01, -1.5152e-01,  4.7111e-01, -1.0530e-01,  2.1470e-01,  1.3566e-01,  9.0029e-02, -2.3935e-01,  4.2625e-02,  1.6833e-01,  1.2711e-01,\n",
      "         -1.5483e-01, -8.5279e-02,  2.4492e-01,  8.4628e-02, -2.9536e-01,  4.2536e-01,  1.6372e-01,  6.8225e-02, -4.9286e-02,  1.5706e-01, -9.5701e-02, -3.0814e-01, -3.7836e-01, -3.2458e-01,\n",
      "         -2.9109e-01, -1.8036e-01, -3.8730e-01, -1.8011e-01,  6.9185e-02,  8.1367e-02,  2.1142e-01, -3.2057e-01, -1.0850e-01, -1.3136e-01, -2.4734e-01, -1.1144e-01, -2.9100e-01,  1.1827e-01,\n",
      "         -1.5202e-01, -4.9600e-02,  3.9558e-02, -3.3548e-02, -1.0779e-01, -2.1446e-01, -2.6707e-01, -2.7501e-01, -5.9683e-02, -1.8794e-01, -1.5914e-01,  1.8266e-01, -3.1854e-01, -1.4159e-01,\n",
      "         -3.4706e-02,  3.5083e-01, -4.8683e-02, -6.7338e-02, -4.2747e-01,  6.0703e-02, -3.4619e-01,  2.3358e-01,  1.2986e-01,  2.4009e-01, -3.2414e-01, -9.3189e-02, -1.1481e-02,  2.3142e-02,\n",
      "          1.2566e-01, -1.1161e-01, -3.2791e-01,  3.0666e-01,  3.6621e-01, -3.5253e-01,  7.6501e-02, -1.3813e-01,  4.8257e-02,  3.5777e-01, -4.0743e-02,  2.6060e-01, -2.8038e-01,  4.8583e-02,\n",
      "         -1.9675e-01, -2.9391e-02,  1.0398e-01, -6.7808e-02, -1.1280e-02,  1.0816e-01,  1.1506e-01,  4.0692e-02, -3.6444e-02,  5.0985e-02,  1.8094e-01,  1.2778e-01, -1.6624e-01,  2.6884e-01,\n",
      "          1.6680e-01,  3.3743e-01,  1.9278e-01,  1.8217e-01,  2.8601e-01,  1.0490e-01,  9.9643e-02, -9.7249e-02, -5.1787e-01, -2.7266e-01,  1.4459e-01,  2.6115e-01, -6.1400e-02, -1.2090e-01,\n",
      "         -6.2830e-02, -3.4756e-01,  1.5234e-01, -1.4569e-02, -1.9545e-01, -2.2146e-01,  3.4853e-01,  2.9302e-01, -9.5060e-02,  3.5856e-01, -2.5573e-01,  3.1763e-01, -1.7069e-02,  1.1613e-01,\n",
      "         -1.4094e-01, -3.4618e-01,  5.7067e-02,  1.2645e-01,  2.6263e-03, -1.2360e-01, -1.7512e-01,  2.3002e-01, -4.6694e-02,  1.1428e-01,  1.7768e-02,  2.4235e-01,  2.1239e-01, -1.4025e-01,\n",
      "         -3.1100e-01, -2.6169e-02, -1.9760e-01, -2.9845e-01, -6.5681e-02,  2.1212e-01, -2.6572e-02,  2.5327e-01,  3.2156e-01,  9.4542e-02, -1.8219e-01,  3.1294e-01,  2.5067e-01, -2.7487e-02,\n",
      "         -3.1163e-01, -6.7084e-02,  2.0706e-01, -3.0751e-01,  7.7228e-04, -1.5159e-01, -4.5286e-02,  8.1489e-02,  2.5489e-01,  1.0914e-01, -6.6717e-02,  2.9371e-01, -1.0343e-01, -5.1686e-02,\n",
      "         -1.0001e-01, -2.9618e-01,  1.5466e-01, -2.8618e-01, -2.9647e-01,  1.1297e-01, -1.7232e-01,  4.0568e-01,  1.6715e-01,  1.3715e-01, -3.2711e-01,  6.5652e-02, -3.2591e-02,  4.7167e-02,\n",
      "         -4.9242e-01,  5.4769e-02, -4.3889e-02, -2.0429e-01,  1.5771e-01,  1.1007e-01, -6.4426e-02, -2.0581e-02, -7.7903e-02,  1.1202e-01,  8.5536e-02, -1.4274e-01,  2.2742e-01, -1.8125e-02,\n",
      "         -3.4998e-02, -1.1167e-01, -3.5959e-01, -3.5293e-01, -2.3429e-01, -1.8634e-01, -1.6684e-01,  8.8989e-02,  5.1409e-02, -6.7133e-02,  2.4749e-02,  3.4565e-01,  2.7119e-01, -1.3242e-01,\n",
      "         -1.6792e-01, -6.7191e-02,  2.1506e-01, -3.0722e-01,  2.4527e-01,  4.3861e-02, -4.1038e-01, -5.6596e-01,  1.9398e-02, -1.0133e-01,  6.3106e-01, -6.6120e-02,  2.4844e-01, -4.6435e-02,\n",
      "          1.6997e-01, -7.1653e-02, -1.3002e-01, -8.5678e-02,  1.6389e-01,  2.4942e-01, -4.1362e-02, -9.4527e-02, -8.5764e-02,  1.6806e-01,  4.0034e-02,  8.4539e-03, -2.8785e-01,  2.2591e-01,\n",
      "         -7.1167e-02,  2.7467e-01,  8.2208e-03, -9.9496e-02,  2.1049e-01, -3.2038e-01, -5.4391e-01,  5.0827e-02,  5.5087e-01, -3.6230e-01, -1.0453e-01, -1.6676e-01,  1.3898e-01, -8.1649e-02,\n",
      "          1.8113e-01, -3.2571e-01,  1.0596e-02,  3.8249e-01, -2.7915e-02, -1.8954e-01, -3.6282e-01, -3.2205e-01,  4.3103e-01,  3.6846e-01,  5.3202e-02, -6.5612e-02, -3.0261e-01,  1.5412e-03,\n",
      "         -3.4453e-01, -1.3653e-02,  1.0611e-01,  3.8103e-01, -1.1317e-01,  8.8553e-02, -3.1565e-01, -2.3288e-01,  3.5559e-02, -7.6328e-02,  1.0535e-01,  4.5819e-03, -8.7230e-02, -1.8040e-01,\n",
      "          2.7194e-02, -1.7810e-02,  2.5774e-01,  1.7353e-01, -8.7949e-02, -3.6303e-01, -3.4776e-02,  3.9636e-01, -3.1798e-01, -3.6827e-01,  9.1527e-02,  3.1675e-01, -1.3438e-01, -1.3170e-02,\n",
      "         -4.4062e-02,  5.7886e-02, -3.4133e-02,  4.5528e-01,  6.1283e-02, -1.1612e-01, -1.7224e-01, -4.2939e-01, -1.6245e-01, -2.6026e-01, -5.1312e-02, -9.3843e-02, -2.7577e-02, -3.2000e-01,\n",
      "          2.0471e-01,  9.2752e-02, -7.3708e-02,  4.8110e-01,  3.0536e-01, -7.1663e-02,  1.0950e-01,  2.7729e-01,  1.7100e-01,  3.1825e-01, -1.6631e-01,  1.0580e-01,  2.9770e-01,  1.9767e-01,\n",
      "          2.6288e-01,  2.3119e-01,  2.4918e-02, -2.1890e-01, -2.4810e-01,  4.9701e-02,  1.6105e-01, -2.6310e-01, -1.5836e-01, -2.7964e-01,  4.4503e-01, -1.7314e-01,  1.0501e-01,  5.1412e-02,\n",
      "         -1.0514e-01, -3.7719e-02,  5.5595e-02,  9.7105e-02, -2.0694e-02, -1.6939e-01,  7.3636e-02,  1.3765e-01,  3.5719e-01,  2.2976e-01, -6.6308e-02, -1.9350e-01, -1.4513e-01,  4.7567e-02,\n",
      "          3.4863e-01, -2.4873e-01, -4.9096e-02,  4.0223e-01, -4.4849e-01,  5.6793e-02,  2.1604e-01, -2.9893e-01, -4.1870e-01, -3.5886e-01, -2.3498e-01,  3.5233e-01],\n",
      "        [-4.2731e-02,  1.0859e-01, -3.6215e-02,  1.9927e-01, -3.9386e-01,  4.8553e-03,  1.1946e-01,  2.9237e-01,  1.3090e-01,  6.2646e-01, -1.7814e-01, -2.2562e-01,  3.3469e-01, -1.6273e-01,\n",
      "         -5.4681e-02, -6.9227e-02,  3.4858e-01, -1.7342e-01, -1.8929e-01, -2.2287e-02, -4.8318e-01, -2.3114e-02,  2.3330e-01,  8.1757e-02,  1.2929e-01,  4.7629e-01,  1.0532e-01,  1.1553e-01,\n",
      "         -4.9822e-02, -1.2411e-01, -5.6271e-02, -7.9357e-02,  9.7062e-02, -9.2827e-02, -4.3782e-01, -1.9522e-02,  4.8674e-01, -5.3941e-01, -3.9513e-01, -1.4703e-01, -7.7978e-02, -4.0716e-01,\n",
      "         -1.4980e-01,  4.2717e-01, -2.2818e-01,  1.9968e-01, -1.2854e-01,  1.6617e-01,  1.4579e-02,  2.6869e-03,  1.0609e-01,  9.0781e-02,  4.5592e-01,  1.9912e-01, -2.2304e-01,  7.6868e-02,\n",
      "         -1.6820e-01,  1.9471e-03,  4.5284e-01,  1.4048e-01,  2.2976e-01, -1.4244e-01, -7.0958e-02, -1.6994e-01,  3.9904e-02, -1.5898e-01,  1.2676e-03, -1.1305e-01, -1.3431e-01, -2.1931e-02,\n",
      "          2.4582e-02, -2.0639e-01, -3.3897e-01, -9.4995e-02, -1.4828e-01, -3.1591e-02,  1.3289e-01, -9.9433e-02, -4.8604e-02, -1.2214e-01, -2.9239e-01, -1.9918e-02, -2.0211e-01,  4.7805e-02,\n",
      "         -2.5167e-01,  2.4076e-01, -1.4448e-01,  3.0196e-01, -1.3041e-01,  2.4224e-01,  1.9301e-01, -1.3132e-01, -2.8009e-01, -1.1027e-01,  3.5747e-02, -8.1659e-02,  2.0161e-01,  3.5993e-01,\n",
      "          7.0736e-02,  1.0208e-01,  9.0864e-02,  3.1796e-03, -3.9591e-01, -3.4056e-01, -3.0107e-02, -3.7288e-02,  1.6944e-01,  1.2340e-01,  4.8614e-02, -2.6288e-01, -3.0586e-01,  8.4914e-02,\n",
      "         -5.1849e-02, -1.0060e-01,  5.1046e-02,  1.9039e-01,  5.7712e-03,  3.2993e-01, -8.6316e-02,  1.2207e-03, -1.1348e-01, -2.3638e-01, -1.5141e-01,  3.6937e-01,  1.4778e-01,  2.4004e-01,\n",
      "          5.0823e-01, -2.6808e-01, -1.2847e-01, -5.3650e-02, -5.4267e-02,  1.4925e-01,  1.8050e-01,  1.6256e-02, -8.5877e-03,  3.1026e-01,  6.3325e-02,  1.9762e-01, -2.5883e-01, -1.9424e-01,\n",
      "         -1.8944e-01, -3.2040e-01, -2.9037e-01,  2.0133e-01,  7.2632e-02, -3.2577e-01,  2.5706e-01, -2.5782e-01,  5.1586e-02,  3.0988e-01,  4.0988e-02, -3.9010e-01,  1.3375e-01, -1.2646e-01,\n",
      "          2.2830e-01, -3.9092e-01, -5.4176e-02, -3.2349e-01, -1.4678e-01, -1.9228e-01,  1.2195e-01,  5.4405e-02,  2.2479e-01, -2.5822e-01,  1.4093e-01, -2.3627e-01, -1.6423e-01,  2.9586e-01,\n",
      "         -2.1811e-01, -1.6525e-01,  9.7648e-02, -2.9648e-01, -9.9301e-02,  2.3367e-01, -1.5942e-01, -1.1097e-01, -1.1805e-01,  1.3585e-01,  9.2870e-02, -4.1990e-02,  3.5083e-01, -2.4033e-01,\n",
      "          1.9346e-01, -6.9962e-02, -3.2803e-01, -2.7267e-01, -2.2227e-01, -2.4096e-01,  8.8930e-02,  2.0434e-01,  3.8336e-01,  2.4896e-01, -3.9620e-01,  6.6315e-02,  1.1016e-01,  1.1893e-02,\n",
      "          3.0985e-01,  4.4203e-01,  2.8806e-02, -1.0703e-01,  1.4867e-01, -1.3031e-01, -2.1096e-01,  3.9729e-01, -4.4177e-01,  1.2515e-01, -3.9132e-01, -5.4118e-03, -9.1391e-03,  3.5641e-03,\n",
      "         -2.7671e-01, -1.0283e-01, -4.0754e-01, -9.3293e-02,  9.3204e-03,  1.3462e-01, -3.0269e-01, -8.5370e-02, -2.6092e-01, -6.8190e-02, -5.4557e-02, -2.4694e-01, -2.3763e-01, -2.4881e-01,\n",
      "         -3.8531e-01,  3.0712e-02,  7.0612e-02, -1.4824e-01,  3.4284e-01,  4.9192e-01, -1.6602e-01,  4.3374e-01,  2.5652e-01,  8.7626e-02, -2.0861e-01,  8.9074e-02,  1.0781e-01,  4.6842e-01,\n",
      "         -1.2220e-01, -2.8066e-01, -9.4845e-02, -1.2116e-01,  1.8563e-02,  3.1260e-01,  3.7985e-02, -1.8711e-01, -3.7183e-01, -3.1161e-01,  1.8459e-01,  4.0907e-01, -2.2146e-01,  5.5663e-02,\n",
      "         -3.0913e-01,  1.9702e-01,  1.2910e-01, -9.7976e-02, -3.3152e-01,  3.0819e-02, -3.9491e-01, -2.6640e-01,  2.6869e-01,  3.3186e-01, -2.4485e-01,  3.5100e-01, -1.6794e-02, -2.2074e-01,\n",
      "          3.9879e-02,  8.5556e-03, -3.2624e-01, -1.8244e-01, -4.5050e-02, -8.4397e-03, -4.5250e-01,  2.4544e-01,  1.7086e-01,  1.7771e-01,  1.3053e-01, -1.8381e-01,  7.5889e-02, -1.6256e-01,\n",
      "         -1.1111e-01, -3.2941e-02, -1.7562e-01, -2.3139e-02, -6.1849e-02,  4.8147e-01,  1.6688e-01,  6.6469e-02,  4.0358e-02, -1.2867e-02, -8.3443e-02,  8.2281e-02,  2.2949e-01, -2.7638e-01,\n",
      "          1.5383e-01,  1.8251e-01,  9.2500e-02,  1.8011e-01, -9.7955e-02, -2.3266e-02, -4.7437e-02, -8.2603e-02, -4.8603e-02,  4.2279e-01, -1.1478e-01,  3.7218e-01, -1.0668e-01, -2.2982e-01,\n",
      "         -2.8893e-02,  1.2672e-01, -1.4056e-01, -2.2981e-01, -1.6495e-01,  1.6287e-01, -2.2479e-01, -1.1731e-01,  2.3103e-01,  2.4120e-01,  6.5039e-02, -5.5506e-02, -2.3852e-02,  1.3992e-01,\n",
      "         -1.1585e-01, -5.3975e-01,  1.5674e-01, -2.0461e-01,  6.4314e-02, -2.0069e-01, -1.5915e-01, -3.0563e-01, -1.2000e-02,  1.6556e-01, -2.5477e-01,  1.2188e-01, -1.0624e-01,  3.3290e-01,\n",
      "          2.9894e-01,  1.6996e-02,  9.4957e-02, -3.3461e-01,  1.1025e-02,  2.6186e-01,  2.8517e-01,  1.6250e-01, -1.1840e-01,  2.7676e-01,  1.4473e-01,  1.1759e-01, -2.5835e-01,  1.5179e-01,\n",
      "         -2.6158e-01, -1.1874e-01, -9.4671e-02,  4.7914e-02,  2.4243e-02, -9.1971e-02, -1.9722e-02,  6.4196e-02,  1.2887e-01, -9.8846e-02,  3.6868e-01,  3.0105e-01,  2.6969e-02, -3.2126e-03,\n",
      "          2.9451e-01,  3.1176e-01, -3.9663e-01,  4.4214e-01, -1.2115e-01, -1.2952e-01,  5.6108e-02,  1.2074e-02,  3.0392e-01,  1.1203e-01, -4.8117e-02,  8.4411e-03,  8.1238e-02,  3.1660e-01,\n",
      "          1.3560e-01, -5.1689e-01, -3.3747e-01,  4.3030e-02, -1.4966e-01,  1.1862e-01,  2.6927e-01, -1.5596e-02,  2.7667e-01,  8.3666e-02, -1.6582e-01,  1.2025e-01, -8.6619e-03, -2.8173e-01,\n",
      "          4.3409e-03,  2.7721e-01, -5.0172e-02,  3.3632e-01,  2.3494e-01,  1.0350e-01,  2.1129e-01, -2.5902e-02,  3.2297e-01, -2.2579e-01, -1.7349e-01,  1.0909e-01, -1.7482e-02, -1.1406e-01,\n",
      "          1.2268e-01, -5.4048e-02, -2.0321e-01,  1.2062e-01, -1.5290e-01,  4.7264e-01, -1.0221e-01,  2.1467e-01,  1.3577e-01,  8.9551e-02, -2.3997e-01,  3.9351e-02,  1.6781e-01,  1.2634e-01,\n",
      "         -1.5745e-01, -8.6977e-02,  2.4354e-01,  8.5837e-02, -2.9638e-01,  4.2869e-01,  1.6279e-01,  6.8929e-02, -4.9725e-02,  1.5924e-01, -9.7153e-02, -3.0910e-01, -3.8041e-01, -3.2648e-01,\n",
      "         -2.9313e-01, -1.8074e-01, -3.9084e-01, -1.8163e-01,  6.9506e-02,  8.1533e-02,  2.1436e-01, -3.2225e-01, -1.0802e-01, -1.3218e-01, -2.4960e-01, -1.1370e-01, -2.9320e-01,  1.1677e-01,\n",
      "         -1.5374e-01, -5.2559e-02,  3.9832e-02, -3.4003e-02, -1.0729e-01, -2.1278e-01, -2.6854e-01, -2.7663e-01, -5.9720e-02, -1.8642e-01, -1.5868e-01,  1.8476e-01, -3.1850e-01, -1.4082e-01,\n",
      "         -3.5978e-02,  3.5067e-01, -4.7546e-02, -6.9804e-02, -4.2810e-01,  5.9281e-02, -3.4733e-01,  2.3359e-01,  1.3047e-01,  2.4301e-01, -3.2472e-01, -9.1506e-02, -9.3100e-03,  2.1628e-02,\n",
      "          1.2763e-01, -1.1237e-01, -3.2978e-01,  3.0839e-01,  3.6943e-01, -3.5464e-01,  7.6742e-02, -1.3823e-01,  4.7669e-02,  3.5880e-01, -4.0910e-02,  2.6234e-01, -2.8277e-01,  4.8213e-02,\n",
      "         -1.9845e-01, -3.0104e-02,  1.0414e-01, -6.8207e-02, -9.4246e-03,  1.0796e-01,  1.1377e-01,  4.0401e-02, -3.3621e-02,  5.1716e-02,  1.8217e-01,  1.2785e-01, -1.6755e-01,  2.6914e-01,\n",
      "          1.6895e-01,  3.3890e-01,  1.9373e-01,  1.8178e-01,  2.8698e-01,  1.0437e-01,  1.0211e-01, -9.7726e-02, -5.1907e-01, -2.7453e-01,  1.4044e-01,  2.6068e-01, -6.0629e-02, -1.2416e-01,\n",
      "         -6.2516e-02, -3.4726e-01,  1.5301e-01, -1.6593e-02, -1.9704e-01, -2.2080e-01,  3.4878e-01,  2.9381e-01, -9.6218e-02,  3.6037e-01, -2.5587e-01,  3.1795e-01, -1.6053e-02,  1.1649e-01,\n",
      "         -1.4263e-01, -3.4730e-01,  5.7917e-02,  1.2661e-01,  2.6798e-03, -1.2421e-01, -1.7667e-01,  2.2919e-01, -4.8758e-02,  1.1565e-01,  2.0248e-02,  2.4463e-01,  2.1336e-01, -1.4112e-01,\n",
      "         -3.1082e-01, -2.8641e-02, -1.9727e-01, -2.9793e-01, -6.1242e-02,  2.1117e-01, -2.5802e-02,  2.5441e-01,  3.2265e-01,  9.6875e-02, -1.8348e-01,  3.1403e-01,  2.5304e-01, -2.6449e-02,\n",
      "         -3.1301e-01, -6.6595e-02,  2.0606e-01, -3.0996e-01,  7.9501e-04, -1.5271e-01, -4.6922e-02,  8.4183e-02,  2.5664e-01,  1.0976e-01, -6.6390e-02,  2.9504e-01, -1.0236e-01, -5.3463e-02,\n",
      "         -1.0116e-01, -3.0030e-01,  1.5760e-01, -2.8984e-01, -2.9857e-01,  1.1206e-01, -1.7309e-01,  4.0770e-01,  1.6506e-01,  1.4051e-01, -3.3029e-01,  6.4117e-02, -3.4940e-02,  4.7772e-02,\n",
      "         -4.9238e-01,  5.7208e-02, -4.4549e-02, -2.0645e-01,  1.5828e-01,  1.1070e-01, -6.4563e-02, -2.1048e-02, -7.8438e-02,  1.1542e-01,  8.6966e-02, -1.4424e-01,  2.2865e-01, -1.5759e-02,\n",
      "         -3.5542e-02, -1.1047e-01, -3.6240e-01, -3.5090e-01, -2.3340e-01, -1.8763e-01, -1.6629e-01,  9.0041e-02,  5.1822e-02, -6.7125e-02,  2.5647e-02,  3.4693e-01,  2.7325e-01, -1.3514e-01,\n",
      "         -1.6983e-01, -6.7990e-02,  2.1597e-01, -3.0821e-01,  2.4508e-01,  4.5060e-02, -4.1064e-01, -5.6880e-01,  1.7200e-02, -1.0070e-01,  6.3115e-01, -6.6392e-02,  2.5168e-01, -4.8358e-02,\n",
      "          1.7088e-01, -6.9942e-02, -1.2996e-01, -8.5840e-02,  1.6349e-01,  2.4969e-01, -4.3850e-02, -9.6231e-02, -8.8502e-02,  1.6858e-01,  4.1574e-02,  8.7373e-03, -2.9083e-01,  2.2732e-01,\n",
      "         -7.1022e-02,  2.7440e-01,  8.9934e-03, -9.7526e-02,  2.0790e-01, -3.2112e-01, -5.4609e-01,  5.0140e-02,  5.5230e-01, -3.6383e-01, -1.0616e-01, -1.7024e-01,  1.4089e-01, -8.2257e-02,\n",
      "          1.8094e-01, -3.2560e-01,  9.5767e-03,  3.8191e-01, -2.7307e-02, -1.8991e-01, -3.6576e-01, -3.2350e-01,  4.3262e-01,  3.6989e-01,  5.3061e-02, -6.3828e-02, -3.0258e-01,  3.3420e-03,\n",
      "         -3.4649e-01, -1.3912e-02,  1.0519e-01,  3.8273e-01, -1.1122e-01,  9.1404e-02, -3.1502e-01, -2.3403e-01,  3.6569e-02, -7.5795e-02,  1.0679e-01,  5.2500e-03, -8.5714e-02, -1.8091e-01,\n",
      "          2.6958e-02, -1.9705e-02,  2.6064e-01,  1.7394e-01, -8.8164e-02, -3.6296e-01, -3.4402e-02,  3.9875e-01, -3.1935e-01, -3.7093e-01,  9.2880e-02,  3.2017e-01, -1.3532e-01, -1.4186e-02,\n",
      "         -4.2446e-02,  5.9989e-02, -3.4593e-02,  4.5717e-01,  6.1571e-02, -1.1637e-01, -1.7216e-01, -4.2901e-01, -1.6336e-01, -2.6017e-01, -5.2469e-02, -9.2774e-02, -2.9704e-02, -3.1904e-01,\n",
      "          2.0392e-01,  9.5121e-02, -7.4372e-02,  4.8348e-01,  3.0434e-01, -7.2176e-02,  1.1010e-01,  2.7684e-01,  1.7206e-01,  3.1875e-01, -1.6623e-01,  1.0921e-01,  2.9922e-01,  1.9929e-01,\n",
      "          2.6391e-01,  2.3174e-01,  2.4080e-02, -2.2138e-01, -2.5168e-01,  5.0591e-02,  1.6275e-01, -2.6370e-01, -1.5907e-01, -2.8023e-01,  4.4641e-01, -1.7200e-01,  1.0674e-01,  5.0181e-02,\n",
      "         -1.0634e-01, -3.8339e-02,  5.6310e-02,  9.7049e-02, -1.9938e-02, -1.6988e-01,  7.3705e-02,  1.4227e-01,  3.5822e-01,  2.3032e-01, -6.7203e-02, -1.9412e-01, -1.4742e-01,  4.7761e-02,\n",
      "          3.5117e-01, -2.4639e-01, -5.1742e-02,  4.0209e-01, -4.5067e-01,  5.7113e-02,  2.1768e-01, -2.9943e-01, -4.2199e-01, -3.6104e-01, -2.3412e-01,  3.5470e-01],\n",
      "        [-4.3828e-02,  1.0805e-01, -3.7793e-02,  1.9919e-01, -3.9330e-01,  2.7432e-03,  1.1819e-01,  2.9217e-01,  1.2787e-01,  6.2539e-01, -1.7995e-01, -2.2424e-01,  3.3784e-01, -1.6203e-01,\n",
      "         -5.4728e-02, -6.8859e-02,  3.4832e-01, -1.7245e-01, -1.9044e-01, -1.9773e-02, -4.8153e-01, -2.1915e-02,  2.3121e-01,  8.3197e-02,  1.2869e-01,  4.7395e-01,  1.0387e-01,  1.1522e-01,\n",
      "         -5.0461e-02, -1.2241e-01, -5.3753e-02, -7.8624e-02,  9.9050e-02, -9.0988e-02, -4.3734e-01, -2.0541e-02,  4.8661e-01, -5.3875e-01, -3.9860e-01, -1.4762e-01, -7.7905e-02, -4.0737e-01,\n",
      "         -1.5003e-01,  4.2899e-01, -2.2663e-01,  1.9961e-01, -1.2917e-01,  1.6769e-01,  1.6315e-02,  2.7037e-04,  1.0774e-01,  9.2408e-02,  4.5667e-01,  1.9663e-01, -2.2420e-01,  7.5585e-02,\n",
      "         -1.6721e-01,  5.2077e-03,  4.5001e-01,  1.4243e-01,  2.2861e-01, -1.4249e-01, -7.0121e-02, -1.6656e-01,  4.1578e-02, -1.5812e-01, -4.2086e-04, -1.1290e-01, -1.3670e-01, -1.8783e-02,\n",
      "          2.8247e-02, -2.0763e-01, -3.4086e-01, -9.4877e-02, -1.4817e-01, -3.3140e-02,  1.3305e-01, -9.7695e-02, -4.9676e-02, -1.1883e-01, -2.9376e-01, -1.8120e-02, -2.0043e-01,  4.7638e-02,\n",
      "         -2.5268e-01,  2.4088e-01, -1.4417e-01,  3.0065e-01, -1.2729e-01,  2.4163e-01,  1.9568e-01, -1.3145e-01, -2.7698e-01, -1.1326e-01,  3.6119e-02, -8.5032e-02,  2.0372e-01,  3.5947e-01,\n",
      "          7.0792e-02,  1.0201e-01,  9.1349e-02,  3.3641e-03, -3.9539e-01, -3.4126e-01, -2.6360e-02, -3.6718e-02,  1.6945e-01,  1.2334e-01,  4.7669e-02, -2.6092e-01, -3.0405e-01,  8.3572e-02,\n",
      "         -5.2029e-02, -1.0007e-01,  5.1299e-02,  1.9136e-01,  6.9260e-03,  3.2956e-01, -8.6907e-02,  3.5882e-03, -1.1667e-01, -2.3824e-01, -1.5503e-01,  3.6806e-01,  1.4628e-01,  2.3972e-01,\n",
      "          5.0668e-01, -2.6836e-01, -1.2935e-01, -5.0665e-02, -5.5397e-02,  1.4733e-01,  1.8050e-01,  1.5845e-02, -7.3594e-03,  3.0926e-01,  6.6063e-02,  1.9591e-01, -2.5817e-01, -1.9154e-01,\n",
      "         -1.8836e-01, -3.1957e-01, -2.8962e-01,  1.9932e-01,  7.1882e-02, -3.2432e-01,  2.5691e-01, -2.5733e-01,  5.3169e-02,  3.1017e-01,  4.1088e-02, -3.8765e-01,  1.3082e-01, -1.2803e-01,\n",
      "          2.2514e-01, -3.9000e-01, -5.1417e-02, -3.2599e-01, -1.4733e-01, -1.9183e-01,  1.2079e-01,  5.5289e-02,  2.2416e-01, -2.5707e-01,  1.4075e-01, -2.3270e-01, -1.6409e-01,  2.9437e-01,\n",
      "         -2.1869e-01, -1.6479e-01,  9.6310e-02, -2.9737e-01, -1.0144e-01,  2.3081e-01, -1.5948e-01, -1.1206e-01, -1.1973e-01,  1.3555e-01,  9.3687e-02, -4.1395e-02,  3.5090e-01, -2.3903e-01,\n",
      "          1.9094e-01, -7.0454e-02, -3.2836e-01, -2.7122e-01, -2.2072e-01, -2.3664e-01,  9.0205e-02,  2.0349e-01,  3.8168e-01,  2.4916e-01, -3.9604e-01,  6.5559e-02,  1.1067e-01,  1.2885e-02,\n",
      "          3.0828e-01,  4.4058e-01,  2.6582e-02, -1.0462e-01,  1.4857e-01, -1.3334e-01, -2.0870e-01,  3.9588e-01, -4.4071e-01,  1.2587e-01, -3.8940e-01, -6.2679e-03, -6.7743e-03,  3.9573e-03,\n",
      "         -2.7565e-01, -1.0287e-01, -4.0567e-01, -9.3316e-02,  1.0575e-02,  1.3294e-01, -3.0124e-01, -8.6630e-02, -2.5946e-01, -6.5118e-02, -5.6322e-02, -2.4498e-01, -2.3606e-01, -2.5095e-01,\n",
      "         -3.8392e-01,  2.9942e-02,  6.5833e-02, -1.4701e-01,  3.4309e-01,  4.9105e-01, -1.6521e-01,  4.3237e-01,  2.5578e-01,  8.7194e-02, -2.0775e-01,  8.8024e-02,  1.0705e-01,  4.6676e-01,\n",
      "         -1.2031e-01, -2.7845e-01, -9.5566e-02, -1.2031e-01,  1.8193e-02,  3.1287e-01,  3.9173e-02, -1.8748e-01, -3.7171e-01, -3.1339e-01,  1.8653e-01,  4.0849e-01, -2.2110e-01,  5.6037e-02,\n",
      "         -3.1054e-01,  1.9840e-01,  1.3288e-01, -9.6756e-02, -3.2887e-01,  3.0302e-02, -3.9275e-01, -2.6631e-01,  2.6991e-01,  3.3145e-01, -2.4627e-01,  3.5142e-01, -1.6489e-02, -2.1934e-01,\n",
      "          4.0551e-02,  1.0120e-02, -3.2619e-01, -1.8151e-01, -4.7403e-02, -9.9095e-03, -4.5052e-01,  2.4399e-01,  1.6992e-01,  1.7695e-01,  1.2780e-01, -1.8389e-01,  7.5212e-02, -1.6329e-01,\n",
      "         -1.1237e-01, -3.2181e-02, -1.7417e-01, -2.1406e-02, -6.1300e-02,  4.8171e-01,  1.6690e-01,  6.3394e-02,  4.2774e-02, -1.1892e-02, -8.0806e-02,  8.6055e-02,  2.3050e-01, -2.7641e-01,\n",
      "          1.5106e-01,  1.8102e-01,  9.4050e-02,  1.8218e-01, -9.8304e-02, -2.0694e-02, -4.7581e-02, -8.4401e-02, -4.7422e-02,  4.1948e-01, -1.1220e-01,  3.6981e-01, -1.0547e-01, -2.2864e-01,\n",
      "         -2.8424e-02,  1.2451e-01, -1.3887e-01, -2.3140e-01, -1.6370e-01,  1.6325e-01, -2.2405e-01, -1.2059e-01,  2.2930e-01,  2.4278e-01,  6.5421e-02, -5.5876e-02, -2.2682e-02,  1.3748e-01,\n",
      "         -1.1733e-01, -5.3987e-01,  1.5852e-01, -2.0494e-01,  6.5573e-02, -1.9934e-01, -1.6041e-01, -3.0484e-01, -1.3348e-02,  1.6439e-01, -2.5295e-01,  1.2182e-01, -1.0499e-01,  3.3012e-01,\n",
      "          3.0069e-01,  1.8043e-02,  9.6434e-02, -3.3274e-01,  9.4511e-03,  2.6418e-01,  2.8403e-01,  1.6472e-01, -1.1764e-01,  2.7549e-01,  1.4280e-01,  1.1901e-01, -2.5701e-01,  1.5349e-01,\n",
      "         -2.6078e-01, -1.1675e-01, -9.5552e-02,  5.0650e-02,  2.3635e-02, -8.9364e-02, -1.9085e-02,  6.2526e-02,  1.2804e-01, -1.0008e-01,  3.6985e-01,  3.0225e-01,  2.7784e-02, -4.6469e-03,\n",
      "          2.9197e-01,  3.1102e-01, -3.9227e-01,  4.4121e-01, -1.1876e-01, -1.2704e-01,  5.7781e-02,  1.3105e-02,  3.0167e-01,  1.1431e-01, -4.5965e-02,  5.9336e-03,  8.1348e-02,  3.1671e-01,\n",
      "          1.3798e-01, -5.1664e-01, -3.3936e-01,  4.1619e-02, -1.4802e-01,  1.1817e-01,  2.6938e-01, -1.5800e-02,  2.7789e-01,  8.2896e-02, -1.6164e-01,  1.1683e-01, -9.5376e-03, -2.7999e-01,\n",
      "          3.2896e-03,  2.7537e-01, -5.1716e-02,  3.3508e-01,  2.3526e-01,  1.0355e-01,  2.1424e-01, -2.5159e-02,  3.2083e-01, -2.2505e-01, -1.7310e-01,  1.1168e-01, -1.7226e-02, -1.1346e-01,\n",
      "          1.2542e-01, -5.0557e-02, -2.0105e-01,  1.2244e-01, -1.5198e-01,  4.7250e-01, -1.0470e-01,  2.1135e-01,  1.3441e-01,  8.9818e-02, -2.4264e-01,  4.0886e-02,  1.6852e-01,  1.2471e-01,\n",
      "         -1.5484e-01, -8.8523e-02,  2.4608e-01,  8.5324e-02, -2.9617e-01,  4.2751e-01,  1.6476e-01,  6.5772e-02, -4.9229e-02,  1.5801e-01, -9.5219e-02, -3.0858e-01, -3.8001e-01, -3.2520e-01,\n",
      "         -2.8945e-01, -1.8105e-01, -3.8927e-01, -1.7741e-01,  6.4229e-02,  8.0310e-02,  2.1110e-01, -3.2382e-01, -1.0943e-01, -1.3013e-01, -2.4764e-01, -1.1574e-01, -2.9360e-01,  1.1804e-01,\n",
      "         -1.5148e-01, -5.0102e-02,  3.9060e-02, -3.3830e-02, -1.0645e-01, -2.1576e-01, -2.6881e-01, -2.7426e-01, -6.0267e-02, -1.8307e-01, -1.5821e-01,  1.8234e-01, -3.1863e-01, -1.4083e-01,\n",
      "         -3.7892e-02,  3.5321e-01, -4.9307e-02, -6.7527e-02, -4.2676e-01,  6.1213e-02, -3.4858e-01,  2.3481e-01,  1.2935e-01,  2.4306e-01, -3.2250e-01, -9.1659e-02, -9.9249e-03,  2.2520e-02,\n",
      "          1.2684e-01, -1.1180e-01, -3.2886e-01,  3.0743e-01,  3.6841e-01, -3.5287e-01,  7.7863e-02, -1.3710e-01,  4.7415e-02,  3.5882e-01, -3.9402e-02,  2.6052e-01, -2.7834e-01,  4.8053e-02,\n",
      "         -1.9867e-01, -3.0922e-02,  1.0309e-01, -7.0974e-02, -1.2336e-02,  1.0735e-01,  1.1444e-01,  4.1217e-02, -3.4233e-02,  5.2413e-02,  1.7924e-01,  1.2579e-01, -1.6501e-01,  2.7083e-01,\n",
      "          1.6768e-01,  3.3850e-01,  1.9210e-01,  1.7996e-01,  2.8777e-01,  1.0423e-01,  9.9272e-02, -9.6717e-02, -5.1864e-01, -2.7452e-01,  1.4310e-01,  2.5890e-01, -6.1173e-02, -1.2293e-01,\n",
      "         -6.3514e-02, -3.4734e-01,  1.5108e-01, -1.6371e-02, -1.9509e-01, -2.2104e-01,  3.4795e-01,  2.9570e-01, -9.4855e-02,  3.6021e-01, -2.5683e-01,  3.1698e-01, -1.6810e-02,  1.1237e-01,\n",
      "         -1.4188e-01, -3.4832e-01,  5.9489e-02,  1.2748e-01,  1.3776e-03, -1.2641e-01, -1.7652e-01,  2.2814e-01, -4.9518e-02,  1.1212e-01,  1.7551e-02,  2.4167e-01,  2.1335e-01, -1.4089e-01,\n",
      "         -3.1021e-01, -2.6082e-02, -1.9762e-01, -2.9772e-01, -6.3881e-02,  2.1338e-01, -2.2681e-02,  2.5301e-01,  3.2306e-01,  9.2672e-02, -1.8298e-01,  3.1177e-01,  2.5157e-01, -2.6854e-02,\n",
      "         -3.1398e-01, -6.5572e-02,  2.0799e-01, -3.0918e-01,  8.3593e-05, -1.5079e-01, -4.6520e-02,  8.2903e-02,  2.5625e-01,  1.1174e-01, -6.6113e-02,  2.9611e-01, -1.0114e-01, -5.2006e-02,\n",
      "         -9.9399e-02, -2.9832e-01,  1.5509e-01, -2.8854e-01, -2.9801e-01,  1.1295e-01, -1.7587e-01,  4.0606e-01,  1.6475e-01,  1.4101e-01, -3.3112e-01,  6.5867e-02, -3.2397e-02,  4.6027e-02,\n",
      "         -4.9179e-01,  5.7679e-02, -4.3927e-02, -2.0663e-01,  1.5426e-01,  1.1160e-01, -6.3302e-02, -1.9773e-02, -7.8178e-02,  1.1241e-01,  8.3273e-02, -1.4291e-01,  2.2935e-01, -1.6914e-02,\n",
      "         -3.6549e-02, -1.0997e-01, -3.5980e-01, -3.5172e-01, -2.3549e-01, -1.8429e-01, -1.6820e-01,  8.7062e-02,  5.3142e-02, -6.7257e-02,  2.4676e-02,  3.4785e-01,  2.7130e-01, -1.3437e-01,\n",
      "         -1.6768e-01, -6.6517e-02,  2.1401e-01, -3.0725e-01,  2.4433e-01,  4.3450e-02, -4.1021e-01, -5.6835e-01,  1.9978e-02, -1.0042e-01,  6.3070e-01, -6.6136e-02,  2.4876e-01, -4.6705e-02,\n",
      "          1.7028e-01, -7.1624e-02, -1.2901e-01, -8.1150e-02,  1.6395e-01,  2.5333e-01, -4.2799e-02, -9.7629e-02, -8.7178e-02,  1.6765e-01,  4.1846e-02,  8.4754e-03, -2.9023e-01,  2.2608e-01,\n",
      "         -7.2709e-02,  2.7514e-01,  8.2874e-03, -9.9223e-02,  2.0984e-01, -3.2079e-01, -5.4623e-01,  5.3082e-02,  5.5280e-01, -3.6184e-01, -1.0452e-01, -1.6749e-01,  1.3895e-01, -7.9305e-02,\n",
      "          1.8066e-01, -3.2640e-01,  1.0661e-02,  3.8048e-01, -2.7731e-02, -1.9106e-01, -3.6465e-01, -3.2296e-01,  4.3193e-01,  3.7079e-01,  5.2129e-02, -6.2291e-02, -3.0407e-01,  1.4431e-03,\n",
      "         -3.4460e-01, -1.4855e-02,  1.0606e-01,  3.8137e-01, -1.0998e-01,  8.8679e-02, -3.1603e-01, -2.3443e-01,  3.7132e-02, -7.5279e-02,  1.0495e-01,  6.0222e-03, -8.7629e-02, -1.7908e-01,\n",
      "          2.5890e-02, -1.7502e-02,  2.5991e-01,  1.7277e-01, -8.7604e-02, -3.6174e-01, -3.2748e-02,  3.9604e-01, -3.1875e-01, -3.6886e-01,  9.3081e-02,  3.1669e-01, -1.3416e-01, -1.2055e-02,\n",
      "         -4.2049e-02,  5.8276e-02, -3.4754e-02,  4.5513e-01,  6.4679e-02, -1.1805e-01, -1.7429e-01, -4.2982e-01, -1.6102e-01, -2.6102e-01, -5.1888e-02, -9.4312e-02, -2.8090e-02, -3.1974e-01,\n",
      "          2.0450e-01,  9.2838e-02, -7.4707e-02,  4.8283e-01,  3.0412e-01, -7.2258e-02,  1.0677e-01,  2.7541e-01,  1.6955e-01,  3.1712e-01, -1.6654e-01,  1.0808e-01,  2.9891e-01,  1.9955e-01,\n",
      "          2.6334e-01,  2.3461e-01,  2.1132e-02, -2.1914e-01, -2.5007e-01,  5.2218e-02,  1.6220e-01, -2.6290e-01, -1.5761e-01, -2.7904e-01,  4.4608e-01, -1.7175e-01,  1.0477e-01,  5.2067e-02,\n",
      "         -1.0390e-01, -3.9407e-02,  5.7637e-02,  9.6602e-02, -1.6834e-02, -1.6981e-01,  7.2310e-02,  1.3913e-01,  3.5732e-01,  2.3125e-01, -6.7687e-02, -1.9208e-01, -1.4816e-01,  4.7098e-02,\n",
      "          3.4824e-01, -2.4976e-01, -5.1132e-02,  4.0392e-01, -4.4881e-01,  5.6123e-02,  2.1946e-01, -2.9868e-01, -4.2218e-01, -3.5756e-01, -2.3462e-01,  3.5349e-01]], grad_fn=<TanhBackward0>)\n",
      "Logits_clsf:  tensor([[ 0.2180, -0.1635],\n",
      "        [ 0.2227, -0.1698],\n",
      "        [ 0.2199, -0.1660],\n",
      "        [ 0.2160, -0.1610],\n",
      "        [ 0.2205, -0.1667],\n",
      "        [ 0.2226, -0.1697]], grad_fn=<AddmmBackward0>)\n",
      "Position indices: tensor([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29])\n",
      "H-Pooled : tensor([[ 8.2722e-01, -8.7815e-01, -9.4096e-01,  4.8984e-01,  7.8459e-01,  6.7345e-01, -6.2458e-01, -5.5387e-01, -8.4489e-01, -8.2875e-01,  9.6300e-01, -2.2897e-01, -7.7819e-01,  9.9508e-01,\n",
      "          6.1331e-01, -8.2965e-01, -9.1333e-01,  7.3952e-02, -1.4861e-01, -8.6021e-01,  9.2517e-01,  5.5424e-01,  9.0105e-02,  4.7362e-02, -7.8152e-01,  6.4199e-01,  5.8050e-02,  9.7215e-01,\n",
      "         -8.3441e-01,  1.2816e-01,  1.9233e-01,  7.0339e-01, -2.3066e-01,  6.5226e-01,  4.9184e-01,  1.2246e-01,  3.2113e-01,  9.3363e-01,  3.4560e-01,  2.0782e-01,  8.8889e-01,  9.0749e-01,\n",
      "         -2.3275e-01, -8.9501e-01,  9.1421e-01,  5.7234e-01, -9.1563e-01,  9.4830e-01, -6.0071e-01, -6.9452e-01,  5.8311e-01, -4.3140e-01,  4.6709e-01, -7.2006e-01,  1.1957e-01,  3.3550e-01,\n",
      "          4.3529e-01, -8.6706e-01,  2.4189e-01,  5.1328e-01, -8.2984e-01, -2.4766e-01,  7.7117e-01,  6.3002e-01,  3.4010e-01,  9.1971e-01, -1.4474e-01, -4.1764e-01,  4.8129e-01, -1.9309e-01,\n",
      "          6.1543e-01,  5.8798e-02,  9.1276e-01, -7.9133e-01, -8.4340e-01, -4.9842e-01, -8.6020e-01,  2.3702e-01,  8.5019e-01, -1.5462e-01, -1.2999e-01,  1.5320e-01,  4.6596e-01, -7.8405e-01,\n",
      "          3.0152e-01, -8.9072e-01,  3.7594e-01, -4.1531e-01, -4.0591e-01, -9.0978e-01,  7.0312e-01,  9.6628e-01, -1.0358e-01, -1.5452e-02,  7.6509e-02,  1.7345e-01,  5.8890e-01,  9.5613e-02,\n",
      "         -9.6498e-01,  2.3248e-01, -9.8436e-01, -4.0802e-01,  8.9093e-01, -1.2217e-01, -3.0975e-01,  4.6995e-01,  1.9805e-01, -1.8814e-01, -9.9060e-01, -5.6621e-02, -2.9057e-01, -7.3331e-01,\n",
      "         -7.7800e-01,  7.8758e-01,  7.9148e-01,  3.5837e-01, -5.8139e-01, -4.9560e-01,  8.7987e-01, -3.2236e-01,  1.4086e-01,  8.8493e-01,  1.4483e-01, -3.0380e-01,  5.9463e-01, -7.4708e-01,\n",
      "         -5.2168e-01, -7.5002e-02, -1.9006e-01, -2.9023e-01,  8.8668e-02, -8.5429e-01, -2.2536e-01,  1.0104e-01,  2.5613e-01,  6.0012e-01, -4.0412e-01, -8.5281e-01, -3.9560e-01,  4.5901e-01,\n",
      "          7.9745e-01,  9.8469e-01,  3.9718e-01, -1.0940e-01, -9.9653e-02, -5.1242e-01, -7.2206e-01,  2.9586e-01,  1.1732e-01, -5.0453e-01,  7.2864e-01, -9.0924e-01, -7.0240e-01,  7.4216e-01,\n",
      "          9.3803e-01,  8.5274e-01,  4.5998e-01,  3.3065e-01,  7.0113e-01,  7.8941e-01, -7.5237e-01, -4.0234e-01, -1.5302e-01,  6.9897e-01, -6.8966e-01,  5.9996e-01,  2.9242e-01, -8.6247e-01,\n",
      "         -3.1478e-01, -8.3414e-01,  6.7381e-01,  6.0875e-01,  5.9026e-01, -7.8054e-01, -6.3038e-01,  5.5507e-01, -4.1097e-01,  1.0905e-01,  4.0621e-01,  6.4754e-01, -9.2154e-01,  8.7666e-01,\n",
      "          8.8363e-01, -6.1683e-01,  2.2739e-01, -2.2019e-01,  6.7293e-01,  3.2052e-01,  6.5018e-01, -9.7174e-01, -7.6349e-01, -6.9185e-01,  2.9956e-01, -3.4786e-01,  9.7000e-01, -7.6405e-01,\n",
      "          2.6263e-02,  6.5529e-01,  5.3270e-01,  9.3895e-01, -8.8905e-01,  5.4522e-01, -6.2252e-01, -8.0510e-02,  9.7777e-01,  8.7351e-02,  9.1044e-01, -3.8072e-01, -2.8818e-01,  6.3302e-01,\n",
      "          9.9074e-01,  1.2982e-01, -5.4571e-01, -7.0366e-01,  7.9935e-01, -1.7674e-01, -3.1380e-01, -6.6312e-02,  3.8295e-01,  7.5868e-01,  8.1491e-01,  8.5988e-01,  5.4914e-01,  6.0511e-01,\n",
      "          6.0418e-01,  1.5483e-01, -6.7508e-01,  8.9856e-01, -4.7776e-01, -8.3180e-02, -8.3411e-01, -7.2879e-01, -8.7864e-01, -5.2435e-01,  2.5120e-01, -9.0293e-02,  2.6047e-01,  4.2699e-01,\n",
      "          6.5520e-01,  8.7991e-01,  4.1994e-01,  5.8253e-01, -2.5337e-01, -8.1194e-01, -3.2675e-01, -1.3199e-01, -1.5427e-01,  9.2083e-01,  4.4802e-01, -1.1200e-01, -1.7830e-02, -9.1576e-01,\n",
      "         -5.4206e-01, -6.6834e-01,  3.9118e-01, -5.8491e-01,  9.1655e-01,  9.3411e-01,  8.5303e-01, -5.9262e-02, -3.5465e-01,  6.9032e-01,  3.4846e-01, -7.1427e-01,  7.9136e-01,  5.6879e-01,\n",
      "         -1.7694e-01,  9.0266e-01,  8.1868e-01,  1.7397e-02, -1.9290e-01,  6.1683e-01,  8.0109e-01,  4.9821e-01, -8.6713e-01, -6.7760e-01, -3.7239e-01,  9.0601e-01,  2.0686e-01,  7.0187e-01,\n",
      "          8.9653e-01,  6.3489e-01,  8.1398e-01,  4.5148e-01, -7.4998e-01,  2.5527e-01, -7.3449e-01, -2.6817e-01, -6.3171e-01,  8.1263e-01,  2.3819e-01, -4.2478e-01,  2.7100e-01,  3.4825e-01,\n",
      "         -6.9830e-01, -4.2233e-01,  2.0209e-01, -7.8125e-01,  1.3930e-01,  8.1262e-01,  4.4754e-01, -1.9226e-01,  6.8323e-02, -9.6729e-01,  5.0697e-01, -9.9702e-01, -2.0833e-01, -1.4019e-01,\n",
      "          8.4941e-01,  4.5784e-01, -7.3515e-01, -7.3215e-01, -3.5848e-01, -4.9921e-01,  5.9993e-01,  1.0214e-01,  6.6604e-01, -3.3238e-01, -7.0758e-01,  4.0061e-01,  2.4919e-01,  8.5598e-01,\n",
      "         -5.9774e-01,  4.5957e-01, -5.3420e-01,  3.1592e-01, -5.4619e-01,  5.0750e-01,  8.6358e-01,  9.9135e-01,  9.5773e-01, -7.2506e-01, -1.9745e-01,  2.7252e-01,  2.7460e-01, -9.1234e-01,\n",
      "         -4.1449e-01, -4.8388e-01,  8.5983e-02,  9.7850e-01,  1.8559e-01,  7.7924e-01, -6.8306e-01,  1.5972e-01, -3.8107e-01, -2.2074e-01,  3.0812e-01, -9.8351e-01,  9.2101e-01, -8.5417e-01,\n",
      "         -1.3231e-01,  9.5223e-01,  9.0566e-01, -6.7776e-01,  6.3314e-01,  8.8525e-01, -3.2833e-01,  6.0152e-01, -5.7593e-02,  1.2752e-01, -7.8763e-01, -2.5915e-01,  8.1431e-01, -2.5828e-01,\n",
      "         -9.4729e-01, -9.5324e-01,  9.8339e-01, -7.2485e-01,  6.3654e-01,  7.8778e-01,  3.5822e-01,  4.8152e-01,  3.9383e-01,  9.6372e-01,  2.4012e-01,  7.1879e-02,  5.8324e-01, -9.9186e-01,\n",
      "         -6.6017e-01,  8.5342e-01, -7.4707e-01, -8.5467e-01, -4.0058e-01, -7.2150e-01,  3.6620e-01, -4.1982e-01,  5.9852e-01,  6.8765e-01,  6.7224e-01,  4.5172e-02, -8.0683e-02, -2.1649e-01,\n",
      "         -6.3474e-01, -8.3700e-01,  4.6385e-01, -9.8933e-01,  1.8235e-01, -6.4498e-01, -8.3877e-01, -7.5731e-01,  7.4607e-02,  7.4364e-01,  7.6885e-01,  4.9080e-01,  5.0366e-02, -1.7383e-01,\n",
      "          9.3395e-01,  8.4563e-01,  6.4832e-01,  1.2141e-01,  1.8073e-01, -8.7705e-01, -8.8153e-01,  5.5202e-01,  5.2068e-01,  3.4321e-01,  8.4633e-01,  8.9128e-01,  2.8957e-01,  7.5618e-01,\n",
      "          8.2576e-01,  8.7148e-01,  3.0380e-01, -5.6225e-01,  4.8150e-01, -9.7622e-01,  5.6044e-01,  5.7587e-01,  7.8158e-02, -7.2304e-01, -5.8369e-01,  5.5690e-01,  7.7192e-01,  7.6060e-01,\n",
      "          2.2297e-01,  5.9136e-01,  9.3246e-01, -2.1301e-02,  7.7604e-01,  2.3079e-01, -6.5701e-01,  8.7325e-01,  6.7055e-03, -3.4306e-01,  6.5045e-01,  9.4902e-01,  9.0870e-01,  6.3610e-01,\n",
      "          6.3020e-01,  6.6289e-01, -1.4268e-01, -4.1508e-01, -7.1469e-02, -3.8573e-01,  7.4241e-01,  6.3331e-01,  5.3845e-01, -8.6766e-01, -4.8890e-01, -5.8907e-01,  3.0164e-01, -5.5877e-01,\n",
      "          9.2514e-01, -8.8709e-02,  2.3294e-01,  6.2413e-01, -3.8015e-01,  8.2502e-01,  7.7098e-01, -5.5529e-01, -3.4396e-01, -9.6114e-01, -4.0215e-01, -8.3327e-01, -6.0404e-01,  8.1911e-01,\n",
      "         -5.2741e-01,  6.0883e-01,  4.0127e-01, -8.8237e-01, -8.6973e-01,  4.0296e-01, -6.1066e-01, -7.0500e-01,  3.6275e-01, -3.0209e-01, -5.3849e-03, -3.6048e-01,  5.0206e-05, -7.3003e-02,\n",
      "          8.0484e-01,  8.3606e-01,  2.7558e-01,  5.4592e-01, -3.0722e-01,  7.2890e-01,  4.8849e-01,  4.1455e-01, -8.3152e-01, -5.5850e-01,  4.8385e-01,  2.7929e-01,  4.1649e-01, -4.1465e-02,\n",
      "         -8.2856e-01, -5.0648e-01, -2.3462e-01,  7.9132e-01, -7.7700e-01,  7.0662e-01, -3.5561e-01,  2.7435e-01,  6.8630e-01,  9.2473e-01,  8.8089e-01,  5.5270e-01, -8.2960e-01,  9.4093e-01,\n",
      "         -7.3413e-01, -3.9665e-01, -3.6839e-01,  7.9235e-01, -1.1911e-02,  1.4068e-01, -8.5759e-02, -5.2552e-01,  1.7997e-01, -7.8820e-01,  1.9741e-03,  6.0333e-01, -1.6783e-01,  6.1848e-01,\n",
      "          3.2018e-01,  7.1717e-01, -7.0736e-01, -4.0582e-01, -9.9938e-02,  9.1136e-01,  7.4270e-01,  7.3075e-01,  8.0699e-01,  2.7631e-01, -7.5219e-01,  4.0891e-02, -7.6614e-01,  6.9332e-01,\n",
      "         -6.2674e-01,  6.4486e-01, -5.9321e-01,  2.1775e-02, -9.7971e-01,  1.9369e-01, -8.4186e-01, -4.4015e-01, -8.9861e-02,  1.0757e-02,  5.6079e-01,  4.9668e-01, -7.2853e-01, -1.3710e-01,\n",
      "          8.6174e-01,  7.3659e-01,  3.5948e-01,  8.3865e-01,  3.7331e-01,  1.3645e-01,  6.6234e-01, -8.9207e-01, -7.6513e-01, -7.5256e-01, -6.8020e-01, -8.2072e-01, -7.9382e-01,  7.1221e-01,\n",
      "          7.3773e-01,  9.7075e-01, -9.0369e-01,  9.4648e-01,  6.5158e-01,  2.7062e-01,  8.1116e-01, -6.0565e-01,  7.8134e-01, -9.9341e-01,  9.8305e-01,  7.1020e-01,  6.6767e-01,  1.6895e-01,\n",
      "         -2.7293e-01, -7.1855e-01, -1.6638e-01,  9.3196e-01,  8.5995e-01, -2.9072e-01, -2.9812e-01,  8.4486e-01,  4.8157e-01, -8.3734e-01,  1.8643e-01,  7.5505e-01, -5.6843e-01, -7.7876e-01,\n",
      "          3.1347e-01, -6.3029e-01,  6.6757e-01, -8.2936e-01,  3.0923e-01, -2.0009e-01,  3.6602e-01,  1.1583e-01, -4.7981e-01, -5.7097e-01, -5.8683e-01, -8.3650e-01, -5.3351e-01,  9.2690e-01,\n",
      "          8.1787e-01,  8.6727e-02, -1.9574e-01,  4.9548e-01,  3.0706e-01, -1.9302e-01, -6.8045e-02,  9.7642e-01,  1.8760e-01, -1.0274e-01,  8.1887e-01,  8.1024e-01, -6.9172e-01,  8.7078e-01,\n",
      "         -8.1134e-01, -8.5350e-01, -5.2481e-01, -4.6759e-01,  5.5301e-01, -8.5957e-01,  7.8063e-01,  8.8884e-01,  8.5926e-01, -6.6288e-01, -7.0734e-01,  1.8667e-01,  9.6487e-01, -5.7253e-01,\n",
      "          2.4438e-01, -2.4791e-01, -4.2818e-01, -7.1914e-01,  7.8722e-01,  3.3040e-01,  9.2179e-01, -5.3934e-01, -9.2400e-01,  2.7968e-01,  8.5893e-01,  9.3396e-01, -2.5030e-01, -7.0841e-01,\n",
      "          2.5551e-01, -7.8347e-02,  8.9062e-02,  8.6291e-01, -2.3157e-01,  1.8439e-01,  9.0222e-01,  6.9403e-01, -8.1402e-01, -8.6081e-01,  5.3035e-02, -9.1554e-01,  4.5495e-01, -5.6604e-01,\n",
      "          8.7196e-01,  7.1844e-01,  6.0689e-01, -8.5510e-01, -9.1508e-01, -7.1404e-01, -8.1813e-02,  6.1500e-01, -5.9980e-01, -3.8695e-01, -5.3359e-01, -5.0073e-01, -5.4773e-01, -2.4830e-01,\n",
      "          6.5860e-01,  5.2820e-01, -9.7916e-01, -4.6625e-01,  5.6210e-01, -2.7060e-01, -7.3419e-01, -4.7572e-01,  3.6193e-01,  8.6352e-01, -6.4162e-01, -7.8704e-01, -1.1577e-01, -1.1805e-01,\n",
      "         -7.6160e-01, -5.2604e-01,  4.4534e-01, -5.5364e-01, -4.8367e-01,  3.7877e-01,  8.3390e-01, -2.6072e-01, -1.6457e-01, -2.9328e-01,  4.1052e-01, -3.6444e-01,  6.0544e-01, -4.3272e-01,\n",
      "          2.9662e-01, -6.8295e-01, -1.3821e-01, -8.4404e-01,  4.7404e-01,  4.2802e-01,  3.7519e-01,  3.4073e-01,  4.2932e-01, -1.1277e-01,  1.1770e-01, -9.6029e-01, -7.1475e-01, -7.1621e-01,\n",
      "         -4.8075e-01, -3.2228e-01,  8.6932e-01,  6.4259e-01,  7.9471e-01, -5.2285e-01, -6.0817e-01,  1.1754e-01,  2.1890e-01, -8.7091e-02, -8.7694e-01, -6.3001e-01, -5.0589e-01,  4.3246e-01,\n",
      "         -1.9028e-01,  5.9711e-01, -7.5010e-01,  4.3536e-01, -9.6178e-01,  4.4087e-01,  3.9249e-01, -9.5217e-01, -5.1751e-01,  5.6195e-02,  6.7206e-01, -1.5712e-01,  8.8332e-01,  3.4905e-01,\n",
      "         -8.4609e-01, -4.5824e-01,  9.3903e-01,  1.5513e-01,  5.2998e-01,  5.6571e-01, -8.6192e-01, -3.4637e-01,  9.3799e-01,  5.3841e-01, -4.5346e-01, -8.5366e-01],\n",
      "        [ 8.2713e-01, -8.7819e-01, -9.4098e-01,  4.8990e-01,  7.8467e-01,  6.7348e-01, -6.2466e-01, -5.5408e-01, -8.4485e-01, -8.2871e-01,  9.6300e-01, -2.2925e-01, -7.7814e-01,  9.9508e-01,\n",
      "          6.1331e-01, -8.2971e-01, -9.1334e-01,  7.3839e-02, -1.4910e-01, -8.6024e-01,  9.2516e-01,  5.5417e-01,  9.0172e-02,  4.7449e-02, -7.8152e-01,  6.4198e-01,  5.7861e-02,  9.7215e-01,\n",
      "         -8.3446e-01,  1.2826e-01,  1.9226e-01,  7.0328e-01, -2.3044e-01,  6.5232e-01,  4.9184e-01,  1.2219e-01,  3.2119e-01,  9.3362e-01,  3.4521e-01,  2.0779e-01,  8.8880e-01,  9.0753e-01,\n",
      "         -2.3287e-01, -8.9498e-01,  9.1420e-01,  5.7226e-01, -9.1567e-01,  9.4832e-01, -6.0059e-01, -6.9458e-01,  5.8306e-01, -4.3133e-01,  4.6730e-01, -7.2001e-01,  1.1955e-01,  3.3577e-01,\n",
      "          4.3538e-01, -8.6707e-01,  2.4186e-01,  5.1332e-01, -8.2986e-01, -2.4777e-01,  7.7108e-01,  6.3014e-01,  3.4002e-01,  9.1973e-01, -1.4486e-01, -4.1788e-01,  4.8124e-01, -1.9291e-01,\n",
      "          6.1557e-01,  5.8804e-02,  9.1274e-01, -7.9147e-01, -8.4336e-01, -4.9842e-01, -8.6018e-01,  2.3713e-01,  8.5020e-01, -1.5458e-01, -1.2998e-01,  1.5344e-01,  4.6609e-01, -7.8414e-01,\n",
      "          3.0140e-01, -8.9070e-01,  3.7605e-01, -4.1543e-01, -4.0568e-01, -9.0978e-01,  7.0312e-01,  9.6627e-01, -1.0365e-01, -1.5725e-02,  7.6608e-02,  1.7322e-01,  5.8882e-01,  9.5732e-02,\n",
      "         -9.6497e-01,  2.3278e-01, -9.8436e-01, -4.0809e-01,  8.9096e-01, -1.2222e-01, -3.0949e-01,  4.6995e-01,  1.9832e-01, -1.8813e-01, -9.9061e-01, -5.6689e-02, -2.9039e-01, -7.3344e-01,\n",
      "         -7.7812e-01,  7.8764e-01,  7.9148e-01,  3.5848e-01, -5.8146e-01, -4.9533e-01,  8.7992e-01, -3.2224e-01,  1.4072e-01,  8.8492e-01,  1.4469e-01, -3.0377e-01,  5.9461e-01, -7.4717e-01,\n",
      "         -5.2164e-01, -7.4847e-02, -1.9001e-01, -2.9014e-01,  8.8722e-02, -8.5440e-01, -2.2542e-01,  1.0111e-01,  2.5624e-01,  6.0012e-01, -4.0406e-01, -8.5278e-01, -3.9559e-01,  4.5881e-01,\n",
      "          7.9745e-01,  9.8469e-01,  3.9737e-01, -1.0953e-01, -9.9570e-02, -5.1244e-01, -7.2208e-01,  2.9562e-01,  1.1720e-01, -5.0428e-01,  7.2868e-01, -9.0920e-01, -7.0242e-01,  7.4213e-01,\n",
      "          9.3804e-01,  8.5275e-01,  4.5999e-01,  3.3061e-01,  7.0108e-01,  7.8942e-01, -7.5238e-01, -4.0238e-01, -1.5317e-01,  6.9895e-01, -6.8973e-01,  5.9986e-01,  2.9218e-01, -8.6248e-01,\n",
      "         -3.1473e-01, -8.3407e-01,  6.7394e-01,  6.0869e-01,  5.9042e-01, -7.8058e-01, -6.3025e-01,  5.5496e-01, -4.1097e-01,  1.0923e-01,  4.0630e-01,  6.4745e-01, -9.2155e-01,  8.7664e-01,\n",
      "          8.8368e-01, -6.1687e-01,  2.2740e-01, -2.2042e-01,  6.7296e-01,  3.2086e-01,  6.5014e-01, -9.7174e-01, -7.6350e-01, -6.9184e-01,  2.9958e-01, -3.4788e-01,  9.7001e-01, -7.6401e-01,\n",
      "          2.6441e-02,  6.5552e-01,  5.3277e-01,  9.3896e-01, -8.8904e-01,  5.4528e-01, -6.2247e-01, -8.0500e-02,  9.7777e-01,  8.7478e-02,  9.1046e-01, -3.8060e-01, -2.8821e-01,  6.3303e-01,\n",
      "          9.9074e-01,  1.3027e-01, -5.4583e-01, -7.0378e-01,  7.9938e-01, -1.7693e-01, -3.1372e-01, -6.6205e-02,  3.8297e-01,  7.5868e-01,  8.1488e-01,  8.5995e-01,  5.4907e-01,  6.0505e-01,\n",
      "          6.0414e-01,  1.5492e-01, -6.7513e-01,  8.9858e-01, -4.7781e-01, -8.2895e-02, -8.3415e-01, -7.2878e-01, -8.7864e-01, -5.2438e-01,  2.5120e-01, -9.0287e-02,  2.6029e-01,  4.2704e-01,\n",
      "          6.5520e-01,  8.7995e-01,  4.1995e-01,  5.8255e-01, -2.5346e-01, -8.1188e-01, -3.2668e-01, -1.3220e-01, -1.5447e-01,  9.2083e-01,  4.4796e-01, -1.1235e-01, -1.7929e-02, -9.1578e-01,\n",
      "         -5.4199e-01, -6.6837e-01,  3.9122e-01, -5.8502e-01,  9.1655e-01,  9.3414e-01,  8.5301e-01, -5.9135e-02, -3.5462e-01,  6.9030e-01,  3.4846e-01, -7.1425e-01,  7.9124e-01,  5.6898e-01,\n",
      "         -1.7664e-01,  9.0265e-01,  8.1877e-01,  1.7535e-02, -1.9327e-01,  6.1677e-01,  8.0120e-01,  4.9827e-01, -8.6720e-01, -6.7752e-01, -3.7245e-01,  9.0605e-01,  2.0677e-01,  7.0180e-01,\n",
      "          8.9650e-01,  6.3486e-01,  8.1405e-01,  4.5162e-01, -7.4996e-01,  2.5527e-01, -7.3450e-01, -2.6824e-01, -6.3173e-01,  8.1262e-01,  2.3841e-01, -4.2465e-01,  2.7111e-01,  3.4839e-01,\n",
      "         -6.9839e-01, -4.2207e-01,  2.0197e-01, -7.8135e-01,  1.3941e-01,  8.1255e-01,  4.4754e-01, -1.9206e-01,  6.8075e-02, -9.6731e-01,  5.0717e-01, -9.9702e-01, -2.0834e-01, -1.4021e-01,\n",
      "          8.4948e-01,  4.5782e-01, -7.3515e-01, -7.3231e-01, -3.5853e-01, -4.9925e-01,  5.9998e-01,  1.0208e-01,  6.6619e-01, -3.3217e-01, -7.0759e-01,  4.0080e-01,  2.4910e-01,  8.5599e-01,\n",
      "         -5.9777e-01,  4.5954e-01, -5.3420e-01,  3.1593e-01, -5.4620e-01,  5.0737e-01,  8.6355e-01,  9.9136e-01,  9.5774e-01, -7.2526e-01, -1.9767e-01,  2.7250e-01,  2.7463e-01, -9.1236e-01,\n",
      "         -4.1424e-01, -4.8399e-01,  8.5757e-02,  9.7851e-01,  1.8539e-01,  7.7935e-01, -6.8301e-01,  1.5984e-01, -3.8129e-01, -2.2114e-01,  3.0804e-01, -9.8351e-01,  9.2106e-01, -8.5421e-01,\n",
      "         -1.3247e-01,  9.5221e-01,  9.0565e-01, -6.7767e-01,  6.3313e-01,  8.8537e-01, -3.2834e-01,  6.0155e-01, -5.7611e-02,  1.2763e-01, -7.8761e-01, -2.5911e-01,  8.1432e-01, -2.5832e-01,\n",
      "         -9.4729e-01, -9.5321e-01,  9.8339e-01, -7.2486e-01,  6.3652e-01,  7.8768e-01,  3.5828e-01,  4.8126e-01,  3.9373e-01,  9.6372e-01,  2.4000e-01,  7.1605e-02,  5.8329e-01, -9.9187e-01,\n",
      "         -6.6019e-01,  8.5339e-01, -7.4721e-01, -8.5469e-01, -4.0071e-01, -7.2160e-01,  3.6598e-01, -4.1990e-01,  5.9851e-01,  6.8772e-01,  6.7224e-01,  4.5133e-02, -8.0832e-02, -2.1629e-01,\n",
      "         -6.3475e-01, -8.3704e-01,  4.6412e-01, -9.8933e-01,  1.8243e-01, -6.4494e-01, -8.3871e-01, -7.5731e-01,  7.4594e-02,  7.4357e-01,  7.6878e-01,  4.9091e-01,  5.0356e-02, -1.7368e-01,\n",
      "          9.3394e-01,  8.4565e-01,  6.4837e-01,  1.2149e-01,  1.8085e-01, -8.7702e-01, -8.8158e-01,  5.5203e-01,  5.2073e-01,  3.4335e-01,  8.4634e-01,  8.9134e-01,  2.8949e-01,  7.5612e-01,\n",
      "          8.2582e-01,  8.7140e-01,  3.0380e-01, -5.6218e-01,  4.8178e-01, -9.7623e-01,  5.6039e-01,  5.7600e-01,  7.7951e-02, -7.2298e-01, -5.8366e-01,  5.5696e-01,  7.7193e-01,  7.6067e-01,\n",
      "          2.2307e-01,  5.9124e-01,  9.3246e-01, -2.1017e-02,  7.7615e-01,  2.3070e-01, -6.5728e-01,  8.7316e-01,  6.4178e-03, -3.4321e-01,  6.5058e-01,  9.4900e-01,  9.0872e-01,  6.3621e-01,\n",
      "          6.3034e-01,  6.6298e-01, -1.4284e-01, -4.1513e-01, -7.1345e-02, -3.8577e-01,  7.4242e-01,  6.3329e-01,  5.3855e-01, -8.6767e-01, -4.8873e-01, -5.8907e-01,  3.0171e-01, -5.5869e-01,\n",
      "          9.2513e-01, -8.8776e-02,  2.3290e-01,  6.2418e-01, -3.7988e-01,  8.2505e-01,  7.7108e-01, -5.5538e-01, -3.4401e-01, -9.6114e-01, -4.0197e-01, -8.3333e-01, -6.0389e-01,  8.1913e-01,\n",
      "         -5.2751e-01,  6.0879e-01,  4.0131e-01, -8.8242e-01, -8.6974e-01,  4.0303e-01, -6.1050e-01, -7.0483e-01,  3.6303e-01, -3.0203e-01, -5.3630e-03, -3.6050e-01,  6.0309e-05, -7.3035e-02,\n",
      "          8.0467e-01,  8.3606e-01,  2.7536e-01,  5.4584e-01, -3.0725e-01,  7.2884e-01,  4.8856e-01,  4.1444e-01, -8.3161e-01, -5.5850e-01,  4.8386e-01,  2.7907e-01,  4.1660e-01, -4.1238e-02,\n",
      "         -8.2856e-01, -5.0622e-01, -2.3481e-01,  7.9136e-01, -7.7706e-01,  7.0661e-01, -3.5562e-01,  2.7416e-01,  6.8625e-01,  9.2475e-01,  8.8091e-01,  5.5275e-01, -8.2963e-01,  9.4095e-01,\n",
      "         -7.3429e-01, -3.9671e-01, -3.6840e-01,  7.9236e-01, -1.1959e-02,  1.4071e-01, -8.5823e-02, -5.2543e-01,  1.7992e-01, -7.8817e-01,  2.4304e-03,  6.0338e-01, -1.6792e-01,  6.1831e-01,\n",
      "          3.2021e-01,  7.1718e-01, -7.0743e-01, -4.0576e-01, -1.0001e-01,  9.1135e-01,  7.4278e-01,  7.3085e-01,  8.0684e-01,  2.7627e-01, -7.5236e-01,  4.0968e-02, -7.6611e-01,  6.9337e-01,\n",
      "         -6.2675e-01,  6.4494e-01, -5.9317e-01,  2.1801e-02, -9.7972e-01,  1.9387e-01, -8.4182e-01, -4.4023e-01, -8.9789e-02,  1.0533e-02,  5.6066e-01,  4.9679e-01, -7.2849e-01, -1.3705e-01,\n",
      "          8.6175e-01,  7.3658e-01,  3.5963e-01,  8.3871e-01,  3.7335e-01,  1.3646e-01,  6.6231e-01, -8.9210e-01, -7.6504e-01, -7.5255e-01, -6.8016e-01, -8.2075e-01, -7.9374e-01,  7.1221e-01,\n",
      "          7.3777e-01,  9.7075e-01, -9.0374e-01,  9.4647e-01,  6.5176e-01,  2.7069e-01,  8.1114e-01, -6.0560e-01,  7.8135e-01, -9.9341e-01,  9.8305e-01,  7.1032e-01,  6.6781e-01,  1.6868e-01,\n",
      "         -2.7295e-01, -7.1863e-01, -1.6637e-01,  9.3198e-01,  8.5991e-01, -2.9075e-01, -2.9800e-01,  8.4491e-01,  4.8147e-01, -8.3740e-01,  1.8634e-01,  7.5517e-01, -5.6839e-01, -7.7879e-01,\n",
      "          3.1370e-01, -6.3046e-01,  6.6749e-01, -8.2943e-01,  3.0878e-01, -2.0005e-01,  3.6621e-01,  1.1593e-01, -4.7973e-01, -5.7091e-01, -5.8669e-01, -8.3657e-01, -5.3375e-01,  9.2693e-01,\n",
      "          8.1783e-01,  8.6715e-02, -1.9586e-01,  4.9550e-01,  3.0705e-01, -1.9307e-01, -6.8298e-02,  9.7641e-01,  1.8749e-01, -1.0288e-01,  8.1883e-01,  8.1019e-01, -6.9177e-01,  8.7078e-01,\n",
      "         -8.1145e-01, -8.5350e-01, -5.2474e-01, -4.6725e-01,  5.5315e-01, -8.5956e-01,  7.8067e-01,  8.8884e-01,  8.5927e-01, -6.6289e-01, -7.0723e-01,  1.8642e-01,  9.6486e-01, -5.7261e-01,\n",
      "          2.4419e-01, -2.4786e-01, -4.2830e-01, -7.1911e-01,  7.8723e-01,  3.3009e-01,  9.2181e-01, -5.3911e-01, -9.2398e-01,  2.7995e-01,  8.5904e-01,  9.3395e-01, -2.5024e-01, -7.0840e-01,\n",
      "          2.5560e-01, -7.8458e-02,  8.9089e-02,  8.6287e-01, -2.3147e-01,  1.8424e-01,  9.0222e-01,  6.9416e-01, -8.1406e-01, -8.6075e-01,  5.2759e-02, -9.1558e-01,  4.5496e-01, -5.6620e-01,\n",
      "          8.7196e-01,  7.1837e-01,  6.0672e-01, -8.5512e-01, -9.1512e-01, -7.1408e-01, -8.1838e-02,  6.1487e-01, -5.9986e-01, -3.8688e-01, -5.3345e-01, -5.0085e-01, -5.4770e-01, -2.4824e-01,\n",
      "          6.5838e-01,  5.2837e-01, -9.7915e-01, -4.6627e-01,  5.6193e-01, -2.7065e-01, -7.3416e-01, -4.7555e-01,  3.6185e-01,  8.6348e-01, -6.4156e-01, -7.8702e-01, -1.1566e-01, -1.1825e-01,\n",
      "         -7.6167e-01, -5.2617e-01,  4.4531e-01, -5.5350e-01, -4.8355e-01,  3.7862e-01,  8.3386e-01, -2.6082e-01, -1.6469e-01, -2.9344e-01,  4.1068e-01, -3.6463e-01,  6.0543e-01, -4.3267e-01,\n",
      "          2.9658e-01, -6.8311e-01, -1.3824e-01, -8.4402e-01,  4.7409e-01,  4.2815e-01,  3.7519e-01,  3.4057e-01,  4.2918e-01, -1.1284e-01,  1.1744e-01, -9.6030e-01, -7.1480e-01, -7.1627e-01,\n",
      "         -4.8088e-01, -3.2222e-01,  8.6924e-01,  6.4271e-01,  7.9476e-01, -5.2297e-01, -6.0815e-01,  1.1772e-01,  2.1879e-01, -8.6945e-02, -8.7690e-01, -6.2971e-01, -5.0575e-01,  4.3252e-01,\n",
      "         -1.9018e-01,  5.9718e-01, -7.5014e-01,  4.3522e-01, -9.6180e-01,  4.4082e-01,  3.9244e-01, -9.5218e-01, -5.1746e-01,  5.6196e-02,  6.7214e-01, -1.5712e-01,  8.8330e-01,  3.4896e-01,\n",
      "         -8.4608e-01, -4.5842e-01,  9.3904e-01,  1.5520e-01,  5.3014e-01,  5.6548e-01, -8.6194e-01, -3.4663e-01,  9.3800e-01,  5.3839e-01, -4.5366e-01, -8.5366e-01],\n",
      "        [ 8.2717e-01, -8.7819e-01, -9.4099e-01,  4.8992e-01,  7.8468e-01,  6.7351e-01, -6.2465e-01, -5.5410e-01, -8.4488e-01, -8.2875e-01,  9.6301e-01, -2.2925e-01, -7.7817e-01,  9.9508e-01,\n",
      "          6.1334e-01, -8.2972e-01, -9.1335e-01,  7.3949e-02, -1.4901e-01, -8.6025e-01,  9.2518e-01,  5.5422e-01,  9.0175e-02,  4.7431e-02, -7.8154e-01,  6.4201e-01,  5.7904e-02,  9.7215e-01,\n",
      "         -8.3446e-01,  1.2828e-01,  1.9226e-01,  7.0332e-01, -2.3050e-01,  6.5231e-01,  4.9186e-01,  1.2225e-01,  3.2115e-01,  9.3363e-01,  3.4527e-01,  2.0781e-01,  8.8883e-01,  9.0754e-01,\n",
      "         -2.3287e-01, -8.9501e-01,  9.1422e-01,  5.7228e-01, -9.1567e-01,  9.4832e-01, -6.0062e-01, -6.9460e-01,  5.8307e-01, -4.3137e-01,  4.6728e-01, -7.2003e-01,  1.1959e-01,  3.3576e-01,\n",
      "          4.3539e-01, -8.6707e-01,  2.4186e-01,  5.1329e-01, -8.2987e-01, -2.4773e-01,  7.7110e-01,  6.3015e-01,  3.4005e-01,  9.1973e-01, -1.4486e-01, -4.1788e-01,  4.8131e-01, -1.9294e-01,\n",
      "          6.1555e-01,  5.8842e-02,  9.1276e-01, -7.9145e-01, -8.4338e-01, -4.9845e-01, -8.6021e-01,  2.3714e-01,  8.5023e-01, -1.5460e-01, -1.2996e-01,  1.5338e-01,  4.6611e-01, -7.8415e-01,\n",
      "          3.0141e-01, -8.9072e-01,  3.7605e-01, -4.1542e-01, -4.0575e-01, -9.0979e-01,  7.0314e-01,  9.6627e-01, -1.0361e-01, -1.5669e-02,  7.6612e-02,  1.7331e-01,  5.8887e-01,  9.5675e-02,\n",
      "         -9.6498e-01,  2.3270e-01, -9.8436e-01, -4.0811e-01,  8.9097e-01, -1.2221e-01, -3.0957e-01,  4.6997e-01,  1.9824e-01, -1.8813e-01, -9.9061e-01, -5.6641e-02, -2.9042e-01, -7.3344e-01,\n",
      "         -7.7812e-01,  7.8764e-01,  7.9149e-01,  3.5847e-01, -5.8148e-01, -4.9542e-01,  8.7992e-01, -3.2228e-01,  1.4076e-01,  8.8494e-01,  1.4468e-01, -3.0382e-01,  5.9465e-01, -7.4718e-01,\n",
      "         -5.2167e-01, -7.4859e-02, -1.9000e-01, -2.9018e-01,  8.8733e-02, -8.5440e-01, -2.2547e-01,  1.0113e-01,  2.5623e-01,  6.0015e-01, -4.0406e-01, -8.5280e-01, -3.9561e-01,  4.5884e-01,\n",
      "          7.9747e-01,  9.8470e-01,  3.9734e-01, -1.0952e-01, -9.9613e-02, -5.1245e-01, -7.2210e-01,  2.9568e-01,  1.1719e-01, -5.0435e-01,  7.2871e-01, -9.0921e-01, -7.0245e-01,  7.4216e-01,\n",
      "          9.3804e-01,  8.5276e-01,  4.6001e-01,  3.3061e-01,  7.0111e-01,  7.8943e-01, -7.5239e-01, -4.0238e-01, -1.5316e-01,  6.9897e-01, -6.8974e-01,  5.9990e-01,  2.9224e-01, -8.6250e-01,\n",
      "         -3.1473e-01, -8.3409e-01,  6.7392e-01,  6.0872e-01,  5.9042e-01, -7.8060e-01, -6.3026e-01,  5.5500e-01, -4.1099e-01,  1.0919e-01,  4.0627e-01,  6.4748e-01, -9.2156e-01,  8.7666e-01,\n",
      "          8.8369e-01, -6.1686e-01,  2.2741e-01, -2.2037e-01,  6.7297e-01,  3.2078e-01,  6.5018e-01, -9.7174e-01, -7.6353e-01, -6.9187e-01,  2.9962e-01, -3.4789e-01,  9.7001e-01, -7.6403e-01,\n",
      "          2.6413e-02,  6.5546e-01,  5.3278e-01,  9.3897e-01, -8.8905e-01,  5.4528e-01, -6.2247e-01, -8.0485e-02,  9.7778e-01,  8.7454e-02,  9.1047e-01, -3.8063e-01, -2.8824e-01,  6.3303e-01,\n",
      "          9.9075e-01,  1.3023e-01, -5.4583e-01, -7.0375e-01,  7.9938e-01, -1.7689e-01, -3.1369e-01, -6.6285e-02,  3.8302e-01,  7.5869e-01,  8.1489e-01,  8.5995e-01,  5.4911e-01,  6.0511e-01,\n",
      "          6.0417e-01,  1.5493e-01, -6.7516e-01,  8.9860e-01, -4.7781e-01, -8.2956e-02, -8.3414e-01, -7.2883e-01, -8.7866e-01, -5.2442e-01,  2.5120e-01, -9.0303e-02,  2.6032e-01,  4.2701e-01,\n",
      "          6.5522e-01,  8.7996e-01,  4.1994e-01,  5.8257e-01, -2.5347e-01, -8.1191e-01, -3.2670e-01, -1.3211e-01, -1.5440e-01,  9.2084e-01,  4.4797e-01, -1.1237e-01, -1.7882e-02, -9.1578e-01,\n",
      "         -5.4202e-01, -6.6840e-01,  3.9123e-01, -5.8501e-01,  9.1656e-01,  9.3414e-01,  8.5303e-01, -5.9146e-02, -3.5466e-01,  6.9032e-01,  3.4849e-01, -7.1428e-01,  7.9126e-01,  5.6896e-01,\n",
      "         -1.7668e-01,  9.0266e-01,  8.1878e-01,  1.7528e-02, -1.9320e-01,  6.1679e-01,  8.0120e-01,  4.9827e-01, -8.6720e-01, -6.7755e-01, -3.7246e-01,  9.0605e-01,  2.0679e-01,  7.0186e-01,\n",
      "          8.9652e-01,  6.3488e-01,  8.1405e-01,  4.5161e-01, -7.4996e-01,  2.5525e-01, -7.3452e-01, -2.6822e-01, -6.3174e-01,  8.1264e-01,  2.3837e-01, -4.2471e-01,  2.7108e-01,  3.4835e-01,\n",
      "         -6.9838e-01, -4.2216e-01,  2.0201e-01, -7.8134e-01,  1.3939e-01,  8.1258e-01,  4.4753e-01, -1.9210e-01,  6.8132e-02, -9.6731e-01,  5.0715e-01, -9.9702e-01, -2.0832e-01, -1.4022e-01,\n",
      "          8.4948e-01,  4.5783e-01, -7.3517e-01, -7.3230e-01, -3.5851e-01, -4.9925e-01,  6.0000e-01,  1.0215e-01,  6.6617e-01, -3.3223e-01, -7.0761e-01,  4.0079e-01,  2.4913e-01,  8.5599e-01,\n",
      "         -5.9775e-01,  4.5960e-01, -5.3421e-01,  3.1594e-01, -5.4623e-01,  5.0744e-01,  8.6357e-01,  9.9136e-01,  9.5774e-01, -7.2524e-01, -1.9759e-01,  2.7253e-01,  2.7463e-01, -9.1236e-01,\n",
      "         -4.1432e-01, -4.8397e-01,  8.5734e-02,  9.7851e-01,  1.8544e-01,  7.7934e-01, -6.8303e-01,  1.5980e-01, -3.8126e-01, -2.2111e-01,  3.0805e-01, -9.8351e-01,  9.2106e-01, -8.5422e-01,\n",
      "         -1.3244e-01,  9.5222e-01,  9.0566e-01, -6.7769e-01,  6.3313e-01,  8.8536e-01, -3.2834e-01,  6.0156e-01, -5.7633e-02,  1.2760e-01, -7.8764e-01, -2.5911e-01,  8.1431e-01, -2.5834e-01,\n",
      "         -9.4730e-01, -9.5323e-01,  9.8339e-01, -7.2489e-01,  6.3656e-01,  7.8773e-01,  3.5826e-01,  4.8133e-01,  3.9375e-01,  9.6372e-01,  2.4001e-01,  7.1662e-02,  5.8332e-01, -9.9187e-01,\n",
      "         -6.6022e-01,  8.5342e-01, -7.4720e-01, -8.5470e-01, -4.0067e-01, -7.2159e-01,  3.6602e-01, -4.1986e-01,  5.9852e-01,  6.8771e-01,  6.7228e-01,  4.5112e-02, -8.0824e-02, -2.1631e-01,\n",
      "         -6.3474e-01, -8.3704e-01,  4.6409e-01, -9.8933e-01,  1.8242e-01, -6.4500e-01, -8.3875e-01, -7.5731e-01,  7.4599e-02,  7.4360e-01,  7.6880e-01,  4.9089e-01,  5.0364e-02, -1.7369e-01,\n",
      "          9.3396e-01,  8.4566e-01,  6.4839e-01,  1.2146e-01,  1.8085e-01, -8.7704e-01, -8.8157e-01,  5.5203e-01,  5.2074e-01,  3.4333e-01,  8.4636e-01,  8.9134e-01,  2.8952e-01,  7.5614e-01,\n",
      "          8.2582e-01,  8.7143e-01,  3.0379e-01, -5.6222e-01,  4.8173e-01, -9.7624e-01,  5.6040e-01,  5.7598e-01,  7.8030e-02, -7.2301e-01, -5.8369e-01,  5.5698e-01,  7.7194e-01,  7.6068e-01,\n",
      "          2.2311e-01,  5.9128e-01,  9.3248e-01, -2.1065e-02,  7.7615e-01,  2.3073e-01, -6.5728e-01,  8.7319e-01,  6.4824e-03, -3.4318e-01,  6.5058e-01,  9.4901e-01,  9.0873e-01,  6.3621e-01,\n",
      "          6.3032e-01,  6.6301e-01, -1.4284e-01, -4.1516e-01, -7.1356e-02, -3.8573e-01,  7.4243e-01,  6.3330e-01,  5.3856e-01, -8.6767e-01, -4.8876e-01, -5.8908e-01,  3.0170e-01, -5.5872e-01,\n",
      "          9.2514e-01, -8.8752e-02,  2.3291e-01,  6.2417e-01, -3.7992e-01,  8.2507e-01,  7.7107e-01, -5.5539e-01, -3.4405e-01, -9.6114e-01, -4.0201e-01, -8.3333e-01, -6.0394e-01,  8.1914e-01,\n",
      "         -5.2752e-01,  6.0883e-01,  4.0135e-01, -8.8243e-01, -8.6975e-01,  4.0305e-01, -6.1054e-01, -7.0486e-01,  3.6299e-01, -3.0206e-01, -5.3135e-03, -3.6048e-01,  9.0260e-05, -7.3039e-02,\n",
      "          8.0472e-01,  8.3607e-01,  2.7544e-01,  5.4587e-01, -3.0720e-01,  7.2886e-01,  4.8856e-01,  4.1447e-01, -8.3160e-01, -5.5852e-01,  4.8388e-01,  2.7908e-01,  4.1657e-01, -4.1318e-02,\n",
      "         -8.2857e-01, -5.0629e-01, -2.3478e-01,  7.9136e-01, -7.7706e-01,  7.0663e-01, -3.5563e-01,  2.7420e-01,  6.8631e-01,  9.2475e-01,  8.8091e-01,  5.5274e-01, -8.2964e-01,  9.4095e-01,\n",
      "         -7.3427e-01, -3.9665e-01, -3.6842e-01,  7.9237e-01, -1.1944e-02,  1.4076e-01, -8.5826e-02, -5.2549e-01,  1.7995e-01, -7.8820e-01,  2.4083e-03,  6.0340e-01, -1.6789e-01,  6.1836e-01,\n",
      "          3.2024e-01,  7.1722e-01, -7.0742e-01, -4.0579e-01, -9.9988e-02,  9.1136e-01,  7.4278e-01,  7.3084e-01,  8.0689e-01,  2.7628e-01, -7.5236e-01,  4.0936e-02, -7.6614e-01,  6.9339e-01,\n",
      "         -6.2676e-01,  6.4493e-01, -5.9321e-01,  2.1856e-02, -9.7972e-01,  1.9384e-01, -8.4183e-01, -4.4023e-01, -8.9810e-02,  1.0580e-02,  5.6071e-01,  4.9677e-01, -7.2853e-01, -1.3706e-01,\n",
      "          8.6177e-01,  7.3659e-01,  3.5962e-01,  8.3874e-01,  3.7339e-01,  1.3649e-01,  6.6232e-01, -8.9211e-01, -7.6509e-01, -7.5259e-01, -6.8017e-01, -8.2076e-01, -7.9376e-01,  7.1224e-01,\n",
      "          7.3778e-01,  9.7076e-01, -9.0375e-01,  9.4649e-01,  6.5175e-01,  2.7066e-01,  8.1117e-01, -6.0564e-01,  7.8137e-01, -9.9341e-01,  9.8306e-01,  7.1030e-01,  6.6781e-01,  1.6876e-01,\n",
      "         -2.7292e-01, -7.1865e-01, -1.6633e-01,  9.3199e-01,  8.5993e-01, -2.9078e-01, -2.9802e-01,  8.4492e-01,  4.8151e-01, -8.3741e-01,  1.8636e-01,  7.5519e-01, -5.6842e-01, -7.7880e-01,\n",
      "          3.1364e-01, -6.3043e-01,  6.6751e-01, -8.2942e-01,  3.0890e-01, -2.0008e-01,  3.6620e-01,  1.1590e-01, -4.7975e-01, -5.7094e-01, -5.8676e-01, -8.3658e-01, -5.3374e-01,  9.2693e-01,\n",
      "          8.1785e-01,  8.6758e-02, -1.9584e-01,  4.9550e-01,  3.0707e-01, -1.9310e-01, -6.8215e-02,  9.7642e-01,  1.8750e-01, -1.0283e-01,  8.1884e-01,  8.1020e-01, -6.9178e-01,  8.7079e-01,\n",
      "         -8.1146e-01, -8.5351e-01, -5.2476e-01, -4.6733e-01,  5.5312e-01, -8.5959e-01,  7.8068e-01,  8.8886e-01,  8.5929e-01, -6.6291e-01, -7.0730e-01,  1.8648e-01,  9.6487e-01, -5.7263e-01,\n",
      "          2.4423e-01, -2.4790e-01, -4.2827e-01, -7.1913e-01,  7.8723e-01,  3.3017e-01,  9.2182e-01, -5.3919e-01, -9.2401e-01,  2.7992e-01,  8.5904e-01,  9.3396e-01, -2.5025e-01, -7.0841e-01,\n",
      "          2.5560e-01, -7.8439e-02,  8.9078e-02,  8.6287e-01, -2.3148e-01,  1.8425e-01,  9.0223e-01,  6.9416e-01, -8.1408e-01, -8.6077e-01,  5.2788e-02, -9.1558e-01,  4.5499e-01, -5.6619e-01,\n",
      "          8.7199e-01,  7.1841e-01,  6.0676e-01, -8.5514e-01, -9.1513e-01, -7.1409e-01, -8.1815e-02,  6.1490e-01, -5.9987e-01, -3.8690e-01, -5.3350e-01, -5.0083e-01, -5.4769e-01, -2.4826e-01,\n",
      "          6.5845e-01,  5.2834e-01, -9.7916e-01, -4.6628e-01,  5.6198e-01, -2.7060e-01, -7.3418e-01, -4.7560e-01,  3.6189e-01,  8.6350e-01, -6.4161e-01, -7.8703e-01, -1.1570e-01, -1.1823e-01,\n",
      "         -7.6167e-01, -5.2614e-01,  4.4534e-01, -5.5356e-01, -4.8356e-01,  3.7868e-01,  8.3389e-01, -2.6075e-01, -1.6466e-01, -2.9344e-01,  4.1067e-01, -3.6460e-01,  6.0546e-01, -4.3268e-01,\n",
      "          2.9657e-01, -6.8311e-01, -1.3821e-01, -8.4404e-01,  4.7408e-01,  4.2814e-01,  3.7521e-01,  3.4055e-01,  4.2923e-01, -1.1284e-01,  1.1750e-01, -9.6030e-01, -7.1480e-01, -7.1629e-01,\n",
      "         -4.8087e-01, -3.2227e-01,  8.6927e-01,  6.4271e-01,  7.9475e-01, -5.2296e-01, -6.0818e-01,  1.1770e-01,  2.1882e-01, -8.6997e-02, -8.7693e-01, -6.2979e-01, -5.0578e-01,  4.3253e-01,\n",
      "         -1.9021e-01,  5.9717e-01, -7.5015e-01,  4.3529e-01, -9.6180e-01,  4.4085e-01,  3.9244e-01, -9.5219e-01, -5.1751e-01,  5.6182e-02,  6.7214e-01, -1.5709e-01,  8.8331e-01,  3.4903e-01,\n",
      "         -8.4611e-01, -4.5838e-01,  9.3905e-01,  1.5516e-01,  5.3011e-01,  5.6553e-01, -8.6195e-01, -3.4660e-01,  9.3801e-01,  5.3841e-01, -4.5362e-01, -8.5367e-01],\n",
      "        [ 8.2734e-01, -8.7819e-01, -9.4098e-01,  4.9000e-01,  7.8468e-01,  6.7352e-01, -6.2453e-01, -5.5394e-01, -8.4495e-01, -8.2897e-01,  9.6304e-01, -2.2909e-01, -7.7830e-01,  9.9508e-01,\n",
      "          6.1327e-01, -8.2972e-01, -9.1336e-01,  7.4665e-02, -1.4840e-01, -8.6023e-01,  9.2526e-01,  5.5442e-01,  8.9975e-02,  4.7397e-02, -7.8163e-01,  6.4201e-01,  5.8145e-02,  9.7215e-01,\n",
      "         -8.3438e-01,  1.2853e-01,  1.9236e-01,  7.0355e-01, -2.3091e-01,  6.5221e-01,  4.9202e-01,  1.2262e-01,  3.2083e-01,  9.3369e-01,  3.4573e-01,  2.0803e-01,  8.8901e-01,  9.0753e-01,\n",
      "         -2.3278e-01, -8.9512e-01,  9.1429e-01,  5.7230e-01, -9.1558e-01,  9.4828e-01, -6.0069e-01, -6.9465e-01,  5.8299e-01, -4.3163e-01,  4.6705e-01, -7.2022e-01,  1.1993e-01,  3.3554e-01,\n",
      "          4.3548e-01, -8.6702e-01,  2.4178e-01,  5.1310e-01, -8.2989e-01, -2.4716e-01,  7.7116e-01,  6.3015e-01,  3.4020e-01,  9.1970e-01, -1.4482e-01, -4.1776e-01,  4.8172e-01, -1.9310e-01,\n",
      "          6.1523e-01,  5.9121e-02,  9.1284e-01, -7.9134e-01, -8.4341e-01, -4.9853e-01, -8.6026e-01,  2.3735e-01,  8.5035e-01, -1.5454e-01, -1.2967e-01,  1.5301e-01,  4.6599e-01, -7.8401e-01,\n",
      "          3.0164e-01, -8.9081e-01,  3.7598e-01, -4.1525e-01, -4.0593e-01, -9.0983e-01,  7.0316e-01,  9.6628e-01, -1.0330e-01, -1.5283e-02,  7.6615e-02,  1.7374e-01,  5.8911e-01,  9.5508e-02,\n",
      "         -9.6499e-01,  2.3232e-01, -9.8436e-01, -4.0792e-01,  8.9098e-01, -1.2198e-01, -3.0987e-01,  4.7009e-01,  1.9763e-01, -1.8822e-01, -9.9061e-01, -5.6241e-02, -2.9046e-01, -7.3335e-01,\n",
      "         -7.7800e-01,  7.8754e-01,  7.9146e-01,  3.5849e-01, -5.8150e-01, -4.9599e-01,  8.7991e-01, -3.2222e-01,  1.4110e-01,  8.8503e-01,  1.4477e-01, -3.0398e-01,  5.9468e-01, -7.4718e-01,\n",
      "         -5.2192e-01, -7.4719e-02, -1.8988e-01, -2.9050e-01,  8.8701e-02, -8.5435e-01, -2.2582e-01,  1.0092e-01,  2.5615e-01,  6.0012e-01, -4.0409e-01, -8.5286e-01, -3.9558e-01,  4.5897e-01,\n",
      "          7.9754e-01,  9.8470e-01,  3.9709e-01, -1.0935e-01, -9.9936e-02, -5.1243e-01, -7.2240e-01,  2.9604e-01,  1.1720e-01, -5.0467e-01,  7.2879e-01, -9.0922e-01, -7.0258e-01,  7.4224e-01,\n",
      "          9.3803e-01,  8.5279e-01,  4.6002e-01,  3.3065e-01,  7.0131e-01,  7.8950e-01, -7.5240e-01, -4.0226e-01, -1.5322e-01,  6.9896e-01, -6.8985e-01,  5.9997e-01,  2.9246e-01, -8.6255e-01,\n",
      "         -3.1460e-01, -8.3421e-01,  6.7362e-01,  6.0873e-01,  5.9027e-01, -7.8060e-01, -6.3028e-01,  5.5518e-01, -4.1095e-01,  1.0903e-01,  4.0570e-01,  6.4752e-01, -9.2163e-01,  8.7674e-01,\n",
      "          8.8369e-01, -6.1676e-01,  2.2742e-01, -2.2029e-01,  6.7305e-01,  3.2018e-01,  6.5026e-01, -9.7176e-01, -7.6363e-01, -6.9198e-01,  2.9975e-01, -3.4791e-01,  9.7000e-01, -7.6410e-01,\n",
      "          2.6340e-02,  6.5505e-01,  5.3278e-01,  9.3897e-01, -8.8907e-01,  5.4523e-01, -6.2233e-01, -8.0540e-02,  9.7780e-01,  8.7234e-02,  9.1048e-01, -3.8084e-01, -2.8820e-01,  6.3309e-01,\n",
      "          9.9075e-01,  1.2998e-01, -5.4571e-01, -7.0358e-01,  7.9928e-01, -1.7662e-01, -3.1356e-01, -6.6781e-02,  3.8328e-01,  7.5869e-01,  8.1488e-01,  8.5987e-01,  5.4930e-01,  6.0538e-01,\n",
      "          6.0438e-01,  1.5492e-01, -6.7514e-01,  8.9860e-01, -4.7791e-01, -8.3723e-02, -8.3401e-01, -7.2906e-01, -8.7875e-01, -5.2456e-01,  2.5118e-01, -9.0489e-02,  2.6039e-01,  4.2662e-01,\n",
      "          6.5520e-01,  8.7989e-01,  4.2003e-01,  5.8258e-01, -2.5347e-01, -8.1198e-01, -3.2674e-01, -1.3154e-01, -1.5417e-01,  9.2086e-01,  4.4800e-01, -1.1248e-01, -1.7503e-02, -9.1575e-01,\n",
      "         -5.4206e-01, -6.6858e-01,  3.9107e-01, -5.8487e-01,  9.1659e-01,  9.3411e-01,  8.5314e-01, -5.9224e-02, -3.5490e-01,  6.9029e-01,  3.4862e-01, -7.1450e-01,  7.9133e-01,  5.6884e-01,\n",
      "         -1.7699e-01,  9.0271e-01,  8.1874e-01,  1.7447e-02, -1.9275e-01,  6.1682e-01,  8.0115e-01,  4.9815e-01, -8.6716e-01, -6.7763e-01, -3.7245e-01,  9.0599e-01,  2.0710e-01,  7.0198e-01,\n",
      "          8.9660e-01,  6.3494e-01,  8.1401e-01,  4.5138e-01, -7.4993e-01,  2.5502e-01, -7.3460e-01, -2.6820e-01, -6.3172e-01,  8.1267e-01,  2.3815e-01, -4.2511e-01,  2.7075e-01,  3.4814e-01,\n",
      "         -6.9820e-01, -4.2281e-01,  2.0199e-01, -7.8126e-01,  1.3936e-01,  8.1263e-01,  4.4756e-01, -1.9234e-01,  6.8401e-02, -9.6731e-01,  5.0694e-01, -9.9702e-01, -2.0800e-01, -1.4023e-01,\n",
      "          8.4949e-01,  4.5787e-01, -7.3520e-01, -7.3208e-01, -3.5848e-01, -4.9929e-01,  6.0008e-01,  1.0276e-01,  6.6610e-01, -3.3255e-01, -7.0766e-01,  4.0061e-01,  2.4916e-01,  8.5598e-01,\n",
      "         -5.9766e-01,  4.5987e-01, -5.3431e-01,  3.1602e-01, -5.4634e-01,  5.0780e-01,  8.6358e-01,  9.9136e-01,  9.5774e-01, -7.2508e-01, -1.9714e-01,  2.7245e-01,  2.7456e-01, -9.1233e-01,\n",
      "         -4.1478e-01, -4.8390e-01,  8.5594e-02,  9.7854e-01,  1.8572e-01,  7.7925e-01, -6.8313e-01,  1.5950e-01, -3.8120e-01, -2.2085e-01,  3.0810e-01, -9.8352e-01,  9.2105e-01, -8.5417e-01,\n",
      "         -1.3223e-01,  9.5225e-01,  9.0572e-01, -6.7783e-01,  6.3304e-01,  8.8523e-01, -3.2824e-01,  6.0169e-01, -5.7737e-02,  1.2757e-01, -7.8772e-01, -2.5913e-01,  8.1424e-01, -2.5852e-01,\n",
      "         -9.4734e-01, -9.5330e-01,  9.8341e-01, -7.2497e-01,  6.3668e-01,  7.8793e-01,  3.5812e-01,  4.8164e-01,  3.9378e-01,  9.6374e-01,  2.3996e-01,  7.1908e-02,  5.8337e-01, -9.9187e-01,\n",
      "         -6.6040e-01,  8.5358e-01, -7.4701e-01, -8.5463e-01, -4.0049e-01, -7.2151e-01,  3.6604e-01, -4.1977e-01,  5.9844e-01,  6.8760e-01,  6.7244e-01,  4.5212e-02, -8.0758e-02, -2.1624e-01,\n",
      "         -6.3472e-01, -8.3703e-01,  4.6403e-01, -9.8934e-01,  1.8243e-01, -6.4526e-01, -8.3887e-01, -7.5718e-01,  7.4444e-02,  7.4367e-01,  7.6889e-01,  4.9058e-01,  5.0336e-02, -1.7375e-01,\n",
      "          9.3395e-01,  8.4564e-01,  6.4847e-01,  1.2142e-01,  1.8094e-01, -8.7711e-01, -8.8154e-01,  5.5195e-01,  5.2068e-01,  3.4294e-01,  8.4648e-01,  8.9130e-01,  2.8960e-01,  7.5618e-01,\n",
      "          8.2580e-01,  8.7150e-01,  3.0367e-01, -5.6239e-01,  4.8151e-01, -9.7624e-01,  5.6034e-01,  5.7567e-01,  7.8557e-02, -7.2302e-01, -5.8373e-01,  5.5703e-01,  7.7202e-01,  7.6070e-01,\n",
      "          2.2312e-01,  5.9140e-01,  9.3250e-01, -2.1348e-02,  7.7611e-01,  2.3062e-01, -6.5709e-01,  8.7333e-01,  6.7475e-03, -3.4303e-01,  6.5048e-01,  9.4904e-01,  9.0871e-01,  6.3588e-01,\n",
      "          6.3014e-01,  6.6306e-01, -1.4278e-01, -4.1525e-01, -7.1486e-02, -3.8547e-01,  7.4257e-01,  6.3326e-01,  5.3863e-01, -8.6764e-01, -4.8886e-01, -5.8918e-01,  3.0172e-01, -5.5898e-01,\n",
      "          9.2514e-01, -8.8844e-02,  2.3306e-01,  6.2414e-01, -3.7992e-01,  8.2510e-01,  7.7096e-01, -5.5540e-01, -3.4414e-01, -9.6113e-01, -4.0219e-01, -8.3326e-01, -6.0410e-01,  8.1911e-01,\n",
      "         -5.2743e-01,  6.0904e-01,  4.0135e-01, -8.8243e-01, -8.6984e-01,  4.0314e-01, -6.1078e-01, -7.0489e-01,  3.6280e-01, -3.0222e-01, -5.0022e-03, -3.6057e-01,  2.7846e-04, -7.3132e-02,\n",
      "          8.0501e-01,  8.3608e-01,  2.7572e-01,  5.4609e-01, -3.0701e-01,  7.2895e-01,  4.8860e-01,  4.1459e-01, -8.3144e-01, -5.5866e-01,  4.8390e-01,  2.7905e-01,  4.1640e-01, -4.1760e-02,\n",
      "         -8.2859e-01, -5.0670e-01, -2.3474e-01,  7.9128e-01, -7.7708e-01,  7.0671e-01, -3.5569e-01,  2.7450e-01,  6.8656e-01,  9.2477e-01,  8.8083e-01,  5.5243e-01, -8.2958e-01,  9.4094e-01,\n",
      "         -7.3408e-01, -3.9637e-01, -3.6867e-01,  7.9237e-01, -1.1767e-02,  1.4114e-01, -8.6007e-02, -5.2585e-01,  1.8010e-01, -7.8837e-01,  2.1711e-03,  6.0338e-01, -1.6772e-01,  6.1858e-01,\n",
      "          3.2038e-01,  7.1738e-01, -7.0740e-01, -4.0599e-01, -9.9845e-02,  9.1139e-01,  7.4270e-01,  7.3074e-01,  8.0712e-01,  2.7650e-01, -7.5227e-01,  4.0775e-02, -7.6629e-01,  6.9346e-01,\n",
      "         -6.2672e-01,  6.4483e-01, -5.9323e-01,  2.2143e-02, -9.7972e-01,  1.9338e-01, -8.4179e-01, -4.4020e-01, -8.9930e-02,  1.0974e-02,  5.6092e-01,  4.9659e-01, -7.2861e-01, -1.3735e-01,\n",
      "          8.6180e-01,  7.3669e-01,  3.5945e-01,  8.3880e-01,  3.7352e-01,  1.3651e-01,  6.6224e-01, -8.9208e-01, -7.6529e-01, -7.5282e-01, -6.8023e-01, -8.2086e-01, -7.9382e-01,  7.1237e-01,\n",
      "          7.3774e-01,  9.7077e-01, -9.0375e-01,  9.4654e-01,  6.5158e-01,  2.7037e-01,  8.1133e-01, -6.0583e-01,  7.8138e-01, -9.9342e-01,  9.8307e-01,  7.1005e-01,  6.6761e-01,  1.6924e-01,\n",
      "         -2.7249e-01, -7.1869e-01, -1.6619e-01,  9.3197e-01,  8.5999e-01, -2.9076e-01, -2.9815e-01,  8.4494e-01,  4.8170e-01, -8.3744e-01,  1.8633e-01,  7.5518e-01, -5.6852e-01, -7.7874e-01,\n",
      "          3.1330e-01, -6.3015e-01,  6.6764e-01, -8.2931e-01,  3.0969e-01, -2.0017e-01,  3.6610e-01,  1.1563e-01, -4.7972e-01, -5.7104e-01, -5.8698e-01, -8.3658e-01, -5.3355e-01,  9.2689e-01,\n",
      "          8.1793e-01,  8.6792e-02, -1.9590e-01,  4.9532e-01,  3.0692e-01, -1.9303e-01, -6.7730e-02,  9.7644e-01,  1.8756e-01, -1.0245e-01,  8.1878e-01,  8.1026e-01, -6.9175e-01,  8.7077e-01,\n",
      "         -8.1145e-01, -8.5344e-01, -5.2478e-01, -4.6795e-01,  5.5284e-01, -8.5972e-01,  7.8066e-01,  8.8888e-01,  8.5931e-01, -6.6295e-01, -7.0755e-01,  1.8665e-01,  9.6490e-01, -5.7278e-01,\n",
      "          2.4438e-01, -2.4816e-01, -4.2820e-01, -7.1914e-01,  7.8714e-01,  3.3072e-01,  9.2187e-01, -5.3974e-01, -9.2411e-01,  2.7960e-01,  8.5895e-01,  9.3401e-01, -2.5039e-01, -7.0854e-01,\n",
      "          2.5555e-01, -7.8274e-02,  8.8757e-02,  8.6290e-01, -2.3135e-01,  1.8417e-01,  9.0227e-01,  6.9412e-01, -8.1411e-01, -8.6095e-01,  5.2940e-02, -9.1555e-01,  4.5520e-01, -5.6598e-01,\n",
      "          8.7206e-01,  7.1868e-01,  6.0684e-01, -8.5521e-01, -9.1511e-01, -7.1410e-01, -8.1755e-02,  6.1513e-01, -5.9984e-01, -3.8689e-01, -5.3370e-01, -5.0063e-01, -5.4754e-01, -2.4808e-01,\n",
      "          6.5872e-01,  5.2805e-01, -9.7918e-01, -4.6629e-01,  5.6221e-01, -2.7018e-01, -7.3415e-01, -4.7582e-01,  3.6224e-01,  8.6363e-01, -6.4174e-01, -7.8707e-01, -1.1607e-01, -1.1799e-01,\n",
      "         -7.6165e-01, -5.2602e-01,  4.4534e-01, -5.5396e-01, -4.8347e-01,  3.7882e-01,  8.3405e-01, -2.6032e-01, -1.6442e-01, -2.9319e-01,  4.1041e-01, -3.6416e-01,  6.0562e-01, -4.3266e-01,\n",
      "          2.9639e-01, -6.8294e-01, -1.3827e-01, -8.4415e-01,  4.7385e-01,  4.2797e-01,  3.7532e-01,  3.4048e-01,  4.2939e-01, -1.1294e-01,  1.1795e-01, -9.6029e-01, -7.1479e-01, -7.1630e-01,\n",
      "         -4.8087e-01, -3.2249e-01,  8.6940e-01,  6.4278e-01,  7.9468e-01, -5.2285e-01, -6.0828e-01,  1.1751e-01,  2.1908e-01, -8.7118e-02, -8.7703e-01, -6.3006e-01, -5.0612e-01,  4.3252e-01,\n",
      "         -1.9029e-01,  5.9719e-01, -7.5011e-01,  4.3551e-01, -9.6180e-01,  4.4092e-01,  3.9244e-01, -9.5219e-01, -5.1767e-01,  5.6017e-02,  6.7203e-01, -1.5689e-01,  8.8332e-01,  3.4923e-01,\n",
      "         -8.4627e-01, -4.5808e-01,  9.3908e-01,  1.5472e-01,  5.2998e-01,  5.6571e-01, -8.6195e-01, -3.4626e-01,  9.3804e-01,  5.3851e-01, -4.5336e-01, -8.5371e-01],\n",
      "        [ 8.2750e-01, -8.7816e-01, -9.4095e-01,  4.8984e-01,  7.8467e-01,  6.7358e-01, -6.2466e-01, -5.5378e-01, -8.4506e-01, -8.2902e-01,  9.6306e-01, -2.2891e-01, -7.7835e-01,  9.9508e-01,\n",
      "          6.1346e-01, -8.2971e-01, -9.1345e-01,  7.4646e-02, -1.4794e-01, -8.6026e-01,  9.2536e-01,  5.5462e-01,  8.9936e-02,  4.7118e-02, -7.8161e-01,  6.4207e-01,  5.8374e-02,  9.7217e-01,\n",
      "         -8.3438e-01,  1.2817e-01,  1.9206e-01,  7.0366e-01, -2.3123e-01,  6.5231e-01,  4.9219e-01,  1.2320e-01,  3.2117e-01,  9.3376e-01,  3.4640e-01,  2.0802e-01,  8.8911e-01,  9.0756e-01,\n",
      "         -2.3250e-01, -8.9517e-01,  9.1433e-01,  5.7236e-01, -9.1554e-01,  9.4829e-01, -6.0105e-01, -6.9469e-01,  5.8314e-01, -4.3184e-01,  4.6674e-01, -7.2045e-01,  1.2014e-01,  3.3526e-01,\n",
      "          4.3543e-01, -8.6706e-01,  2.4181e-01,  5.1313e-01, -8.2996e-01, -2.4762e-01,  7.7129e-01,  6.3002e-01,  3.4034e-01,  9.1977e-01, -1.4452e-01, -4.1738e-01,  4.8170e-01, -1.9365e-01,\n",
      "          6.1515e-01,  5.9150e-02,  9.1289e-01, -7.9118e-01, -8.4351e-01, -4.9868e-01, -8.6033e-01,  2.3729e-01,  8.5032e-01, -1.5448e-01, -1.2969e-01,  1.5319e-01,  4.6572e-01, -7.8395e-01,\n",
      "          3.0196e-01, -8.9081e-01,  3.7556e-01, -4.1494e-01, -4.0618e-01, -9.0989e-01,  7.0316e-01,  9.6629e-01, -1.0305e-01, -1.4716e-02,  7.6193e-02,  1.7390e-01,  5.8900e-01,  9.5341e-02,\n",
      "         -9.6504e-01,  2.3218e-01, -9.8437e-01, -4.0795e-01,  8.9097e-01, -1.2227e-01, -3.1005e-01,  4.7004e-01,  1.9734e-01, -1.8803e-01, -9.9061e-01, -5.6085e-02, -2.9095e-01, -7.3308e-01,\n",
      "         -7.7804e-01,  7.8759e-01,  7.9149e-01,  3.5819e-01, -5.8152e-01, -4.9621e-01,  8.7991e-01, -3.2271e-01,  1.4111e-01,  8.8501e-01,  1.4502e-01, -3.0429e-01,  5.9473e-01, -7.4733e-01,\n",
      "         -5.2219e-01, -7.5020e-02, -1.9001e-01, -2.9049e-01,  8.8484e-02, -8.5418e-01, -2.2596e-01,  1.0118e-01,  2.5615e-01,  6.0021e-01, -4.0433e-01, -8.5288e-01, -3.9530e-01,  4.5941e-01,\n",
      "          7.9754e-01,  9.8470e-01,  3.9718e-01, -1.0947e-01, -1.0007e-01, -5.1220e-01, -7.2239e-01,  2.9612e-01,  1.1754e-01, -5.0515e-01,  7.2871e-01, -9.0932e-01, -7.0242e-01,  7.4239e-01,\n",
      "          9.3803e-01,  8.5286e-01,  4.5997e-01,  3.3072e-01,  7.0137e-01,  7.8952e-01, -7.5244e-01, -4.0212e-01, -1.5329e-01,  6.9905e-01, -6.8966e-01,  6.0016e-01,  2.9275e-01, -8.6253e-01,\n",
      "         -3.1484e-01, -8.3431e-01,  6.7367e-01,  6.0913e-01,  5.9009e-01, -7.8072e-01, -6.3068e-01,  5.5546e-01, -4.1055e-01,  1.0841e-01,  4.0604e-01,  6.4752e-01, -9.2167e-01,  8.7685e-01,\n",
      "          8.8361e-01, -6.1662e-01,  2.2806e-01, -2.1995e-01,  6.7313e-01,  3.1991e-01,  6.5036e-01, -9.7180e-01, -7.6371e-01, -6.9223e-01,  3.0013e-01, -3.4820e-01,  9.7001e-01, -7.6418e-01,\n",
      "          2.5976e-02,  6.5476e-01,  5.3265e-01,  9.3902e-01, -8.8911e-01,  5.4520e-01, -6.2238e-01, -8.0793e-02,  9.7781e-01,  8.7107e-02,  9.1050e-01, -3.8111e-01, -2.8819e-01,  6.3299e-01,\n",
      "          9.9076e-01,  1.2925e-01, -5.4561e-01, -7.0342e-01,  7.9918e-01, -1.7640e-01, -3.1369e-01, -6.6536e-02,  3.8333e-01,  7.5889e-01,  8.1506e-01,  8.5983e-01,  5.4919e-01,  6.0534e-01,\n",
      "          6.0458e-01,  1.5471e-01, -6.7520e-01,  8.9866e-01, -4.7791e-01, -8.4407e-02, -8.3406e-01, -7.2912e-01, -8.7882e-01, -5.2456e-01,  2.5121e-01, -9.0343e-02,  2.6088e-01,  4.2642e-01,\n",
      "          6.5540e-01,  8.7996e-01,  4.1975e-01,  5.8263e-01, -2.5344e-01, -8.1222e-01, -3.2692e-01, -1.3161e-01, -1.5399e-01,  9.2088e-01,  4.4791e-01, -1.1171e-01, -1.7352e-02, -9.1581e-01,\n",
      "         -5.4212e-01, -6.6856e-01,  3.9087e-01, -5.8464e-01,  9.1668e-01,  9.3409e-01,  8.5327e-01, -5.9002e-02, -3.5488e-01,  6.9036e-01,  3.4864e-01, -7.1473e-01,  7.9141e-01,  5.6877e-01,\n",
      "         -1.7712e-01,  9.0276e-01,  8.1869e-01,  1.7528e-02, -1.9233e-01,  6.1697e-01,  8.0110e-01,  4.9807e-01, -8.6716e-01, -6.7803e-01, -3.7291e-01,  9.0601e-01,  2.0744e-01,  7.0196e-01,\n",
      "          8.9664e-01,  6.3496e-01,  8.1407e-01,  4.5109e-01, -7.5010e-01,  2.5479e-01, -7.3459e-01, -2.6853e-01, -6.3181e-01,  8.1266e-01,  2.3808e-01, -4.2538e-01,  2.7074e-01,  3.4838e-01,\n",
      "         -6.9825e-01, -4.2302e-01,  2.0270e-01, -7.8117e-01,  1.3932e-01,  8.1290e-01,  4.4750e-01, -1.9266e-01,  6.8931e-02, -9.6735e-01,  5.0675e-01, -9.9703e-01, -2.0812e-01, -1.4015e-01,\n",
      "          8.4929e-01,  4.5769e-01, -7.3508e-01, -7.3205e-01, -3.5844e-01, -4.9938e-01,  6.0002e-01,  1.0231e-01,  6.6589e-01, -3.3292e-01, -7.0782e-01,  4.0068e-01,  2.4932e-01,  8.5597e-01,\n",
      "         -5.9777e-01,  4.6003e-01, -5.3418e-01,  3.1613e-01, -5.4621e-01,  5.0809e-01,  8.6364e-01,  9.9135e-01,  9.5775e-01, -7.2495e-01, -1.9680e-01,  2.7257e-01,  2.7503e-01, -9.1247e-01,\n",
      "         -4.1491e-01, -4.8394e-01,  8.5910e-02,  9.7855e-01,  1.8582e-01,  7.7919e-01, -6.8331e-01,  1.5932e-01, -3.8061e-01, -2.2027e-01,  3.0832e-01, -9.8354e-01,  9.2104e-01, -8.5418e-01,\n",
      "         -1.3196e-01,  9.5227e-01,  9.0573e-01, -6.7793e-01,  6.3315e-01,  8.8515e-01, -3.2843e-01,  6.0159e-01, -5.7337e-02,  1.2782e-01, -7.8772e-01, -2.5917e-01,  8.1421e-01, -2.5831e-01,\n",
      "         -9.4737e-01, -9.5338e-01,  9.8342e-01, -7.2494e-01,  6.3661e-01,  7.8806e-01,  3.5805e-01,  4.8211e-01,  3.9417e-01,  9.6374e-01,  2.4025e-01,  7.2326e-02,  5.8353e-01, -9.9188e-01,\n",
      "         -6.6037e-01,  8.5365e-01, -7.4698e-01, -8.5477e-01, -4.0047e-01, -7.2147e-01,  3.6623e-01, -4.1940e-01,  5.9869e-01,  6.8748e-01,  6.7252e-01,  4.5179e-02, -8.0307e-02, -2.1689e-01,\n",
      "         -6.3470e-01, -8.3707e-01,  4.6343e-01, -9.8935e-01,  1.8267e-01, -6.4561e-01, -8.3908e-01, -7.5732e-01,  7.4429e-02,  7.4393e-01,  7.6905e-01,  4.9085e-01,  5.0164e-02, -1.7415e-01,\n",
      "          9.3401e-01,  8.4568e-01,  6.4831e-01,  1.2114e-01,  1.8069e-01, -8.7718e-01, -8.8152e-01,  5.5182e-01,  5.2077e-01,  3.4281e-01,  8.4645e-01,  8.9132e-01,  2.8955e-01,  7.5636e-01,\n",
      "          8.2572e-01,  8.7166e-01,  3.0362e-01, -5.6253e-01,  4.8107e-01, -9.7626e-01,  5.6035e-01,  5.7573e-01,  7.8749e-02, -7.2317e-01, -5.8366e-01,  5.5714e-01,  7.7218e-01,  7.6082e-01,\n",
      "          2.2316e-01,  5.9171e-01,  9.3253e-01, -2.1740e-02,  7.7598e-01,  2.3081e-01, -6.5682e-01,  8.7348e-01,  7.0765e-03, -3.4269e-01,  6.5030e-01,  9.4909e-01,  9.0873e-01,  6.3599e-01,\n",
      "          6.3005e-01,  6.6300e-01, -1.4272e-01, -4.1520e-01, -7.0846e-02, -3.8551e-01,  7.4253e-01,  6.3362e-01,  5.3855e-01, -8.6773e-01, -4.8906e-01, -5.8937e-01,  3.0177e-01, -5.5894e-01,\n",
      "          9.2518e-01, -8.8851e-02,  2.3313e-01,  6.2414e-01, -3.8047e-01,  8.2515e-01,  7.7081e-01, -5.5526e-01, -3.4417e-01, -9.6116e-01, -4.0270e-01, -8.3319e-01, -6.0415e-01,  8.1908e-01,\n",
      "         -5.2723e-01,  6.0921e-01,  4.0147e-01, -8.8244e-01, -8.6988e-01,  4.0302e-01, -6.1104e-01, -7.0515e-01,  3.6258e-01, -3.0254e-01, -4.8619e-03, -3.6057e-01,  5.0596e-04, -7.3029e-02,\n",
      "          8.0528e-01,  8.3623e-01,  2.7613e-01,  5.4617e-01, -3.0705e-01,  7.2898e-01,  4.8836e-01,  4.1468e-01, -8.3135e-01, -5.5848e-01,  4.8383e-01,  2.7932e-01,  4.1643e-01, -4.1989e-02,\n",
      "         -8.2858e-01, -5.0701e-01, -2.3427e-01,  7.9132e-01, -7.7707e-01,  7.0672e-01, -3.5543e-01,  2.7488e-01,  6.8669e-01,  9.2475e-01,  8.8086e-01,  5.5229e-01, -8.2969e-01,  9.4096e-01,\n",
      "         -7.3391e-01, -3.9642e-01, -3.6869e-01,  7.9248e-01, -1.1632e-02,  1.4093e-01, -8.6306e-02, -5.2615e-01,  1.8015e-01, -7.8852e-01,  1.6589e-03,  6.0342e-01, -1.6759e-01,  6.1881e-01,\n",
      "          3.2020e-01,  7.1730e-01, -7.0736e-01, -4.0606e-01, -1.0001e-01,  9.1151e-01,  7.4275e-01,  7.3063e-01,  8.0732e-01,  2.7673e-01, -7.5220e-01,  4.0867e-02, -7.6638e-01,  6.9351e-01,\n",
      "         -6.2667e-01,  6.4483e-01, -5.9337e-01,  2.2207e-02, -9.7975e-01,  1.9358e-01, -8.4189e-01, -4.4019e-01, -9.0127e-02,  1.0998e-02,  5.6116e-01,  4.9661e-01, -7.2881e-01, -1.3707e-01,\n",
      "          8.6190e-01,  7.3662e-01,  3.5918e-01,  8.3879e-01,  3.7346e-01,  1.3639e-01,  6.6268e-01, -8.9211e-01, -7.6556e-01, -7.5294e-01, -6.8047e-01, -8.2080e-01, -7.9386e-01,  7.1253e-01,\n",
      "          7.3782e-01,  9.7080e-01, -9.0370e-01,  9.4656e-01,  6.5140e-01,  2.7018e-01,  8.1137e-01, -6.0597e-01,  7.8136e-01, -9.9343e-01,  9.8308e-01,  7.1001e-01,  6.6756e-01,  1.6958e-01,\n",
      "         -2.7278e-01, -7.1857e-01, -1.6591e-01,  9.3198e-01,  8.6001e-01, -2.9034e-01, -2.9843e-01,  8.4494e-01,  4.8190e-01, -8.3750e-01,  1.8665e-01,  7.5501e-01, -5.6869e-01, -7.7871e-01,\n",
      "          3.1287e-01, -6.3007e-01,  6.6793e-01, -8.2926e-01,  3.1039e-01, -2.0016e-01,  3.6579e-01,  1.1559e-01, -4.8009e-01, -5.7133e-01, -5.8721e-01, -8.3662e-01, -5.3345e-01,  9.2685e-01,\n",
      "          8.1798e-01,  8.7085e-02, -1.9593e-01,  4.9565e-01,  3.0710e-01, -1.9301e-01, -6.7382e-02,  9.7647e-01,  1.8756e-01, -1.0247e-01,  8.1888e-01,  8.1048e-01, -6.9186e-01,  8.7090e-01,\n",
      "         -8.1144e-01, -8.5364e-01, -5.2477e-01, -4.6813e-01,  5.5285e-01, -8.5981e-01,  7.8062e-01,  8.8894e-01,  8.5944e-01, -6.6293e-01, -7.0779e-01,  1.8654e-01,  9.6492e-01, -5.7258e-01,\n",
      "          2.4493e-01, -2.4838e-01, -4.2797e-01, -7.1935e-01,  7.8718e-01,  3.3131e-01,  9.2185e-01, -5.3990e-01, -9.2421e-01,  2.7915e-01,  8.5891e-01,  9.3403e-01, -2.5000e-01, -7.0867e-01,\n",
      "          2.5558e-01, -7.8215e-02,  8.8517e-02,  8.6300e-01, -2.3199e-01,  1.8440e-01,  9.0227e-01,  6.9414e-01, -8.1426e-01, -8.6104e-01,  5.3048e-02, -9.1559e-01,  4.5494e-01, -5.6568e-01,\n",
      "          8.7216e-01,  7.1885e-01,  6.0715e-01, -8.5526e-01, -9.1509e-01, -7.1413e-01, -8.1747e-02,  6.1531e-01, -5.9990e-01, -3.8685e-01, -5.3381e-01, -5.0052e-01, -5.4739e-01, -2.4824e-01,\n",
      "          6.5902e-01,  5.2787e-01, -9.7921e-01, -4.6621e-01,  5.6244e-01, -2.7012e-01, -7.3428e-01, -4.7625e-01,  3.6199e-01,  8.6367e-01, -6.4196e-01, -7.8720e-01, -1.1593e-01, -1.1794e-01,\n",
      "         -7.6152e-01, -5.2596e-01,  4.4546e-01, -5.5431e-01, -4.8390e-01,  3.7928e-01,  8.3425e-01, -2.6046e-01, -1.6449e-01, -2.9301e-01,  4.1040e-01, -3.6397e-01,  6.0561e-01, -4.3262e-01,\n",
      "          2.9651e-01, -6.8304e-01, -1.3774e-01, -8.4413e-01,  4.7376e-01,  4.2778e-01,  3.7503e-01,  3.4056e-01,  4.2960e-01, -1.1313e-01,  1.1836e-01, -9.6030e-01, -7.1480e-01, -7.1629e-01,\n",
      "         -4.8068e-01, -3.2248e-01,  8.6959e-01,  6.4246e-01,  7.9482e-01, -5.2269e-01, -6.0835e-01,  1.1742e-01,  2.1913e-01, -8.7343e-02, -8.7717e-01, -6.3045e-01, -5.0627e-01,  4.3234e-01,\n",
      "         -1.9035e-01,  5.9712e-01, -7.5017e-01,  4.3570e-01, -9.6178e-01,  4.4092e-01,  3.9289e-01, -9.5220e-01, -5.1778e-01,  5.5661e-02,  6.7209e-01, -1.5681e-01,  8.8342e-01,  3.4920e-01,\n",
      "         -8.4626e-01, -4.5776e-01,  9.3906e-01,  1.5480e-01,  5.3000e-01,  5.6619e-01, -8.6204e-01, -3.4591e-01,  9.3804e-01,  5.3857e-01, -4.5313e-01, -8.5377e-01],\n",
      "        [ 8.2719e-01, -8.7821e-01, -9.4099e-01,  4.9000e-01,  7.8470e-01,  6.7352e-01, -6.2461e-01, -5.5410e-01, -8.4486e-01, -8.2883e-01,  9.6302e-01, -2.2929e-01, -7.7822e-01,  9.9508e-01,\n",
      "          6.1327e-01, -8.2974e-01, -9.1334e-01,  7.4195e-02, -1.4898e-01, -8.6025e-01,  9.2519e-01,  5.5422e-01,  9.0132e-02,  4.7500e-02, -7.8158e-01,  6.4202e-01,  5.7948e-02,  9.7214e-01,\n",
      "         -8.3444e-01,  1.2846e-01,  1.9233e-01,  7.0337e-01, -2.3053e-01,  6.5227e-01,  4.9186e-01,  1.2222e-01,  3.2098e-01,  9.3364e-01,  3.4522e-01,  2.0793e-01,  8.8886e-01,  9.0754e-01,\n",
      "         -2.3286e-01, -8.9503e-01,  9.1422e-01,  5.7226e-01, -9.1564e-01,  9.4831e-01, -6.0056e-01, -6.9461e-01,  5.8293e-01, -4.3137e-01,  4.6726e-01, -7.2003e-01,  1.1965e-01,  3.3578e-01,\n",
      "          4.3551e-01, -8.6705e-01,  2.4176e-01,  5.1323e-01, -8.2984e-01, -2.4740e-01,  7.7109e-01,  6.3019e-01,  3.4008e-01,  9.1971e-01, -1.4494e-01, -4.1797e-01,  4.8150e-01, -1.9285e-01,\n",
      "          6.1544e-01,  5.8942e-02,  9.1277e-01, -7.9150e-01, -8.4336e-01, -4.9849e-01, -8.6020e-01,  2.3728e-01,  8.5028e-01, -1.5457e-01, -1.2986e-01,  1.5326e-01,  4.6612e-01, -7.8411e-01,\n",
      "          3.0144e-01, -8.9077e-01,  3.7616e-01, -4.1538e-01, -4.0571e-01, -9.0980e-01,  7.0316e-01,  9.6627e-01, -1.0362e-01, -1.5666e-02,  7.6740e-02,  1.7342e-01,  5.8898e-01,  9.5670e-02,\n",
      "         -9.6497e-01,  2.3265e-01, -9.8437e-01, -4.0799e-01,  8.9098e-01, -1.2209e-01, -3.0963e-01,  4.7009e-01,  1.9811e-01, -1.8825e-01, -9.9061e-01, -5.6582e-02, -2.9024e-01, -7.3351e-01,\n",
      "         -7.7805e-01,  7.8760e-01,  7.9146e-01,  3.5861e-01, -5.8148e-01, -4.9555e-01,  8.7994e-01, -3.2214e-01,  1.4088e-01,  8.8498e-01,  1.4471e-01, -3.0376e-01,  5.9462e-01, -7.4716e-01,\n",
      "         -5.2175e-01, -7.4684e-02, -1.8991e-01, -2.9033e-01,  8.8775e-02, -8.5446e-01, -2.2552e-01,  1.0096e-01,  2.5623e-01,  6.0010e-01, -4.0400e-01, -8.5280e-01, -3.9562e-01,  4.5875e-01,\n",
      "          7.9749e-01,  9.8470e-01,  3.9723e-01, -1.0947e-01, -9.9721e-02, -5.1248e-01, -7.2224e-01,  2.9575e-01,  1.1710e-01, -5.0430e-01,  7.2877e-01, -9.0918e-01, -7.0254e-01,  7.4216e-01,\n",
      "          9.3804e-01,  8.5276e-01,  4.5996e-01,  3.3061e-01,  7.0118e-01,  7.8944e-01, -7.5238e-01, -4.0235e-01, -1.5319e-01,  6.9893e-01, -6.8985e-01,  5.9984e-01,  2.9219e-01, -8.6253e-01,\n",
      "         -3.1460e-01, -8.3411e-01,  6.7381e-01,  6.0864e-01,  5.9043e-01, -7.8056e-01, -6.3018e-01,  5.5502e-01, -4.1108e-01,  1.0931e-01,  4.0593e-01,  6.4749e-01, -9.2158e-01,  8.7668e-01,\n",
      "          8.8372e-01, -6.1688e-01,  2.2722e-01, -2.2043e-01,  6.7296e-01,  3.2068e-01,  6.5017e-01, -9.7174e-01, -7.6356e-01, -6.9184e-01,  2.9958e-01, -3.4780e-01,  9.7001e-01, -7.6404e-01,\n",
      "          2.6534e-02,  6.5543e-01,  5.3280e-01,  9.3896e-01, -8.8904e-01,  5.4530e-01, -6.2238e-01, -8.0447e-02,  9.7778e-01,  8.7401e-02,  9.1048e-01, -3.8066e-01, -2.8822e-01,  6.3311e-01,\n",
      "          9.9075e-01,  1.3035e-01, -5.4581e-01, -7.0374e-01,  7.9937e-01, -1.7687e-01, -3.1362e-01, -6.6539e-02,  3.8315e-01,  7.5866e-01,  8.1485e-01,  8.5994e-01,  5.4920e-01,  6.0521e-01,\n",
      "          6.0430e-01,  1.5495e-01, -6.7514e-01,  8.9858e-01, -4.7787e-01, -8.3063e-02, -8.3407e-01, -7.2891e-01, -8.7868e-01, -5.2446e-01,  2.5117e-01, -9.0423e-02,  2.6023e-01,  4.2686e-01,\n",
      "          6.5515e-01,  8.7992e-01,  4.2003e-01,  5.8259e-01, -2.5349e-01, -8.1186e-01, -3.2667e-01, -1.3193e-01, -1.5445e-01,  9.2085e-01,  4.4799e-01, -1.1273e-01, -1.7787e-02, -9.1575e-01,\n",
      "         -5.4201e-01, -6.6846e-01,  3.9117e-01, -5.8500e-01,  9.1655e-01,  9.3415e-01,  8.5304e-01, -5.9175e-02, -3.5476e-01,  6.9030e-01,  3.4854e-01, -7.1433e-01,  7.9122e-01,  5.6898e-01,\n",
      "         -1.7668e-01,  9.0267e-01,  8.1879e-01,  1.7492e-02, -1.9322e-01,  6.1675e-01,  8.0121e-01,  4.9820e-01, -8.6720e-01, -6.7748e-01, -3.7237e-01,  9.0604e-01,  2.0689e-01,  7.0189e-01,\n",
      "          8.9654e-01,  6.3484e-01,  8.1404e-01,  4.5157e-01, -7.4990e-01,  2.5517e-01, -7.3455e-01, -2.6817e-01, -6.3172e-01,  8.1265e-01,  2.3834e-01, -4.2475e-01,  2.7098e-01,  3.4827e-01,\n",
      "         -6.9829e-01, -4.2231e-01,  2.0175e-01, -7.8135e-01,  1.3945e-01,  8.1253e-01,  4.4756e-01, -1.9205e-01,  6.8067e-02, -9.6730e-01,  5.0710e-01, -9.9702e-01, -2.0813e-01, -1.4020e-01,\n",
      "          8.4954e-01,  4.5791e-01, -7.3520e-01, -7.3224e-01, -3.5854e-01, -4.9923e-01,  6.0008e-01,  1.0248e-01,  6.6626e-01, -3.3233e-01, -7.0758e-01,  4.0072e-01,  2.4908e-01,  8.5598e-01,\n",
      "         -5.9772e-01,  4.5965e-01, -5.3427e-01,  3.1591e-01, -5.4630e-01,  5.0746e-01,  8.6354e-01,  9.9136e-01,  9.5774e-01, -7.2523e-01, -1.9756e-01,  2.7250e-01,  2.7445e-01, -9.1232e-01,\n",
      "         -4.1440e-01, -4.8397e-01,  8.5588e-02,  9.7852e-01,  1.8553e-01,  7.7931e-01, -6.8302e-01,  1.5972e-01, -3.8145e-01, -2.2122e-01,  3.0804e-01, -9.8351e-01,  9.2107e-01, -8.5419e-01,\n",
      "         -1.3250e-01,  9.5222e-01,  9.0568e-01, -6.7771e-01,  6.3305e-01,  8.8535e-01, -3.2825e-01,  6.0165e-01, -5.7759e-02,  1.2760e-01, -7.8767e-01, -2.5909e-01,  8.1429e-01, -2.5849e-01,\n",
      "         -9.4731e-01, -9.5323e-01,  9.8340e-01, -7.2492e-01,  6.3662e-01,  7.8776e-01,  3.5822e-01,  4.8123e-01,  3.9364e-01,  9.6372e-01,  2.3988e-01,  7.1567e-02,  5.8331e-01, -9.9187e-01,\n",
      "         -6.6030e-01,  8.5348e-01, -7.4717e-01, -8.5462e-01, -4.0063e-01, -7.2157e-01,  3.6591e-01, -4.1993e-01,  5.9841e-01,  6.8770e-01,  6.7235e-01,  4.5185e-02, -8.0953e-02, -2.1610e-01,\n",
      "         -6.3473e-01, -8.3704e-01,  4.6426e-01, -9.8933e-01,  1.8242e-01, -6.4504e-01, -8.3875e-01, -7.5722e-01,  7.4494e-02,  7.4356e-01,  7.6884e-01,  4.9071e-01,  5.0362e-02, -1.7363e-01,\n",
      "          9.3393e-01,  8.4564e-01,  6.4846e-01,  1.2154e-01,  1.8094e-01, -8.7705e-01, -8.8159e-01,  5.5200e-01,  5.2068e-01,  3.4320e-01,  8.4642e-01,  8.9133e-01,  2.8956e-01,  7.5612e-01,\n",
      "          8.2585e-01,  8.7141e-01,  3.0374e-01, -5.6222e-01,  4.8181e-01, -9.7623e-01,  5.6037e-01,  5.7589e-01,  7.8201e-02, -7.2297e-01, -5.8372e-01,  5.5701e-01,  7.7193e-01,  7.6066e-01,\n",
      "          2.2311e-01,  5.9124e-01,  9.3247e-01, -2.1066e-02,  7.7617e-01,  2.3064e-01, -6.5726e-01,  8.7318e-01,  6.4759e-03, -3.4321e-01,  6.5059e-01,  9.4900e-01,  9.0872e-01,  6.3602e-01,\n",
      "          6.3031e-01,  6.6302e-01, -1.4284e-01, -4.1521e-01, -7.1518e-02, -3.8561e-01,  7.4250e-01,  6.3320e-01,  5.3867e-01, -8.6766e-01, -4.8867e-01, -5.8907e-01,  3.0171e-01, -5.5883e-01,\n",
      "          9.2513e-01, -8.8847e-02,  2.3296e-01,  6.2417e-01, -3.7970e-01,  8.2506e-01,  7.7107e-01, -5.5545e-01, -3.4408e-01, -9.6113e-01, -4.0188e-01, -8.3332e-01, -6.0396e-01,  8.1913e-01,\n",
      "         -5.2750e-01,  6.0886e-01,  4.0134e-01, -8.8245e-01, -8.6979e-01,  4.0311e-01, -6.1053e-01, -7.0474e-01,  3.6302e-01, -3.0205e-01, -5.2818e-03, -3.6054e-01,  1.6807e-04, -7.3124e-02,\n",
      "          8.0475e-01,  8.3602e-01,  2.7543e-01,  5.4592e-01, -3.0705e-01,  7.2888e-01,  4.8868e-01,  4.1447e-01, -8.3156e-01, -5.5863e-01,  4.8393e-01,  2.7896e-01,  4.1647e-01, -4.1376e-02,\n",
      "         -8.2858e-01, -5.0632e-01, -2.3488e-01,  7.9130e-01, -7.7709e-01,  7.0666e-01, -3.5570e-01,  2.7423e-01,  6.8637e-01,  9.2476e-01,  8.8088e-01,  5.5263e-01, -8.2959e-01,  9.4094e-01,\n",
      "         -7.3428e-01, -3.9657e-01, -3.6855e-01,  7.9236e-01, -1.1925e-02,  1.4097e-01, -8.5856e-02, -5.2557e-01,  1.8000e-01, -7.8824e-01,  2.5069e-03,  6.0336e-01, -1.6790e-01,  6.1840e-01,\n",
      "          3.2037e-01,  7.1729e-01, -7.0742e-01, -4.0588e-01, -9.9907e-02,  9.1135e-01,  7.4276e-01,  7.3083e-01,  8.0688e-01,  2.7632e-01, -7.5237e-01,  4.0908e-02, -7.6618e-01,  6.9344e-01,\n",
      "         -6.2673e-01,  6.4489e-01, -5.9319e-01,  2.1986e-02, -9.7971e-01,  1.9365e-01, -8.4178e-01, -4.4025e-01, -8.9759e-02,  1.0733e-02,  5.6074e-01,  4.9672e-01, -7.2850e-01, -1.3726e-01,\n",
      "          8.6177e-01,  7.3663e-01,  3.5963e-01,  8.3878e-01,  3.7346e-01,  1.3650e-01,  6.6218e-01, -8.9208e-01, -7.6509e-01, -7.5267e-01, -6.8015e-01, -8.2083e-01, -7.9375e-01,  7.1229e-01,\n",
      "          7.3776e-01,  9.7076e-01, -9.0375e-01,  9.4650e-01,  6.5173e-01,  2.7063e-01,  8.1123e-01, -6.0569e-01,  7.8138e-01, -9.9341e-01,  9.8306e-01,  7.1023e-01,  6.6776e-01,  1.6886e-01,\n",
      "         -2.7268e-01, -7.1871e-01, -1.6636e-01,  9.3198e-01,  8.5995e-01, -2.9081e-01, -2.9796e-01,  8.4493e-01,  4.8153e-01, -8.3740e-01,  1.8625e-01,  7.5525e-01, -5.6840e-01, -7.7878e-01,\n",
      "          3.1365e-01, -6.3039e-01,  6.6751e-01, -8.2938e-01,  3.0902e-01, -2.0010e-01,  3.6626e-01,  1.1580e-01, -4.7965e-01, -5.7090e-01, -5.8677e-01, -8.3658e-01, -5.3370e-01,  9.2693e-01,\n",
      "          8.1787e-01,  8.6744e-02, -1.9590e-01,  4.9536e-01,  3.0696e-01, -1.9304e-01, -6.8138e-02,  9.7642e-01,  1.8746e-01, -1.0270e-01,  8.1876e-01,  8.1017e-01, -6.9174e-01,  8.7075e-01,\n",
      "         -8.1145e-01, -8.5342e-01, -5.2478e-01, -4.6750e-01,  5.5302e-01, -8.5963e-01,  7.8067e-01,  8.8884e-01,  8.5926e-01, -6.6290e-01, -7.0734e-01,  1.8651e-01,  9.6488e-01, -5.7275e-01,\n",
      "          2.4412e-01, -2.4795e-01, -4.2830e-01, -7.1907e-01,  7.8718e-01,  3.3020e-01,  9.2186e-01, -5.3933e-01, -9.2403e-01,  2.7995e-01,  8.5903e-01,  9.3397e-01, -2.5039e-01, -7.0844e-01,\n",
      "          2.5555e-01, -7.8392e-02,  8.8933e-02,  8.6285e-01, -2.3124e-01,  1.8410e-01,  9.0225e-01,  6.9416e-01, -8.1407e-01, -8.6082e-01,  5.2764e-02, -9.1556e-01,  4.5511e-01, -5.6617e-01,\n",
      "          8.7200e-01,  7.1849e-01,  6.0668e-01, -8.5516e-01, -9.1512e-01, -7.1409e-01, -8.1786e-02,  6.1494e-01, -5.9984e-01, -3.8683e-01, -5.3350e-01, -5.0077e-01, -5.4766e-01, -2.4819e-01,\n",
      "          6.5845e-01,  5.2831e-01, -9.7915e-01, -4.6633e-01,  5.6202e-01, -2.7045e-01, -7.3413e-01, -4.7552e-01,  3.6205e-01,  8.6353e-01, -6.4158e-01, -7.8700e-01, -1.1582e-01, -1.1816e-01,\n",
      "         -7.6171e-01, -5.2612e-01,  4.4529e-01, -5.5360e-01, -4.8338e-01,  3.7859e-01,  8.3392e-01, -2.6056e-01, -1.6459e-01, -2.9335e-01,  4.1060e-01, -3.6448e-01,  6.0554e-01, -4.3264e-01,\n",
      "          2.9646e-01, -6.8304e-01, -1.3840e-01, -8.4409e-01,  4.7400e-01,  4.2815e-01,  3.7533e-01,  3.4043e-01,  4.2920e-01, -1.1291e-01,  1.1757e-01, -9.6030e-01, -7.1480e-01, -7.1628e-01,\n",
      "         -4.8094e-01, -3.2234e-01,  8.6924e-01,  6.4286e-01,  7.9469e-01, -5.2299e-01, -6.0815e-01,  1.1765e-01,  2.1891e-01, -8.6928e-02, -8.7693e-01, -6.2971e-01, -5.0589e-01,  4.3256e-01,\n",
      "         -1.9024e-01,  5.9720e-01, -7.5013e-01,  4.3531e-01, -9.6181e-01,  4.4087e-01,  3.9238e-01, -9.5219e-01, -5.1756e-01,  5.6230e-02,  6.7210e-01, -1.5699e-01,  8.8329e-01,  3.4911e-01,\n",
      "         -8.4618e-01, -4.5837e-01,  9.3907e-01,  1.5496e-01,  5.3006e-01,  5.6547e-01, -8.6195e-01, -3.4656e-01,  9.3802e-01,  5.3839e-01, -4.5362e-01, -8.5368e-01]], grad_fn=<TanhBackward0>)\n",
      "Logits_clsf:  tensor([[-2.6004,  3.3825],\n",
      "        [-2.6004,  3.3823],\n",
      "        [-2.6004,  3.3824],\n",
      "        [-2.6007,  3.3828],\n",
      "        [-2.6006,  3.3829],\n",
      "        [-2.6006,  3.3825]], grad_fn=<AddmmBackward0>)\n",
      "Position indices: tensor([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29])\n",
      "H-Pooled : tensor([[ 9.7618e-01, -9.3388e-01, -9.8682e-01,  5.3423e-01,  8.1226e-01,  7.4569e-01, -8.8106e-01, -5.1367e-01, -7.5292e-01, -7.0047e-01,  9.9732e-01, -2.7601e-01, -8.8150e-01,  9.9978e-01,\n",
      "          4.0474e-01, -7.9799e-01, -8.3544e-01,  8.0567e-01, -3.2883e-01, -8.8673e-01,  9.3859e-01,  8.1210e-01, -3.4270e-02, -5.3957e-01, -8.5622e-01,  8.9665e-01,  4.0876e-02,  9.9456e-01,\n",
      "         -7.5243e-01,  5.6030e-01,  5.8129e-01,  8.8009e-01, -9.7256e-01,  6.5209e-01,  5.7135e-01, -2.1352e-01,  4.7019e-01,  9.3424e-01,  7.6930e-01, -6.1316e-01,  9.8931e-01,  7.9558e-01,\n",
      "          2.4110e-02, -9.8860e-01,  9.8027e-01,  5.6995e-01, -8.8406e-01,  9.9083e-01, -5.8510e-01, -8.4045e-01,  1.9987e-01, -8.8684e-01,  1.4037e-01, -5.8320e-01,  1.5728e-01,  6.4852e-02,\n",
      "          6.1792e-01, -9.3660e-01,  2.4573e-01,  6.2323e-01, -8.7823e-01, -1.3853e-01,  7.7190e-01,  8.2956e-01,  4.7810e-01,  9.4040e-01, -4.2920e-02, -3.1265e-01,  7.0443e-01, -3.6899e-01,\n",
      "          2.6833e-01, -4.5565e-01,  9.8032e-01, -9.1756e-01, -9.3233e-01, -1.9952e-01, -9.2446e-01,  3.5495e-01,  9.4671e-01, -7.4777e-01,  2.8676e-01, -5.6142e-01,  5.2718e-01, -9.6059e-01,\n",
      "          5.7587e-01, -9.2883e-01, -9.4519e-02,  3.8967e-01, -4.4013e-01, -8.9801e-01,  8.4134e-01,  9.9252e-01, -3.2372e-02,  6.2634e-01, -4.1255e-01,  6.0849e-01,  5.6460e-01,  4.5662e-01,\n",
      "         -9.8864e-01,  4.8729e-01, -9.9338e-01, -2.3654e-01,  9.1037e-01, -2.7651e-01, -5.0531e-01,  7.3330e-01, -5.0058e-01, -6.4266e-01, -9.9916e-01,  8.0178e-02, -9.3430e-01, -5.5383e-01,\n",
      "         -9.1535e-01,  7.2934e-01,  6.5139e-01,  4.2039e-01, -6.4139e-01, -7.8815e-01,  8.8411e-01, -4.3100e-02,  2.4861e-01,  9.8513e-01, -5.7860e-01, -1.5721e-02,  6.0772e-01, -8.5019e-01,\n",
      "         -6.1360e-01, -2.1277e-01, -4.7255e-01, -5.8401e-01, -6.6536e-01, -6.9752e-01, -6.5749e-01,  5.6779e-01,  1.0424e-02,  8.5879e-01, -4.8537e-01, -9.6102e-01, -3.4611e-01, -5.4316e-01,\n",
      "          7.9022e-01,  9.9805e-01,  3.7591e-01,  3.1859e-01, -7.9679e-01, -7.6648e-01, -8.7780e-01,  7.9914e-01,  1.7221e-01, -6.1889e-01,  8.9207e-01, -9.2247e-01, -6.9740e-01,  9.8173e-01,\n",
      "          9.9203e-01,  8.0988e-01, -8.6683e-02, -2.4640e-01,  9.4710e-01,  8.2192e-01, -9.1223e-01, -1.2748e-01, -4.1660e-01,  5.8852e-01, -8.4962e-01, -3.7604e-02,  5.6542e-01, -8.7362e-01,\n",
      "          1.1841e-02, -9.7194e-01,  7.3996e-01,  3.0752e-01,  5.7743e-01, -9.0701e-01, -7.9108e-01,  3.0852e-01, -5.9881e-01,  4.9957e-01, -5.7343e-01,  4.2910e-01, -9.1215e-01,  8.9809e-01,\n",
      "          9.8914e-01, -5.1368e-01, -2.5349e-01, -2.0512e-01,  5.7050e-01, -5.2489e-01,  8.7110e-01, -9.9634e-01, -6.6797e-01, -8.7099e-01,  5.1304e-01, -5.0694e-01,  9.9164e-01, -9.2433e-01,\n",
      "          3.4738e-02,  3.1938e-01,  7.8862e-01,  9.5788e-01, -9.7592e-01,  4.2133e-01, -8.5994e-01, -2.7437e-02,  9.9690e-01, -1.7973e-01,  9.6039e-01, -7.4701e-01, -2.3974e-01,  9.2671e-01,\n",
      "          9.9880e-01,  3.9219e-02, -8.1878e-01, -6.9720e-01,  7.8560e-01,  9.1918e-02,  2.1748e-01, -3.7112e-01,  5.3872e-01,  7.0125e-01,  9.4473e-01,  8.1735e-01,  9.6488e-02,  8.2882e-01,\n",
      "          3.0024e-01,  5.0050e-01, -6.5243e-01,  9.6983e-01, -4.2725e-01,  3.5127e-01, -8.8122e-01, -6.6879e-01, -9.7477e-01, -1.8463e-01,  5.2145e-01,  1.1412e-01,  6.6378e-01,  6.1941e-01,\n",
      "          6.1137e-01,  8.9959e-01,  1.0388e-01,  6.9549e-01, -8.3696e-01, -7.4190e-01,  3.2626e-01,  2.8449e-01, -1.9210e-01,  9.6533e-01,  4.5500e-01,  3.5023e-01,  6.0048e-01, -9.3653e-01,\n",
      "         -8.5607e-01, -8.1703e-01, -3.9245e-01, -6.9646e-01,  9.7756e-01,  9.6096e-01,  7.7801e-01, -7.9184e-01, -2.2281e-01,  9.3547e-01, -3.9488e-01, -7.9808e-01,  8.9978e-01, -2.0722e-01,\n",
      "         -3.7775e-01,  9.6586e-01,  7.3475e-01, -5.5294e-01, -2.0087e-02,  6.8832e-01,  4.5027e-01,  1.4542e-01, -8.9989e-01, -8.5871e-01, -2.2599e-01,  7.8030e-01,  3.1700e-01,  8.7517e-01,\n",
      "          9.3562e-01,  8.6203e-01,  3.9713e-01,  4.3027e-04, -8.6135e-01,  3.4805e-01, -3.7377e-01, -4.4813e-01, -7.5580e-01,  9.6101e-01, -2.7415e-01, -4.7368e-01,  3.0564e-01,  2.2384e-01,\n",
      "         -5.8519e-01, -5.6800e-01,  4.7837e-01, -1.5779e-01, -3.7294e-01,  8.7959e-01,  3.9198e-01, -2.0137e-01, -2.5129e-01, -9.7102e-01,  2.5498e-01, -9.9963e-01,  7.3169e-02,  3.8065e-01,\n",
      "          9.3963e-01,  4.3060e-01, -8.7453e-01, -7.7338e-01, -5.4193e-01, -5.1030e-01,  7.2659e-01,  5.5964e-01,  8.7868e-01, -7.4487e-01, -3.9253e-01, -1.1984e-01,  5.3822e-01,  9.9060e-01,\n",
      "         -3.3869e-01,  7.2637e-01, -6.0253e-01,  2.0598e-01, -7.4101e-01,  6.0740e-01,  8.1710e-01,  9.9885e-01,  9.8903e-01, -6.7366e-01, -4.9694e-01,  4.6931e-01,  3.3116e-02, -8.5133e-01,\n",
      "         -8.0968e-01, -3.4216e-01, -3.7801e-01,  9.9958e-01,  2.5783e-01,  9.1440e-01, -5.3865e-01,  2.5824e-01, -3.9608e-01, -7.4165e-01,  8.3032e-01, -9.9755e-01,  9.6386e-01, -7.7215e-01,\n",
      "         -5.0762e-01,  9.8270e-01,  9.7301e-01, -8.1490e-01, -8.7362e-02,  3.4198e-01, -3.7718e-01,  7.2724e-01,  2.2012e-01,  5.8078e-01, -7.9258e-01, -6.1917e-01,  8.3221e-01, -6.0391e-01,\n",
      "         -9.5533e-01, -9.9058e-01,  9.9700e-01, -6.3775e-01,  7.3710e-01,  9.0645e-01,  6.6173e-01,  7.3323e-01,  5.9383e-01,  9.9307e-01,  4.8233e-01,  3.1864e-01,  7.1061e-01, -9.9970e-01,\n",
      "         -8.6004e-01,  9.6637e-01, -7.7775e-01, -9.1577e-01, -8.0254e-01, -9.0625e-01,  6.2645e-01, -1.3133e-01,  9.3718e-01,  6.6222e-01,  6.9061e-01, -6.7562e-03,  5.6615e-01,  4.3707e-02,\n",
      "         -5.4007e-01, -6.2965e-01,  5.3095e-01, -9.9873e-01,  8.0450e-01, -6.7136e-01, -9.6379e-01, -3.5227e-01,  3.9315e-01,  8.1886e-01,  9.0991e-01,  3.4507e-01, -2.0346e-01, -4.1453e-01,\n",
      "          9.4987e-01,  5.5075e-01,  4.5818e-01,  6.8387e-01,  6.1258e-01, -8.8467e-01, -9.4194e-01,  7.3435e-01,  5.0114e-01,  1.4385e-02,  9.2660e-01,  7.8927e-01,  3.4017e-01,  6.8855e-01,\n",
      "          9.4272e-01,  9.4948e-01,  2.4947e-01, -4.2581e-01, -9.5454e-02, -9.9165e-01,  6.8525e-01,  7.3620e-01,  5.9344e-01, -8.8519e-01, -4.4802e-01, -5.4810e-02,  6.4978e-01,  8.0542e-01,\n",
      "          3.7239e-01,  6.5910e-01,  9.3619e-01, -2.5413e-01,  8.9381e-01,  1.9988e-01, -9.3519e-01,  9.4170e-01,  8.8032e-01, -4.8885e-01, -1.2008e-01,  9.7736e-01,  8.8360e-01,  6.5232e-01,\n",
      "         -2.1855e-02,  7.5173e-01, -6.4035e-02, -8.1001e-01, -4.3254e-01, -9.4039e-02,  8.1230e-01, -1.7628e-01,  4.0394e-01, -9.7800e-01, -9.0780e-01, -8.0316e-01, -7.1641e-03, -8.6815e-01,\n",
      "          8.8455e-01, -3.6963e-01, -4.1586e-01,  7.7942e-01, -6.6317e-01,  8.4518e-01,  4.3633e-01, -7.5535e-01, -7.6230e-01, -9.6342e-01, -6.5333e-01, -7.7526e-01, -8.0347e-01,  8.3114e-01,\n",
      "         -1.0966e-01,  7.0763e-01,  3.5619e-01, -8.9451e-01, -9.7105e-01, -8.6678e-02, -4.4852e-01, -6.0253e-01, -1.8220e-01,  1.7086e-01,  2.8439e-01, -7.0696e-01,  5.3432e-01, -1.2386e-01,\n",
      "          9.5456e-01,  9.7441e-01,  2.8389e-01,  6.8595e-01,  4.4739e-01,  8.6627e-01,  3.7947e-01,  4.6165e-01, -7.5025e-01, -4.5120e-01,  5.9491e-01,  6.4928e-01,  7.1867e-01, -3.2589e-01,\n",
      "         -8.0262e-01, -1.8688e-01,  5.0143e-01,  7.6161e-01, -8.1107e-01,  8.9867e-01, -7.5504e-01, -2.3138e-01,  7.2833e-01,  9.8635e-01,  9.0415e-01,  5.9406e-01, -7.2411e-01,  9.3369e-01,\n",
      "         -8.8609e-01, -1.3578e-02,  4.7011e-01,  8.5178e-01,  2.4824e-01, -2.3277e-02, -2.1545e-01, -9.1713e-01,  4.0839e-01, -9.8080e-01, -5.6560e-01,  8.5895e-01,  7.5833e-02,  8.9818e-01,\n",
      "          4.5261e-01,  7.6904e-01, -8.2651e-01, -9.2163e-01, -1.0076e-01,  9.6574e-01,  3.0364e-01,  8.7139e-01,  9.7818e-01, -2.9655e-02, -8.5696e-01, -2.6691e-01, -7.2588e-01,  8.5593e-01,\n",
      "         -5.7058e-01,  6.1404e-01, -8.7373e-01,  8.7440e-02, -9.9726e-01,  3.8204e-01, -9.1659e-01,  3.1464e-01, -6.3643e-01,  5.1101e-01,  3.7488e-01,  3.5186e-01, -6.9589e-01, -1.0798e-01,\n",
      "          8.3561e-01,  4.1225e-01,  8.0295e-01,  9.8591e-01,  6.0924e-01, -1.8897e-01,  2.3543e-01, -9.6725e-01, -9.0105e-01, -9.3472e-01, -7.1602e-01, -8.1933e-01, -8.4883e-01,  7.5157e-01,\n",
      "          2.0841e-01,  9.9358e-01, -9.3477e-01,  9.9336e-01,  7.3829e-01,  1.4895e-01,  8.9676e-01, -5.7556e-01,  9.2021e-01, -9.9966e-01,  9.9895e-01,  8.3407e-01,  1.6526e-01,  4.0883e-01,\n",
      "         -4.4223e-01, -7.3549e-01, -2.3546e-01,  8.7290e-01,  9.7959e-01, -2.9633e-01, -2.2101e-01,  8.1009e-01, -1.3495e-01, -9.1697e-01,  1.2621e-01,  5.8232e-01, -5.4694e-01, -8.3911e-01,\n",
      "         -9.0441e-02, -4.1813e-01,  8.7799e-01, -8.7937e-01,  3.4680e-01, -6.2218e-02, -7.0332e-02,  3.6647e-01, -7.8003e-01, -7.7585e-01, -6.5082e-01, -6.6563e-01, -3.2860e-01,  9.2780e-01,\n",
      "          8.7482e-01,  3.0832e-01,  3.2715e-01, -1.6635e-01,  5.9942e-01, -3.8587e-01,  1.8720e-01,  9.9513e-01, -4.4205e-01, -1.6943e-01,  8.4253e-01,  9.3148e-01, -8.8681e-01,  9.6906e-01,\n",
      "         -9.4751e-01, -9.1428e-01, -2.3613e-01, -9.2433e-01,  1.4357e-01, -9.7889e-01,  8.9608e-01,  9.0572e-01,  8.3450e-01, -6.8585e-01, -9.3981e-01,  5.1897e-01,  9.8570e-01, -5.8469e-01,\n",
      "         -1.8074e-01,  7.1922e-02,  2.1218e-01, -7.2613e-01,  8.3255e-01,  2.2194e-01,  9.7907e-01, -8.7467e-01, -9.5797e-01, -5.7800e-01,  9.4080e-01,  9.6265e-01, -1.6491e-01, -7.6093e-01,\n",
      "          6.0041e-01, -5.0954e-01, -6.8242e-01,  9.4784e-01, -1.7162e-01,  4.5056e-02,  9.4933e-01,  8.6814e-01, -8.2224e-01, -9.7222e-01,  2.2233e-02, -9.0625e-01,  8.6048e-02, -6.9679e-01,\n",
      "          9.3440e-01,  9.0877e-01,  6.4718e-01, -8.6374e-01, -9.8601e-01, -8.6905e-01, -4.6375e-01,  9.1952e-01, -6.8579e-01, -4.7517e-01, -1.6756e-01, -7.9275e-01,  2.1363e-01, -2.0035e-02,\n",
      "          8.0059e-01,  6.7264e-01, -9.9397e-01,  7.8079e-02,  6.9030e-01,  1.8236e-01, -8.0471e-01, -6.2219e-01,  2.4140e-01,  9.6295e-01, -8.9740e-01, -1.1322e-01, -4.9117e-01, -5.3819e-01,\n",
      "         -9.5975e-01, -5.4402e-01,  3.8532e-01, -6.1630e-01, -5.6291e-01,  5.1056e-01,  9.3837e-01, -5.5126e-01, -6.9756e-01, -6.9731e-01,  1.1672e-01, -1.0135e-01,  7.3435e-01, -4.3362e-01,\n",
      "          8.2872e-01, -7.4829e-01,  1.0398e-01, -6.8855e-01,  8.3351e-01,  3.0279e-01,  6.2492e-01,  1.4799e-01,  6.3740e-01,  6.1269e-02,  2.0070e-01, -9.5504e-01, -5.5801e-01, -8.1479e-01,\n",
      "         -6.6604e-02, -5.1868e-01,  9.8459e-01,  3.9985e-01,  2.9386e-01, -3.7979e-01, -7.5441e-01, -1.0686e-01,  9.8292e-02, -7.8466e-01, -8.8965e-01, -8.1713e-01, -6.1795e-01,  7.0582e-01,\n",
      "         -2.0989e-01,  1.6785e-01, -6.4124e-01,  8.6138e-01, -9.9273e-01,  3.6014e-01,  3.7476e-01, -9.8215e-01, -8.6338e-01, -7.5083e-02,  5.2899e-01, -5.8336e-01,  9.7852e-01,  5.8540e-01,\n",
      "         -9.5303e-01, -6.0404e-01,  9.9465e-01,  3.9630e-01,  7.5296e-03,  6.6728e-01, -9.6501e-01, -7.5583e-01,  9.5494e-01,  4.1624e-01, -2.2692e-01, -8.4509e-01],\n",
      "        [ 9.7626e-01, -9.3404e-01, -9.8689e-01,  5.3457e-01,  8.1259e-01,  7.4613e-01, -8.8128e-01, -5.1347e-01, -7.5324e-01, -7.0049e-01,  9.9733e-01, -2.7643e-01, -8.8173e-01,  9.9978e-01,\n",
      "          4.0556e-01, -7.9833e-01, -8.3590e-01,  8.0561e-01, -3.2941e-01, -8.8696e-01,  9.3872e-01,  8.1247e-01, -3.4561e-02, -5.3981e-01, -8.5641e-01,  8.9685e-01,  4.0314e-02,  9.9460e-01,\n",
      "         -7.5296e-01,  5.6024e-01,  5.8126e-01,  8.8035e-01, -9.7263e-01,  6.5242e-01,  5.7135e-01, -2.1392e-01,  4.7097e-01,  9.3440e-01,  7.6935e-01, -6.1373e-01,  9.8934e-01,  7.9619e-01,\n",
      "          2.3882e-02, -9.8865e-01,  9.8036e-01,  5.7091e-01, -8.8470e-01,  9.9089e-01, -5.8562e-01, -8.4080e-01,  2.0080e-01, -8.8710e-01,  1.4082e-01, -5.8356e-01,  1.5707e-01,  6.5187e-02,\n",
      "          6.1836e-01, -9.3685e-01,  2.4658e-01,  6.2372e-01, -8.7846e-01, -1.3914e-01,  7.7234e-01,  8.2982e-01,  4.7840e-01,  9.4065e-01, -4.2893e-02, -3.1331e-01,  7.0433e-01, -3.6937e-01,\n",
      "          2.6905e-01, -4.5596e-01,  9.8039e-01, -9.1791e-01, -9.3256e-01, -1.9942e-01, -9.2462e-01,  3.5394e-01,  9.4687e-01, -7.4827e-01,  2.8645e-01, -5.6200e-01,  5.2776e-01, -9.6074e-01,\n",
      "          5.7608e-01, -9.2898e-01, -9.4322e-02,  3.8988e-01, -4.4088e-01, -8.9831e-01,  8.4183e-01,  9.9257e-01, -3.3045e-02,  6.2645e-01, -4.1307e-01,  6.0877e-01,  5.6505e-01,  4.5696e-01,\n",
      "         -9.8871e-01,  4.8815e-01, -9.9342e-01, -2.3693e-01,  9.1060e-01, -2.7706e-01, -5.0577e-01,  7.3370e-01, -5.0013e-01, -6.4296e-01, -9.9917e-01,  7.9531e-02, -9.3451e-01, -5.5405e-01,\n",
      "         -9.1562e-01,  7.2963e-01,  6.5203e-01,  4.2070e-01, -6.4176e-01, -7.8834e-01,  8.8439e-01, -4.3460e-02,  2.4859e-01,  9.8518e-01, -5.7865e-01, -1.5309e-02,  6.0824e-01, -8.5040e-01,\n",
      "         -6.1353e-01, -2.1382e-01, -4.7323e-01, -5.8419e-01, -6.6572e-01, -6.9776e-01, -6.5734e-01,  5.6803e-01,  1.0541e-02,  8.5923e-01, -4.8556e-01, -9.6114e-01, -3.4678e-01, -5.4338e-01,\n",
      "          7.9076e-01,  9.9806e-01,  3.7615e-01,  3.1882e-01, -7.9703e-01, -7.6692e-01, -8.7794e-01,  7.9929e-01,  1.7226e-01, -6.1897e-01,  8.9235e-01, -9.2282e-01, -6.9773e-01,  9.8179e-01,\n",
      "          9.9208e-01,  8.1017e-01, -8.6686e-02, -2.4667e-01,  9.4726e-01,  8.2235e-01, -9.1239e-01, -1.2708e-01, -4.1676e-01,  5.8854e-01, -8.4992e-01, -3.7313e-02,  5.6588e-01, -8.7385e-01,\n",
      "          1.1221e-02, -9.7207e-01,  7.4072e-01,  3.0814e-01,  5.7807e-01, -9.0717e-01, -7.9163e-01,  3.0878e-01, -5.9921e-01,  5.0013e-01, -5.7327e-01,  4.2944e-01, -9.1235e-01,  8.9838e-01,\n",
      "          9.8920e-01, -5.1418e-01, -2.5415e-01, -2.0511e-01,  5.7068e-01, -5.2473e-01,  8.7144e-01, -9.9636e-01, -6.6843e-01, -8.7127e-01,  5.1254e-01, -5.0739e-01,  9.9170e-01, -9.2455e-01,\n",
      "          3.5118e-02,  3.2049e-01,  7.8888e-01,  9.5802e-01, -9.7601e-01,  4.2159e-01, -8.6047e-01, -2.7448e-02,  9.9692e-01, -1.7940e-01,  9.6053e-01, -7.4736e-01, -2.4019e-01,  9.2696e-01,\n",
      "          9.9881e-01,  3.9268e-02, -8.1939e-01, -6.9807e-01,  7.8612e-01,  9.2122e-02,  2.1701e-01, -3.7118e-01,  5.3860e-01,  7.0169e-01,  9.4493e-01,  8.1791e-01,  9.6469e-02,  8.2896e-01,\n",
      "          3.0009e-01,  5.0077e-01, -6.5296e-01,  9.6991e-01, -4.2748e-01,  3.5264e-01, -8.8168e-01, -6.6872e-01, -9.7484e-01, -1.8475e-01,  5.2127e-01,  1.1433e-01,  6.6393e-01,  6.2042e-01,\n",
      "          6.1200e-01,  8.9986e-01,  1.0425e-01,  6.9601e-01, -8.3727e-01, -7.4212e-01,  3.2625e-01,  2.8377e-01, -1.9273e-01,  9.6543e-01,  4.5570e-01,  3.5053e-01,  6.0065e-01, -9.3676e-01,\n",
      "         -8.5642e-01, -8.1718e-01, -3.9250e-01, -6.9690e-01,  9.7762e-01,  9.6112e-01,  7.7808e-01, -7.9234e-01, -2.2301e-01,  9.3582e-01, -3.9561e-01, -7.9823e-01,  9.0015e-01, -2.0736e-01,\n",
      "         -3.7822e-01,  9.6601e-01,  7.3500e-01, -5.5309e-01, -1.9668e-02,  6.8892e-01,  4.5015e-01,  1.4637e-01, -9.0027e-01, -8.5880e-01, -2.2562e-01,  7.8108e-01,  3.1759e-01,  8.7558e-01,\n",
      "          9.3576e-01,  8.6235e-01,  3.9749e-01,  7.5497e-04, -8.6166e-01,  3.4899e-01, -3.7404e-01, -4.4867e-01, -7.5608e-01,  9.6113e-01, -2.7410e-01, -4.7381e-01,  3.0600e-01,  2.2415e-01,\n",
      "         -5.8575e-01, -5.6745e-01,  4.7822e-01, -1.5820e-01, -3.7291e-01,  8.7985e-01,  3.9213e-01, -2.0137e-01, -2.5162e-01, -9.7111e-01,  2.5515e-01, -9.9964e-01,  7.2991e-02,  3.8067e-01,\n",
      "          9.3990e-01,  4.3091e-01, -8.7488e-01, -7.7403e-01, -5.4262e-01, -5.1033e-01,  7.2704e-01,  5.5983e-01,  8.7898e-01, -7.4507e-01, -3.9278e-01, -1.1970e-01,  5.3891e-01,  9.9065e-01,\n",
      "         -3.3910e-01,  7.2650e-01, -6.0301e-01,  2.0625e-01, -7.4119e-01,  6.0730e-01,  8.1769e-01,  9.9886e-01,  9.8908e-01, -6.7410e-01, -4.9735e-01,  4.7007e-01,  3.3143e-02, -8.5172e-01,\n",
      "         -8.0993e-01, -3.4234e-01, -3.7797e-01,  9.9958e-01,  2.5809e-01,  9.1466e-01, -5.3905e-01,  2.5859e-01, -3.9644e-01, -7.4189e-01,  8.3057e-01, -9.9757e-01,  9.6398e-01, -7.7269e-01,\n",
      "         -5.0796e-01,  9.8277e-01,  9.7310e-01, -8.1533e-01, -8.6409e-02,  3.4317e-01, -3.7754e-01,  7.2788e-01,  2.1993e-01,  5.8105e-01, -7.9291e-01, -6.1969e-01,  8.3282e-01, -6.0417e-01,\n",
      "         -9.5548e-01, -9.9061e-01,  9.9701e-01, -6.3810e-01,  7.3723e-01,  9.0665e-01,  6.6213e-01,  7.3368e-01,  5.9429e-01,  9.9311e-01,  4.8274e-01,  3.1924e-01,  7.1125e-01, -9.9970e-01,\n",
      "         -8.6028e-01,  9.6647e-01, -7.7839e-01, -9.1604e-01, -8.0303e-01, -9.0651e-01,  6.2697e-01, -1.3164e-01,  9.3739e-01,  6.6274e-01,  6.9092e-01, -6.6085e-03,  5.6631e-01,  4.3197e-02,\n",
      "         -5.4084e-01, -6.3020e-01,  5.3134e-01, -9.9873e-01,  8.0465e-01, -6.7159e-01, -9.6388e-01, -3.5294e-01,  3.9363e-01,  8.1921e-01,  9.1013e-01,  3.4571e-01, -2.0356e-01, -4.1529e-01,\n",
      "          9.5009e-01,  5.5142e-01,  4.5841e-01,  6.8443e-01,  6.1267e-01, -8.8496e-01, -9.4216e-01,  7.3498e-01,  5.0150e-01,  1.5725e-02,  9.2673e-01,  7.8983e-01,  3.4083e-01,  6.8890e-01,\n",
      "          9.4286e-01,  9.4965e-01,  2.4985e-01, -4.2640e-01, -9.5277e-02, -9.9168e-01,  6.8592e-01,  7.3684e-01,  5.9366e-01, -8.8554e-01, -4.4832e-01, -5.5191e-02,  6.4997e-01,  8.0583e-01,\n",
      "          3.7196e-01,  6.5983e-01,  9.3631e-01, -2.5456e-01,  8.9411e-01,  2.0087e-01, -9.3533e-01,  9.4183e-01,  8.8047e-01, -4.8921e-01, -1.2020e-01,  9.7748e-01,  8.8390e-01,  6.5309e-01,\n",
      "         -2.1725e-02,  7.5210e-01, -6.3707e-02, -8.1040e-01, -4.3320e-01, -9.4963e-02,  8.1242e-01, -1.7644e-01,  4.0416e-01, -9.7810e-01, -9.0813e-01, -8.0321e-01, -7.8153e-03, -8.6824e-01,\n",
      "          8.8494e-01, -3.6954e-01, -4.1632e-01,  7.7999e-01, -6.6381e-01,  8.4552e-01,  4.3719e-01, -7.5566e-01, -7.6248e-01, -9.6360e-01, -6.5394e-01, -7.7586e-01, -8.0384e-01,  8.3178e-01,\n",
      "         -1.0975e-01,  7.0804e-01,  3.5596e-01, -8.9475e-01, -9.7110e-01, -8.6235e-02, -4.4907e-01, -6.0340e-01, -1.8186e-01,  1.7130e-01,  2.8420e-01, -7.0746e-01,  5.3386e-01, -1.2404e-01,\n",
      "          9.5468e-01,  9.7450e-01,  2.8401e-01,  6.8635e-01,  4.4772e-01,  8.6651e-01,  3.7918e-01,  4.6158e-01, -7.5098e-01, -4.5192e-01,  5.9557e-01,  6.5013e-01,  7.1904e-01, -3.2578e-01,\n",
      "         -8.0291e-01, -1.8667e-01,  5.0170e-01,  7.6246e-01, -8.1123e-01,  8.9889e-01, -7.5524e-01, -2.3161e-01,  7.2815e-01,  9.8642e-01,  9.0451e-01,  5.9504e-01, -7.2456e-01,  9.3387e-01,\n",
      "         -8.8640e-01, -1.4268e-02,  4.7086e-01,  8.5213e-01,  2.4804e-01, -2.4224e-02, -2.1476e-01, -9.1724e-01,  4.0878e-01, -9.8085e-01, -5.6618e-01,  8.5933e-01,  7.5812e-02,  8.9855e-01,\n",
      "          4.5266e-01,  7.6926e-01, -8.2676e-01, -9.2177e-01, -1.0095e-01,  9.6592e-01,  3.0413e-01,  8.7181e-01,  9.7829e-01, -2.9510e-02, -8.5740e-01, -2.6721e-01, -7.2638e-01,  8.5629e-01,\n",
      "         -5.7137e-01,  6.1458e-01, -8.7402e-01,  8.7142e-02, -9.9728e-01,  3.8267e-01, -9.1692e-01,  3.1519e-01, -6.3685e-01,  5.1122e-01,  3.7478e-01,  3.5237e-01, -6.9611e-01, -1.0764e-01,\n",
      "          8.3574e-01,  4.1312e-01,  8.0319e-01,  9.8596e-01,  6.0925e-01, -1.8961e-01,  2.3596e-01, -9.6735e-01, -9.0112e-01, -9.3491e-01, -7.1654e-01, -8.1957e-01, -8.4921e-01,  7.5205e-01,\n",
      "          2.0912e-01,  9.9361e-01, -9.3497e-01,  9.9339e-01,  7.3889e-01,  1.4969e-01,  8.9702e-01, -5.7609e-01,  9.2030e-01, -9.9967e-01,  9.9896e-01,  8.3472e-01,  1.6561e-01,  4.0919e-01,\n",
      "         -4.4312e-01, -7.3566e-01, -2.3557e-01,  8.7332e-01,  9.7969e-01, -2.9679e-01, -2.2115e-01,  8.1038e-01, -1.3543e-01, -9.1712e-01,  1.2668e-01,  5.8274e-01, -5.4772e-01, -8.3974e-01,\n",
      "         -8.9998e-02, -4.1950e-01,  8.7801e-01, -8.7986e-01,  3.4634e-01, -6.2403e-02, -6.9604e-02,  3.6673e-01, -7.8045e-01, -7.7623e-01, -6.5119e-01, -6.6589e-01, -3.2910e-01,  9.2816e-01,\n",
      "          8.7501e-01,  3.0858e-01,  3.2794e-01, -1.6585e-01,  6.0014e-01, -3.8596e-01,  1.8648e-01,  9.9516e-01, -4.4235e-01, -1.7009e-01,  8.4334e-01,  9.3169e-01, -8.8707e-01,  9.6921e-01,\n",
      "         -9.4767e-01, -9.1452e-01, -2.3677e-01, -9.2443e-01,  1.4467e-01, -9.7898e-01,  8.9640e-01,  9.0610e-01,  8.3478e-01, -6.8624e-01, -9.3994e-01,  5.1938e-01,  9.8575e-01, -5.8538e-01,\n",
      "         -1.8133e-01,  7.2171e-02,  2.1203e-01, -7.2682e-01,  8.3310e-01,  2.2166e-01,  9.7915e-01, -8.7488e-01, -9.5811e-01, -5.7841e-01,  9.4090e-01,  9.6278e-01, -1.6505e-01, -7.6149e-01,\n",
      "          6.0066e-01, -5.1024e-01, -6.8249e-01,  9.4811e-01, -1.7232e-01,  4.5121e-02,  9.4949e-01,  8.6842e-01, -8.2250e-01, -9.7232e-01,  2.2645e-02, -9.0660e-01,  8.6158e-02, -6.9761e-01,\n",
      "          9.3459e-01,  9.0890e-01,  6.4754e-01, -8.6397e-01, -9.8608e-01, -8.6934e-01, -4.6403e-01,  9.1969e-01, -6.8590e-01, -4.7572e-01, -1.6782e-01, -7.9304e-01,  2.1353e-01, -2.0330e-02,\n",
      "          8.0113e-01,  6.7332e-01, -9.9400e-01,  7.7627e-02,  6.9043e-01,  1.8144e-01, -8.0519e-01, -6.2263e-01,  2.4119e-01,  9.6304e-01, -8.9771e-01, -1.1364e-01, -4.9201e-01, -5.3885e-01,\n",
      "         -9.5991e-01, -5.4503e-01,  3.8540e-01, -6.1638e-01, -5.6385e-01,  5.1068e-01,  9.3848e-01, -5.5221e-01, -6.9794e-01, -6.9813e-01,  1.1727e-01, -1.0179e-01,  7.3485e-01, -4.3439e-01,\n",
      "          8.2921e-01, -7.4871e-01,  1.0387e-01, -6.8884e-01,  8.3404e-01,  3.0318e-01,  6.2570e-01,  1.4836e-01,  6.3805e-01,  6.1708e-02,  2.0051e-01, -9.5523e-01, -5.5885e-01, -8.1503e-01,\n",
      "         -6.6414e-02, -5.1923e-01,  9.8465e-01,  4.0017e-01,  2.9432e-01, -3.7991e-01, -7.5465e-01, -1.0654e-01,  9.8390e-02, -7.8492e-01, -8.8983e-01, -8.1741e-01, -6.1850e-01,  7.0633e-01,\n",
      "         -2.1021e-01,  1.6791e-01, -6.4223e-01,  8.6164e-01, -9.9277e-01,  3.6028e-01,  3.7561e-01, -9.8223e-01, -8.6339e-01, -7.3864e-02,  5.2975e-01, -5.8397e-01,  9.7861e-01,  5.8558e-01,\n",
      "         -9.5312e-01, -6.0465e-01,  9.9468e-01,  3.9672e-01,  7.0672e-03,  6.6745e-01, -9.6513e-01, -7.5644e-01,  9.5508e-01,  4.1589e-01, -2.2757e-01, -8.4547e-01],\n",
      "        [ 9.7627e-01, -9.3402e-01, -9.8688e-01,  5.3458e-01,  8.1248e-01,  7.4609e-01, -8.8122e-01, -5.1337e-01, -7.5322e-01, -7.0053e-01,  9.9733e-01, -2.7646e-01, -8.8172e-01,  9.9978e-01,\n",
      "          4.0540e-01, -7.9830e-01, -8.3581e-01,  8.0567e-01, -3.2909e-01, -8.8692e-01,  9.3872e-01,  8.1247e-01, -3.4478e-02, -5.3973e-01, -8.5642e-01,  8.9685e-01,  4.0563e-02,  9.9459e-01,\n",
      "         -7.5285e-01,  5.6026e-01,  5.8124e-01,  8.8037e-01, -9.7263e-01,  6.5234e-01,  5.7130e-01, -2.1378e-01,  4.7087e-01,  9.3438e-01,  7.6936e-01, -6.1364e-01,  9.8935e-01,  7.9608e-01,\n",
      "          2.3884e-02, -9.8865e-01,  9.8035e-01,  5.7084e-01, -8.8459e-01,  9.9088e-01, -5.8557e-01, -8.4079e-01,  2.0063e-01, -8.8708e-01,  1.4072e-01, -5.8357e-01,  1.5705e-01,  6.5207e-02,\n",
      "          6.1829e-01, -9.3681e-01,  2.4648e-01,  6.2365e-01, -8.7843e-01, -1.3881e-01,  7.7228e-01,  8.2973e-01,  4.7834e-01,  9.4059e-01, -4.2981e-02, -3.1326e-01,  7.0447e-01, -3.6947e-01,\n",
      "          2.6884e-01, -4.5588e-01,  9.8038e-01, -9.1787e-01, -9.3254e-01, -1.9951e-01, -9.2461e-01,  3.5399e-01,  9.4687e-01, -7.4818e-01,  2.8645e-01, -5.6217e-01,  5.2771e-01, -9.6071e-01,\n",
      "          5.7604e-01, -9.2897e-01, -9.4357e-02,  3.8991e-01, -4.4084e-01, -8.9827e-01,  8.4179e-01,  9.9256e-01, -3.3012e-02,  6.2655e-01, -4.1294e-01,  6.0889e-01,  5.6513e-01,  4.5683e-01,\n",
      "         -9.8870e-01,  4.8792e-01, -9.9341e-01, -2.3686e-01,  9.1057e-01, -2.7683e-01, -5.0584e-01,  7.3372e-01, -5.0023e-01, -6.4305e-01, -9.9917e-01,  7.9646e-02, -9.3448e-01, -5.5402e-01,\n",
      "         -9.1556e-01,  7.2949e-01,  6.5191e-01,  4.2079e-01, -6.4179e-01, -7.8845e-01,  8.8434e-01, -4.3447e-02,  2.4879e-01,  9.8518e-01, -5.7864e-01, -1.5223e-02,  6.0823e-01, -8.5033e-01,\n",
      "         -6.1350e-01, -2.1367e-01, -4.7306e-01, -5.8432e-01, -6.6567e-01, -6.9770e-01, -6.5735e-01,  5.6792e-01,  1.0372e-02,  8.5921e-01, -4.8558e-01, -9.6112e-01, -3.4678e-01, -5.4337e-01,\n",
      "          7.9070e-01,  9.9806e-01,  3.7592e-01,  3.1901e-01, -7.9703e-01, -7.6691e-01, -8.7799e-01,  7.9928e-01,  1.7212e-01, -6.1901e-01,  8.9235e-01, -9.2278e-01, -6.9776e-01,  9.8178e-01,\n",
      "          9.9207e-01,  8.1013e-01, -8.6717e-02, -2.4663e-01,  9.4726e-01,  8.2232e-01, -9.1235e-01, -1.2712e-01, -4.1666e-01,  5.8849e-01, -8.4989e-01, -3.7416e-02,  5.6589e-01, -8.7383e-01,\n",
      "          1.1315e-02, -9.7207e-01,  7.4055e-01,  3.0799e-01,  5.7801e-01, -9.0711e-01, -7.9155e-01,  3.0886e-01, -5.9923e-01,  5.0005e-01, -5.7348e-01,  4.2940e-01, -9.1233e-01,  8.9836e-01,\n",
      "          9.8919e-01, -5.1411e-01, -2.5435e-01, -2.0517e-01,  5.7057e-01, -5.2506e-01,  8.7142e-01, -9.9636e-01, -6.6845e-01, -8.7119e-01,  5.1252e-01, -5.0722e-01,  9.9169e-01, -9.2453e-01,\n",
      "          3.5202e-02,  3.2017e-01,  7.8891e-01,  9.5798e-01, -9.7600e-01,  4.2138e-01, -8.6041e-01, -2.7357e-02,  9.9691e-01, -1.7943e-01,  9.6051e-01, -7.4730e-01, -2.4022e-01,  9.2693e-01,\n",
      "          9.9880e-01,  3.9128e-02, -8.1936e-01, -6.9793e-01,  7.8603e-01,  9.2249e-02,  2.1709e-01, -3.7147e-01,  5.3861e-01,  7.0158e-01,  9.4491e-01,  8.1779e-01,  9.6569e-02,  8.2901e-01,\n",
      "          3.0021e-01,  5.0069e-01, -6.5293e-01,  9.6989e-01, -4.2751e-01,  3.5241e-01, -8.8159e-01, -6.6876e-01, -9.7483e-01, -1.8479e-01,  5.2121e-01,  1.1416e-01,  6.6399e-01,  6.2027e-01,\n",
      "          6.1186e-01,  8.9981e-01,  1.0431e-01,  6.9598e-01, -8.3725e-01, -7.4198e-01,  3.2623e-01,  2.8414e-01, -1.9271e-01,  9.6542e-01,  4.5565e-01,  3.5039e-01,  6.0067e-01, -9.3671e-01,\n",
      "         -8.5643e-01, -8.1722e-01, -3.9249e-01, -6.9678e-01,  9.7761e-01,  9.6109e-01,  7.7810e-01, -7.9229e-01, -2.2312e-01,  9.3579e-01, -3.9552e-01, -7.9825e-01,  9.0013e-01, -2.0743e-01,\n",
      "         -3.7823e-01,  9.6600e-01,  7.3486e-01, -5.5309e-01, -1.9505e-02,  6.8883e-01,  4.5006e-01,  1.4625e-01, -9.0022e-01, -8.5873e-01, -2.2550e-01,  7.8092e-01,  3.1764e-01,  8.7556e-01,\n",
      "          9.3576e-01,  8.6227e-01,  3.9738e-01,  6.4166e-04, -8.6157e-01,  3.4889e-01, -3.7401e-01, -4.4850e-01, -7.5602e-01,  9.6112e-01, -2.7427e-01, -4.7393e-01,  3.0592e-01,  2.2390e-01,\n",
      "         -5.8546e-01, -5.6770e-01,  4.7814e-01, -1.5809e-01, -3.7291e-01,  8.7981e-01,  3.9215e-01, -2.0149e-01, -2.5155e-01, -9.7109e-01,  2.5491e-01, -9.9964e-01,  7.3071e-02,  3.8063e-01,\n",
      "          9.3988e-01,  4.3099e-01, -8.7485e-01, -7.7393e-01, -5.4261e-01, -5.1017e-01,  7.2695e-01,  5.6005e-01,  8.7893e-01, -7.4507e-01, -3.9276e-01, -1.1971e-01,  5.3894e-01,  9.9064e-01,\n",
      "         -3.3906e-01,  7.2650e-01, -6.0302e-01,  2.0606e-01, -7.4123e-01,  6.0742e-01,  8.1759e-01,  9.9886e-01,  9.8907e-01, -6.7390e-01, -4.9711e-01,  4.7005e-01,  3.2991e-02, -8.5157e-01,\n",
      "         -8.0997e-01, -3.4232e-01, -3.7804e-01,  9.9958e-01,  2.5829e-01,  9.1459e-01, -5.3897e-01,  2.5837e-01, -3.9649e-01, -7.4180e-01,  8.3053e-01, -9.9756e-01,  9.6396e-01, -7.7258e-01,\n",
      "         -5.0801e-01,  9.8276e-01,  9.7310e-01, -8.1530e-01, -8.6599e-02,  3.4286e-01, -3.7737e-01,  7.2786e-01,  2.1985e-01,  5.8099e-01, -7.9289e-01, -6.1957e-01,  8.3274e-01, -6.0423e-01,\n",
      "         -9.5547e-01, -9.9061e-01,  9.9701e-01, -6.3812e-01,  7.3727e-01,  9.0665e-01,  6.6201e-01,  7.3368e-01,  5.9413e-01,  9.9311e-01,  4.8260e-01,  3.1926e-01,  7.1124e-01, -9.9970e-01,\n",
      "         -8.6030e-01,  9.6647e-01, -7.7830e-01, -9.1595e-01, -8.0293e-01, -9.0646e-01,  6.2695e-01, -1.3162e-01,  9.3735e-01,  6.6268e-01,  6.9095e-01, -6.4735e-03,  5.6625e-01,  4.3347e-02,\n",
      "         -5.4076e-01, -6.3007e-01,  5.3137e-01, -9.9873e-01,  8.0463e-01, -6.7164e-01, -9.6389e-01, -3.5269e-01,  3.9362e-01,  8.1911e-01,  9.1010e-01,  3.4534e-01, -2.0347e-01, -4.1509e-01,\n",
      "          9.5005e-01,  5.5130e-01,  4.5843e-01,  6.8438e-01,  6.1270e-01, -8.8492e-01, -9.4214e-01,  7.3491e-01,  5.0143e-01,  1.5531e-02,  9.2674e-01,  7.8972e-01,  3.4087e-01,  6.8888e-01,\n",
      "          9.4283e-01,  9.4963e-01,  2.4984e-01, -4.2638e-01, -9.5339e-02, -9.9168e-01,  6.8584e-01,  7.3664e-01,  5.9373e-01, -8.8554e-01, -4.4831e-01, -5.5052e-02,  6.4985e-01,  8.0574e-01,\n",
      "          3.7194e-01,  6.5977e-01,  9.3629e-01, -2.5469e-01,  8.9408e-01,  2.0082e-01, -9.3529e-01,  9.4182e-01,  8.8045e-01, -4.8922e-01, -1.2030e-01,  9.7747e-01,  8.8379e-01,  6.5279e-01,\n",
      "         -2.1843e-02,  7.5209e-01, -6.3598e-02, -8.1036e-01, -4.3327e-01, -9.4826e-02,  8.1244e-01, -1.7653e-01,  4.0418e-01, -9.7809e-01, -9.0812e-01, -8.0315e-01, -7.9029e-03, -8.6828e-01,\n",
      "          8.8486e-01, -3.6947e-01, -4.1619e-01,  7.7995e-01, -6.6377e-01,  8.4548e-01,  4.3699e-01, -7.5569e-01, -7.6244e-01, -9.6357e-01, -6.5394e-01, -7.7574e-01, -8.0385e-01,  8.3171e-01,\n",
      "         -1.0970e-01,  7.0804e-01,  3.5586e-01, -8.9472e-01, -9.7109e-01, -8.6469e-02, -4.4908e-01, -6.0327e-01, -1.8190e-01,  1.7122e-01,  2.8421e-01, -7.0736e-01,  5.3391e-01, -1.2416e-01,\n",
      "          9.5468e-01,  9.7448e-01,  2.8419e-01,  6.8638e-01,  4.4794e-01,  8.6650e-01,  3.7926e-01,  4.6164e-01, -7.5080e-01, -4.5195e-01,  5.9558e-01,  6.5007e-01,  7.1889e-01, -3.2596e-01,\n",
      "         -8.0286e-01, -1.8683e-01,  5.0166e-01,  7.6233e-01, -8.1122e-01,  8.9889e-01, -7.5521e-01, -2.3148e-01,  7.2823e-01,  9.8641e-01,  9.0445e-01,  5.9489e-01, -7.2444e-01,  9.3383e-01,\n",
      "         -8.8632e-01, -1.4204e-02,  4.7073e-01,  8.5210e-01,  2.4799e-01, -2.3940e-02, -2.1476e-01, -9.1724e-01,  4.0890e-01, -9.8085e-01, -5.6607e-01,  8.5925e-01,  7.5702e-02,  8.9853e-01,\n",
      "          4.5272e-01,  7.6927e-01, -8.2667e-01, -9.2176e-01, -1.0078e-01,  9.6589e-01,  3.0397e-01,  8.7176e-01,  9.7828e-01, -2.9448e-02, -8.5731e-01, -2.6715e-01, -7.2634e-01,  8.5628e-01,\n",
      "         -5.7128e-01,  6.1450e-01, -8.7398e-01,  8.7146e-02, -9.9727e-01,  3.8245e-01, -9.1687e-01,  3.1508e-01, -6.3675e-01,  5.1138e-01,  3.7485e-01,  3.5229e-01, -6.9606e-01, -1.0786e-01,\n",
      "          8.3571e-01,  4.1301e-01,  8.0314e-01,  9.8596e-01,  6.0933e-01, -1.8946e-01,  2.3580e-01, -9.6732e-01, -9.0114e-01, -9.3492e-01, -7.1649e-01, -8.1959e-01, -8.4916e-01,  7.5207e-01,\n",
      "          2.0890e-01,  9.9361e-01, -9.3492e-01,  9.9339e-01,  7.3874e-01,  1.4962e-01,  8.9703e-01, -5.7605e-01,  9.2029e-01, -9.9967e-01,  9.9896e-01,  8.3456e-01,  1.6546e-01,  4.0936e-01,\n",
      "         -4.4304e-01, -7.3567e-01, -2.3546e-01,  8.7323e-01,  9.7968e-01, -2.9682e-01, -2.2117e-01,  8.1028e-01, -1.3537e-01, -9.1707e-01,  1.2663e-01,  5.8274e-01, -5.4769e-01, -8.3966e-01,\n",
      "         -9.0090e-02, -4.1926e-01,  8.7799e-01, -8.7978e-01,  3.4663e-01, -6.2540e-02, -6.9643e-02,  3.6658e-01, -7.8033e-01, -7.7616e-01, -6.5123e-01, -6.6584e-01, -3.2891e-01,  9.2811e-01,\n",
      "          8.7500e-01,  3.0850e-01,  3.2777e-01, -1.6604e-01,  6.0012e-01, -3.8585e-01,  1.8654e-01,  9.9516e-01, -4.4228e-01, -1.6984e-01,  8.4325e-01,  9.3164e-01, -8.8702e-01,  9.6918e-01,\n",
      "         -9.4764e-01, -9.1444e-01, -2.3669e-01, -9.2447e-01,  1.4440e-01, -9.7897e-01,  8.9636e-01,  9.0605e-01,  8.3474e-01, -6.8607e-01, -9.3995e-01,  5.1946e-01,  9.8575e-01, -5.8537e-01,\n",
      "         -1.8126e-01,  7.2056e-02,  2.1213e-01, -7.2675e-01,  8.3301e-01,  2.2185e-01,  9.7914e-01, -8.7494e-01, -9.5810e-01, -5.7840e-01,  9.4086e-01,  9.6277e-01, -1.6509e-01, -7.6145e-01,\n",
      "          6.0054e-01, -5.1006e-01, -6.8254e-01,  9.4808e-01, -1.7202e-01,  4.4918e-02,  9.4948e-01,  8.6835e-01, -8.2241e-01, -9.7232e-01,  2.2717e-02, -9.0655e-01,  8.6231e-02, -6.9741e-01,\n",
      "          9.3458e-01,  9.0890e-01,  6.4750e-01, -8.6395e-01, -9.8607e-01, -8.6930e-01, -4.6390e-01,  9.1967e-01, -6.8578e-01, -4.7571e-01, -1.6785e-01, -7.9294e-01,  2.1363e-01, -2.0302e-02,\n",
      "          8.0113e-01,  6.7313e-01, -9.9399e-01,  7.7697e-02,  6.9048e-01,  1.8166e-01, -8.0515e-01, -6.2245e-01,  2.4138e-01,  9.6304e-01, -8.9765e-01, -1.1348e-01, -4.9207e-01, -5.3869e-01,\n",
      "         -9.5989e-01, -5.4493e-01,  3.8546e-01, -6.1634e-01, -5.6368e-01,  5.1070e-01,  9.3848e-01, -5.5194e-01, -6.9786e-01, -6.9797e-01,  1.1697e-01, -1.0148e-01,  7.3489e-01, -4.3435e-01,\n",
      "          8.2913e-01, -7.4855e-01,  1.0371e-01, -6.8886e-01,  8.3398e-01,  3.0315e-01,  6.2572e-01,  1.4826e-01,  6.3804e-01,  6.1715e-02,  2.0075e-01, -9.5519e-01, -5.5873e-01, -8.1501e-01,\n",
      "         -6.6447e-02, -5.1926e-01,  9.8465e-01,  4.0019e-01,  2.9411e-01, -3.7987e-01, -7.5464e-01, -1.0676e-01,  9.8510e-02, -7.8489e-01, -8.8980e-01, -8.1740e-01, -6.1854e-01,  7.0633e-01,\n",
      "         -2.1030e-01,  1.6784e-01, -6.4209e-01,  8.6166e-01, -9.9277e-01,  3.6030e-01,  3.7554e-01, -9.8222e-01, -8.6338e-01, -7.3939e-02,  5.2961e-01, -5.8381e-01,  9.7859e-01,  5.8565e-01,\n",
      "         -9.5312e-01, -6.0447e-01,  9.9468e-01,  3.9649e-01,  6.8822e-03,  6.6747e-01, -9.6511e-01, -7.5630e-01,  9.5506e-01,  4.1581e-01, -2.2743e-01, -8.4542e-01],\n",
      "        [ 9.7624e-01, -9.3397e-01, -9.8686e-01,  5.3441e-01,  8.1241e-01,  7.4592e-01, -8.8117e-01, -5.1343e-01, -7.5314e-01, -7.0059e-01,  9.9733e-01, -2.7629e-01, -8.8165e-01,  9.9978e-01,\n",
      "          4.0514e-01, -7.9819e-01, -8.3570e-01,  8.0573e-01, -3.2899e-01, -8.8683e-01,  9.3869e-01,  8.1235e-01, -3.4476e-02, -5.3965e-01, -8.5634e-01,  8.9678e-01,  4.0695e-02,  9.9458e-01,\n",
      "         -7.5266e-01,  5.6035e-01,  5.8127e-01,  8.8029e-01, -9.7260e-01,  6.5222e-01,  5.7132e-01, -2.1364e-01,  4.7056e-01,  9.3434e-01,  7.6932e-01, -6.1348e-01,  9.8933e-01,  7.9596e-01,\n",
      "          2.4061e-02, -9.8864e-01,  9.8032e-01,  5.7050e-01, -8.8439e-01,  9.9086e-01, -5.8543e-01, -8.4068e-01,  2.0029e-01, -8.8701e-01,  1.4054e-01, -5.8343e-01,  1.5726e-01,  6.5119e-02,\n",
      "          6.1821e-01, -9.3672e-01,  2.4612e-01,  6.2341e-01, -8.7835e-01, -1.3863e-01,  7.7213e-01,  8.2970e-01,  4.7831e-01,  9.4052e-01, -4.2941e-02, -3.1309e-01,  7.0450e-01, -3.6934e-01,\n",
      "          2.6858e-01, -4.5572e-01,  9.8036e-01, -9.1776e-01, -9.3246e-01, -1.9962e-01, -9.2457e-01,  3.5442e-01,  9.4681e-01, -7.4804e-01,  2.8656e-01, -5.6192e-01,  5.2750e-01, -9.6066e-01,\n",
      "          5.7597e-01, -9.2895e-01, -9.4400e-02,  3.8985e-01, -4.4057e-01, -8.9819e-01,  8.4164e-01,  9.9255e-01, -3.2727e-02,  6.2647e-01, -4.1282e-01,  6.0874e-01,  5.6497e-01,  4.5679e-01,\n",
      "         -9.8868e-01,  4.8767e-01, -9.9340e-01, -2.3669e-01,  9.1050e-01, -2.7672e-01, -5.0568e-01,  7.3362e-01, -5.0041e-01, -6.4291e-01, -9.9917e-01,  7.9910e-02, -9.3441e-01, -5.5397e-01,\n",
      "         -9.1548e-01,  7.2942e-01,  6.5170e-01,  4.2066e-01, -6.4164e-01, -7.8832e-01,  8.8427e-01, -4.3243e-02,  2.4877e-01,  9.8516e-01, -5.7860e-01, -1.5347e-02,  6.0805e-01, -8.5030e-01,\n",
      "         -6.1363e-01, -2.1326e-01, -4.7287e-01, -5.8425e-01, -6.6553e-01, -6.9767e-01, -6.5744e-01,  5.6785e-01,  1.0530e-02,  8.5908e-01, -4.8549e-01, -9.6108e-01, -3.4651e-01, -5.4332e-01,\n",
      "          7.9052e-01,  9.9806e-01,  3.7587e-01,  3.1883e-01, -7.9698e-01, -7.6675e-01, -8.7795e-01,  7.9925e-01,  1.7213e-01, -6.1899e-01,  8.9225e-01, -9.2265e-01, -6.9763e-01,  9.8176e-01,\n",
      "          9.9206e-01,  8.1004e-01, -8.6620e-02, -2.4654e-01,  9.4721e-01,  8.2219e-01, -9.1230e-01, -1.2722e-01, -4.1666e-01,  5.8850e-01, -8.4981e-01, -3.7589e-02,  5.6567e-01, -8.7377e-01,\n",
      "          1.1538e-02, -9.7202e-01,  7.4028e-01,  3.0783e-01,  5.7773e-01, -9.0707e-01, -7.9137e-01,  3.0878e-01, -5.9910e-01,  4.9983e-01, -5.7355e-01,  4.2930e-01, -9.1229e-01,  8.9828e-01,\n",
      "          9.8918e-01, -5.1392e-01, -2.5398e-01, -2.0507e-01,  5.7055e-01, -5.2504e-01,  8.7130e-01, -9.9635e-01, -6.6832e-01, -8.7113e-01,  5.1276e-01, -5.0713e-01,  9.9167e-01, -9.2446e-01,\n",
      "          3.5075e-02,  3.1974e-01,  7.8879e-01,  9.5796e-01, -9.7597e-01,  4.2138e-01, -8.6021e-01, -2.7434e-02,  9.9691e-01, -1.7960e-01,  9.6047e-01, -7.4722e-01, -2.4002e-01,  9.2686e-01,\n",
      "          9.9880e-01,  3.9232e-02, -8.1915e-01, -6.9763e-01,  7.8582e-01,  9.2084e-02,  2.1729e-01, -3.7140e-01,  5.3870e-01,  7.0144e-01,  9.4484e-01,  8.1764e-01,  9.6604e-02,  8.2895e-01,\n",
      "          3.0027e-01,  5.0065e-01, -6.5275e-01,  9.6987e-01, -4.2740e-01,  3.5191e-01, -8.8146e-01, -6.6884e-01, -9.7482e-01, -1.8476e-01,  5.2132e-01,  1.1417e-01,  6.6388e-01,  6.1982e-01,\n",
      "          6.1165e-01,  8.9973e-01,  1.0422e-01,  6.9582e-01, -8.3717e-01, -7.4197e-01,  3.2621e-01,  2.8434e-01, -1.9245e-01,  9.6539e-01,  4.5538e-01,  3.5013e-01,  6.0073e-01, -9.3664e-01,\n",
      "         -8.5631e-01, -8.1715e-01, -3.9250e-01, -6.9668e-01,  9.7759e-01,  9.6105e-01,  7.7808e-01, -7.9212e-01, -2.2296e-01,  9.3567e-01, -3.9530e-01, -7.9820e-01,  8.9999e-01, -2.0729e-01,\n",
      "         -3.7807e-01,  9.6595e-01,  7.3479e-01, -5.5303e-01, -1.9681e-02,  6.8866e-01,  4.5010e-01,  1.4588e-01, -9.0012e-01, -8.5872e-01, -2.2565e-01,  7.8070e-01,  3.1747e-01,  8.7543e-01,\n",
      "          9.3571e-01,  8.6217e-01,  3.9729e-01,  4.9247e-04, -8.6149e-01,  3.4844e-01, -3.7397e-01, -4.4847e-01, -7.5594e-01,  9.6108e-01, -2.7424e-01, -4.7390e-01,  3.0570e-01,  2.2388e-01,\n",
      "         -5.8535e-01, -5.6788e-01,  4.7819e-01, -1.5792e-01, -3.7288e-01,  8.7972e-01,  3.9209e-01, -2.0145e-01, -2.5151e-01, -9.7106e-01,  2.5500e-01, -9.9963e-01,  7.3189e-02,  3.8065e-01,\n",
      "          9.3980e-01,  4.3087e-01, -8.7473e-01, -7.7373e-01, -5.4236e-01, -5.1022e-01,  7.2685e-01,  5.5996e-01,  8.7886e-01, -7.4501e-01, -3.9269e-01, -1.1975e-01,  5.3865e-01,  9.9062e-01,\n",
      "         -3.3891e-01,  7.2649e-01, -6.0286e-01,  2.0608e-01, -7.4115e-01,  6.0740e-01,  8.1741e-01,  9.9885e-01,  9.8906e-01, -6.7383e-01, -4.9695e-01,  4.6978e-01,  3.3012e-02, -8.5148e-01,\n",
      "         -8.0988e-01, -3.4223e-01, -3.7805e-01,  9.9958e-01,  2.5816e-01,  9.1452e-01, -5.3882e-01,  2.5826e-01, -3.9636e-01, -7.4178e-01,  8.3045e-01, -9.9756e-01,  9.6392e-01, -7.7241e-01,\n",
      "         -5.0785e-01,  9.8274e-01,  9.7306e-01, -8.1515e-01, -8.6964e-02,  3.4256e-01, -3.7731e-01,  7.2765e-01,  2.1987e-01,  5.8093e-01, -7.9282e-01, -6.1944e-01,  8.3251e-01, -6.0417e-01,\n",
      "         -9.5542e-01, -9.9060e-01,  9.9701e-01, -6.3796e-01,  7.3722e-01,  9.0659e-01,  6.6187e-01,  7.3354e-01,  5.9406e-01,  9.9309e-01,  4.8250e-01,  3.1897e-01,  7.1103e-01, -9.9970e-01,\n",
      "         -8.6022e-01,  9.6645e-01, -7.7808e-01, -9.1587e-01, -8.0278e-01, -9.0638e-01,  6.2677e-01, -1.3147e-01,  9.3728e-01,  6.6245e-01,  6.9087e-01, -6.5559e-03,  5.6619e-01,  4.3512e-02,\n",
      "         -5.4048e-01, -6.2994e-01,  5.3121e-01, -9.9873e-01,  8.0460e-01, -6.7159e-01, -9.6386e-01, -3.5243e-01,  3.9335e-01,  8.1904e-01,  9.1005e-01,  3.4522e-01, -2.0348e-01, -4.1495e-01,\n",
      "          9.4998e-01,  5.5111e-01,  4.5832e-01,  6.8419e-01,  6.1272e-01, -8.8484e-01, -9.4207e-01,  7.3469e-01,  5.0124e-01,  1.5078e-02,  9.2671e-01,  7.8957e-01,  3.4065e-01,  6.8877e-01,\n",
      "          9.4280e-01,  9.4958e-01,  2.4964e-01, -4.2617e-01, -9.5396e-02, -9.9167e-01,  6.8562e-01,  7.3645e-01,  5.9371e-01, -8.8541e-01, -4.4826e-01, -5.4864e-02,  6.4988e-01,  8.0566e-01,\n",
      "          3.7214e-01,  6.5955e-01,  9.3626e-01, -2.5455e-01,  8.9398e-01,  2.0046e-01, -9.3525e-01,  9.4179e-01,  8.8041e-01, -4.8911e-01, -1.2027e-01,  9.7743e-01,  8.8373e-01,  6.5265e-01,\n",
      "         -2.1897e-02,  7.5201e-01, -6.3777e-02, -8.1028e-01, -4.3298e-01, -9.4478e-02,  8.1239e-01, -1.7645e-01,  4.0414e-01, -9.7806e-01, -9.0799e-01, -8.0315e-01, -7.6092e-03, -8.6823e-01,\n",
      "          8.8475e-01, -3.6955e-01, -4.1614e-01,  7.7978e-01, -6.6349e-01,  8.4539e-01,  4.3673e-01, -7.5557e-01, -7.6241e-01, -9.6352e-01, -6.5366e-01, -7.7554e-01, -8.0371e-01,  8.3151e-01,\n",
      "         -1.0966e-01,  7.0792e-01,  3.5595e-01, -8.9465e-01, -9.7109e-01, -8.6480e-02, -4.4891e-01, -6.0297e-01, -1.8205e-01,  1.7108e-01,  2.8438e-01, -7.0728e-01,  5.3412e-01, -1.2403e-01,\n",
      "          9.5464e-01,  9.7446e-01,  2.8412e-01,  6.8624e-01,  4.4776e-01,  8.6642e-01,  3.7936e-01,  4.6160e-01, -7.5057e-01, -4.5171e-01,  5.9532e-01,  6.4975e-01,  7.1877e-01, -3.2595e-01,\n",
      "         -8.0279e-01, -1.8685e-01,  5.0157e-01,  7.6204e-01, -8.1116e-01,  8.9882e-01, -7.5517e-01, -2.3141e-01,  7.2827e-01,  9.8639e-01,  9.0433e-01,  5.9453e-01, -7.2432e-01,  9.3378e-01,\n",
      "         -8.8624e-01, -1.3819e-02,  4.7047e-01,  8.5198e-01,  2.4806e-01, -2.3636e-02, -2.1508e-01, -9.1722e-01,  4.0870e-01, -9.8083e-01, -5.6589e-01,  8.5915e-01,  7.5750e-02,  8.9843e-01,\n",
      "          4.5268e-01,  7.6918e-01, -8.2663e-01, -9.2171e-01, -1.0080e-01,  9.6584e-01,  3.0391e-01,  8.7161e-01,  9.7825e-01, -2.9523e-02, -8.5722e-01, -2.6714e-01, -7.2619e-01,  8.5616e-01,\n",
      "         -5.7103e-01,  6.1431e-01, -8.7391e-01,  8.7356e-02, -9.9727e-01,  3.8228e-01, -9.1677e-01,  3.1490e-01, -6.3664e-01,  5.1127e-01,  3.7492e-01,  3.5208e-01, -6.9604e-01, -1.0795e-01,\n",
      "          8.3568e-01,  4.1273e-01,  8.0307e-01,  9.8594e-01,  6.0934e-01, -1.8934e-01,  2.3565e-01, -9.6730e-01, -9.0112e-01, -9.3487e-01, -7.1635e-01, -8.1951e-01, -8.4906e-01,  7.5197e-01,\n",
      "          2.0867e-01,  9.9360e-01, -9.3487e-01,  9.9338e-01,  7.3858e-01,  1.4933e-01,  8.9695e-01, -5.7598e-01,  9.2024e-01, -9.9967e-01,  9.9896e-01,  8.3437e-01,  1.6527e-01,  4.0923e-01,\n",
      "         -4.4265e-01, -7.3562e-01, -2.3542e-01,  8.7311e-01,  9.7965e-01, -2.9668e-01, -2.2102e-01,  8.1022e-01, -1.3519e-01, -9.1705e-01,  1.2638e-01,  5.8263e-01, -5.4745e-01, -8.3946e-01,\n",
      "         -9.0312e-02, -4.1883e-01,  8.7799e-01, -8.7963e-01,  3.4679e-01, -6.2410e-02, -6.9810e-02,  3.6643e-01, -7.8022e-01, -7.7605e-01, -6.5110e-01, -6.6578e-01, -3.2883e-01,  9.2798e-01,\n",
      "          8.7494e-01,  3.0853e-01,  3.2758e-01, -1.6619e-01,  5.9982e-01, -3.8583e-01,  1.8692e-01,  9.9515e-01, -4.4226e-01, -1.6972e-01,  8.4296e-01,  9.3159e-01, -8.8695e-01,  9.6914e-01,\n",
      "         -9.4760e-01, -9.1438e-01, -2.3644e-01, -9.2442e-01,  1.4406e-01, -9.7895e-01,  8.9625e-01,  9.0592e-01,  8.3465e-01, -6.8606e-01, -9.3992e-01,  5.1931e-01,  9.8573e-01, -5.8518e-01,\n",
      "         -1.8118e-01,  7.1947e-02,  2.1219e-01, -7.2654e-01,  8.3284e-01,  2.2191e-01,  9.7912e-01, -8.7487e-01, -9.5807e-01, -5.7827e-01,  9.4084e-01,  9.6273e-01, -1.6506e-01, -7.6127e-01,\n",
      "          6.0050e-01, -5.0989e-01, -6.8257e-01,  9.4799e-01, -1.7188e-01,  4.4918e-02,  9.4943e-01,  8.6828e-01, -8.2237e-01, -9.7229e-01,  2.2527e-02, -9.0644e-01,  8.6198e-02, -6.9717e-01,\n",
      "          9.3452e-01,  9.0888e-01,  6.4738e-01, -8.6389e-01, -9.8605e-01, -8.6920e-01, -4.6386e-01,  9.1963e-01, -6.8575e-01, -4.7553e-01, -1.6782e-01, -7.9285e-01,  2.1375e-01, -2.0160e-02,\n",
      "          8.0096e-01,  6.7292e-01, -9.9399e-01,  7.7848e-02,  6.9040e-01,  1.8205e-01, -8.0500e-01, -6.2239e-01,  2.4140e-01,  9.6301e-01, -8.9758e-01, -1.1336e-01, -4.9179e-01, -5.3852e-01,\n",
      "         -9.5984e-01, -5.4463e-01,  3.8535e-01, -6.1643e-01, -5.6335e-01,  5.1057e-01,  9.3845e-01, -5.5170e-01, -6.9771e-01, -6.9771e-01,  1.1690e-01, -1.0143e-01,  7.3473e-01, -4.3404e-01,\n",
      "          8.2897e-01, -7.4848e-01,  1.0377e-01, -6.8877e-01,  8.3379e-01,  3.0300e-01,  6.2547e-01,  1.4808e-01,  6.3782e-01,  6.1564e-02,  2.0081e-01, -9.5513e-01, -5.5846e-01, -8.1489e-01,\n",
      "         -6.6537e-02, -5.1906e-01,  9.8463e-01,  4.0009e-01,  2.9395e-01, -3.7976e-01, -7.5456e-01, -1.0674e-01,  9.8489e-02, -7.8483e-01, -8.8978e-01, -8.1728e-01, -6.1835e-01,  7.0612e-01,\n",
      "         -2.1018e-01,  1.6779e-01, -6.4181e-01,  8.6158e-01, -9.9276e-01,  3.6026e-01,  3.7527e-01, -9.8220e-01, -8.6340e-01, -7.4341e-02,  5.2944e-01, -5.8354e-01,  9.7857e-01,  5.8557e-01,\n",
      "         -9.5311e-01, -6.0429e-01,  9.9467e-01,  3.9638e-01,  7.0380e-03,  6.6743e-01, -9.6508e-01, -7.5614e-01,  9.5502e-01,  4.1599e-01, -2.2716e-01, -8.4531e-01],\n",
      "        [ 9.7619e-01, -9.3388e-01, -9.8684e-01,  5.3418e-01,  8.1233e-01,  7.4572e-01, -8.8108e-01, -5.1359e-01, -7.5305e-01, -7.0069e-01,  9.9732e-01, -2.7609e-01, -8.8154e-01,  9.9978e-01,\n",
      "          4.0489e-01, -7.9801e-01, -8.3560e-01,  8.0585e-01, -3.2878e-01, -8.8671e-01,  9.3864e-01,  8.1218e-01, -3.4558e-02, -5.3957e-01, -8.5624e-01,  8.9665e-01,  4.0728e-02,  9.9457e-01,\n",
      "         -7.5240e-01,  5.6047e-01,  5.8133e-01,  8.8018e-01, -9.7257e-01,  6.5206e-01,  5.7134e-01, -2.1346e-01,  4.7013e-01,  9.3430e-01,  7.6926e-01, -6.1329e-01,  9.8932e-01,  7.9583e-01,\n",
      "          2.4285e-02, -9.8862e-01,  9.8028e-01,  5.7009e-01, -8.8412e-01,  9.9084e-01, -5.8526e-01, -8.4050e-01,  1.9991e-01, -8.8695e-01,  1.4022e-01, -5.8329e-01,  1.5759e-01,  6.5115e-02,\n",
      "          6.1817e-01, -9.3662e-01,  2.4560e-01,  6.2308e-01, -8.7824e-01, -1.3842e-01,  7.7191e-01,  8.2970e-01,  4.7835e-01,  9.4045e-01, -4.2786e-02, -3.1303e-01,  7.0452e-01, -3.6907e-01,\n",
      "          2.6816e-01, -4.5540e-01,  9.8034e-01, -9.1760e-01, -9.3236e-01, -1.9972e-01, -9.2450e-01,  3.5491e-01,  9.4674e-01, -7.4786e-01,  2.8674e-01, -5.6153e-01,  5.2722e-01, -9.6060e-01,\n",
      "          5.7584e-01, -9.2893e-01, -9.4454e-02,  3.8976e-01, -4.4021e-01, -8.9807e-01,  8.4143e-01,  9.9253e-01, -3.2340e-02,  6.2630e-01, -4.1264e-01,  6.0853e-01,  5.6479e-01,  4.5689e-01,\n",
      "         -9.8865e-01,  4.8734e-01, -9.9339e-01, -2.3652e-01,  9.1040e-01, -2.7663e-01, -5.0556e-01,  7.3350e-01, -5.0065e-01, -6.4270e-01, -9.9916e-01,  8.0305e-02, -9.3434e-01, -5.5392e-01,\n",
      "         -9.1539e-01,  7.2935e-01,  6.5146e-01,  4.2055e-01, -6.4141e-01, -7.8813e-01,  8.8420e-01, -4.2978e-02,  2.4876e-01,  9.8514e-01, -5.7848e-01, -1.5541e-02,  6.0780e-01, -8.5025e-01,\n",
      "         -6.1379e-01, -2.1271e-01, -4.7266e-01, -5.8412e-01, -6.6533e-01, -6.9761e-01, -6.5751e-01,  5.6773e-01,  1.0884e-02,  8.5891e-01, -4.8534e-01, -9.6103e-01, -3.4610e-01, -5.4325e-01,\n",
      "          7.9028e-01,  9.9805e-01,  3.7582e-01,  3.1844e-01, -7.9694e-01, -7.6654e-01, -8.7791e-01,  7.9921e-01,  1.7217e-01, -6.1892e-01,  8.9212e-01, -9.2247e-01, -6.9748e-01,  9.8173e-01,\n",
      "          9.9204e-01,  8.0995e-01, -8.6532e-02, -2.4641e-01,  9.4714e-01,  8.2205e-01, -9.1222e-01, -1.2728e-01, -4.1662e-01,  5.8847e-01, -8.4968e-01, -3.7828e-02,  5.6541e-01, -8.7370e-01,\n",
      "          1.1837e-02, -9.7197e-01,  7.3995e-01,  3.0760e-01,  5.7739e-01, -9.0700e-01, -7.9117e-01,  3.0875e-01, -5.9896e-01,  4.9952e-01, -5.7359e-01,  4.2924e-01, -9.1225e-01,  8.9818e-01,\n",
      "          9.8916e-01, -5.1360e-01, -2.5341e-01, -2.0482e-01,  5.7055e-01, -5.2486e-01,  8.7115e-01, -9.9634e-01, -6.6814e-01, -8.7108e-01,  5.1302e-01, -5.0703e-01,  9.9165e-01, -9.2436e-01,\n",
      "          3.4986e-02,  3.1917e-01,  7.8866e-01,  9.5792e-01, -9.7593e-01,  4.2150e-01, -8.5991e-01, -2.7453e-02,  9.9690e-01, -1.7987e-01,  9.6041e-01, -7.4712e-01, -2.3970e-01,  9.2679e-01,\n",
      "          9.9880e-01,  3.9515e-02, -8.1888e-01, -6.9720e-01,  7.8553e-01,  9.1822e-02,  2.1752e-01, -3.7127e-01,  5.3886e-01,  7.0126e-01,  9.4475e-01,  8.1747e-01,  9.6654e-02,  8.2889e-01,\n",
      "          3.0034e-01,  5.0062e-01, -6.5257e-01,  9.6985e-01, -4.2723e-01,  3.5129e-01, -8.8128e-01, -6.6893e-01, -9.7480e-01, -1.8462e-01,  5.2142e-01,  1.1424e-01,  6.6373e-01,  6.1918e-01,\n",
      "          6.1141e-01,  8.9963e-01,  1.0410e-01,  6.9562e-01, -8.3704e-01, -7.4194e-01,  3.2611e-01,  2.8454e-01, -1.9201e-01,  9.6534e-01,  4.5492e-01,  3.4972e-01,  6.0090e-01, -9.3655e-01,\n",
      "         -8.5615e-01, -8.1708e-01, -3.9247e-01, -6.9661e-01,  9.7757e-01,  9.6100e-01,  7.7804e-01, -7.9188e-01, -2.2282e-01,  9.3553e-01, -3.9503e-01, -7.9813e-01,  8.9980e-01, -2.0711e-01,\n",
      "         -3.7773e-01,  9.6591e-01,  7.3473e-01, -5.5293e-01, -1.9927e-02,  6.8847e-01,  4.5022e-01,  1.4558e-01, -8.9998e-01, -8.5870e-01, -2.2588e-01,  7.8048e-01,  3.1728e-01,  8.7529e-01,\n",
      "          9.3565e-01,  8.6205e-01,  3.9710e-01,  2.9601e-04, -8.6143e-01,  3.4792e-01, -3.7400e-01, -4.4848e-01, -7.5580e-01,  9.6103e-01, -2.7413e-01, -4.7388e-01,  3.0539e-01,  2.2391e-01,\n",
      "         -5.8530e-01, -5.6794e-01,  4.7819e-01, -1.5780e-01, -3.7285e-01,  8.7960e-01,  3.9198e-01, -2.0126e-01, -2.5142e-01, -9.7103e-01,  2.5514e-01, -9.9963e-01,  7.3374e-02,  3.8076e-01,\n",
      "          9.3969e-01,  4.3067e-01, -8.7457e-01, -7.7349e-01, -5.4206e-01, -5.1036e-01,  7.2677e-01,  5.5987e-01,  8.7879e-01, -7.4498e-01, -3.9264e-01, -1.1974e-01,  5.3826e-01,  9.9060e-01,\n",
      "         -3.3867e-01,  7.2648e-01, -6.0266e-01,  2.0617e-01, -7.4101e-01,  6.0732e-01,  8.1718e-01,  9.9885e-01,  9.8904e-01, -6.7380e-01, -4.9667e-01,  4.6938e-01,  3.3101e-02, -8.5140e-01,\n",
      "         -8.0974e-01, -3.4198e-01, -3.7813e-01,  9.9958e-01,  2.5805e-01,  9.1445e-01, -5.3861e-01,  2.5808e-01, -3.9612e-01, -7.4180e-01,  8.3037e-01, -9.9755e-01,  9.6387e-01, -7.7219e-01,\n",
      "         -5.0767e-01,  9.8270e-01,  9.7302e-01, -8.1495e-01, -8.7494e-02,  3.4222e-01, -3.7727e-01,  7.2737e-01,  2.1985e-01,  5.8090e-01, -7.9276e-01, -6.1930e-01,  8.3220e-01, -6.0411e-01,\n",
      "         -9.5537e-01, -9.9059e-01,  9.9700e-01, -6.3775e-01,  7.3706e-01,  9.0652e-01,  6.6170e-01,  7.3337e-01,  5.9402e-01,  9.9308e-01,  4.8242e-01,  3.1863e-01,  7.1071e-01, -9.9970e-01,\n",
      "         -8.6013e-01,  9.6642e-01, -7.7785e-01, -9.1578e-01, -8.0262e-01, -9.0629e-01,  6.2648e-01, -1.3111e-01,  9.3720e-01,  6.6206e-01,  6.9077e-01, -6.7170e-03,  5.6621e-01,  4.3735e-02,\n",
      "         -5.4009e-01, -6.2986e-01,  5.3107e-01, -9.9873e-01,  8.0454e-01, -6.7154e-01, -9.6382e-01, -3.5210e-01,  3.9288e-01,  8.1897e-01,  9.0997e-01,  3.4504e-01, -2.0353e-01, -4.1474e-01,\n",
      "          9.4991e-01,  5.5079e-01,  4.5816e-01,  6.8394e-01,  6.1270e-01, -8.8473e-01, -9.4198e-01,  7.3445e-01,  5.0093e-01,  1.4541e-02,  9.2666e-01,  7.8941e-01,  3.4039e-01,  6.8863e-01,\n",
      "          9.4277e-01,  9.4951e-01,  2.4927e-01, -4.2581e-01, -9.5382e-02, -9.9166e-01,  6.8529e-01,  7.3621e-01,  5.9371e-01, -8.8525e-01, -4.4819e-01, -5.4708e-02,  6.4996e-01,  8.0558e-01,\n",
      "          3.7248e-01,  6.5934e-01,  9.3622e-01, -2.5442e-01,  8.9384e-01,  2.0007e-01, -9.3521e-01,  9.4173e-01,  8.8032e-01, -4.8897e-01, -1.2030e-01,  9.7739e-01,  8.8371e-01,  6.5253e-01,\n",
      "         -2.1949e-02,  7.5187e-01, -6.3992e-02, -8.1023e-01, -4.3265e-01, -9.3881e-02,  8.1232e-01, -1.7631e-01,  4.0405e-01, -9.7801e-01, -9.0781e-01, -8.0314e-01, -7.2273e-03, -8.6814e-01,\n",
      "          8.8462e-01, -3.6972e-01, -4.1604e-01,  7.7959e-01, -6.6308e-01,  8.4529e-01,  4.3650e-01, -7.5539e-01, -7.6241e-01, -9.6345e-01, -6.5328e-01, -7.7530e-01, -8.0351e-01,  8.3127e-01,\n",
      "         -1.0962e-01,  7.0775e-01,  3.5605e-01, -8.9452e-01, -9.7108e-01, -8.6223e-02, -4.4867e-01, -6.0259e-01, -1.8215e-01,  1.7084e-01,  2.8481e-01, -7.0723e-01,  5.3434e-01, -1.2392e-01,\n",
      "          9.5458e-01,  9.7443e-01,  2.8400e-01,  6.8599e-01,  4.4741e-01,  8.6631e-01,  3.7946e-01,  4.6146e-01, -7.5030e-01, -4.5136e-01,  5.9490e-01,  6.4935e-01,  7.1859e-01, -3.2584e-01,\n",
      "         -8.0272e-01, -1.8683e-01,  5.0143e-01,  7.6165e-01, -8.1104e-01,  8.9872e-01, -7.5513e-01, -2.3135e-01,  7.2831e-01,  9.8636e-01,  9.0417e-01,  5.9408e-01, -7.2414e-01,  9.3372e-01,\n",
      "         -8.8616e-01, -1.3338e-02,  4.7015e-01,  8.5182e-01,  2.4812e-01, -2.3217e-02, -2.1544e-01, -9.1718e-01,  4.0847e-01, -9.8081e-01, -5.6566e-01,  8.5903e-01,  7.5988e-02,  8.9829e-01,\n",
      "          4.5262e-01,  7.6908e-01, -8.2658e-01, -9.2164e-01, -1.0083e-01,  9.6578e-01,  3.0371e-01,  8.7142e-01,  9.7821e-01, -2.9637e-02, -8.5714e-01, -2.6719e-01, -7.2602e-01,  8.5599e-01,\n",
      "         -5.7080e-01,  6.1403e-01, -8.7383e-01,  8.7669e-02, -9.9726e-01,  3.8209e-01, -9.1663e-01,  3.1457e-01, -6.3650e-01,  5.1116e-01,  3.7490e-01,  3.5167e-01, -6.9604e-01, -1.0803e-01,\n",
      "          8.3563e-01,  4.1244e-01,  8.0299e-01,  9.8592e-01,  6.0932e-01, -1.8917e-01,  2.3543e-01, -9.6727e-01, -9.0107e-01, -9.3482e-01, -7.1619e-01, -8.1936e-01, -8.4893e-01,  7.5184e-01,\n",
      "          2.0859e-01,  9.9358e-01, -9.3481e-01,  9.9337e-01,  7.3838e-01,  1.4888e-01,  8.9684e-01, -5.7598e-01,  9.2016e-01, -9.9967e-01,  9.9895e-01,  8.3417e-01,  1.6496e-01,  4.0907e-01,\n",
      "         -4.4192e-01, -7.3556e-01, -2.3541e-01,  8.7298e-01,  9.7961e-01, -2.9647e-01, -2.2079e-01,  8.1015e-01, -1.3496e-01, -9.1704e-01,  1.2611e-01,  5.8252e-01, -5.4722e-01, -8.3922e-01,\n",
      "         -9.0678e-02, -4.1825e-01,  8.7798e-01, -8.7942e-01,  3.4699e-01, -6.2192e-02, -7.0068e-02,  3.6633e-01, -7.8004e-01, -7.7591e-01, -6.5091e-01, -6.6577e-01, -3.2878e-01,  9.2783e-01,\n",
      "          8.7487e-01,  3.0856e-01,  3.2743e-01, -1.6629e-01,  5.9938e-01, -3.8573e-01,  1.8746e-01,  9.9514e-01, -4.4236e-01, -1.6966e-01,  8.4255e-01,  9.3151e-01, -8.8688e-01,  9.6908e-01,\n",
      "         -9.4755e-01, -9.1429e-01, -2.3606e-01, -9.2432e-01,  1.4364e-01, -9.7891e-01,  8.9610e-01,  9.0576e-01,  8.3452e-01, -6.8611e-01, -9.3987e-01,  5.1904e-01,  9.8572e-01, -5.8498e-01,\n",
      "         -1.8114e-01,  7.1790e-02,  2.1224e-01, -7.2633e-01,  8.3263e-01,  2.2193e-01,  9.7909e-01, -8.7477e-01, -9.5803e-01, -5.7808e-01,  9.4082e-01,  9.6268e-01, -1.6507e-01, -7.6098e-01,\n",
      "          6.0040e-01, -5.0966e-01, -6.8264e-01,  9.4787e-01, -1.7168e-01,  4.4966e-02,  9.4935e-01,  8.6821e-01, -8.2234e-01, -9.7225e-01,  2.2263e-02, -9.0630e-01,  8.6243e-02, -6.9686e-01,\n",
      "          9.3446e-01,  9.0883e-01,  6.4726e-01, -8.6384e-01, -9.8601e-01, -8.6909e-01, -4.6380e-01,  9.1958e-01, -6.8573e-01, -4.7530e-01, -1.6781e-01, -7.9275e-01,  2.1394e-01, -1.9887e-02,\n",
      "          8.0074e-01,  6.7270e-01, -9.9398e-01,  7.7941e-02,  6.9028e-01,  1.8253e-01, -8.0479e-01, -6.2231e-01,  2.4139e-01,  9.6298e-01, -8.9748e-01, -1.1327e-01, -4.9148e-01, -5.3840e-01,\n",
      "         -9.5979e-01, -5.4421e-01,  3.8512e-01, -6.1658e-01, -5.6293e-01,  5.1037e-01,  9.3840e-01, -5.5149e-01, -6.9749e-01, -6.9738e-01,  1.1697e-01, -1.0144e-01,  7.3455e-01, -4.3360e-01,\n",
      "          8.2876e-01, -7.4846e-01,  1.0378e-01, -6.8864e-01,  8.3351e-01,  3.0272e-01,  6.2519e-01,  1.4788e-01,  6.3750e-01,  6.1297e-02,  2.0091e-01, -9.5505e-01, -5.5814e-01, -8.1474e-01,\n",
      "         -6.6671e-02, -5.1884e-01,  9.8461e-01,  4.0004e-01,  2.9369e-01, -3.7962e-01, -7.5439e-01, -1.0667e-01,  9.8313e-02, -7.8475e-01, -8.8976e-01, -8.1711e-01, -6.1815e-01,  7.0586e-01,\n",
      "         -2.0995e-01,  1.6758e-01, -6.4142e-01,  8.6143e-01, -9.9274e-01,  3.6014e-01,  3.7490e-01, -9.8217e-01, -8.6344e-01, -7.4912e-02,  5.2922e-01, -5.8323e-01,  9.7853e-01,  5.8538e-01,\n",
      "         -9.5310e-01, -6.0409e-01,  9.9466e-01,  3.9619e-01,  7.3212e-03,  6.6726e-01, -9.6506e-01, -7.5598e-01,  9.5497e-01,  4.1623e-01, -2.2673e-01, -8.4517e-01],\n",
      "        [ 9.7627e-01, -9.3407e-01, -9.8690e-01,  5.3458e-01,  8.1267e-01,  7.4616e-01, -8.8135e-01, -5.1354e-01, -7.5325e-01, -7.0044e-01,  9.9733e-01, -2.7640e-01, -8.8174e-01,  9.9978e-01,\n",
      "          4.0566e-01, -7.9839e-01, -8.3596e-01,  8.0553e-01, -3.2968e-01, -8.8699e-01,  9.3872e-01,  8.1248e-01, -3.4570e-02, -5.3988e-01, -8.5642e-01,  8.9687e-01,  4.0165e-02,  9.9460e-01,\n",
      "         -7.5307e-01,  5.6022e-01,  5.8124e-01,  8.8034e-01, -9.7264e-01,  6.5249e-01,  5.7140e-01, -2.1404e-01,  4.7108e-01,  9.3442e-01,  7.6935e-01, -6.1381e-01,  9.8934e-01,  7.9624e-01,\n",
      "          2.3846e-02, -9.8865e-01,  9.8037e-01,  5.7099e-01, -8.8479e-01,  9.9090e-01, -5.8565e-01, -8.4082e-01,  2.0091e-01, -8.8712e-01,  1.4094e-01, -5.8356e-01,  1.5703e-01,  6.5120e-02,\n",
      "          6.1838e-01, -9.3688e-01,  2.4671e-01,  6.2382e-01, -8.7848e-01, -1.3940e-01,  7.7241e-01,  8.2986e-01,  4.7840e-01,  9.4069e-01, -4.2890e-02, -3.1328e-01,  7.0424e-01, -3.6934e-01,\n",
      "          2.6927e-01, -4.5610e-01,  9.8039e-01, -9.1794e-01, -9.3259e-01, -1.9934e-01, -9.2464e-01,  3.5388e-01,  9.4689e-01, -7.4832e-01,  2.8645e-01, -5.6190e-01,  5.2781e-01, -9.6077e-01,\n",
      "          5.7613e-01, -9.2898e-01, -9.4312e-02,  3.8988e-01, -4.4093e-01, -8.9834e-01,  8.4187e-01,  9.9257e-01, -3.3113e-02,  6.2641e-01, -4.1316e-01,  6.0871e-01,  5.6501e-01,  4.5699e-01,\n",
      "         -9.8872e-01,  4.8833e-01, -9.9342e-01, -2.3698e-01,  9.1064e-01, -2.7722e-01, -5.0567e-01,  7.3367e-01, -5.0002e-01, -6.4292e-01, -9.9917e-01,  7.9424e-02, -9.3453e-01, -5.5407e-01,\n",
      "         -9.1567e-01,  7.2974e-01,  6.5211e-01,  4.2060e-01, -6.4177e-01, -7.8829e-01,  8.8441e-01, -4.3511e-02,  2.4844e-01,  9.8518e-01, -5.7869e-01, -1.5373e-02,  6.0827e-01, -8.5045e-01,\n",
      "         -6.1354e-01, -2.1398e-01, -4.7335e-01, -5.8411e-01, -6.6578e-01, -6.9780e-01, -6.5734e-01,  5.6812e-01,  1.0589e-02,  8.5925e-01, -4.8556e-01, -9.6115e-01, -3.4682e-01, -5.4339e-01,\n",
      "          7.9081e-01,  9.9807e-01,  3.7634e-01,  3.1876e-01, -7.9703e-01, -7.6694e-01, -8.7790e-01,  7.9929e-01,  1.7239e-01, -6.1894e-01,  8.9236e-01, -9.2287e-01, -6.9773e-01,  9.8180e-01,\n",
      "          9.9208e-01,  8.1020e-01, -8.6709e-02, -2.4672e-01,  9.4727e-01,  8.2236e-01, -9.1244e-01, -1.2705e-01, -4.1685e-01,  5.8856e-01, -8.4996e-01, -3.7187e-02,  5.6590e-01, -8.7385e-01,\n",
      "          1.1141e-02, -9.7208e-01,  7.4086e-01,  3.0824e-01,  5.7815e-01, -9.0722e-01, -7.9169e-01,  3.0869e-01, -5.9918e-01,  5.0020e-01, -5.7312e-01,  4.2944e-01, -9.1236e-01,  8.9840e-01,\n",
      "          9.8920e-01, -5.1427e-01, -2.5409e-01, -2.0513e-01,  5.7074e-01, -5.2453e-01,  8.7147e-01, -9.9636e-01, -6.6842e-01, -8.7132e-01,  5.1254e-01, -5.0751e-01,  9.9170e-01, -9.2457e-01,\n",
      "          3.5010e-02,  3.2078e-01,  7.8886e-01,  9.5804e-01, -9.7602e-01,  4.2170e-01, -8.6055e-01, -2.7497e-02,  9.9692e-01, -1.7934e-01,  9.6055e-01, -7.4740e-01, -2.4022e-01,  9.2698e-01,\n",
      "          9.9881e-01,  3.9314e-02, -8.1942e-01, -6.9822e-01,  7.8621e-01,  9.2062e-02,  2.1694e-01, -3.7099e-01,  5.3859e-01,  7.0178e-01,  9.4495e-01,  8.1799e-01,  9.6385e-02,  8.2892e-01,\n",
      "          3.0000e-01,  5.0082e-01, -6.5299e-01,  9.6993e-01, -4.2748e-01,  3.5283e-01, -8.8175e-01, -6.6866e-01, -9.7484e-01, -1.8477e-01,  5.2132e-01,  1.1439e-01,  6.6391e-01,  6.2062e-01,\n",
      "          6.1212e-01,  8.9991e-01,  1.0419e-01,  6.9604e-01, -8.3730e-01, -7.4224e-01,  3.2631e-01,  2.8348e-01, -1.9281e-01,  9.6545e-01,  4.5582e-01,  3.5073e-01,  6.0057e-01, -9.3680e-01,\n",
      "         -8.5642e-01, -8.1715e-01, -3.9251e-01, -6.9699e-01,  9.7764e-01,  9.6114e-01,  7.7807e-01, -7.9240e-01, -2.2294e-01,  9.3585e-01, -3.9569e-01, -7.9822e-01,  9.0019e-01, -2.0735e-01,\n",
      "         -3.7824e-01,  9.6602e-01,  7.3510e-01, -5.5311e-01, -1.9793e-02,  6.8897e-01,  4.5020e-01,  1.4644e-01, -9.0031e-01, -8.5886e-01, -2.2571e-01,  7.8118e-01,  3.1753e-01,  8.7559e-01,\n",
      "          9.3577e-01,  8.6243e-01,  3.9757e-01,  8.6607e-04, -8.6172e-01,  3.4910e-01, -3.7403e-01, -4.4875e-01, -7.5614e-01,  9.6114e-01, -2.7399e-01, -4.7372e-01,  3.0610e-01,  2.2431e-01,\n",
      "         -5.8593e-01, -5.6730e-01,  4.7831e-01, -1.5828e-01, -3.7294e-01,  8.7989e-01,  3.9213e-01, -2.0132e-01, -2.5166e-01, -9.7113e-01,  2.5530e-01, -9.9964e-01,  7.2930e-02,  3.8068e-01,\n",
      "          9.3992e-01,  4.3085e-01, -8.7492e-01, -7.7411e-01, -5.4265e-01, -5.1044e-01,  7.2710e-01,  5.5967e-01,  8.7902e-01, -7.4506e-01, -3.9280e-01, -1.1972e-01,  5.3891e-01,  9.9065e-01,\n",
      "         -3.3916e-01,  7.2649e-01, -6.0300e-01,  2.0636e-01, -7.4117e-01,  6.0726e-01,  8.1776e-01,  9.9886e-01,  9.8909e-01, -6.7423e-01, -4.9757e-01,  4.7011e-01,  3.3260e-02, -8.5183e-01,\n",
      "         -8.0990e-01, -3.4241e-01, -3.7790e-01,  9.9958e-01,  2.5792e-01,  9.1470e-01, -5.3912e-01,  2.5880e-01, -3.9644e-01, -7.4193e-01,  8.3060e-01, -9.9757e-01,  9.6401e-01, -7.7278e-01,\n",
      "         -5.0793e-01,  9.8278e-01,  9.7311e-01, -8.1537e-01, -8.6205e-02,  3.4338e-01, -3.7764e-01,  7.2791e-01,  2.2004e-01,  5.8109e-01, -7.9290e-01, -6.1977e-01,  8.3292e-01, -6.0410e-01,\n",
      "         -9.5550e-01, -9.9062e-01,  9.9701e-01, -6.3811e-01,  7.3724e-01,  9.0664e-01,  6.6225e-01,  7.3367e-01,  5.9438e-01,  9.9311e-01,  4.8286e-01,  3.1925e-01,  7.1130e-01, -9.9970e-01,\n",
      "         -8.6027e-01,  9.6647e-01, -7.7846e-01, -9.1611e-01, -8.0310e-01, -9.0655e-01,  6.2702e-01, -1.3172e-01,  9.3743e-01,  6.6285e-01,  6.9090e-01, -6.6929e-03,  5.6632e-01,  4.3076e-02,\n",
      "         -5.4090e-01, -6.3027e-01,  5.3130e-01, -9.9873e-01,  8.0466e-01, -6.7155e-01, -9.6389e-01, -3.5314e-01,  3.9371e-01,  8.1927e-01,  9.1016e-01,  3.4600e-01, -2.0361e-01, -4.1545e-01,\n",
      "          9.5011e-01,  5.5154e-01,  4.5842e-01,  6.8449e-01,  6.1266e-01, -8.8498e-01, -9.4218e-01,  7.3503e-01,  5.0160e-01,  1.5882e-02,  9.2672e-01,  7.8991e-01,  3.4082e-01,  6.8893e-01,\n",
      "          9.4288e-01,  9.4967e-01,  2.4995e-01, -4.2647e-01, -9.5253e-02, -9.9169e-01,  6.8599e-01,  7.3700e-01,  5.9359e-01, -8.8555e-01, -4.4831e-01, -5.5277e-02,  6.5004e-01,  8.0589e-01,\n",
      "          3.7196e-01,  6.5985e-01,  9.3632e-01, -2.5442e-01,  8.9414e-01,  2.0088e-01, -9.3536e-01,  9.4183e-01,  8.8049e-01, -4.8919e-01, -1.2010e-01,  9.7749e-01,  8.8396e-01,  6.5328e-01,\n",
      "         -2.1635e-02,  7.5212e-01, -6.3782e-02, -8.1041e-01, -4.3317e-01, -9.5178e-02,  8.1241e-01, -1.7640e-01,  4.0417e-01, -9.7811e-01, -9.0816e-01, -8.0326e-01, -7.7783e-03, -8.6822e-01,\n",
      "          8.8500e-01, -3.6956e-01, -4.1641e-01,  7.8002e-01, -6.6388e-01,  8.4554e-01,  4.3733e-01, -7.5566e-01, -7.6249e-01, -9.6363e-01, -6.5398e-01, -7.7597e-01, -8.0386e-01,  8.3184e-01,\n",
      "         -1.0979e-01,  7.0804e-01,  3.5606e-01, -8.9479e-01, -9.7111e-01, -8.6182e-02, -4.4909e-01, -6.0352e-01, -1.8184e-01,  1.7140e-01,  2.8410e-01, -7.0749e-01,  5.3381e-01, -1.2397e-01,\n",
      "          9.5468e-01,  9.7452e-01,  2.8390e-01,  6.8636e-01,  4.4761e-01,  8.6652e-01,  3.7912e-01,  4.6158e-01, -7.5112e-01, -4.5193e-01,  5.9562e-01,  6.5019e-01,  7.1917e-01, -3.2569e-01,\n",
      "         -8.0294e-01, -1.8657e-01,  5.0176e-01,  7.6258e-01, -8.1124e-01,  8.9890e-01, -7.5525e-01, -2.3172e-01,  7.2811e-01,  9.8643e-01,  9.0457e-01,  5.9517e-01, -7.2466e-01,  9.3390e-01,\n",
      "         -8.8645e-01, -1.4363e-02,  4.7097e-01,  8.5216e-01,  2.4809e-01, -2.4462e-02, -2.1474e-01, -9.1725e-01,  4.0870e-01, -9.8086e-01, -5.6626e-01,  8.5938e-01,  7.5802e-02,  8.9855e-01,\n",
      "          4.5262e-01,  7.6926e-01, -8.2683e-01, -9.2178e-01, -1.0108e-01,  9.6594e-01,  3.0427e-01,  8.7186e-01,  9.7829e-01, -2.9546e-02, -8.5745e-01, -2.6722e-01, -7.2640e-01,  8.5631e-01,\n",
      "         -5.7141e-01,  6.1465e-01, -8.7405e-01,  8.7103e-02, -9.9728e-01,  3.8284e-01, -9.1696e-01,  3.1529e-01, -6.3692e-01,  5.1109e-01,  3.7474e-01,  3.5251e-01, -6.9612e-01, -1.0749e-01,\n",
      "          8.3578e-01,  4.1320e-01,  8.0322e-01,  9.8596e-01,  6.0918e-01, -1.8969e-01,  2.3609e-01, -9.6737e-01, -9.0112e-01, -9.3489e-01, -7.1657e-01, -8.1958e-01, -8.4924e-01,  7.5203e-01,\n",
      "          2.0924e-01,  9.9362e-01, -9.3501e-01,  9.9339e-01,  7.3902e-01,  1.4977e-01,  8.9702e-01, -5.7609e-01,  9.2031e-01, -9.9967e-01,  9.9896e-01,  8.3483e-01,  1.6578e-01,  4.0906e-01,\n",
      "         -4.4330e-01, -7.3565e-01, -2.3565e-01,  8.7338e-01,  9.7969e-01, -2.9678e-01, -2.2119e-01,  8.1046e-01, -1.3550e-01, -9.1715e-01,  1.2672e-01,  5.8273e-01, -5.4773e-01, -8.3982e-01,\n",
      "         -8.9872e-02, -4.1970e-01,  8.7803e-01, -8.7992e-01,  3.4611e-01, -6.2331e-02, -6.9581e-02,  3.6684e-01, -7.8056e-01, -7.7630e-01, -6.5118e-01, -6.6592e-01, -3.2919e-01,  9.2821e-01,\n",
      "          8.7502e-01,  3.0862e-01,  3.2802e-01, -1.6576e-01,  6.0021e-01, -3.8609e-01,  1.8636e-01,  9.9516e-01, -4.4235e-01, -1.7023e-01,  8.4345e-01,  9.3173e-01, -8.8711e-01,  9.6924e-01,\n",
      "         -9.4770e-01, -9.1459e-01, -2.3687e-01, -9.2442e-01,  1.4485e-01, -9.7898e-01,  8.9644e-01,  9.0616e-01,  8.3483e-01, -6.8633e-01, -9.3993e-01,  5.1935e-01,  9.8576e-01, -5.8538e-01,\n",
      "         -1.8133e-01,  7.2279e-02,  2.1195e-01, -7.2687e-01,  8.3317e-01,  2.2154e-01,  9.7915e-01, -8.7484e-01, -9.5812e-01, -5.7846e-01,  9.4093e-01,  9.6278e-01, -1.6497e-01, -7.6154e-01,\n",
      "          6.0076e-01, -5.1036e-01, -6.8244e-01,  9.4814e-01, -1.7254e-01,  4.5269e-02,  9.4951e-01,  8.6847e-01, -8.2256e-01, -9.7232e-01,  2.2591e-02, -9.0664e-01,  8.6085e-02, -6.9776e-01,\n",
      "          9.3460e-01,  9.0890e-01,  6.4756e-01, -8.6398e-01, -9.8609e-01, -8.6937e-01, -4.6414e-01,  9.1970e-01, -6.8600e-01, -4.7573e-01, -1.6779e-01, -7.9312e-01,  2.1340e-01, -2.0396e-02,\n",
      "          8.0113e-01,  6.7348e-01, -9.9400e-01,  7.7596e-02,  6.9042e-01,  1.8125e-01, -8.0523e-01, -6.2276e-01,  2.4106e-01,  9.6305e-01, -8.9775e-01, -1.1376e-01, -4.9196e-01, -5.3892e-01,\n",
      "         -9.5993e-01, -5.4513e-01,  3.8539e-01, -6.1636e-01, -5.6400e-01,  5.1071e-01,  9.3848e-01, -5.5238e-01, -6.9804e-01, -6.9826e-01,  1.1743e-01, -1.0202e-01,  7.3482e-01, -4.3445e-01,\n",
      "          8.2928e-01, -7.4880e-01,  1.0399e-01, -6.8883e-01,  8.3411e-01,  3.0323e-01,  6.2567e-01,  1.4844e-01,  6.3808e-01,  6.1716e-02,  2.0032e-01, -9.5527e-01, -5.5892e-01, -8.1507e-01,\n",
      "         -6.6358e-02, -5.1920e-01,  9.8466e-01,  4.0015e-01,  2.9451e-01, -3.7996e-01, -7.5467e-01, -1.0644e-01,  9.8326e-02, -7.8494e-01, -8.8983e-01, -8.1744e-01, -6.1846e-01,  7.0634e-01,\n",
      "         -2.1015e-01,  1.6801e-01, -6.4237e-01,  8.6163e-01, -9.9278e-01,  3.6028e-01,  3.7567e-01, -9.8224e-01, -8.6339e-01, -7.3768e-02,  5.2982e-01, -5.8412e-01,  9.7862e-01,  5.8558e-01,\n",
      "         -9.5312e-01, -6.0480e-01,  9.9468e-01,  3.9692e-01,  7.1848e-03,  6.6748e-01, -9.6514e-01, -7.5651e-01,  9.5509e-01,  4.1594e-01, -2.2774e-01, -8.4551e-01]], grad_fn=<TanhBackward0>)\n",
      "Logits_clsf:  tensor([[-1.5480,  2.7153],\n",
      "        [-1.5489,  2.7169],\n",
      "        [-1.5491,  2.7171],\n",
      "        [-1.5487,  2.7164],\n",
      "        [-1.5480,  2.7154],\n",
      "        [-1.5489,  2.7168]], grad_fn=<AddmmBackward0>)\n",
      "Position indices: tensor([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29])\n",
      "H-Pooled : tensor([[ 0.9830, -0.8460, -0.9901,  0.1310,  0.9523,  0.0787, -0.9750, -0.7538, -0.2033,  0.1307,  0.9991,  0.5541, -0.7591,  1.0000, -0.5539, -0.3065, -0.3538,  0.9764, -0.8443, -0.5149,  0.8234,\n",
      "          0.7148, -0.7413, -0.9354, -0.2294,  0.6655, -0.6336,  0.9974, -0.2114,  0.9358,  0.8779,  0.7102, -0.9995,  0.5683,  0.8542, -0.7667, -0.0251,  0.8469,  0.9671, -0.9505,  0.9943,  0.3710,\n",
      "          0.3444, -0.9891,  0.9886,  0.0036, -0.5322,  0.9961,  0.0857, -0.7499, -0.5080, -0.9894, -0.4875,  0.0600,  0.6463, -0.7653,  0.9434, -0.7611, -0.1996,  0.3744, -0.3701, -0.8090,  0.2121,\n",
      "          0.9561,  0.9200,  0.9917,  0.6118,  0.2389,  0.1283,  0.2627, -0.6409, -0.9140,  0.9814, -0.8973, -0.8860,  0.6795, -0.8230,  0.8284,  0.9002, -0.9533,  0.9101, -0.4053, -0.0945, -0.9917,\n",
      "          0.9665, -0.6996, -0.7185,  0.8950,  0.1862, -0.8379,  0.6588,  0.9955,  0.5869, -0.2084, -0.8982,  0.3052,  0.0812,  0.9072, -0.9910,  0.9293, -0.9934,  0.6853,  0.9650, -0.8186,  0.0824,\n",
      "          0.5450, -0.8784,  0.1597, -0.9998,  0.5616, -0.9930, -0.0729, -0.9866,  0.8518,  0.1777, -0.2163, -0.3807, -0.3661,  0.6838,  0.6392, -0.4034,  0.9928, -0.9210, -0.3583,  0.4458, -0.9494,\n",
      "         -0.8955,  0.6284, -0.8734, -0.0019, -0.9411, -0.1690, -0.9631,  0.9302,  0.5393,  0.7748,  0.0028, -0.9073,  0.1182, -0.9536,  0.3931,  0.9992,  0.8774,  0.0408, -0.9843, -0.5163, -0.7338,\n",
      "          0.9585,  0.7546, -0.1602,  0.7863, -0.8726,  0.0468,  0.9986,  0.9899,  0.3790, -0.8254, -0.9127,  0.9544,  0.5555, -0.9904,  0.7200, -0.8055, -0.4659, -0.9687, -0.7986,  0.9398, -0.6925,\n",
      "          0.5260, -0.9837, -0.1045, -0.6297, -0.4176, -0.9795, -0.7737, -0.4497, -0.1691,  0.0652, -0.9577, -0.6143, -0.5844,  0.8535,  0.9940,  0.3023,  0.3133,  0.5281,  0.8128, -0.4585,  0.6531,\n",
      "         -0.9984, -0.2314, -0.9797,  0.7722, -0.8066,  0.9957, -0.7755, -0.4653, -0.6733,  0.3911,  0.9912, -0.9627,  0.6803, -0.5436, -0.4719,  0.9987, -0.7631,  0.9389, -0.9625,  0.6061,  0.9949,\n",
      "          0.9998,  0.7987, -0.6926, -0.4298,  0.3324, -0.2656,  0.8366, -0.7222,  0.8733,  0.0651,  0.8465,  0.4242, -0.8046,  0.3440, -0.5864,  0.8495, -0.2791,  0.9956,  0.3703, -0.2078, -0.5970,\n",
      "         -0.1718, -0.9620,  0.7740,  0.8756,  0.7921,  0.0571,  0.2914,  0.5025,  0.5086, -0.7202,  0.2893, -0.9776, -0.8446,  0.8820, -0.3882,  0.3531,  0.9209,  0.0752,  0.9259,  0.9428, -0.7420,\n",
      "         -0.7317, -0.3116, -0.9317, -0.9431,  0.9946,  0.8571,  0.0026, -0.9796,  0.3707,  0.9002, -0.9264, -0.5125,  0.8419, -0.8510,  0.0690,  0.9347,  0.8890, -0.9012, -0.0834,  0.1276, -0.4327,\n",
      "         -0.7078, -0.7369, -0.9769, -0.7695,  0.4393, -0.0448,  0.6698,  0.8124,  0.9854, -0.2695, -0.6889, -0.9835, -0.3123,  0.4763, -0.8962, -0.1560,  0.9446,  0.5632,  0.3463, -0.4676,  0.7670,\n",
      "         -0.8501, -0.0415,  0.7881,  0.7486, -0.9309,  0.4972, -0.4938,  0.6005, -0.8060, -0.9887,  0.7203, -0.9999,  0.8090,  0.8886,  0.9147, -0.0808, -0.7212, -0.5418,  0.0957, -0.7858,  0.9204,\n",
      "          0.3242,  0.9888, -0.9456,  0.4731, -0.7703,  0.3415,  0.9992,  0.1573,  0.9535,  0.3214,  0.7334, -0.2634, -0.2364,  0.3227,  0.9995,  0.9924, -0.9421, -0.8320, -0.2340,  0.6834, -0.9091,\n",
      "         -0.3521,  0.5174, -0.8956,  1.0000, -0.3958,  0.9817,  0.2637,  0.8713,  0.1774, -0.9257,  0.9843, -0.9991,  0.9914, -0.2689, -0.2729,  0.9730,  0.9319, -0.7097, -0.6449, -0.4324, -0.8590,\n",
      "          0.4550,  0.8130,  0.9281, -0.0662, -0.9476,  0.3666, -0.1486, -0.8260, -0.9885,  0.9990,  0.0442,  0.1556,  0.7827,  0.9486,  0.6672,  0.9442,  0.9966,  0.8328, -0.1663,  0.4435, -1.0000,\n",
      "         -0.5925,  0.9369, -0.3434, -0.9862, -0.9612, -0.9851, -0.0412,  0.7063,  0.9910,  0.1309,  0.1223, -0.6072,  0.9201,  0.6628,  0.2531,  0.0816,  0.0275, -0.9997,  0.9827, -0.2327, -0.9246,\n",
      "          0.5586, -0.5514,  0.9460,  0.9915,  0.6684, -0.8055, -0.8934,  0.9012, -0.2113, -0.1762,  0.9619,  0.9495, -0.5588, -0.9293,  0.4127, -0.2631, -0.6739,  0.8336,  0.1239,  0.1479, -0.2740,\n",
      "          0.9896,  0.9495, -0.5499,  0.2351, -0.6330, -0.9851,  0.1613,  0.9348,  0.9424, -0.8361,  0.2083, -0.7725,  0.9017,  0.9481,  0.7539, -0.2829,  0.8036,  0.1051,  0.7282, -0.4887, -0.9817,\n",
      "          0.7982,  0.9888, -0.0323, -0.8073,  0.9821,  0.9748,  0.9126, -0.7579,  0.5506, -0.5217, -0.9601,  0.1163,  0.5014,  0.5314, -0.8743, -0.5401, -0.9865, -0.9208, -0.9570,  0.5176, -0.7974,\n",
      "          0.5260, -0.8761, -0.8673,  0.5309,  0.1215,  0.6050, -0.6354, -0.3102, -0.9474, -0.9499, -0.3917, -0.1808, -0.5437,  0.4516,  0.7408,  0.3383,  0.8693, -0.5671, -0.9899,  0.3898,  0.5819,\n",
      "         -0.2931, -0.8921,  0.9013,  0.8480, -0.9583,  0.8245,  0.6121,  0.9291,  0.9910, -0.0978,  0.1509,  0.0646,  0.7418, -0.5524, -0.2749, -0.0628,  0.0826,  0.1133,  0.3995,  0.9513,  0.4262,\n",
      "         -0.0945,  0.5666,  0.9572,  0.4734, -0.1438,  0.6166, -0.9508, -0.7555,  0.0213,  0.9880,  0.6957, -0.1674, -0.5043,  0.8617, -0.9815,  0.6259,  0.9245,  0.6423,  0.7071, -0.6819, -0.6604,\n",
      "         -0.9805, -0.2894, -0.9986, -0.9411,  0.9797,  0.7912,  0.8580, -0.2372,  0.0362, -0.9524, -0.9949, -0.7034,  0.9435, -0.4436,  0.5419,  0.9851, -0.7559, -0.9754, -0.8561,  0.1726,  0.7335,\n",
      "          0.1017,  0.0745, -0.9761,  0.7477, -0.9986,  0.8434, -0.8262,  0.9450, -0.9275,  0.1139, -0.5990, -0.4741,  0.0752,  0.6468,  0.3626, -0.2399,  0.9794,  0.9914, -0.3182, -0.8706, -0.6198,\n",
      "         -0.9914, -0.8304, -0.8857, -0.4391, -0.4386, -0.6802,  0.4276, -0.4508,  0.9950, -0.9894,  0.9961,  0.9466, -0.4766,  0.6791, -0.8227,  0.6806, -1.0000,  0.9998,  0.9431, -0.7371, -0.2486,\n",
      "          0.1437, -0.3435, -0.7279,  0.6160,  0.9899,  0.5794,  0.6118,  0.9549, -0.8726, -0.9874, -0.6738, -0.1937, -0.0711, -0.4997, -0.7639,  0.4348,  0.9788, -0.5012, -0.4775,  0.6784, -0.6933,\n",
      "          0.8951, -0.9638, -0.9762, -0.1800, -0.1957,  0.4460,  0.8668,  0.7146,  0.7863, -0.1199, -0.8086,  0.1152, -0.8122,  0.6034,  0.9968, -0.8859, -0.8156,  0.7929,  0.9915, -0.9706,  0.9943,\n",
      "         -0.9965, -0.9895,  0.2218, -0.8509, -0.5209, -0.9873,  0.6993,  0.7759,  0.3796, -0.9151, -0.9344, -0.0347,  0.9753, -0.1408, -0.7886,  0.8424,  0.7669, -0.1298,  0.4934,  0.2467,  0.9811,\n",
      "         -0.8426, -0.9538, -0.9517,  0.9857,  0.9526,  0.5816, -0.6308,  0.9170, -0.9524, -0.9569,  0.8887, -0.7699,  0.7019,  0.8940,  0.9782, -0.9439, -0.9716, -0.6261, -0.8177, -0.6916, -0.9625,\n",
      "          0.8874,  0.9099,  0.2753, -0.4642, -0.9792, -0.9797, -0.9206,  0.9941, -0.8667,  0.2701,  0.5472, -0.9743,  0.8552,  0.6059,  0.5400,  0.8734, -0.9967,  0.7502,  0.0945,  0.9142, -0.5064,\n",
      "         -0.9026, -0.3637,  0.9304, -0.9897,  0.8418,  0.1843, -0.9028, -0.9966,  0.1085, -0.6161, -0.8945,  0.0759, -0.0521,  0.8469, -0.9024, -0.9620, -0.9455,  0.5038, -0.6079,  0.3674,  0.0492,\n",
      "          0.9699, -0.9449,  0.7650, -0.1534,  0.7247, -0.3230,  0.3204, -0.4958,  0.0944, -0.5169, -0.4981, -0.8324, -0.0323, -0.4056,  0.8067,  0.0942,  0.9860, -0.4719, -0.6377,  0.5526, -0.1443,\n",
      "          0.4590, -0.7045, -0.9447, -0.6143, -0.4214, -0.2687,  0.2889,  0.5114, -0.4876, -0.1441,  0.8778, -0.9968, -0.4920, -0.0561, -0.9806, -0.9773, -0.5240, -0.1106, -0.9541,  0.9957, -0.0114,\n",
      "         -0.9912, -0.9191,  0.9966,  0.8674,  0.3193, -0.1188, -0.9949, -0.9070,  0.8733,  0.8489,  0.4827, -0.6111],\n",
      "        [ 0.9831, -0.8464, -0.9902,  0.1306,  0.9526,  0.0787, -0.9752, -0.7545, -0.2038,  0.1313,  0.9991,  0.5545, -0.7597,  1.0000, -0.5542, -0.3065, -0.3546,  0.9765, -0.8450, -0.5158,  0.8236,\n",
      "          0.7148, -0.7420, -0.9358, -0.2296,  0.6660, -0.6350,  0.9975, -0.2121,  0.9361,  0.8783,  0.7104, -0.9995,  0.5685,  0.8548, -0.7675, -0.0252,  0.8474,  0.9673, -0.9508,  0.9944,  0.3714,\n",
      "          0.3450, -0.9891,  0.9887,  0.0035, -0.5331,  0.9961,  0.0863, -0.7501, -0.5086, -0.9894, -0.4876,  0.0604,  0.6472, -0.7659,  0.9437, -0.7618, -0.2003,  0.3748, -0.3707, -0.8100,  0.2121,\n",
      "          0.9563,  0.9204,  0.9917,  0.6126,  0.2394,  0.1275,  0.2640, -0.6416, -0.9145,  0.9815, -0.8976, -0.8864,  0.6803, -0.8233,  0.8289,  0.9006, -0.9536,  0.9105, -0.4047, -0.0946, -0.9918,\n",
      "          0.9667, -0.7000, -0.7190,  0.8953,  0.1870, -0.8383,  0.6593,  0.9955,  0.5876, -0.2097, -0.8986,  0.3048,  0.0811,  0.9077, -0.9911,  0.9297, -0.9934,  0.6863,  0.9652, -0.8193,  0.0827,\n",
      "          0.5448, -0.8787,  0.1606, -0.9998,  0.5626, -0.9930, -0.0724, -0.9867,  0.8527,  0.1780, -0.2167, -0.3804, -0.3660,  0.6844,  0.6399, -0.4045,  0.9929, -0.9213, -0.3589,  0.4456, -0.9497,\n",
      "         -0.8960,  0.6287, -0.8741, -0.0015, -0.9414, -0.1694, -0.9633,  0.9305,  0.5400,  0.7750,  0.0038, -0.9077,  0.1185, -0.9538,  0.3940,  0.9992,  0.8781,  0.0397, -0.9844, -0.5164, -0.7338,\n",
      "          0.9587,  0.7556, -0.1594,  0.7867, -0.8730,  0.0470,  0.9986,  0.9900,  0.3795, -0.8261, -0.9132,  0.9546,  0.5555, -0.9905,  0.7207, -0.8062, -0.4666, -0.9688, -0.7989,  0.9400, -0.6928,\n",
      "          0.5267, -0.9838, -0.1041, -0.6303, -0.4183, -0.9797, -0.7742, -0.4507, -0.1684,  0.0655, -0.9578, -0.6147, -0.5849,  0.8538,  0.9940,  0.3024,  0.3137,  0.5289,  0.8135, -0.4577,  0.6538,\n",
      "         -0.9984, -0.2312, -0.9798,  0.7729, -0.8073,  0.9958, -0.7763, -0.4664, -0.6735,  0.3907,  0.9912, -0.9629,  0.6817, -0.5447, -0.4723,  0.9987, -0.7637,  0.9392, -0.9628,  0.6068,  0.9949,\n",
      "          0.9998,  0.7993, -0.6931, -0.4301,  0.3333, -0.2665,  0.8372, -0.7221,  0.8740,  0.0652,  0.8472,  0.4246, -0.8049,  0.3440, -0.5870,  0.8502, -0.2793,  0.9956,  0.3709, -0.2080, -0.5977,\n",
      "         -0.1712, -0.9621,  0.7747,  0.8761,  0.7929,  0.0561,  0.2923,  0.5033,  0.5093, -0.7211,  0.2891, -0.9777, -0.8453,  0.8825, -0.3896,  0.3539,  0.9212,  0.0751,  0.9263,  0.9430, -0.7428,\n",
      "         -0.7319, -0.3119, -0.9319, -0.9433,  0.9947,  0.8578,  0.0020, -0.9798,  0.3713,  0.9006, -0.9267, -0.5126,  0.8424, -0.8518,  0.0695,  0.9351,  0.8897, -0.9016, -0.0844,  0.1282, -0.4330,\n",
      "         -0.7078, -0.7375, -0.9771, -0.7704,  0.4401, -0.0456,  0.6704,  0.8129,  0.9855, -0.2704, -0.6894, -0.9837, -0.3121,  0.4775, -0.8967, -0.1563,  0.9448,  0.5642,  0.3467, -0.4683,  0.7680,\n",
      "         -0.8509, -0.0402,  0.7889,  0.7489, -0.9311,  0.4978, -0.4944,  0.6015, -0.8066, -0.9888,  0.7214, -0.9999,  0.8096,  0.8891,  0.9150, -0.0814, -0.7219, -0.5427,  0.0960, -0.7867,  0.9208,\n",
      "          0.3235,  0.9889, -0.9459,  0.4737, -0.7708,  0.3414,  0.9992,  0.1582,  0.9538,  0.3219,  0.7345, -0.2633, -0.2368,  0.3235,  0.9995,  0.9925, -0.9424, -0.8328, -0.2344,  0.6842, -0.9097,\n",
      "         -0.3517,  0.5182, -0.8960,  1.0000, -0.3968,  0.9818,  0.2641,  0.8719,  0.1780, -0.9260,  0.9844, -0.9991,  0.9914, -0.2698, -0.2725,  0.9731,  0.9320, -0.7100, -0.6454, -0.4328, -0.8595,\n",
      "          0.4555,  0.8136,  0.9283, -0.0660, -0.9479,  0.3677, -0.1483, -0.8265, -0.9885,  0.9990,  0.0440,  0.1554,  0.7829,  0.9489,  0.6672,  0.9445,  0.9967,  0.8334, -0.1668,  0.4435, -1.0000,\n",
      "         -0.5926,  0.9371, -0.3439, -0.9863, -0.9615, -0.9853, -0.0417,  0.7068,  0.9910,  0.1308,  0.1218, -0.6080,  0.9205,  0.6629,  0.2535,  0.0815,  0.0275, -0.9997,  0.9828, -0.2324, -0.9249,\n",
      "          0.5589, -0.5523,  0.9463,  0.9916,  0.6697, -0.8062, -0.8939,  0.9016, -0.2112, -0.1770,  0.9622,  0.9497, -0.5594, -0.9296,  0.4127, -0.2633, -0.6743,  0.8339,  0.1245,  0.1476, -0.2743,\n",
      "          0.9897,  0.9497, -0.5506,  0.2355, -0.6339, -0.9852,  0.1613,  0.9352,  0.9426, -0.8365,  0.2087, -0.7731,  0.9020,  0.9484,  0.7548, -0.2827,  0.8039,  0.1068,  0.7288, -0.4895, -0.9819,\n",
      "          0.7987,  0.9889, -0.0314, -0.8079,  0.9822,  0.9750,  0.9131, -0.7583,  0.5507, -0.5227, -0.9604,  0.1167,  0.5019,  0.5313, -0.8747, -0.5406, -0.9866, -0.9211, -0.9573,  0.5178, -0.7976,\n",
      "          0.5269, -0.8766, -0.8678,  0.5314,  0.1213,  0.6054, -0.6356, -0.3102, -0.9477, -0.9502, -0.3916, -0.1814, -0.5442,  0.4522,  0.7416,  0.3384,  0.8697, -0.5676, -0.9900,  0.3911,  0.5824,\n",
      "         -0.2936, -0.8926,  0.9017,  0.8486, -0.9585,  0.8250,  0.6131,  0.9293,  0.9911, -0.0991,  0.1504,  0.0637,  0.7423, -0.5533, -0.2754, -0.0639,  0.0828,  0.1130,  0.4003,  0.9516,  0.4273,\n",
      "         -0.0947,  0.5678,  0.9574,  0.4740, -0.1443,  0.6171, -0.9510, -0.7563,  0.0208,  0.9881,  0.6963, -0.1672, -0.5048,  0.8622, -0.9817,  0.6260,  0.9249,  0.6426,  0.7077, -0.6830, -0.6608,\n",
      "         -0.9806, -0.2902, -0.9986, -0.9414,  0.9798,  0.7917,  0.8584, -0.2380,  0.0367, -0.9527, -0.9949, -0.7042,  0.9438, -0.4442,  0.5428,  0.9852, -0.7565, -0.9756, -0.8566,  0.1726,  0.7339,\n",
      "          0.1011,  0.0738, -0.9762,  0.7483, -0.9986,  0.8440, -0.8266,  0.9454, -0.9280,  0.1133, -0.5997, -0.4754,  0.0759,  0.6477,  0.3622, -0.2401,  0.9795,  0.9914, -0.3185, -0.8711, -0.6204,\n",
      "         -0.9915, -0.8306, -0.8860, -0.4389, -0.4388, -0.6805,  0.4273, -0.4510,  0.9950, -0.9895,  0.9961,  0.9469, -0.4771,  0.6796, -0.8235,  0.6812, -1.0000,  0.9998,  0.9435, -0.7375, -0.2499,\n",
      "          0.1436, -0.3432, -0.7288,  0.6168,  0.9899,  0.5800,  0.6129,  0.9553, -0.8732, -0.9875, -0.6746, -0.1942, -0.0709, -0.5010, -0.7644,  0.4348,  0.9790, -0.5022, -0.4783,  0.6791, -0.6941,\n",
      "          0.8956, -0.9640, -0.9764, -0.1799, -0.1960,  0.4464,  0.8673,  0.7150,  0.7868, -0.1193, -0.8091,  0.1153, -0.8129,  0.6042,  0.9968, -0.8863, -0.8162,  0.7938,  0.9915, -0.9708,  0.9943,\n",
      "         -0.9965, -0.9896,  0.2224, -0.8509, -0.5213, -0.9874,  0.7003,  0.7765,  0.3799, -0.9155, -0.9345, -0.0349,  0.9755, -0.1403, -0.7894,  0.8430,  0.7674, -0.1303,  0.4943,  0.2470,  0.9812,\n",
      "         -0.8426, -0.9539, -0.9519,  0.9858,  0.9528,  0.5824, -0.6311,  0.9175, -0.9528, -0.9571,  0.8892, -0.7707,  0.7029,  0.8944,  0.9784, -0.9442, -0.9717, -0.6270, -0.8182, -0.6921, -0.9628,\n",
      "          0.8878,  0.9100,  0.2754, -0.4645, -0.9793, -0.9798, -0.9210,  0.9942, -0.8674,  0.2710,  0.5478, -0.9745,  0.8555,  0.6066,  0.5404,  0.8743, -0.9967,  0.7507,  0.0942,  0.9145, -0.5070,\n",
      "         -0.9032, -0.3647,  0.9307, -0.9898,  0.8422,  0.1851, -0.9033, -0.9966,  0.1093, -0.6166, -0.8949,  0.0759, -0.0524,  0.8473, -0.9030, -0.9622, -0.9459,  0.5055, -0.6096,  0.3674,  0.0495,\n",
      "          0.9701, -0.9453,  0.7658, -0.1534,  0.7253, -0.3238,  0.3205, -0.4964,  0.0942, -0.5179, -0.4995, -0.8333, -0.0324, -0.4060,  0.8072,  0.0946,  0.9861, -0.4730, -0.6382,  0.5528, -0.1442,\n",
      "          0.4602, -0.7052, -0.9451, -0.6147, -0.4216, -0.2691,  0.2887,  0.5122, -0.4884, -0.1445,  0.8779, -0.9968, -0.4923, -0.0562, -0.9807, -0.9775, -0.5248, -0.1111, -0.9543,  0.9957, -0.0120,\n",
      "         -0.9913, -0.9195,  0.9967,  0.8680,  0.3209, -0.1196, -0.9950, -0.9077,  0.8735,  0.8494,  0.4833, -0.6114],\n",
      "        [ 0.9831, -0.8463, -0.9902,  0.1307,  0.9525,  0.0788, -0.9752, -0.7544, -0.2037,  0.1311,  0.9991,  0.5545, -0.7597,  1.0000, -0.5541, -0.3065, -0.3545,  0.9765, -0.8449, -0.5156,  0.8236,\n",
      "          0.7149, -0.7418, -0.9357, -0.2296,  0.6659, -0.6347,  0.9975, -0.2119,  0.9360,  0.8782,  0.7105, -0.9995,  0.5685,  0.8547, -0.7673, -0.0252,  0.8473,  0.9673, -0.9508,  0.9944,  0.3713,\n",
      "          0.3449, -0.9891,  0.9887,  0.0035, -0.5329,  0.9961,  0.0861, -0.7501, -0.5085, -0.9894, -0.4876,  0.0603,  0.6471, -0.7658,  0.9436, -0.7617, -0.2001,  0.3747, -0.3706, -0.8098,  0.2121,\n",
      "          0.9563,  0.9203,  0.9917,  0.6124,  0.2392,  0.1277,  0.2637, -0.6415, -0.9144,  0.9815, -0.8976, -0.8864,  0.6801, -0.8233,  0.8288,  0.9005, -0.9535,  0.9104, -0.4049, -0.0946, -0.9918,\n",
      "          0.9666, -0.6999, -0.7189,  0.8953,  0.1868, -0.8382,  0.6593,  0.9955,  0.5875, -0.2094, -0.8985,  0.3049,  0.0812,  0.9076, -0.9911,  0.9296, -0.9934,  0.6861,  0.9652, -0.8192,  0.0825,\n",
      "          0.5449, -0.8786,  0.1604, -0.9998,  0.5624, -0.9930, -0.0725, -0.9867,  0.8525,  0.1779, -0.2165, -0.3805, -0.3662,  0.6843,  0.6398, -0.4043,  0.9929, -0.9213, -0.3587,  0.4458, -0.9497,\n",
      "         -0.8959,  0.6287, -0.8740, -0.0016, -0.9413, -0.1693, -0.9633,  0.9305,  0.5399,  0.7750,  0.0036, -0.9076,  0.1183, -0.9538,  0.3938,  0.9992,  0.8780,  0.0400, -0.9843, -0.5164, -0.7339,\n",
      "          0.9587,  0.7554, -0.1596,  0.7867, -0.8729,  0.0469,  0.9986,  0.9900,  0.3794, -0.8260, -0.9131,  0.9546,  0.5556, -0.9905,  0.7206, -0.8061, -0.4666, -0.9688, -0.7989,  0.9400, -0.6928,\n",
      "          0.5266, -0.9838, -0.1042, -0.6303, -0.4182, -0.9796, -0.7741, -0.4505, -0.1687,  0.0654, -0.9578, -0.6146, -0.5848,  0.8538,  0.9940,  0.3024,  0.3135,  0.5287,  0.8134, -0.4580,  0.6537,\n",
      "         -0.9984, -0.2313, -0.9798,  0.7727, -0.8071,  0.9957, -0.7762, -0.4662, -0.6735,  0.3909,  0.9912, -0.9629,  0.6814, -0.5445, -0.4722,  0.9987, -0.7636,  0.9392, -0.9628,  0.6067,  0.9949,\n",
      "          0.9998,  0.7992, -0.6930, -0.4300,  0.3331, -0.2662,  0.8371, -0.7222,  0.8739,  0.0651,  0.8470,  0.4244, -0.8048,  0.3441, -0.5869,  0.8501, -0.2793,  0.9956,  0.3707, -0.2080, -0.5976,\n",
      "         -0.1713, -0.9621,  0.7746,  0.8760,  0.7928,  0.0564,  0.2922,  0.5031,  0.5092, -0.7209,  0.2891, -0.9777, -0.8452,  0.8824, -0.3892,  0.3537,  0.9211,  0.0751,  0.9262,  0.9430, -0.7426,\n",
      "         -0.7319, -0.3120, -0.9319, -0.9433,  0.9946,  0.8577,  0.0021, -0.9797,  0.3712,  0.9005, -0.9266, -0.5126,  0.8423, -0.8517,  0.0693,  0.9350,  0.8895, -0.9015, -0.0841,  0.1281, -0.4330,\n",
      "         -0.7078, -0.7374, -0.9771, -0.7703,  0.4399, -0.0454,  0.6703,  0.8128,  0.9855, -0.2702, -0.6893, -0.9836, -0.3122,  0.4773, -0.8966, -0.1563,  0.9448,  0.5640,  0.3466, -0.4682,  0.7678,\n",
      "         -0.8507, -0.0405,  0.7887,  0.7489, -0.9311,  0.4977, -0.4943,  0.6014, -0.8065, -0.9888,  0.7212, -0.9999,  0.8095,  0.8891,  0.9150, -0.0812, -0.7218, -0.5426,  0.0959, -0.7865,  0.9207,\n",
      "          0.3237,  0.9889, -0.9459,  0.4736, -0.7707,  0.3415,  0.9992,  0.1580,  0.9538,  0.3217,  0.7343, -0.2633, -0.2367,  0.3234,  0.9995,  0.9925, -0.9423, -0.8326, -0.2343,  0.6841, -0.9095,\n",
      "         -0.3518,  0.5181, -0.8960,  1.0000, -0.3965,  0.9818,  0.2641,  0.8718,  0.1779, -0.9260,  0.9844, -0.9991,  0.9914, -0.2696, -0.2726,  0.9731,  0.9320, -0.7099, -0.6454, -0.4327, -0.8594,\n",
      "          0.4554,  0.8135,  0.9282, -0.0661, -0.9478,  0.3676, -0.1484, -0.8264, -0.9885,  0.9990,  0.0440,  0.1554,  0.7829,  0.9489,  0.6673,  0.9444,  0.9967,  0.8333, -0.1667,  0.4435, -1.0000,\n",
      "         -0.5926,  0.9371, -0.3439, -0.9863, -0.9615, -0.9852, -0.0416,  0.7068,  0.9910,  0.1308,  0.1220, -0.6079,  0.9204,  0.6630,  0.2533,  0.0816,  0.0275, -0.9997,  0.9828, -0.2325, -0.9249,\n",
      "          0.5589, -0.5522,  0.9463,  0.9916,  0.6694, -0.8060, -0.8938,  0.9016, -0.2112, -0.1768,  0.9621,  0.9497, -0.5594, -0.9295,  0.4127, -0.2632, -0.6742,  0.8339,  0.1244,  0.1478, -0.2742,\n",
      "          0.9897,  0.9496, -0.5505,  0.2354, -0.6337, -0.9851,  0.1614,  0.9352,  0.9426, -0.8365,  0.2087, -0.7730,  0.9020,  0.9484,  0.7546, -0.2827,  0.8039,  0.1064,  0.7287, -0.4893, -0.9818,\n",
      "          0.7986,  0.9889, -0.0316, -0.8079,  0.9822,  0.9750,  0.9130, -0.7583,  0.5508, -0.5225, -0.9603,  0.1166,  0.5019,  0.5313, -0.8747, -0.5405, -0.9866, -0.9211, -0.9572,  0.5177, -0.7976,\n",
      "          0.5268, -0.8765, -0.8677,  0.5314,  0.1213,  0.6054, -0.6356, -0.3103, -0.9476, -0.9502, -0.3917, -0.1813, -0.5442,  0.4521,  0.7414,  0.3384,  0.8696, -0.5675, -0.9899,  0.3908,  0.5823,\n",
      "         -0.2935, -0.8925,  0.9017,  0.8485, -0.9585,  0.8249,  0.6130,  0.9293,  0.9911, -0.0987,  0.1506,  0.0640,  0.7423, -0.5531, -0.2753, -0.0636,  0.0826,  0.1131,  0.4002,  0.9516,  0.4271,\n",
      "         -0.0947,  0.5675,  0.9573,  0.4738, -0.1442,  0.6171, -0.9510, -0.7562,  0.0210,  0.9881,  0.6962, -0.1672, -0.5047,  0.8621, -0.9817,  0.6260,  0.9248,  0.6425,  0.7076, -0.6828, -0.6608,\n",
      "         -0.9806, -0.2900, -0.9986, -0.9414,  0.9798,  0.7916,  0.8584, -0.2378,  0.0367, -0.9527, -0.9949, -0.7041,  0.9438, -0.4441,  0.5426,  0.9852, -0.7564, -0.9756, -0.8565,  0.1725,  0.7338,\n",
      "          0.1011,  0.0739, -0.9762,  0.7482, -0.9986,  0.8439, -0.8266,  0.9453, -0.9279,  0.1135, -0.5995, -0.4752,  0.0757,  0.6474,  0.3623, -0.2400,  0.9795,  0.9914, -0.3184, -0.8710, -0.6203,\n",
      "         -0.9914, -0.8306, -0.8859, -0.4389, -0.4388, -0.6805,  0.4274, -0.4510,  0.9950, -0.9895,  0.9961,  0.9469, -0.4771,  0.6795, -0.8234,  0.6811, -1.0000,  0.9998,  0.9434, -0.7375, -0.2496,\n",
      "          0.1436, -0.3433, -0.7286,  0.6166,  0.9899,  0.5798,  0.6127,  0.9552, -0.8731, -0.9875, -0.6744, -0.1941, -0.0711, -0.5008, -0.7644,  0.4349,  0.9789, -0.5020, -0.4781,  0.6790, -0.6939,\n",
      "          0.8955, -0.9640, -0.9763, -0.1799, -0.1960,  0.4464,  0.8672,  0.7150,  0.7867, -0.1195, -0.8090,  0.1153, -0.8128,  0.6040,  0.9968, -0.8863, -0.8161,  0.7937,  0.9915, -0.9708,  0.9943,\n",
      "         -0.9965, -0.9896,  0.2223, -0.8509, -0.5213, -0.9873,  0.7001,  0.7764,  0.3798, -0.9154, -0.9345, -0.0349,  0.9755, -0.1404, -0.7893,  0.8429,  0.7674, -0.1303,  0.4941,  0.2470,  0.9812,\n",
      "         -0.8427, -0.9539, -0.9519,  0.9858,  0.9528,  0.5822, -0.6311,  0.9174, -0.9527, -0.9571,  0.8891, -0.7705,  0.7027,  0.8944,  0.9784, -0.9441, -0.9717, -0.6268, -0.8181, -0.6920, -0.9627,\n",
      "          0.8877,  0.9100,  0.2754, -0.4645, -0.9793, -0.9797, -0.9209,  0.9942, -0.8673,  0.2708,  0.5476, -0.9744,  0.8555,  0.6065,  0.5405,  0.8741, -0.9967,  0.7506,  0.0943,  0.9145, -0.5070,\n",
      "         -0.9031, -0.3645,  0.9307, -0.9898,  0.8421,  0.1848, -0.9032, -0.9966,  0.1091, -0.6165, -0.8949,  0.0759, -0.0524,  0.8473, -0.9028, -0.9621, -0.9458,  0.5052, -0.6092,  0.3675,  0.0494,\n",
      "          0.9700, -0.9452,  0.7656, -0.1534,  0.7252, -0.3237,  0.3205, -0.4962,  0.0942, -0.5178, -0.4992, -0.8331, -0.0324, -0.4059,  0.8071,  0.0945,  0.9861, -0.4728, -0.6381,  0.5528, -0.1442,\n",
      "          0.4599, -0.7050, -0.9450, -0.6146, -0.4217, -0.2691,  0.2887,  0.5120, -0.4883, -0.1445,  0.8779, -0.9968, -0.4923, -0.0562, -0.9807, -0.9774, -0.5246, -0.1110, -0.9543,  0.9957, -0.0118,\n",
      "         -0.9913, -0.9194,  0.9967,  0.8679,  0.3205, -0.1195, -0.9949, -0.9075,  0.8735,  0.8493,  0.4832, -0.6113],\n",
      "        [ 0.9831, -0.8463, -0.9901,  0.1311,  0.9524,  0.0789, -0.9751, -0.7539, -0.2040,  0.1307,  0.9991,  0.5539, -0.7596,  1.0000, -0.5541, -0.3065, -0.3541,  0.9764, -0.8445, -0.5155,  0.8236,\n",
      "          0.7151, -0.7415, -0.9356, -0.2298,  0.6660, -0.6340,  0.9974, -0.2116,  0.9359,  0.8781,  0.7105, -0.9995,  0.5685,  0.8544, -0.7670, -0.0250,  0.8472,  0.9672, -0.9507,  0.9944,  0.3710,\n",
      "          0.3444, -0.9891,  0.9887,  0.0038, -0.5323,  0.9961,  0.0859, -0.7501, -0.5085, -0.9894, -0.4874,  0.0600,  0.6467, -0.7655,  0.9435, -0.7615, -0.1999,  0.3747, -0.3704, -0.8093,  0.2118,\n",
      "          0.9562,  0.9202,  0.9917,  0.6120,  0.2389,  0.1287,  0.2631, -0.6416, -0.9142,  0.9815, -0.8975, -0.8863,  0.6797, -0.8233,  0.8285,  0.9005, -0.9534,  0.9103, -0.4059, -0.0944, -0.9917,\n",
      "          0.9665, -0.7000, -0.7187,  0.8952,  0.1864, -0.8381,  0.6591,  0.9955,  0.5870, -0.2088, -0.8983,  0.3056,  0.0821,  0.9075, -0.9910,  0.9294, -0.9934,  0.6860,  0.9651, -0.8188,  0.0819,\n",
      "          0.5453, -0.8786,  0.1597, -0.9998,  0.5620, -0.9930, -0.0729, -0.9866,  0.8521,  0.1779, -0.2158, -0.3808, -0.3666,  0.6842,  0.6395, -0.4035,  0.9928, -0.9212, -0.3582,  0.4460, -0.9495,\n",
      "         -0.8957,  0.6285, -0.8736, -0.0025, -0.9412, -0.1694, -0.9632,  0.9303,  0.5392,  0.7751,  0.0032, -0.9076,  0.1181, -0.9537,  0.3938,  0.9992,  0.8776,  0.0409, -0.9843, -0.5167, -0.7342,\n",
      "          0.9586,  0.7550, -0.1600,  0.7867, -0.8728,  0.0463,  0.9986,  0.9899,  0.3794, -0.8258, -0.9130,  0.9546,  0.5557, -0.9905,  0.7203, -0.8058, -0.4663, -0.9687, -0.7987,  0.9400, -0.6928,\n",
      "          0.5263, -0.9838, -0.1046, -0.6301, -0.4180, -0.9796, -0.7740, -0.4499, -0.1691,  0.0658, -0.9578, -0.6143, -0.5848,  0.8537,  0.9940,  0.3022,  0.3127,  0.5284,  0.8130, -0.4592,  0.6537,\n",
      "         -0.9984, -0.2316, -0.9797,  0.7725, -0.8066,  0.9957, -0.7760, -0.4655, -0.6737,  0.3912,  0.9912, -0.9628,  0.6808, -0.5442, -0.4716,  0.9987, -0.7634,  0.9391, -0.9627,  0.6063,  0.9949,\n",
      "          0.9998,  0.7989, -0.6931, -0.4298,  0.3327, -0.2655,  0.8369, -0.7226,  0.8737,  0.0651,  0.8469,  0.4241, -0.8046,  0.3445, -0.5863,  0.8498, -0.2795,  0.9956,  0.3704, -0.2078, -0.5971,\n",
      "         -0.1718, -0.9621,  0.7743,  0.8758,  0.7925,  0.0572,  0.2920,  0.5028,  0.5088, -0.7206,  0.2893, -0.9776, -0.8447,  0.8822, -0.3880,  0.3533,  0.9210,  0.0755,  0.9260,  0.9430, -0.7422,\n",
      "         -0.7321, -0.3123, -0.9318, -0.9432,  0.9946,  0.8575,  0.0025, -0.9797,  0.3706,  0.9004, -0.9265, -0.5129,  0.8422, -0.8515,  0.0690,  0.9349,  0.8892, -0.9014, -0.0830,  0.1282, -0.4331,\n",
      "         -0.7077, -0.7373, -0.9770, -0.7699,  0.4396, -0.0448,  0.6703,  0.8128,  0.9855, -0.2701, -0.6892, -0.9836, -0.3120,  0.4769, -0.8964, -0.1562,  0.9447,  0.5632,  0.3458, -0.4679,  0.7674,\n",
      "         -0.8503, -0.0417,  0.7883,  0.7488, -0.9310,  0.4977, -0.4939,  0.6008, -0.8062, -0.9887,  0.7206, -0.9999,  0.8093,  0.8889,  0.9149, -0.0806, -0.7218, -0.5423,  0.0956, -0.7861,  0.9205,\n",
      "          0.3249,  0.9889, -0.9458,  0.4733, -0.7704,  0.3419,  0.9992,  0.1577,  0.9537,  0.3213,  0.7338, -0.2639, -0.2360,  0.3230,  0.9995,  0.9925, -0.9421, -0.8322, -0.2339,  0.6835, -0.9092,\n",
      "         -0.3522,  0.5179, -0.8959,  1.0000, -0.3957,  0.9817,  0.2639,  0.8715,  0.1771, -0.9258,  0.9843, -0.9991,  0.9914, -0.2694, -0.2731,  0.9731,  0.9320, -0.7099, -0.6453, -0.4331, -0.8591,\n",
      "          0.4555,  0.8132,  0.9281, -0.0665, -0.9477,  0.3670, -0.1491, -0.8263, -0.9885,  0.9990,  0.0437,  0.1560,  0.7829,  0.9487,  0.6675,  0.9443,  0.9967,  0.8330, -0.1660,  0.4438, -1.0000,\n",
      "         -0.5929,  0.9371, -0.3438, -0.9862, -0.9613, -0.9852, -0.0411,  0.7065,  0.9910,  0.1309,  0.1223, -0.6072,  0.9203,  0.6628,  0.2532,  0.0817,  0.0282, -0.9997,  0.9828, -0.2330, -0.9249,\n",
      "          0.5590, -0.5517,  0.9461,  0.9916,  0.6686, -0.8058, -0.8936,  0.9014, -0.2113, -0.1765,  0.9620,  0.9496, -0.5592, -0.9295,  0.4128, -0.2629, -0.6741,  0.8340,  0.1240,  0.1484, -0.2739,\n",
      "          0.9896,  0.9496, -0.5503,  0.2350, -0.6335, -0.9851,  0.1613,  0.9349,  0.9426, -0.8365,  0.2082, -0.7727,  0.9017,  0.9482,  0.7542, -0.2824,  0.8037,  0.1055,  0.7287, -0.4889, -0.9818,\n",
      "          0.7986,  0.9889, -0.0321, -0.8077,  0.9822,  0.9749,  0.9127, -0.7581,  0.5508, -0.5218, -0.9603,  0.1159,  0.5018,  0.5316, -0.8746, -0.5403, -0.9865, -0.9210, -0.9571,  0.5172, -0.7978,\n",
      "          0.5262, -0.8763, -0.8675,  0.5314,  0.1210,  0.6053, -0.6356, -0.3107, -0.9475, -0.9501, -0.3919, -0.1810, -0.5443,  0.4518,  0.7412,  0.3386,  0.8693, -0.5674, -0.9899,  0.3900,  0.5820,\n",
      "         -0.2934, -0.8924,  0.9015,  0.8483, -0.9584,  0.8247,  0.6124,  0.9293,  0.9911, -0.0979,  0.1511,  0.0650,  0.7424, -0.5526, -0.2748, -0.0631,  0.0822,  0.1134,  0.4004,  0.9514,  0.4263,\n",
      "         -0.0947,  0.5669,  0.9573,  0.4736, -0.1442,  0.6172, -0.9509, -0.7557,  0.0214,  0.9881,  0.6958, -0.1671, -0.5045,  0.8619, -0.9816,  0.6259,  0.9247,  0.6426,  0.7073, -0.6822, -0.6604,\n",
      "         -0.9805, -0.2890, -0.9986, -0.9412,  0.9797,  0.7913,  0.8584, -0.2373,  0.0368, -0.9525, -0.9949, -0.7035,  0.9437, -0.4441,  0.5424,  0.9852, -0.7561, -0.9755, -0.8563,  0.1724,  0.7339,\n",
      "          0.1010,  0.0740, -0.9761,  0.7480, -0.9986,  0.8435, -0.8264,  0.9452, -0.9277,  0.1146, -0.5991, -0.4749,  0.0756,  0.6469,  0.3622, -0.2399,  0.9794,  0.9914, -0.3179, -0.8708, -0.6203,\n",
      "         -0.9914, -0.8307, -0.8860, -0.4391, -0.4390, -0.6804,  0.4278, -0.4511,  0.9950, -0.9894,  0.9961,  0.9467, -0.4768,  0.6797, -0.8231,  0.6811, -1.0000,  0.9998,  0.9432, -0.7375, -0.2488,\n",
      "          0.1436, -0.3437, -0.7281,  0.6162,  0.9899,  0.5795,  0.6123,  0.9550, -0.8729, -0.9874, -0.6742, -0.1937, -0.0712, -0.5004, -0.7642,  0.4350,  0.9789, -0.5018, -0.4773,  0.6785, -0.6936,\n",
      "          0.8953, -0.9639, -0.9763, -0.1804, -0.1959,  0.4465,  0.8670,  0.7149,  0.7864, -0.1199, -0.8090,  0.1155, -0.8124,  0.6038,  0.9968, -0.8861, -0.8157,  0.7935,  0.9915, -0.9707,  0.9943,\n",
      "         -0.9965, -0.9895,  0.2219, -0.8511, -0.5211, -0.9873,  0.7000,  0.7761,  0.3796, -0.9152, -0.9345, -0.0340,  0.9754, -0.1409, -0.7890,  0.8427,  0.7672, -0.1303,  0.4940,  0.2475,  0.9812,\n",
      "         -0.8429, -0.9539, -0.9518,  0.9857,  0.9527,  0.5817, -0.6310,  0.9172, -0.9526, -0.9570,  0.8890, -0.7700,  0.7021,  0.8943,  0.9783, -0.9440, -0.9717, -0.6263, -0.8179, -0.6917, -0.9626,\n",
      "          0.8877,  0.9100,  0.2756, -0.4644, -0.9793, -0.9797, -0.9207,  0.9942, -0.8670,  0.2704,  0.5474, -0.9744,  0.8553,  0.6061,  0.5407,  0.8738, -0.9967,  0.7505,  0.0947,  0.9144, -0.5068,\n",
      "         -0.9028, -0.3638,  0.9306, -0.9898,  0.8421,  0.1841, -0.9030, -0.9966,  0.1091, -0.6162, -0.8946,  0.0760, -0.0519,  0.8473, -0.9026, -0.9621, -0.9457,  0.5043, -0.6084,  0.3680,  0.0492,\n",
      "          0.9700, -0.9451,  0.7652, -0.1536,  0.7251, -0.3234,  0.3212, -0.4961,  0.0948, -0.5172, -0.4984, -0.8328, -0.0324, -0.4059,  0.8069,  0.0941,  0.9861, -0.4725, -0.6383,  0.5526, -0.1446,\n",
      "          0.4592, -0.7047, -0.9449, -0.6146, -0.4218, -0.2695,  0.2891,  0.5114, -0.4882, -0.1442,  0.8780, -0.9968, -0.4918, -0.0560, -0.9807, -0.9774, -0.5244, -0.1109, -0.9542,  0.9957, -0.0112,\n",
      "         -0.9913, -0.9192,  0.9967,  0.8675,  0.3195, -0.1191, -0.9949, -0.9073,  0.8734,  0.8491,  0.4830, -0.6114],\n",
      "        [ 0.9831, -0.8464, -0.9901,  0.1306,  0.9525,  0.0788, -0.9752, -0.7543, -0.2039,  0.1313,  0.9991,  0.5541, -0.7596,  1.0000, -0.5542, -0.3063, -0.3543,  0.9765, -0.8449, -0.5157,  0.8236,\n",
      "          0.7148, -0.7417, -0.9357, -0.2297,  0.6660, -0.6347,  0.9975, -0.2121,  0.9360,  0.8782,  0.7103, -0.9995,  0.5685,  0.8547, -0.7674, -0.0250,  0.8473,  0.9673, -0.9508,  0.9944,  0.3713,\n",
      "          0.3448, -0.9891,  0.9887,  0.0036, -0.5328,  0.9961,  0.0862, -0.7501, -0.5086, -0.9894, -0.4875,  0.0603,  0.6470, -0.7659,  0.9436, -0.7617, -0.2002,  0.3748, -0.3705, -0.8097,  0.2118,\n",
      "          0.9563,  0.9203,  0.9917,  0.6123,  0.2395,  0.1279,  0.2636, -0.6416, -0.9144,  0.9815, -0.8976, -0.8864,  0.6801, -0.8233,  0.8287,  0.9005, -0.9535,  0.9104, -0.4049, -0.0944, -0.9918,\n",
      "          0.9666, -0.6999, -0.7188,  0.8953,  0.1868, -0.8382,  0.6591,  0.9955,  0.5874, -0.2095, -0.8985,  0.3049,  0.0815,  0.9076, -0.9911,  0.9296, -0.9934,  0.6862,  0.9652, -0.8191,  0.0826,\n",
      "          0.5449, -0.8786,  0.1602, -0.9998,  0.5623, -0.9930, -0.0726, -0.9867,  0.8525,  0.1781, -0.2164, -0.3804, -0.3659,  0.6843,  0.6397, -0.4041,  0.9929, -0.9212, -0.3587,  0.4456, -0.9497,\n",
      "         -0.8959,  0.6286, -0.8739, -0.0017, -0.9413, -0.1695, -0.9632,  0.9304,  0.5398,  0.7749,  0.0037, -0.9076,  0.1185, -0.9538,  0.3940,  0.9992,  0.8780,  0.0401, -0.9843, -0.5166, -0.7338,\n",
      "          0.9587,  0.7554, -0.1595,  0.7866, -0.8729,  0.0467,  0.9986,  0.9900,  0.3794, -0.8259, -0.9131,  0.9546,  0.5556, -0.9905,  0.7205, -0.8061, -0.4664, -0.9688, -0.7987,  0.9400, -0.6927,\n",
      "          0.5264, -0.9838, -0.1041, -0.6301, -0.4181, -0.9796, -0.7742, -0.4504, -0.1686,  0.0657, -0.9578, -0.6146, -0.5848,  0.8537,  0.9940,  0.3023,  0.3135,  0.5288,  0.8133, -0.4582,  0.6537,\n",
      "         -0.9984, -0.2312, -0.9798,  0.7727, -0.8070,  0.9957, -0.7761, -0.4662, -0.6735,  0.3907,  0.9912, -0.9629,  0.6815, -0.5446, -0.4720,  0.9987, -0.7636,  0.9392, -0.9628,  0.6067,  0.9949,\n",
      "          0.9998,  0.7991, -0.6931, -0.4302,  0.3332, -0.2662,  0.8370, -0.7222,  0.8738,  0.0654,  0.8471,  0.4245, -0.8047,  0.3441, -0.5867,  0.8500, -0.2793,  0.9956,  0.3708, -0.2077, -0.5974,\n",
      "         -0.1713, -0.9621,  0.7746,  0.8760,  0.7928,  0.0565,  0.2924,  0.5032,  0.5091, -0.7209,  0.2891, -0.9777, -0.8451,  0.8824, -0.3893,  0.3536,  0.9211,  0.0754,  0.9262,  0.9430, -0.7426,\n",
      "         -0.7319, -0.3119, -0.9318, -0.9433,  0.9946,  0.8576,  0.0022, -0.9797,  0.3711,  0.9005, -0.9266, -0.5128,  0.8423, -0.8517,  0.0694,  0.9350,  0.8895, -0.9015, -0.0839,  0.1283, -0.4329,\n",
      "         -0.7078, -0.7374, -0.9770, -0.7702,  0.4401, -0.0454,  0.6703,  0.8128,  0.9855, -0.2704, -0.6893, -0.9836, -0.3119,  0.4773, -0.8966, -0.1563,  0.9447,  0.5637,  0.3463, -0.4681,  0.7679,\n",
      "         -0.8507, -0.0407,  0.7887,  0.7488, -0.9311,  0.4978, -0.4942,  0.6012, -0.8064, -0.9887,  0.7211, -0.9999,  0.8094,  0.8890,  0.9149, -0.0811, -0.7218, -0.5425,  0.0959, -0.7865,  0.9207,\n",
      "          0.3239,  0.9889, -0.9459,  0.4736, -0.7706,  0.3415,  0.9992,  0.1581,  0.9538,  0.3217,  0.7342, -0.2635, -0.2364,  0.3234,  0.9995,  0.9925, -0.9423, -0.8326, -0.2341,  0.6840, -0.9095,\n",
      "         -0.3518,  0.5181, -0.8959,  1.0000, -0.3965,  0.9818,  0.2639,  0.8718,  0.1775, -0.9259,  0.9844, -0.9991,  0.9914, -0.2698, -0.2727,  0.9731,  0.9320, -0.7099, -0.6453, -0.4330, -0.8593,\n",
      "          0.4554,  0.8134,  0.9282, -0.0663, -0.9478,  0.3673, -0.1485, -0.8264, -0.9885,  0.9990,  0.0437,  0.1556,  0.7828,  0.9489,  0.6672,  0.9444,  0.9967,  0.8333, -0.1664,  0.4437, -1.0000,\n",
      "         -0.5926,  0.9371, -0.3437, -0.9863, -0.9614, -0.9852, -0.0414,  0.7066,  0.9910,  0.1308,  0.1217, -0.6077,  0.9204,  0.6628,  0.2534,  0.0813,  0.0279, -0.9997,  0.9828, -0.2324, -0.9249,\n",
      "          0.5588, -0.5520,  0.9463,  0.9916,  0.6694, -0.8060, -0.8938,  0.9015, -0.2113, -0.1770,  0.9621,  0.9497, -0.5593, -0.9296,  0.4128, -0.2631, -0.6743,  0.8338,  0.1243,  0.1479, -0.2741,\n",
      "          0.9896,  0.9496, -0.5504,  0.2354, -0.6337, -0.9851,  0.1612,  0.9351,  0.9426, -0.8364,  0.2085, -0.7729,  0.9019,  0.9483,  0.7546, -0.2825,  0.8038,  0.1065,  0.7288, -0.4892, -0.9818,\n",
      "          0.7986,  0.9889, -0.0316, -0.8078,  0.9822,  0.9750,  0.9130, -0.7582,  0.5507, -0.5223, -0.9603,  0.1163,  0.5016,  0.5314, -0.8746, -0.5405, -0.9865, -0.9211, -0.9572,  0.5176, -0.7976,\n",
      "          0.5265, -0.8765, -0.8677,  0.5313,  0.1212,  0.6053, -0.6355, -0.3104, -0.9476, -0.9501, -0.3915, -0.1814, -0.5442,  0.4519,  0.7414,  0.3383,  0.8696, -0.5676, -0.9899,  0.3906,  0.5823,\n",
      "         -0.2935, -0.8925,  0.9016,  0.8485, -0.9585,  0.8249,  0.6128,  0.9293,  0.9911, -0.0989,  0.1506,  0.0640,  0.7423, -0.5530, -0.2752, -0.0638,  0.0826,  0.1130,  0.4002,  0.9515,  0.4270,\n",
      "         -0.0945,  0.5675,  0.9573,  0.4741, -0.1443,  0.6170, -0.9510, -0.7561,  0.0209,  0.9881,  0.6960, -0.1671, -0.5048,  0.8621, -0.9817,  0.6259,  0.9248,  0.6427,  0.7076, -0.6828, -0.6606,\n",
      "         -0.9806, -0.2897, -0.9986, -0.9413,  0.9798,  0.7915,  0.8584, -0.2378,  0.0366, -0.9526, -0.9949, -0.7039,  0.9437, -0.4442,  0.5426,  0.9852, -0.7563, -0.9755, -0.8565,  0.1727,  0.7339,\n",
      "          0.1011,  0.0739, -0.9762,  0.7482, -0.9986,  0.8438, -0.8265,  0.9453, -0.9279,  0.1138, -0.5994, -0.4753,  0.0759,  0.6474,  0.3623, -0.2401,  0.9795,  0.9914, -0.3183, -0.8709, -0.6204,\n",
      "         -0.9914, -0.8306, -0.8859, -0.4390, -0.4387, -0.6805,  0.4274, -0.4510,  0.9950, -0.9895,  0.9961,  0.9469, -0.4769,  0.6796, -0.8233,  0.6811, -1.0000,  0.9998,  0.9434, -0.7375, -0.2496,\n",
      "          0.1435, -0.3434, -0.7286,  0.6166,  0.9899,  0.5798,  0.6126,  0.9552, -0.8730, -0.9874, -0.6744, -0.1939, -0.0708, -0.5008, -0.7642,  0.4347,  0.9789, -0.5022, -0.4780,  0.6789, -0.6938,\n",
      "          0.8955, -0.9640, -0.9763, -0.1800, -0.1959,  0.4462,  0.8672,  0.7150,  0.7867, -0.1195, -0.8091,  0.1153, -0.8127,  0.6041,  0.9968, -0.8862, -0.8161,  0.7937,  0.9915, -0.9708,  0.9943,\n",
      "         -0.9965, -0.9896,  0.2222, -0.8509, -0.5211, -0.9873,  0.7002,  0.7763,  0.3797, -0.9154, -0.9345, -0.0344,  0.9755, -0.1405, -0.7892,  0.8429,  0.7673, -0.1303,  0.4944,  0.2470,  0.9812,\n",
      "         -0.8426, -0.9539, -0.9519,  0.9857,  0.9527,  0.5821, -0.6309,  0.9173, -0.9527, -0.9570,  0.8891, -0.7705,  0.7027,  0.8943,  0.9783, -0.9441, -0.9717, -0.6266, -0.8181, -0.6919, -0.9627,\n",
      "          0.8878,  0.9100,  0.2755, -0.4643, -0.9793, -0.9797, -0.9208,  0.9942, -0.8673,  0.2709,  0.5477, -0.9744,  0.8554,  0.6063,  0.5404,  0.8741, -0.9967,  0.7507,  0.0942,  0.9145, -0.5067,\n",
      "         -0.9030, -0.3645,  0.9306, -0.9898,  0.8421,  0.1850, -0.9031, -0.9966,  0.1093, -0.6165, -0.8948,  0.0758, -0.0521,  0.8472, -0.9028, -0.9621, -0.9458,  0.5052, -0.6092,  0.3674,  0.0494,\n",
      "          0.9700, -0.9452,  0.7656, -0.1534,  0.7253, -0.3236,  0.3208, -0.4962,  0.0944, -0.5176, -0.4993, -0.8331, -0.0323, -0.4061,  0.8070,  0.0946,  0.9861, -0.4728, -0.6381,  0.5527, -0.1444,\n",
      "          0.4598, -0.7051, -0.9450, -0.6145, -0.4215, -0.2690,  0.2888,  0.5119, -0.4883, -0.1442,  0.8779, -0.9968, -0.4919, -0.0562, -0.9807, -0.9774, -0.5248, -0.1110, -0.9543,  0.9957, -0.0118,\n",
      "         -0.9913, -0.9193,  0.9967,  0.8678,  0.3205, -0.1193, -0.9949, -0.9075,  0.8735,  0.8494,  0.4831, -0.6114],\n",
      "        [ 0.9831, -0.8463, -0.9901,  0.1311,  0.9524,  0.0789, -0.9751, -0.7539, -0.2041,  0.1306,  0.9991,  0.5539, -0.7597,  1.0000, -0.5542, -0.3064, -0.3541,  0.9765, -0.8445, -0.5155,  0.8236,\n",
      "          0.7151, -0.7415, -0.9356, -0.2299,  0.6660, -0.6340,  0.9974, -0.2116,  0.9360,  0.8781,  0.7106, -0.9995,  0.5686,  0.8545, -0.7670, -0.0250,  0.8472,  0.9672, -0.9507,  0.9944,  0.3710,\n",
      "          0.3443, -0.9891,  0.9887,  0.0038, -0.5323,  0.9961,  0.0859, -0.7502, -0.5086, -0.9894, -0.4874,  0.0600,  0.6467, -0.7655,  0.9435, -0.7615, -0.2000,  0.3747, -0.3705, -0.8093,  0.2118,\n",
      "          0.9562,  0.9202,  0.9917,  0.6119,  0.2388,  0.1289,  0.2631, -0.6417, -0.9142,  0.9815, -0.8975, -0.8863,  0.6797, -0.8233,  0.8285,  0.9006, -0.9534,  0.9103, -0.4060, -0.0943, -0.9917,\n",
      "          0.9666, -0.7001, -0.7186,  0.8952,  0.1864, -0.8381,  0.6592,  0.9955,  0.5871, -0.2087, -0.8983,  0.3058,  0.0823,  0.9075, -0.9910,  0.9295, -0.9934,  0.6861,  0.9651, -0.8188,  0.0817,\n",
      "          0.5454, -0.8786,  0.1597, -0.9998,  0.5621, -0.9930, -0.0728, -0.9866,  0.8521,  0.1778, -0.2157, -0.3809, -0.3669,  0.6842,  0.6395, -0.4034,  0.9929, -0.9212, -0.3581,  0.4461, -0.9495,\n",
      "         -0.8957,  0.6285, -0.8736, -0.0026, -0.9412, -0.1694, -0.9632,  0.9303,  0.5392,  0.7751,  0.0032, -0.9076,  0.1180, -0.9538,  0.3939,  0.9992,  0.8776,  0.0410, -0.9843, -0.5168, -0.7343,\n",
      "          0.9586,  0.7550, -0.1600,  0.7868, -0.8728,  0.0462,  0.9986,  0.9899,  0.3795, -0.8258, -0.9130,  0.9546,  0.5557, -0.9905,  0.7204, -0.8058, -0.4664, -0.9687, -0.7987,  0.9400, -0.6929,\n",
      "          0.5263, -0.9838, -0.1047, -0.6301, -0.4181, -0.9796, -0.7741, -0.4498, -0.1692,  0.0659, -0.9579, -0.6144, -0.5849,  0.8538,  0.9940,  0.3022,  0.3125,  0.5284,  0.8130, -0.4594,  0.6537,\n",
      "         -0.9984, -0.2317, -0.9797,  0.7725, -0.8066,  0.9957, -0.7761, -0.4655, -0.6738,  0.3913,  0.9912, -0.9629,  0.6809, -0.5443, -0.4715,  0.9987, -0.7635,  0.9391, -0.9627,  0.6064,  0.9949,\n",
      "          0.9998,  0.7989, -0.6932, -0.4297,  0.3328, -0.2654,  0.8370, -0.7228,  0.8737,  0.0650,  0.8470,  0.4240, -0.8045,  0.3447, -0.5863,  0.8499, -0.2796,  0.9956,  0.3703, -0.2078, -0.5971,\n",
      "         -0.1719, -0.9621,  0.7743,  0.8758,  0.7924,  0.0572,  0.2919,  0.5028,  0.5087, -0.7206,  0.2894, -0.9776, -0.8447,  0.8823, -0.3878,  0.3534,  0.9210,  0.0755,  0.9260,  0.9430, -0.7422,\n",
      "         -0.7322, -0.3125, -0.9318, -0.9431,  0.9946,  0.8575,  0.0025, -0.9797,  0.3705,  0.9005, -0.9265, -0.5130,  0.8423, -0.8516,  0.0690,  0.9350,  0.8892, -0.9015, -0.0828,  0.1283, -0.4332,\n",
      "         -0.7077, -0.7373, -0.9770, -0.7699,  0.4395, -0.0446,  0.6704,  0.8129,  0.9855, -0.2701, -0.6892, -0.9836, -0.3120,  0.4769, -0.8964, -0.1561,  0.9447,  0.5632,  0.3457, -0.4681,  0.7674,\n",
      "         -0.8502, -0.0419,  0.7883,  0.7489, -0.9310,  0.4977, -0.4939,  0.6008, -0.8062, -0.9887,  0.7206, -0.9999,  0.8094,  0.8889,  0.9149, -0.0805, -0.7218, -0.5423,  0.0955, -0.7861,  0.9205,\n",
      "          0.3252,  0.9889, -0.9458,  0.4733, -0.7704,  0.3420,  0.9992,  0.1577,  0.9537,  0.3213,  0.7339, -0.2641, -0.2359,  0.3229,  0.9995,  0.9925, -0.9421, -0.8321, -0.2339,  0.6835, -0.9092,\n",
      "         -0.3523,  0.5180, -0.8959,  1.0000, -0.3955,  0.9817,  0.2639,  0.8715,  0.1771, -0.9258,  0.9843, -0.9991,  0.9914, -0.2693, -0.2732,  0.9731,  0.9320, -0.7100, -0.6454, -0.4332, -0.8591,\n",
      "          0.4557,  0.8132,  0.9281, -0.0665, -0.9477,  0.3670, -0.1493, -0.8263, -0.9885,  0.9990,  0.0436,  0.1561,  0.7830,  0.9487,  0.6676,  0.9443,  0.9967,  0.8330, -0.1659,  0.4439, -1.0000,\n",
      "         -0.5930,  0.9371, -0.3438, -0.9862, -0.9614, -0.9852, -0.0411,  0.7066,  0.9910,  0.1310,  0.1225, -0.6072,  0.9203,  0.6628,  0.2533,  0.0819,  0.0282, -0.9997,  0.9828, -0.2331, -0.9249,\n",
      "          0.5591, -0.5518,  0.9461,  0.9916,  0.6685, -0.8058, -0.8936,  0.9015, -0.2112, -0.1765,  0.9621,  0.9496, -0.5592, -0.9295,  0.4128, -0.2628, -0.6742,  0.8341,  0.1240,  0.1485, -0.2739,\n",
      "          0.9896,  0.9496, -0.5503,  0.2350, -0.6336, -0.9851,  0.1613,  0.9349,  0.9426, -0.8366,  0.2081, -0.7726,  0.9017,  0.9482,  0.7542, -0.2823,  0.8038,  0.1054,  0.7287, -0.4890, -0.9818,\n",
      "          0.7987,  0.9889, -0.0321, -0.8078,  0.9822,  0.9749,  0.9127, -0.7582,  0.5509, -0.5217, -0.9603,  0.1158,  0.5019,  0.5317, -0.8746, -0.5403, -0.9865, -0.9211, -0.9572,  0.5172, -0.7979,\n",
      "          0.5262, -0.8763, -0.8675,  0.5315,  0.1210,  0.6054, -0.6357, -0.3107, -0.9475, -0.9501, -0.3919, -0.1809, -0.5444,  0.4519,  0.7413,  0.3388,  0.8693, -0.5674, -0.9899,  0.3901,  0.5820,\n",
      "         -0.2933, -0.8924,  0.9015,  0.8484, -0.9584,  0.8247,  0.6124,  0.9293,  0.9911, -0.0977,  0.1512,  0.0653,  0.7425, -0.5526, -0.2747, -0.0630,  0.0821,  0.1135,  0.4004,  0.9514,  0.4263,\n",
      "         -0.0947,  0.5669,  0.9573,  0.4735, -0.1442,  0.6173, -0.9509, -0.7558,  0.0215,  0.9881,  0.6958, -0.1672, -0.5046,  0.8619, -0.9816,  0.6258,  0.9247,  0.6426,  0.7073, -0.6821, -0.6603,\n",
      "         -0.9805, -0.2889, -0.9986, -0.9413,  0.9797,  0.7913,  0.8585, -0.2373,  0.0370, -0.9525, -0.9949, -0.7035,  0.9437, -0.4441,  0.5424,  0.9852, -0.7561, -0.9755, -0.8564,  0.1723,  0.7340,\n",
      "          0.1009,  0.0739, -0.9761,  0.7481, -0.9986,  0.8435, -0.8264,  0.9452, -0.9278,  0.1147, -0.5990, -0.4751,  0.0757,  0.6469,  0.3621, -0.2399,  0.9795,  0.9914, -0.3178, -0.8708, -0.6204,\n",
      "         -0.9914, -0.8308, -0.8861, -0.4391, -0.4392, -0.6804,  0.4279, -0.4512,  0.9950, -0.9894,  0.9961,  0.9467, -0.4768,  0.6798, -0.8231,  0.6811, -1.0000,  0.9998,  0.9432, -0.7376, -0.2486,\n",
      "          0.1436, -0.3438, -0.7281,  0.6162,  0.9899,  0.5795,  0.6124,  0.9551, -0.8729, -0.9874, -0.6742, -0.1937, -0.0713, -0.5006, -0.7642,  0.4350,  0.9789, -0.5019, -0.4771,  0.6785, -0.6937,\n",
      "          0.8953, -0.9639, -0.9763, -0.1805, -0.1960,  0.4466,  0.8670,  0.7149,  0.7864, -0.1199, -0.8090,  0.1156, -0.8124,  0.6038,  0.9968, -0.8861, -0.8157,  0.7935,  0.9915, -0.9707,  0.9943,\n",
      "         -0.9965, -0.9895,  0.2219, -0.8511, -0.5213, -0.9873,  0.7001,  0.7761,  0.3797, -0.9152, -0.9346, -0.0340,  0.9754, -0.1410, -0.7890,  0.8427,  0.7672, -0.1304,  0.4940,  0.2477,  0.9812,\n",
      "         -0.8429, -0.9539, -0.9518,  0.9857,  0.9527,  0.5817, -0.6310,  0.9172, -0.9526, -0.9570,  0.8890, -0.7700,  0.7021,  0.8943,  0.9783, -0.9440, -0.9717, -0.6263, -0.8179, -0.6916, -0.9626,\n",
      "          0.8878,  0.9101,  0.2757, -0.4645, -0.9793, -0.9797, -0.9207,  0.9942, -0.8670,  0.2703,  0.5473, -0.9744,  0.8554,  0.6061,  0.5408,  0.8738, -0.9967,  0.7505,  0.0948,  0.9145, -0.5069,\n",
      "         -0.9028, -0.3637,  0.9307, -0.9898,  0.8422,  0.1841, -0.9030, -0.9966,  0.1091, -0.6162, -0.8947,  0.0761, -0.0520,  0.8474, -0.9026, -0.9621, -0.9457,  0.5043, -0.6084,  0.3681,  0.0492,\n",
      "          0.9700, -0.9451,  0.7652, -0.1536,  0.7251, -0.3235,  0.3213, -0.4962,  0.0949, -0.5173, -0.4983, -0.8327, -0.0324, -0.4059,  0.8069,  0.0940,  0.9861, -0.4724, -0.6384,  0.5525, -0.1447,\n",
      "          0.4591, -0.7047, -0.9449, -0.6146, -0.4219, -0.2697,  0.2892,  0.5114, -0.4883, -0.1442,  0.8780, -0.9968, -0.4918, -0.0560, -0.9807, -0.9774, -0.5245, -0.1110, -0.9542,  0.9957, -0.0112,\n",
      "         -0.9913, -0.9192,  0.9967,  0.8675,  0.3194, -0.1191, -0.9949, -0.9073,  0.8734,  0.8491,  0.4831, -0.6114]], grad_fn=<TanhBackward0>)\n",
      "Logits_clsf:  tensor([[ 1.6942, -1.1895],\n",
      "        [ 1.6959, -1.1915],\n",
      "        [ 1.6954, -1.1910],\n",
      "        [ 1.6940, -1.1892],\n",
      "        [ 1.6953, -1.1907],\n",
      "        [ 1.6938, -1.1890]], grad_fn=<AddmmBackward0>)\n",
      "Position indices: tensor([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29])\n",
      "H-Pooled : tensor([[ 0.9609, -0.8422, -0.9913,  0.0365,  0.9963,  0.3303, -0.9981, -0.9207, -0.7485, -0.2566,  0.9993,  0.8705, -0.7545,  1.0000, -0.8433, -0.7148, -0.8285,  0.9995, -0.9828, -0.8000,  0.9538,\n",
      "          0.5294, -0.9693, -0.9928, -0.3974,  0.6359, -0.9453,  0.9984, -0.6235,  0.9970,  0.9826,  0.7048, -1.0000,  0.2478,  0.9724, -0.9296, -0.3847,  0.9692,  0.9988, -0.9972,  0.9883, -0.6134,\n",
      "          0.4095, -0.9808,  0.9830, -0.1330, -0.3874,  0.9945,  0.2882, -0.7198, -0.8035, -0.9995, -0.7761,  0.0124,  0.8854, -0.9751,  0.9969, -0.7644, -0.5369,  0.3587, -0.3965, -0.9870,  0.3844,\n",
      "          0.9955,  0.9909,  0.9998,  0.9204,  0.4697,  0.2195,  0.7317, -0.9468, -0.9928,  0.9741, -0.8486, -0.8152,  0.9213, -0.8804,  0.9743,  0.9431, -0.9952,  0.9969,  0.0119, -0.2002, -0.9994,\n",
      "          0.9985, -0.9274, -0.9133,  0.9824,  0.6928, -0.9441,  0.6985,  0.9951,  0.9323, -0.5681, -0.9859, -0.0267, -0.0386,  0.9898, -0.9908,  0.9960, -0.9912,  0.9798,  0.9631, -0.9844,  0.4164,\n",
      "          0.4722, -0.9846,  0.5158, -1.0000,  0.9141, -0.9995,  0.8032, -0.9993,  0.9739, -0.1138, -0.3730, -0.5916, -0.4024,  0.8617,  0.8336, -0.6924,  0.9916, -0.9949, -0.6445,  0.6297, -0.9943,\n",
      "         -0.9944,  0.9350, -0.9911,  0.1168, -0.9860, -0.6549, -0.9988,  0.9956,  0.8348,  0.6593,  0.3054, -0.9219,  0.4882, -0.9984,  0.6080,  0.9997,  0.9950, -0.4718, -0.9994, -0.2793, -0.7034,\n",
      "          0.9980,  0.9577,  0.1440,  0.8147, -0.7682,  0.0794,  1.0000,  0.9736,  0.7195, -0.9840, -0.9947,  0.9432,  0.7202, -0.9997,  0.9862, -0.9760, -0.8527, -0.9978, -0.9778,  0.9687, -0.4564,\n",
      "          0.8802, -0.9572, -0.6596, -0.9389, -0.8054, -0.9989, -0.6872, -0.7548,  0.1267,  0.1727, -0.9979, -0.8677, -0.8848,  0.9219,  0.9883,  0.3072,  0.4871,  0.9457,  0.9574, -0.2168,  0.8109,\n",
      "         -0.9990, -0.4683, -0.9983,  0.8864, -0.9474,  0.9946, -0.8229, -0.8854, -0.9051,  0.3226,  0.9998, -0.9539,  0.8878, -0.2900, -0.4228,  0.9993, -0.9633,  0.9799, -0.9975,  0.9470,  0.9998,\n",
      "          1.0000,  0.9911, -0.5822, -0.0728,  0.6639, -0.5158,  0.9897, -0.1264,  0.9923,  0.1355,  0.8815,  0.4036, -0.9670,  0.5560, -0.9674,  0.9819,  0.4214,  0.9999,  0.5068, -0.7106, -0.1177,\n",
      "         -0.4835, -0.9310,  0.9648,  0.9825,  0.9715, -0.5085,  0.1427, -0.2932,  0.7255, -0.9630,  0.2060, -0.9978, -0.9017,  0.9898, -0.5185,  0.7795,  0.8537, -0.1156,  0.9951,  0.9974, -0.8487,\n",
      "          0.1557, -0.5795, -0.9919, -0.9954,  0.9995,  0.9559,  0.4698, -0.9982,  0.9466,  0.7176, -0.9920, -0.6925,  0.8528, -0.9897,  0.3509,  0.9782,  0.9841, -0.9851, -0.2055, -0.0228, -0.3282,\n",
      "         -0.9318, -0.9163, -0.9994, -0.9840,  0.7826, -0.0901,  0.7699,  0.8991,  0.9996, -0.2905, -0.9209, -0.9991, -0.6631,  0.8116, -0.9909, -0.6313,  0.9293,  0.9355,  0.8686, -0.8403,  0.9802,\n",
      "         -0.9805,  0.2004,  0.9503,  0.9149, -0.9950,  0.7395, -0.8392,  0.9415, -0.9609, -0.9971,  0.9415, -1.0000,  0.9842,  0.9852,  0.9323, -0.4502, -0.8221, -0.7463,  0.3892, -0.9463,  0.9925,\n",
      "         -0.0934,  0.9998, -0.9953,  0.5983, -0.9390,  0.2641,  0.9999,  0.6211,  0.9990,  0.4992,  0.9644, -0.3006, -0.3820,  0.4888,  0.9998,  0.9879, -0.9980, -0.9530, -0.7145,  0.9350, -0.9821,\n",
      "          0.0109,  0.9279, -0.9950,  1.0000, -0.8429,  0.9984,  0.3113,  0.9897,  0.5518, -0.9928,  0.9992, -0.9996,  0.9991, -0.5506, -0.1613,  0.9862,  0.8852, -0.5620, -0.8936, -0.5091, -0.9867,\n",
      "          0.6935,  0.9578,  0.9939,  0.0043, -0.9949,  0.4678, -0.2154, -0.9437, -0.9861,  0.9997, -0.4623, -0.2260,  0.8781,  0.9932,  0.5682,  0.9965,  0.9975,  0.9277, -0.4157,  0.5240, -1.0000,\n",
      "         -0.6839,  0.9062, -0.4694, -0.9993, -0.9971, -0.9995, -0.5584,  0.9732,  0.9995,  0.0136,  0.3845, -0.9283,  0.9879,  0.8521,  0.7376,  0.0071,  0.0527, -0.9999,  0.9993, -0.4919, -0.9361,\n",
      "          0.8814, -0.9568,  0.9970,  0.9996,  0.7524, -0.9762, -0.9935,  0.9568, -0.6657, -0.0369,  0.9973,  0.9954, -0.7289, -0.9217,  0.2911, -0.5254, -0.9320,  0.9381, -0.7758, -0.1819, -0.4831,\n",
      "          0.9991,  0.8652, -0.9252,  0.3806, -0.8318, -0.9962,  0.0382,  0.9934,  0.9964, -0.1815,  0.5079, -0.9343,  0.9912,  0.9953,  0.9692, -0.5668,  0.9042,  0.6230,  0.7849, -0.8902, -0.9968,\n",
      "          0.8409,  0.9991,  0.3476, -0.9802,  0.9775,  0.9986,  0.9888, -0.9382, -0.4337, -0.8407, -0.9953,  0.6348,  0.8852,  0.7405, -0.9836, -0.7075, -0.9604, -0.7785, -0.9972,  0.6297, -0.6644,\n",
      "          0.8572, -0.9953, -0.9607,  0.7740,  0.5276,  0.7303, -0.8772, -0.2582, -0.9962, -0.9686, -0.3831, -0.3996, -0.4194,  0.2653,  0.9610,  0.6867,  0.9899, -0.3449, -0.9987,  0.7680,  0.8652,\n",
      "         -0.4683, -0.9962,  0.9935,  0.9896, -0.9976,  0.9836,  0.9673,  0.9236,  0.9995, -0.2946, -0.0801, -0.2525,  0.8360, -0.8771, -0.6665,  0.4036,  0.0925, -0.1229,  0.1830,  0.9950,  0.6953,\n",
      "         -0.4643,  0.8727,  0.9957,  0.4396, -0.3106,  0.7553, -0.9983, -0.9740,  0.4225,  0.9892,  0.6519, -0.4962, -0.7390,  0.9627, -0.9988,  0.8153,  0.9933,  0.5021,  0.8380, -0.8969, -0.8900,\n",
      "         -0.9975, -0.8112, -1.0000, -0.9926,  0.9987,  0.9719,  0.7457, -0.5497,  0.5107, -0.9969, -0.9995, -0.9625,  0.9646, -0.6641,  0.6870,  0.9861, -0.9667, -0.9994, -0.9852, -0.2613,  0.6563,\n",
      "          0.1108, -0.7531, -0.9976,  0.9839, -0.9985,  0.9782, -0.7006,  0.9976, -0.9948, -0.0573, -0.9838, -0.8561, -0.2882,  0.8831,  0.2972, -0.3470,  0.9989,  0.9903, -0.2793, -0.9835, -0.7943,\n",
      "         -0.9991, -0.8561, -0.7678, -0.3113, -0.6896, -0.6516,  0.4021, -0.6429,  0.9981, -0.9997,  0.9964,  0.9960, -0.8781,  0.8055, -0.9632,  0.8105, -1.0000,  0.9999,  0.9854, -0.9374, -0.5637,\n",
      "          0.6984,  0.6312, -0.9277,  0.8526,  0.9872,  0.8760,  0.9098,  0.9985, -0.9874, -0.9998, -0.9688, -0.0190, -0.2121, -0.6607, -0.9723,  0.8649,  0.9995, -0.5163, -0.7248,  0.9410, -0.9564,\n",
      "          0.9875, -0.9967, -0.9987, -0.3851, -0.6986,  0.9602,  0.8863, -0.2454,  0.9604,  0.3122, -0.9791,  0.0511, -0.9784,  0.8915,  0.9973, -0.9840, -0.9766,  0.8515,  0.9995, -0.9973,  0.9995,\n",
      "         -1.0000, -0.9994,  0.3289, -0.4592, -0.8202, -0.9822,  0.6968,  0.9016,  0.6173, -0.9917, -0.9079, -0.3723,  0.9881,  0.3027, -0.9613,  0.9873,  0.9625, -0.0018,  0.4947, -0.2067,  0.9667,\n",
      "         -0.6249, -0.9883, -0.9966,  0.9976,  0.9567,  0.9503, -0.6316,  0.9896, -0.9979, -0.9978,  0.8000, -0.9605,  0.9624,  0.9689,  0.9983, -0.9919, -0.9582, -0.9217, -0.9514, -0.9083, -0.9981,\n",
      "          0.9554,  0.8513,  0.1477, -0.8551, -0.9682, -0.9912, -0.9925,  0.9998, -0.9770,  0.5897,  0.6817, -0.9984,  0.9893,  0.9191,  0.6074,  0.9697, -0.9985,  0.9462,  0.2036,  0.9989, -0.4736,\n",
      "         -0.9936, -0.7011,  0.9463, -0.9998,  0.9785,  0.4860, -0.9916, -0.9999,  0.4859, -0.9512, -0.9962,  0.4438, -0.1519,  0.9058, -0.9845, -0.9934, -0.9961,  0.8049, -0.9576,  0.3824,  0.3966,\n",
      "          0.9965, -0.9958,  0.9616, -0.6154,  0.6085, -0.4879,  0.3122, -0.8145, -0.1172, -0.9062, -0.8529, -0.9571, -0.1610, -0.6844,  0.9690,  0.4237,  0.9825, -0.7369, -0.8183,  0.7969,  0.0589,\n",
      "          0.7143, -0.9304, -0.9914, -0.8923, -0.3983, -0.3666,  0.3223,  0.8798, -0.6690, -0.2430,  0.6075, -0.9984, -0.7271, -0.1316, -0.9701, -0.9988, -0.9069, -0.1492, -0.9969,  0.9996, -0.1699,\n",
      "         -0.9997, -0.9837,  0.9936,  0.9817,  0.5685, -0.6520, -0.9998, -0.9900,  0.5586,  0.9778,  0.8499,  0.2325],\n",
      "        [ 0.9611, -0.8429, -0.9914,  0.0375,  0.9964,  0.3306, -0.9981, -0.9209, -0.7494, -0.2576,  0.9993,  0.8707, -0.7554,  1.0000, -0.8438, -0.7154, -0.8288,  0.9995, -0.9829, -0.8007,  0.9541,\n",
      "          0.5306, -0.9694, -0.9928, -0.3979,  0.6367, -0.9455,  0.9984, -0.6245,  0.9970,  0.9827,  0.7059, -1.0000,  0.2480,  0.9725, -0.9298, -0.3848,  0.9694,  0.9988, -0.9972,  0.9884, -0.6136,\n",
      "          0.4095, -0.9809,  0.9831, -0.1330, -0.3874,  0.9945,  0.2885, -0.7205, -0.8042, -0.9995, -0.7764,  0.0129,  0.8857, -0.9752,  0.9969, -0.7648, -0.5376,  0.3594, -0.3972, -0.9870,  0.3850,\n",
      "          0.9955,  0.9910,  0.9998,  0.9205,  0.4691,  0.2202,  0.7319, -0.9471, -0.9929,  0.9743, -0.8489, -0.8159,  0.9214, -0.8808,  0.9744,  0.9435, -0.9952,  0.9969,  0.0101, -0.2003, -0.9994,\n",
      "          0.9985, -0.9278, -0.9135,  0.9824,  0.6932, -0.9443,  0.6990,  0.9951,  0.9325, -0.5687, -0.9860, -0.0247, -0.0374,  0.9898, -0.9909,  0.9960, -0.9912,  0.9799,  0.9633, -0.9844,  0.4161,\n",
      "          0.4738, -0.9847,  0.5164, -1.0000,  0.9145, -0.9995,  0.8037, -0.9993,  0.9739, -0.1137, -0.3717, -0.5923, -0.4036,  0.8622,  0.8344, -0.6923,  0.9916, -0.9950, -0.6442,  0.6305, -0.9943,\n",
      "         -0.9944,  0.9353, -0.9911,  0.1152, -0.9861, -0.6554, -0.9988,  0.9956,  0.8347,  0.6608,  0.3045, -0.9223,  0.4882, -0.9984,  0.6091,  0.9997,  0.9950, -0.4713, -0.9994, -0.2801, -0.7049,\n",
      "          0.9980,  0.9578,  0.1431,  0.8154, -0.7688,  0.0786,  1.0000,  0.9737,  0.7200, -0.9841, -0.9948,  0.9436,  0.7205, -0.9997,  0.9863, -0.9761, -0.8532, -0.9978, -0.9779,  0.9689, -0.4575,\n",
      "          0.8806, -0.9575, -0.6603, -0.9391, -0.8060, -0.9989, -0.6880, -0.7549,  0.1265,  0.1735, -0.9979, -0.8679, -0.8852,  0.9223,  0.9884,  0.3073,  0.4874,  0.9458,  0.9574, -0.2187,  0.8117,\n",
      "         -0.9990, -0.4698, -0.9983,  0.8867, -0.9475,  0.9947, -0.8235, -0.8855, -0.9055,  0.3241,  0.9998, -0.9541,  0.8880, -0.2908, -0.4228,  0.9994, -0.9634,  0.9800, -0.9975,  0.9472,  0.9998,\n",
      "          1.0000,  0.9912, -0.5837, -0.0723,  0.6639, -0.5156,  0.9898, -0.1280,  0.9923,  0.1357,  0.8817,  0.4039, -0.9672,  0.5566, -0.9676,  0.9820,  0.4213,  0.9999,  0.5071, -0.7112, -0.1177,\n",
      "         -0.4850, -0.9314,  0.9649,  0.9826,  0.9716, -0.5092,  0.1433, -0.2937,  0.7259, -0.9632,  0.2066, -0.9978, -0.9017,  0.9899, -0.5181,  0.7797,  0.8543, -0.1152,  0.9951,  0.9974, -0.8491,\n",
      "          0.1550, -0.5806, -0.9920, -0.9954,  0.9995,  0.9562,  0.4702, -0.9982,  0.9468,  0.7183, -0.9920, -0.6936,  0.8533, -0.9897,  0.3507,  0.9783,  0.9842, -0.9852, -0.2041, -0.0223, -0.3288,\n",
      "         -0.9320, -0.9166, -0.9994, -0.9840,  0.7827, -0.0893,  0.7706,  0.8995,  0.9996, -0.2904, -0.9212, -0.9991, -0.6636,  0.8120, -0.9909, -0.6313,  0.9295,  0.9358,  0.8689, -0.8409,  0.9802,\n",
      "         -0.9806,  0.1988,  0.9505,  0.9153, -0.9951,  0.7400, -0.8395,  0.9417, -0.9609, -0.9971,  0.9417, -1.0000,  0.9842,  0.9853,  0.9327, -0.4500, -0.8227, -0.7474,  0.3895, -0.9465,  0.9926,\n",
      "         -0.0918,  0.9998, -0.9953,  0.5990, -0.9392,  0.2653,  0.9999,  0.6216,  0.9990,  0.4996,  0.9645, -0.3021, -0.3814,  0.4895,  0.9998,  0.9880, -0.9980, -0.9532, -0.7151,  0.9352, -0.9821,\n",
      "          0.0097,  0.9282, -0.9951,  1.0000, -0.8429,  0.9985,  0.3111,  0.9897,  0.5522, -0.9929,  0.9992, -0.9996,  0.9991, -0.5511, -0.1626,  0.9862,  0.8856, -0.5624, -0.8941, -0.5097, -0.9868,\n",
      "          0.6942,  0.9580,  0.9939,  0.0040, -0.9950,  0.4672, -0.2166, -0.9439, -0.9862,  0.9997, -0.4628, -0.2255,  0.8786,  0.9932,  0.5692,  0.9965,  0.9976,  0.9279, -0.4159,  0.5250, -1.0000,\n",
      "         -0.6849,  0.9068, -0.4703, -0.9993, -0.9972, -0.9995, -0.5583,  0.9733,  0.9995,  0.0134,  0.3851, -0.9285,  0.9880,  0.8527,  0.7378,  0.0076,  0.0536, -0.9999,  0.9993, -0.4931, -0.9364,\n",
      "          0.8819, -0.9570,  0.9970,  0.9996,  0.7525, -0.9764, -0.9935,  0.9569, -0.6665, -0.0365,  0.9973,  0.9955, -0.7293, -0.9221,  0.2918, -0.5257, -0.9324,  0.9385, -0.7762, -0.1815, -0.4832,\n",
      "          0.9991,  0.8658, -0.9255,  0.3805, -0.8323, -0.9962,  0.0385,  0.9934,  0.9964, -0.1824,  0.5074, -0.9345,  0.9912,  0.9953,  0.9694, -0.5675,  0.9045,  0.6225,  0.7856, -0.8904, -0.9968,\n",
      "          0.8414,  0.9991,  0.3478, -0.9803,  0.9777,  0.9986,  0.9888, -0.9385, -0.4334, -0.8409, -0.9954,  0.6349,  0.8856,  0.7415, -0.9837, -0.7081, -0.9606, -0.7793, -0.9973,  0.6298, -0.6657,\n",
      "          0.8576, -0.9954, -0.9609,  0.7747,  0.5277,  0.7312, -0.8776, -0.2600, -0.9962, -0.9687, -0.3843, -0.3996, -0.4201,  0.2661,  0.9612,  0.6874,  0.9899, -0.3460, -0.9987,  0.7682,  0.8655,\n",
      "         -0.4692, -0.9962,  0.9936,  0.9897, -0.9976,  0.9836,  0.9674,  0.9239,  0.9995, -0.2939, -0.0795, -0.2520,  0.8366, -0.8775, -0.6666,  0.4045,  0.0919, -0.1224,  0.1842,  0.9950,  0.6956,\n",
      "         -0.4642,  0.8729,  0.9957,  0.4400, -0.3120,  0.7561, -0.9983, -0.9741,  0.4234,  0.9893,  0.6522, -0.4967, -0.7397,  0.9629, -0.9988,  0.8157,  0.9933,  0.5029,  0.8381, -0.8970, -0.8903,\n",
      "         -0.9975, -0.8114, -1.0000, -0.9927,  0.9987,  0.9721,  0.7465, -0.5500,  0.5114, -0.9969, -0.9995, -0.9626,  0.9648, -0.6646,  0.6878,  0.9862, -0.9668, -0.9994, -0.9852, -0.2617,  0.6576,\n",
      "          0.1103, -0.7536, -0.9976,  0.9840, -0.9985,  0.9783, -0.7012,  0.9976, -0.9949, -0.0559, -0.9839, -0.8566, -0.2886,  0.8833,  0.2971, -0.3463,  0.9989,  0.9904, -0.2793, -0.9836, -0.7951,\n",
      "         -0.9992, -0.8568, -0.7689, -0.3120, -0.6908, -0.6525,  0.4033, -0.6434,  0.9981, -0.9997,  0.9964,  0.9960, -0.8783,  0.8063, -0.9633,  0.8111, -1.0000,  0.9999,  0.9855, -0.9377, -0.5633,\n",
      "          0.6983,  0.6306, -0.9280,  0.8530,  0.9873,  0.8764,  0.9100,  0.9985, -0.9875, -0.9998, -0.9689, -0.0190, -0.2127, -0.6616, -0.9724,  0.8653,  0.9995, -0.5172, -0.7245,  0.9411, -0.9566,\n",
      "          0.9875, -0.9967, -0.9988, -0.3860, -0.6997,  0.9604,  0.8867, -0.2454,  0.9606,  0.3120, -0.9791,  0.0513, -0.9785,  0.8917,  0.9974, -0.9840, -0.9767,  0.8520,  0.9995, -0.9973,  0.9995,\n",
      "         -1.0000, -0.9994,  0.3287, -0.4606, -0.8206, -0.9824,  0.6972,  0.9018,  0.6176, -0.9918, -0.9086, -0.3719,  0.9882,  0.3026, -0.9614,  0.9874,  0.9627, -0.0023,  0.4952, -0.2064,  0.9668,\n",
      "         -0.6268, -0.9884, -0.9966,  0.9976,  0.9570,  0.9504, -0.6323,  0.9896, -0.9979, -0.9978,  0.8006, -0.9606,  0.9625,  0.9691,  0.9983, -0.9920, -0.9585, -0.9220, -0.9516, -0.9086, -0.9981,\n",
      "          0.9556,  0.8521,  0.1484, -0.8556, -0.9684, -0.9913, -0.9925,  0.9998, -0.9771,  0.5898,  0.6818, -0.9984,  0.9894,  0.9192,  0.6086,  0.9698, -0.9985,  0.9464,  0.2041,  0.9989, -0.4741,\n",
      "         -0.9937, -0.7011,  0.9466, -0.9998,  0.9787,  0.4861, -0.9916, -0.9999,  0.4865, -0.9514, -0.9962,  0.4441, -0.1518,  0.9063, -0.9846, -0.9935, -0.9961,  0.8047, -0.9577,  0.3837,  0.3967,\n",
      "          0.9965, -0.9958,  0.9617, -0.6162,  0.6095, -0.4886,  0.3135, -0.8148, -0.1161, -0.9064, -0.8529, -0.9573, -0.1617, -0.6850,  0.9691,  0.4237,  0.9827, -0.7372, -0.8187,  0.7970,  0.0582,\n",
      "          0.7143, -0.9306, -0.9914, -0.8926, -0.3994, -0.3680,  0.3227,  0.8800, -0.6698, -0.2431,  0.6093, -0.9984, -0.7277, -0.1310, -0.9703, -0.9988, -0.9071, -0.1487, -0.9969,  0.9996, -0.1692,\n",
      "         -0.9997, -0.9837,  0.9937,  0.9818,  0.5683, -0.6519, -0.9998, -0.9901,  0.5591,  0.9779,  0.8501,  0.2323],\n",
      "        [ 0.9611, -0.8428, -0.9914,  0.0375,  0.9964,  0.3306, -0.9981, -0.9208, -0.7494, -0.2578,  0.9993,  0.8706, -0.7553,  1.0000, -0.8437, -0.7153, -0.8287,  0.9995, -0.9829, -0.8006,  0.9540,\n",
      "          0.5306, -0.9694, -0.9928, -0.3979,  0.6367, -0.9454,  0.9984, -0.6243,  0.9970,  0.9826,  0.7059, -1.0000,  0.2481,  0.9725, -0.9297, -0.3848,  0.9693,  0.9988, -0.9972,  0.9884, -0.6136,\n",
      "          0.4092, -0.9809,  0.9831, -0.1329, -0.3870,  0.9945,  0.2883, -0.7205, -0.8041, -0.9995, -0.7763,  0.0126,  0.8856, -0.9751,  0.9969, -0.7646, -0.5374,  0.3594, -0.3970, -0.9870,  0.3848,\n",
      "          0.9955,  0.9910,  0.9998,  0.9205,  0.4690,  0.2206,  0.7317, -0.9471, -0.9929,  0.9743, -0.8489, -0.8158,  0.9213, -0.8808,  0.9744,  0.9434, -0.9952,  0.9969,  0.0097, -0.2002, -0.9994,\n",
      "          0.9985, -0.9278, -0.9135,  0.9824,  0.6930, -0.9443,  0.6989,  0.9951,  0.9324, -0.5684, -0.9859, -0.0245, -0.0371,  0.9898, -0.9909,  0.9960, -0.9912,  0.9799,  0.9633, -0.9844,  0.4158,\n",
      "          0.4739, -0.9847,  0.5161, -1.0000,  0.9144, -0.9995,  0.8035, -0.9993,  0.9739, -0.1138, -0.3715, -0.5924, -0.4038,  0.8621,  0.8342, -0.6920,  0.9916, -0.9950, -0.6440,  0.6306, -0.9943,\n",
      "         -0.9944,  0.9352, -0.9911,  0.1149, -0.9861, -0.6554, -0.9988,  0.9956,  0.8346,  0.6607,  0.3044, -0.9222,  0.4880, -0.9984,  0.6090,  0.9997,  0.9950, -0.4711, -0.9994, -0.2802, -0.7050,\n",
      "          0.9980,  0.9578,  0.1429,  0.8154, -0.7687,  0.0784,  1.0000,  0.9737,  0.7199, -0.9841, -0.9948,  0.9435,  0.7205, -0.9997,  0.9863, -0.9761, -0.8531, -0.9978, -0.9779,  0.9688, -0.4575,\n",
      "          0.8806, -0.9575, -0.6604, -0.9391, -0.8059, -0.9989, -0.6879, -0.7547,  0.1262,  0.1736, -0.9979, -0.8678, -0.8852,  0.9223,  0.9884,  0.3072,  0.4870,  0.9458,  0.9574, -0.2192,  0.8116,\n",
      "         -0.9990, -0.4697, -0.9983,  0.8866, -0.9474,  0.9947, -0.8234, -0.8854, -0.9055,  0.3241,  0.9998, -0.9541,  0.8879, -0.2905, -0.4225,  0.9994, -0.9634,  0.9800, -0.9975,  0.9472,  0.9998,\n",
      "          1.0000,  0.9912, -0.5836, -0.0721,  0.6638, -0.5154,  0.9898, -0.1284,  0.9923,  0.1355,  0.8816,  0.4036, -0.9671,  0.5568, -0.9676,  0.9820,  0.4211,  0.9999,  0.5069, -0.7111, -0.1174,\n",
      "         -0.4850, -0.9313,  0.9649,  0.9825,  0.9716, -0.5089,  0.1431, -0.2937,  0.7257, -0.9632,  0.2066, -0.9978, -0.9015,  0.9898, -0.5175,  0.7796,  0.8542, -0.1151,  0.9951,  0.9974, -0.8489,\n",
      "          0.1546, -0.5807, -0.9920, -0.9954,  0.9995,  0.9561,  0.4703, -0.9982,  0.9467,  0.7181, -0.9920, -0.6937,  0.8532, -0.9897,  0.3506,  0.9783,  0.9841, -0.9852, -0.2037, -0.0224, -0.3288,\n",
      "         -0.9320, -0.9166, -0.9994, -0.9840,  0.7826, -0.0891,  0.7706,  0.8995,  0.9996, -0.2903, -0.9211, -0.9991, -0.6635,  0.8119, -0.9909, -0.6312,  0.9295,  0.9357,  0.8688, -0.8408,  0.9802,\n",
      "         -0.9805,  0.1984,  0.9504,  0.9152, -0.9951,  0.7399, -0.8394,  0.9416, -0.9609, -0.9971,  0.9416, -1.0000,  0.9842,  0.9853,  0.9326, -0.4497, -0.8226, -0.7472,  0.3894, -0.9464,  0.9926,\n",
      "         -0.0913,  0.9998, -0.9953,  0.5988, -0.9391,  0.2653,  0.9999,  0.6214,  0.9990,  0.4994,  0.9644, -0.3022, -0.3811,  0.4892,  0.9998,  0.9880, -0.9980, -0.9531, -0.7150,  0.9351, -0.9821,\n",
      "          0.0096,  0.9281, -0.9951,  1.0000, -0.8427,  0.9985,  0.3110,  0.9897,  0.5519, -0.9929,  0.9992, -0.9996,  0.9991, -0.5509, -0.1628,  0.9862,  0.8855, -0.5624, -0.8940, -0.5098, -0.9868,\n",
      "          0.6942,  0.9580,  0.9939,  0.0038, -0.9950,  0.4670, -0.2168, -0.9439, -0.9862,  0.9997, -0.4629, -0.2253,  0.8786,  0.9932,  0.5692,  0.9965,  0.9976,  0.9278, -0.4157,  0.5250, -1.0000,\n",
      "         -0.6849,  0.9068, -0.4702, -0.9993, -0.9972, -0.9995, -0.5582,  0.9733,  0.9995,  0.0135,  0.3853, -0.9284,  0.9880,  0.8526,  0.7377,  0.0077,  0.0537, -0.9999,  0.9993, -0.4932, -0.9364,\n",
      "          0.8819, -0.9570,  0.9970,  0.9996,  0.7522, -0.9763, -0.9935,  0.9569, -0.6663, -0.0363,  0.9973,  0.9955, -0.7292, -0.9221,  0.2916, -0.5256, -0.9324,  0.9385, -0.7761, -0.1812, -0.4832,\n",
      "          0.9991,  0.8657, -0.9255,  0.3803, -0.8322, -0.9962,  0.0385,  0.9934,  0.9964, -0.1826,  0.5072, -0.9345,  0.9912,  0.9953,  0.9693, -0.5673,  0.9045,  0.6222,  0.7855, -0.8904, -0.9968,\n",
      "          0.8413,  0.9991,  0.3476, -0.9803,  0.9777,  0.9986,  0.9888, -0.9385, -0.4332, -0.8407, -0.9954,  0.6347,  0.8856,  0.7415, -0.9837, -0.7079, -0.9605, -0.7792, -0.9972,  0.6296, -0.6658,\n",
      "          0.8575, -0.9954, -0.9608,  0.7746,  0.5276,  0.7311, -0.8776, -0.2600, -0.9962, -0.9687, -0.3844, -0.3994, -0.4203,  0.2659,  0.9612,  0.6874,  0.9899, -0.3458, -0.9987,  0.7681,  0.8654,\n",
      "         -0.4690, -0.9962,  0.9936,  0.9896, -0.9976,  0.9836,  0.9674,  0.9239,  0.9995, -0.2935, -0.0793, -0.2515,  0.8366, -0.8774, -0.6664,  0.4047,  0.0917, -0.1223,  0.1842,  0.9950,  0.6953,\n",
      "         -0.4642,  0.8728,  0.9957,  0.4397, -0.3118,  0.7561, -0.9983, -0.9741,  0.4236,  0.9892,  0.6520, -0.4967, -0.7396,  0.9629, -0.9988,  0.8156,  0.9933,  0.5028,  0.8380, -0.8969, -0.8902,\n",
      "         -0.9975, -0.8112, -1.0000, -0.9926,  0.9987,  0.9721,  0.7465, -0.5498,  0.5114, -0.9969, -0.9995, -0.9625,  0.9648, -0.6645,  0.6876,  0.9862, -0.9668, -0.9994, -0.9852, -0.2617,  0.6576,\n",
      "          0.1103, -0.7535, -0.9976,  0.9840, -0.9985,  0.9782, -0.7011,  0.9976, -0.9949, -0.0555, -0.9839, -0.8565, -0.2886,  0.8831,  0.2970, -0.3462,  0.9989,  0.9904, -0.2790, -0.9835, -0.7950,\n",
      "         -0.9991, -0.8568, -0.7689, -0.3120, -0.6907, -0.6524,  0.4034, -0.6434,  0.9981, -0.9997,  0.9964,  0.9960, -0.8783,  0.8063, -0.9633,  0.8110, -1.0000,  0.9999,  0.9854, -0.9377, -0.5629,\n",
      "          0.6983,  0.6303, -0.9279,  0.8529,  0.9873,  0.8763,  0.9099,  0.9985, -0.9874, -0.9998, -0.9689, -0.0188, -0.2129, -0.6613, -0.9724,  0.8653,  0.9995, -0.5169, -0.7242,  0.9411, -0.9565,\n",
      "          0.9875, -0.9967, -0.9987, -0.3862, -0.6996,  0.9603,  0.8865, -0.2453,  0.9605,  0.3118, -0.9791,  0.0514, -0.9785,  0.8916,  0.9974, -0.9840, -0.9766,  0.8519,  0.9995, -0.9973,  0.9995,\n",
      "         -1.0000, -0.9994,  0.3286, -0.4607, -0.8205, -0.9823,  0.6971,  0.9017,  0.6175, -0.9918, -0.9086, -0.3717,  0.9882,  0.3025, -0.9614,  0.9874,  0.9626, -0.0024,  0.4949, -0.2060,  0.9668,\n",
      "         -0.6269, -0.9884, -0.9966,  0.9976,  0.9570,  0.9504, -0.6322,  0.9896, -0.9979, -0.9978,  0.8005, -0.9605,  0.9625,  0.9691,  0.9983, -0.9919, -0.9585, -0.9219, -0.9516, -0.9086, -0.9981,\n",
      "          0.9556,  0.8521,  0.1485, -0.8555, -0.9683, -0.9913, -0.9925,  0.9998, -0.9771,  0.5897,  0.6816, -0.9984,  0.9894,  0.9192,  0.6086,  0.9697, -0.9985,  0.9464,  0.2042,  0.9989, -0.4740,\n",
      "         -0.9937, -0.7008,  0.9466, -0.9998,  0.9787,  0.4858, -0.9916, -0.9999,  0.4865, -0.9513, -0.9962,  0.4442, -0.1516,  0.9062, -0.9845, -0.9935, -0.9961,  0.8045, -0.9576,  0.3838,  0.3966,\n",
      "          0.9965, -0.9958,  0.9617, -0.6163,  0.6093, -0.4884,  0.3136, -0.8147, -0.1160, -0.9064, -0.8528, -0.9572, -0.1616, -0.6849,  0.9690,  0.4235,  0.9827, -0.7371, -0.8187,  0.7969,  0.0580,\n",
      "          0.7141, -0.9305, -0.9914, -0.8926, -0.3994, -0.3681,  0.3228,  0.8799, -0.6697, -0.2430,  0.6093, -0.9984, -0.7276, -0.1309, -0.9703, -0.9988, -0.9071, -0.1487, -0.9969,  0.9996, -0.1690,\n",
      "         -0.9997, -0.9837,  0.9937,  0.9818,  0.5680, -0.6518, -0.9998, -0.9901,  0.5590,  0.9779,  0.8501,  0.2322],\n",
      "        [ 0.9610, -0.8426, -0.9914,  0.0379,  0.9963,  0.3306, -0.9981, -0.9206, -0.7494, -0.2588,  0.9993,  0.8705, -0.7552,  1.0000, -0.8436, -0.7151, -0.8284,  0.9995, -0.9828, -0.8003,  0.9540,\n",
      "          0.5307, -0.9693, -0.9928, -0.3977,  0.6365, -0.9452,  0.9984, -0.6238,  0.9970,  0.9826,  0.7060, -1.0000,  0.2480,  0.9724, -0.9295, -0.3848,  0.9693,  0.9988, -0.9972,  0.9884, -0.6135,\n",
      "          0.4088, -0.9809,  0.9831, -0.1328, -0.3857,  0.9945,  0.2880, -0.7204, -0.8040, -0.9995, -0.7761,  0.0121,  0.8854, -0.9751,  0.9969, -0.7641, -0.5375,  0.3589, -0.3966, -0.9870,  0.3841,\n",
      "          0.9955,  0.9909,  0.9998,  0.9203,  0.4684,  0.2216,  0.7314, -0.9471, -0.9929,  0.9743, -0.8487, -0.8155,  0.9211, -0.8807,  0.9743,  0.9434, -0.9952,  0.9969,  0.0088, -0.2004, -0.9994,\n",
      "          0.9985, -0.9278, -0.9133,  0.9824,  0.6927, -0.9442,  0.6985,  0.9951,  0.9323, -0.5679, -0.9859, -0.0236, -0.0364,  0.9898, -0.9908,  0.9960, -0.9912,  0.9799,  0.9632, -0.9844,  0.4152,\n",
      "          0.4742, -0.9847,  0.5158, -1.0000,  0.9143, -0.9995,  0.8033, -0.9993,  0.9738, -0.1143, -0.3707, -0.5928, -0.4044,  0.8619,  0.8340, -0.6913,  0.9916, -0.9949, -0.6437,  0.6310, -0.9943,\n",
      "         -0.9944,  0.9352, -0.9911,  0.1142, -0.9861, -0.6553, -0.9988,  0.9956,  0.8343,  0.6607,  0.3041, -0.9221,  0.4876, -0.9984,  0.6088,  0.9997,  0.9950, -0.4708, -0.9994, -0.2801, -0.7054,\n",
      "          0.9980,  0.9577,  0.1424,  0.8153, -0.7682,  0.0778,  1.0000,  0.9736,  0.7199, -0.9841, -0.9947,  0.9435,  0.7204, -0.9997,  0.9862, -0.9760, -0.8531, -0.9978, -0.9779,  0.9688, -0.4579,\n",
      "          0.8805, -0.9574, -0.6610, -0.9391, -0.8058, -0.9989, -0.6877, -0.7542,  0.1258,  0.1738, -0.9979, -0.8677, -0.8851,  0.9222,  0.9883,  0.3071,  0.4864,  0.9457,  0.9573, -0.2203,  0.8114,\n",
      "         -0.9990, -0.4699, -0.9983,  0.8865, -0.9473,  0.9946, -0.8232, -0.8852, -0.9056,  0.3242,  0.9998, -0.9540,  0.8876, -0.2893, -0.4218,  0.9993, -0.9633,  0.9800, -0.9975,  0.9471,  0.9998,\n",
      "          1.0000,  0.9911, -0.5833, -0.0710,  0.6632, -0.5150,  0.9898, -0.1297,  0.9923,  0.1350,  0.8814,  0.4029, -0.9670,  0.5570, -0.9674,  0.9820,  0.4208,  0.9999,  0.5064, -0.7114, -0.1162,\n",
      "         -0.4856, -0.9313,  0.9648,  0.9825,  0.9715, -0.5084,  0.1421, -0.2940,  0.7250, -0.9631,  0.2067, -0.9978, -0.9012,  0.9898, -0.5161,  0.7794,  0.8540, -0.1150,  0.9951,  0.9974, -0.8485,\n",
      "          0.1541, -0.5810, -0.9919, -0.9954,  0.9995,  0.9560,  0.4705, -0.9982,  0.9466,  0.7176, -0.9920, -0.6939,  0.8530, -0.9897,  0.3502,  0.9783,  0.9841, -0.9852, -0.2030, -0.0226, -0.3287,\n",
      "         -0.9319, -0.9164, -0.9994, -0.9840,  0.7822, -0.0884,  0.7705,  0.8994,  0.9996, -0.2899, -0.9210, -0.9991, -0.6635,  0.8116, -0.9909, -0.6309,  0.9294,  0.9355,  0.8685, -0.8407,  0.9801,\n",
      "         -0.9804,  0.1969,  0.9502,  0.9151, -0.9950,  0.7398, -0.8392,  0.9415, -0.9608, -0.9971,  0.9415, -1.0000,  0.9842,  0.9853,  0.9325, -0.4491, -0.8225, -0.7470,  0.3891, -0.9463,  0.9926,\n",
      "         -0.0900,  0.9998, -0.9953,  0.5983, -0.9389,  0.2654,  0.9999,  0.6211,  0.9990,  0.4991,  0.9643, -0.3026, -0.3804,  0.4883,  0.9998,  0.9879, -0.9980, -0.9529, -0.7150,  0.9349, -0.9820,\n",
      "          0.0096,  0.9281, -0.9951,  1.0000, -0.8423,  0.9984,  0.3109,  0.9897,  0.5515, -0.9928,  0.9992, -0.9996,  0.9991, -0.5505, -0.1630,  0.9862,  0.8854, -0.5621, -0.8940, -0.5101, -0.9868,\n",
      "          0.6941,  0.9579,  0.9939,  0.0035, -0.9949,  0.4662, -0.2173, -0.9438, -0.9862,  0.9997, -0.4631, -0.2248,  0.8786,  0.9932,  0.5695,  0.9965,  0.9976,  0.9276, -0.4153,  0.5251, -1.0000,\n",
      "         -0.6852,  0.9068, -0.4697, -0.9993, -0.9971, -0.9995, -0.5582,  0.9732,  0.9995,  0.0133,  0.3854, -0.9283,  0.9879,  0.8525,  0.7376,  0.0080,  0.0541, -0.9999,  0.9993, -0.4935, -0.9363,\n",
      "          0.8820, -0.9569,  0.9970,  0.9996,  0.7515, -0.9763, -0.9935,  0.9568, -0.6662, -0.0358,  0.9973,  0.9955, -0.7288, -0.9219,  0.2914, -0.5254, -0.9323,  0.9385, -0.7761, -0.1806, -0.4832,\n",
      "          0.9991,  0.8655, -0.9254,  0.3800, -0.8319, -0.9962,  0.0381,  0.9933,  0.9964, -0.1827,  0.5070, -0.9343,  0.9912,  0.9953,  0.9693, -0.5672,  0.9044,  0.6216,  0.7852, -0.8903, -0.9968,\n",
      "          0.8412,  0.9991,  0.3470, -0.9802,  0.9776,  0.9986,  0.9887, -0.9384, -0.4326, -0.8404, -0.9954,  0.6345,  0.8855,  0.7416, -0.9836, -0.7077, -0.9604, -0.7789, -0.9972,  0.6292, -0.6660,\n",
      "          0.8572, -0.9953, -0.9607,  0.7745,  0.5276,  0.7309, -0.8776, -0.2602, -0.9962, -0.9686, -0.3844, -0.3985, -0.4204,  0.2654,  0.9611,  0.6875,  0.9899, -0.3455, -0.9987,  0.7679,  0.8652,\n",
      "         -0.4685, -0.9962,  0.9935,  0.9896, -0.9976,  0.9836,  0.9673,  0.9239,  0.9995, -0.2923, -0.0791, -0.2507,  0.8366, -0.8771, -0.6660,  0.4056,  0.0912, -0.1221,  0.1841,  0.9950,  0.6946,\n",
      "         -0.4641,  0.8724,  0.9957,  0.4385, -0.3117,  0.7560, -0.9983, -0.9740,  0.4242,  0.9892,  0.6513, -0.4971, -0.7394,  0.9628, -0.9988,  0.8156,  0.9933,  0.5025,  0.8377, -0.8965, -0.8901,\n",
      "         -0.9975, -0.8108, -1.0000, -0.9926,  0.9987,  0.9720,  0.7465, -0.5493,  0.5115, -0.9969, -0.9995, -0.9624,  0.9647, -0.6643,  0.6870,  0.9862, -0.9666, -0.9994, -0.9852, -0.2621,  0.6576,\n",
      "          0.1101, -0.7535, -0.9976,  0.9840, -0.9985,  0.9782, -0.7006,  0.9976, -0.9949, -0.0548, -0.9838, -0.8565, -0.2887,  0.8828,  0.2967, -0.3461,  0.9989,  0.9904, -0.2785, -0.9835, -0.7948,\n",
      "         -0.9991, -0.8569, -0.7690, -0.3119, -0.6909, -0.6521,  0.4038, -0.6433,  0.9981, -0.9997,  0.9964,  0.9960, -0.8782,  0.8063, -0.9633,  0.8108, -1.0000,  0.9999,  0.9854, -0.9376, -0.5622,\n",
      "          0.6983,  0.6297, -0.9277,  0.8525,  0.9873,  0.8761,  0.9098,  0.9985, -0.9874, -0.9998, -0.9688, -0.0183, -0.2131, -0.6608, -0.9724,  0.8655,  0.9995, -0.5160, -0.7234,  0.9409, -0.9564,\n",
      "          0.9875, -0.9967, -0.9987, -0.3865, -0.6996,  0.9603,  0.8862, -0.2454,  0.9604,  0.3113, -0.9791,  0.0513, -0.9784,  0.8915,  0.9974, -0.9840, -0.9765,  0.8515,  0.9995, -0.9973,  0.9995,\n",
      "         -1.0000, -0.9994,  0.3284, -0.4611, -0.8206, -0.9823,  0.6968,  0.9015,  0.6170, -0.9917, -0.9087, -0.3712,  0.9881,  0.3023, -0.9613,  0.9873,  0.9626, -0.0025,  0.4943, -0.2049,  0.9667,\n",
      "         -0.6274, -0.9884, -0.9966,  0.9976,  0.9570,  0.9502, -0.6322,  0.9896, -0.9979, -0.9978,  0.8000, -0.9604,  0.9624,  0.9690,  0.9983, -0.9919, -0.9584, -0.9217, -0.9515, -0.9083, -0.9981,\n",
      "          0.9556,  0.8521,  0.1485, -0.8555, -0.9682, -0.9913, -0.9925,  0.9998, -0.9770,  0.5895,  0.6811, -0.9984,  0.9894,  0.9190,  0.6086,  0.9696, -0.9985,  0.9462,  0.2048,  0.9989, -0.4736,\n",
      "         -0.9936, -0.7002,  0.9466, -0.9998,  0.9786,  0.4853, -0.9916, -0.9999,  0.4865, -0.9513, -0.9962,  0.4445, -0.1512,  0.9062, -0.9844, -0.9934, -0.9961,  0.8040, -0.9575,  0.3843,  0.3963,\n",
      "          0.9965, -0.9958,  0.9616, -0.6165,  0.6088, -0.4883,  0.3137, -0.8147, -0.1156, -0.9062, -0.8523, -0.9570, -0.1613, -0.6845,  0.9690,  0.4230,  0.9826, -0.7368, -0.8188,  0.7968,  0.0579,\n",
      "          0.7136, -0.9304, -0.9914, -0.8925, -0.3993, -0.3685,  0.3231,  0.8797, -0.6696, -0.2427,  0.6093, -0.9984, -0.7274, -0.1307, -0.9702, -0.9988, -0.9070, -0.1488, -0.9969,  0.9996, -0.1684,\n",
      "         -0.9997, -0.9837,  0.9937,  0.9817,  0.5673, -0.6514, -0.9998, -0.9900,  0.5589,  0.9778,  0.8499,  0.2319],\n",
      "        [ 0.9610, -0.8424, -0.9913,  0.0375,  0.9963,  0.3305, -0.9981, -0.9206, -0.7491, -0.2579,  0.9993,  0.8704, -0.7549,  1.0000, -0.8435, -0.7149, -0.8284,  0.9995, -0.9828, -0.8001,  0.9539,\n",
      "          0.5303, -0.9693, -0.9928, -0.3975,  0.6362, -0.9453,  0.9984, -0.6237,  0.9970,  0.9826,  0.7055, -1.0000,  0.2478,  0.9724, -0.9295, -0.3847,  0.9692,  0.9988, -0.9972,  0.9884, -0.6134,\n",
      "          0.4090, -0.9808,  0.9830, -0.1327, -0.3864,  0.9945,  0.2880, -0.7201, -0.8038, -0.9995, -0.7760,  0.0123,  0.8854, -0.9750,  0.9969, -0.7641, -0.5372,  0.3587, -0.3965, -0.9870,  0.3841,\n",
      "          0.9955,  0.9909,  0.9998,  0.9203,  0.4688,  0.2207,  0.7316, -0.9470, -0.9928,  0.9742, -0.8486, -0.8153,  0.9211, -0.8805,  0.9743,  0.9433, -0.9952,  0.9969,  0.0100, -0.2002, -0.9994,\n",
      "          0.9985, -0.9276, -0.9133,  0.9824,  0.6927, -0.9441,  0.6984,  0.9951,  0.9323, -0.5679, -0.9859, -0.0248, -0.0371,  0.9898, -0.9908,  0.9960, -0.9912,  0.9799,  0.9632, -0.9844,  0.4157,\n",
      "          0.4735, -0.9847,  0.5158, -1.0000,  0.9143, -0.9995,  0.8032, -0.9993,  0.9738, -0.1142, -0.3715, -0.5924, -0.4037,  0.8619,  0.8339, -0.6917,  0.9916, -0.9949, -0.6439,  0.6305, -0.9943,\n",
      "         -0.9944,  0.9351, -0.9911,  0.1152, -0.9860, -0.6551, -0.9988,  0.9956,  0.8345,  0.6602,  0.3044, -0.9220,  0.4878, -0.9984,  0.6085,  0.9997,  0.9950, -0.4711, -0.9994, -0.2798, -0.7047,\n",
      "          0.9980,  0.9577,  0.1430,  0.8150, -0.7682,  0.0783,  1.0000,  0.9736,  0.7197, -0.9840, -0.9947,  0.9434,  0.7202, -0.9997,  0.9862, -0.9760, -0.8529, -0.9978, -0.9778,  0.9687, -0.4574,\n",
      "          0.8803, -0.9573, -0.6604, -0.9390, -0.8056, -0.9989, -0.6875, -0.7543,  0.1261,  0.1735, -0.9979, -0.8676, -0.8850,  0.9221,  0.9883,  0.3071,  0.4867,  0.9457,  0.9573, -0.2190,  0.8113,\n",
      "         -0.9990, -0.4694, -0.9983,  0.8864, -0.9473,  0.9946, -0.8230, -0.8853, -0.9054,  0.3236,  0.9998, -0.9539,  0.8877, -0.2895, -0.4222,  0.9993, -0.9633,  0.9799, -0.9975,  0.9470,  0.9998,\n",
      "          1.0000,  0.9911, -0.5829, -0.0716,  0.6634, -0.5153,  0.9898, -0.1285,  0.9923,  0.1352,  0.8814,  0.4032, -0.9670,  0.5566, -0.9674,  0.9820,  0.4211,  0.9999,  0.5066, -0.7111, -0.1168,\n",
      "         -0.4848, -0.9311,  0.9647,  0.9825,  0.9715, -0.5085,  0.1424, -0.2936,  0.7251, -0.9630,  0.2064, -0.9978, -0.9013,  0.9898, -0.5170,  0.7794,  0.8538, -0.1151,  0.9951,  0.9974, -0.8486,\n",
      "          0.1547, -0.5804, -0.9919, -0.9954,  0.9995,  0.9560,  0.4702, -0.9982,  0.9466,  0.7176, -0.9920, -0.6933,  0.8528, -0.9897,  0.3504,  0.9783,  0.9841, -0.9851, -0.2040, -0.0227, -0.3285,\n",
      "         -0.9318, -0.9164, -0.9994, -0.9840,  0.7823, -0.0891,  0.7702,  0.8992,  0.9996, -0.2902, -0.9210, -0.9991, -0.6634,  0.8116, -0.9909, -0.6310,  0.9294,  0.9355,  0.8685, -0.8405,  0.9801,\n",
      "         -0.9805,  0.1981,  0.9503,  0.9150, -0.9950,  0.7396, -0.8392,  0.9414, -0.9608, -0.9971,  0.9414, -1.0000,  0.9842,  0.9852,  0.9324, -0.4494, -0.8223, -0.7467,  0.3890, -0.9463,  0.9925,\n",
      "         -0.0914,  0.9998, -0.9953,  0.5983, -0.9389,  0.2650,  0.9999,  0.6210,  0.9990,  0.4991,  0.9643, -0.3020, -0.3809,  0.4884,  0.9998,  0.9879, -0.9980, -0.9529, -0.7148,  0.9349, -0.9820,\n",
      "          0.0103,  0.9280, -0.9951,  1.0000, -0.8425,  0.9984,  0.3110,  0.9897,  0.5516, -0.9928,  0.9992, -0.9996,  0.9991, -0.5506, -0.1624,  0.9862,  0.8853, -0.5620, -0.8938, -0.5095, -0.9867,\n",
      "          0.6939,  0.9578,  0.9939,  0.0038, -0.9949,  0.4666, -0.2165, -0.9437, -0.9861,  0.9997, -0.4627, -0.2252,  0.8784,  0.9932,  0.5690,  0.9965,  0.9976,  0.9276, -0.4154,  0.5248, -1.0000,\n",
      "         -0.6847,  0.9066, -0.4695, -0.9993, -0.9971, -0.9995, -0.5582,  0.9732,  0.9995,  0.0134,  0.3849, -0.9282,  0.9879,  0.8523,  0.7375,  0.0078,  0.0537, -0.9999,  0.9993, -0.4928, -0.9362,\n",
      "          0.8818, -0.9569,  0.9970,  0.9996,  0.7519, -0.9763, -0.9935,  0.9568, -0.6660, -0.0361,  0.9973,  0.9955, -0.7287, -0.9218,  0.2913, -0.5253, -0.9322,  0.9383, -0.7760, -0.1811, -0.4831,\n",
      "          0.9991,  0.8653, -0.9253,  0.3802, -0.8318, -0.9962,  0.0380,  0.9933,  0.9964, -0.1822,  0.5072, -0.9343,  0.9912,  0.9953,  0.9693, -0.5671,  0.9043,  0.6220,  0.7851, -0.8903, -0.9968,\n",
      "          0.8410,  0.9991,  0.3472, -0.9802,  0.9776,  0.9986,  0.9888, -0.9383, -0.4328, -0.8405, -0.9953,  0.6346,  0.8854,  0.7411, -0.9836, -0.7076, -0.9604, -0.7788, -0.9972,  0.6293, -0.6653,\n",
      "          0.8572, -0.9953, -0.9607,  0.7743,  0.5275,  0.7306, -0.8774, -0.2595, -0.9962, -0.9686, -0.3838, -0.3988, -0.4199,  0.2653,  0.9611,  0.6872,  0.9899, -0.3453, -0.9987,  0.7679,  0.8652,\n",
      "         -0.4685, -0.9962,  0.9935,  0.9896, -0.9976,  0.9836,  0.9673,  0.9238,  0.9995, -0.2930, -0.0796, -0.2514,  0.8363, -0.8771, -0.6662,  0.4048,  0.0917, -0.1224,  0.1837,  0.9950,  0.6949,\n",
      "         -0.4641,  0.8725,  0.9957,  0.4388, -0.3114,  0.7557, -0.9983, -0.9740,  0.4235,  0.9892,  0.6515, -0.4967, -0.7392,  0.9627, -0.9988,  0.8154,  0.9933,  0.5023,  0.8377, -0.8966, -0.8900,\n",
      "         -0.9975, -0.8109, -1.0000, -0.9926,  0.9987,  0.9720,  0.7461, -0.5494,  0.5112, -0.9969, -0.9995, -0.9624,  0.9646, -0.6642,  0.6870,  0.9861, -0.9667, -0.9994, -0.9851, -0.2617,  0.6571,\n",
      "          0.1102, -0.7533, -0.9976,  0.9840, -0.9985,  0.9782, -0.7005,  0.9976, -0.9948, -0.0557, -0.9838, -0.8564, -0.2883,  0.8829,  0.2968, -0.3464,  0.9989,  0.9904, -0.2788, -0.9835, -0.7946,\n",
      "         -0.9991, -0.8566, -0.7686, -0.3116, -0.6904, -0.6520,  0.4032, -0.6431,  0.9981, -0.9997,  0.9964,  0.9960, -0.8781,  0.8060, -0.9632,  0.8107, -1.0000,  0.9999,  0.9854, -0.9375, -0.5627,\n",
      "          0.6982,  0.6302, -0.9277,  0.8526,  0.9873,  0.8760,  0.9098,  0.9985, -0.9874, -0.9998, -0.9688, -0.0186, -0.2128, -0.6608, -0.9723,  0.8653,  0.9995, -0.5161, -0.7239,  0.9409, -0.9564,\n",
      "          0.9875, -0.9967, -0.9987, -0.3860, -0.6992,  0.9602,  0.8862, -0.2455,  0.9604,  0.3116, -0.9791,  0.0512, -0.9784,  0.8915,  0.9973, -0.9840, -0.9766,  0.8515,  0.9995, -0.9973,  0.9995,\n",
      "         -1.0000, -0.9994,  0.3286, -0.4603, -0.8204, -0.9823,  0.6968,  0.9015,  0.6170, -0.9917, -0.9084, -0.3715,  0.9881,  0.3025, -0.9612,  0.9873,  0.9625, -0.0023,  0.4944, -0.2055,  0.9667,\n",
      "         -0.6264, -0.9883, -0.9966,  0.9976,  0.9569,  0.9502, -0.6319,  0.9896, -0.9979, -0.9978,  0.8000, -0.9604,  0.9624,  0.9690,  0.9983, -0.9919, -0.9583, -0.9217, -0.9514, -0.9083, -0.9981,\n",
      "          0.9555,  0.8518,  0.1482, -0.8553, -0.9682, -0.9913, -0.9925,  0.9998, -0.9770,  0.5895,  0.6812, -0.9984,  0.9894,  0.9190,  0.6082,  0.9696, -0.9985,  0.9462,  0.2043,  0.9989, -0.4736,\n",
      "         -0.9936, -0.7005,  0.9465, -0.9998,  0.9786,  0.4856, -0.9916, -0.9999,  0.4862, -0.9512, -0.9962,  0.4441, -0.1513,  0.9060, -0.9845, -0.9934, -0.9961,  0.8043, -0.9575,  0.3835,  0.3963,\n",
      "          0.9965, -0.9958,  0.9615, -0.6161,  0.6086, -0.4882,  0.3131, -0.8145, -0.1162, -0.9062, -0.8525, -0.9571, -0.1611, -0.6843,  0.9690,  0.4232,  0.9826, -0.7368, -0.8186,  0.7968,  0.0582,\n",
      "          0.7138, -0.9304, -0.9914, -0.8924, -0.3988, -0.3677,  0.3228,  0.8798, -0.6694, -0.2427,  0.6086, -0.9984, -0.7273, -0.1310, -0.9702, -0.9988, -0.9069, -0.1488, -0.9969,  0.9996, -0.1689,\n",
      "         -0.9997, -0.9837,  0.9936,  0.9817,  0.5677, -0.6515, -0.9998, -0.9900,  0.5588,  0.9778,  0.8498,  0.2320],\n",
      "        [ 0.9611, -0.8430, -0.9914,  0.0373,  0.9964,  0.3306, -0.9981, -0.9210, -0.7495, -0.2575,  0.9993,  0.8708, -0.7554,  1.0000, -0.8438, -0.7155, -0.8288,  0.9995, -0.9829, -0.8008,  0.9541,\n",
      "          0.5305, -0.9695, -0.9929, -0.3979,  0.6367, -0.9456,  0.9984, -0.6248,  0.9970,  0.9827,  0.7059, -1.0000,  0.2479,  0.9726, -0.9299, -0.3849,  0.9694,  0.9988, -0.9972,  0.9884, -0.6136,\n",
      "          0.4097, -0.9809,  0.9831, -0.1332, -0.3878,  0.9945,  0.2886, -0.7205, -0.8043, -0.9995, -0.7765,  0.0130,  0.8858, -0.9752,  0.9969, -0.7649, -0.5377,  0.3594, -0.3973, -0.9871,  0.3851,\n",
      "          0.9955,  0.9910,  0.9998,  0.9206,  0.4693,  0.2198,  0.7321, -0.9471, -0.9929,  0.9743, -0.8490, -0.8160,  0.9214, -0.8809,  0.9744,  0.9435, -0.9952,  0.9969,  0.0106, -0.2004, -0.9994,\n",
      "          0.9985, -0.9278, -0.9136,  0.9825,  0.6934, -0.9443,  0.6991,  0.9951,  0.9326, -0.5690, -0.9860, -0.0250, -0.0378,  0.9898, -0.9909,  0.9960, -0.9913,  0.9799,  0.9634, -0.9845,  0.4163,\n",
      "          0.4736, -0.9847,  0.5167, -1.0000,  0.9145, -0.9995,  0.8039, -0.9993,  0.9740, -0.1137, -0.3720, -0.5922, -0.4033,  0.8623,  0.8345, -0.6925,  0.9916, -0.9950, -0.6444,  0.6304, -0.9943,\n",
      "         -0.9944,  0.9353, -0.9912,  0.1155, -0.9862, -0.6554, -0.9988,  0.9956,  0.8348,  0.6608,  0.3047, -0.9223,  0.4884, -0.9984,  0.6092,  0.9997,  0.9950, -0.4717, -0.9994, -0.2800, -0.7048,\n",
      "          0.9980,  0.9579,  0.1433,  0.8154, -0.7689,  0.0788,  1.0000,  0.9737,  0.7200, -0.9842, -0.9948,  0.9436,  0.7205, -0.9997,  0.9863, -0.9761, -0.8533, -0.9978, -0.9780,  0.9689, -0.4574,\n",
      "          0.8807, -0.9575, -0.6602, -0.9392, -0.8061, -0.9989, -0.6880, -0.7551,  0.1267,  0.1734, -0.9979, -0.8680, -0.8853,  0.9223,  0.9884,  0.3073,  0.4878,  0.9459,  0.9575, -0.2181,  0.8117,\n",
      "         -0.9990, -0.4697, -0.9983,  0.8868, -0.9476,  0.9947, -0.8235, -0.8856, -0.9055,  0.3240,  0.9998, -0.9542,  0.8882, -0.2910, -0.4231,  0.9994, -0.9635,  0.9800, -0.9975,  0.9473,  0.9998,\n",
      "          1.0000,  0.9912, -0.5837, -0.0724,  0.6640, -0.5159,  0.9898, -0.1275,  0.9923,  0.1359,  0.8818,  0.4041, -0.9672,  0.5565, -0.9677,  0.9821,  0.4214,  0.9999,  0.5073, -0.7113, -0.1178,\n",
      "         -0.4849, -0.9314,  0.9649,  0.9826,  0.9716, -0.5095,  0.1435, -0.2937,  0.7261, -0.9633,  0.2065, -0.9978, -0.9018,  0.9899, -0.5186,  0.7799,  0.8544, -0.1153,  0.9951,  0.9974, -0.8492,\n",
      "          0.1553, -0.5805, -0.9920, -0.9954,  0.9995,  0.9562,  0.4702, -0.9982,  0.9468,  0.7183, -0.9920, -0.6936,  0.8533, -0.9898,  0.3509,  0.9784,  0.9842, -0.9852, -0.2045, -0.0223, -0.3288,\n",
      "         -0.9320, -0.9167, -0.9994, -0.9841,  0.7828, -0.0896,  0.7707,  0.8996,  0.9996, -0.2905, -0.9212, -0.9991, -0.6637,  0.8121, -0.9909, -0.6314,  0.9296,  0.9358,  0.8691, -0.8410,  0.9803,\n",
      "         -0.9806,  0.1993,  0.9505,  0.9153, -0.9951,  0.7401, -0.8396,  0.9418, -0.9610, -0.9971,  0.9418, -1.0000,  0.9843,  0.9853,  0.9327, -0.4503, -0.8228, -0.7475,  0.3898, -0.9466,  0.9926,\n",
      "         -0.0923,  0.9998, -0.9953,  0.5992, -0.9392,  0.2651,  0.9999,  0.6218,  0.9990,  0.4998,  0.9645, -0.3019, -0.3817,  0.4897,  0.9998,  0.9880, -0.9980, -0.9533, -0.7153,  0.9352, -0.9821,\n",
      "          0.0099,  0.9282, -0.9951,  1.0000, -0.8431,  0.9985,  0.3111,  0.9898,  0.5524, -0.9929,  0.9992, -0.9996,  0.9991, -0.5513, -0.1624,  0.9863,  0.8856, -0.5624, -0.8942, -0.5097, -0.9868,\n",
      "          0.6942,  0.9581,  0.9939,  0.0040, -0.9950,  0.4675, -0.2164, -0.9439, -0.9862,  0.9997, -0.4628, -0.2257,  0.8786,  0.9932,  0.5690,  0.9965,  0.9976,  0.9280, -0.4162,  0.5249, -1.0000,\n",
      "         -0.6848,  0.9068, -0.4704, -0.9993, -0.9972, -0.9995, -0.5584,  0.9733,  0.9995,  0.0133,  0.3849, -0.9286,  0.9880,  0.8528,  0.7379,  0.0075,  0.0534, -0.9999,  0.9993, -0.4929, -0.9364,\n",
      "          0.8819, -0.9571,  0.9970,  0.9996,  0.7528, -0.9764, -0.9935,  0.9570, -0.6666, -0.0367,  0.9973,  0.9955, -0.7294, -0.9221,  0.2918, -0.5258, -0.9324,  0.9385, -0.7763, -0.1819, -0.4834,\n",
      "          0.9991,  0.8658, -0.9256,  0.3807, -0.8324, -0.9962,  0.0385,  0.9934,  0.9964, -0.1821,  0.5075, -0.9346,  0.9912,  0.9953,  0.9694, -0.5676,  0.9046,  0.6228,  0.7856, -0.8905, -0.9968,\n",
      "          0.8414,  0.9991,  0.3481, -0.9803,  0.9777,  0.9986,  0.9888, -0.9386, -0.4337, -0.8410, -0.9954,  0.6351,  0.8857,  0.7415, -0.9837, -0.7082, -0.9606, -0.7793, -0.9973,  0.6300, -0.6656,\n",
      "          0.8577, -0.9954, -0.9610,  0.7747,  0.5279,  0.7312, -0.8777, -0.2600, -0.9962, -0.9688, -0.3842, -0.3998, -0.4200,  0.2661,  0.9612,  0.6874,  0.9899, -0.3460, -0.9987,  0.7684,  0.8656,\n",
      "         -0.4693, -0.9962,  0.9936,  0.9897, -0.9976,  0.9836,  0.9674,  0.9240,  0.9995, -0.2944, -0.0797, -0.2525,  0.8367, -0.8776, -0.6667,  0.4043,  0.0921, -0.1226,  0.1841,  0.9950,  0.6959,\n",
      "         -0.4643,  0.8730,  0.9957,  0.4403, -0.3121,  0.7561, -0.9983, -0.9742,  0.4232,  0.9893,  0.6523, -0.4968, -0.7398,  0.9630, -0.9988,  0.8158,  0.9934,  0.5030,  0.8382, -0.8972, -0.8904,\n",
      "         -0.9975, -0.8116, -1.0000, -0.9927,  0.9987,  0.9721,  0.7465, -0.5503,  0.5114, -0.9969, -0.9995, -0.9626,  0.9648, -0.6646,  0.6879,  0.9862, -0.9668, -0.9994, -0.9852, -0.2616,  0.6576,\n",
      "          0.1104, -0.7537, -0.9976,  0.9840, -0.9986,  0.9783, -0.7014,  0.9976, -0.9949, -0.0564, -0.9839, -0.8567, -0.2886,  0.8834,  0.2972, -0.3463,  0.9989,  0.9904, -0.2795, -0.9836, -0.7952,\n",
      "         -0.9992, -0.8568, -0.7688, -0.3121, -0.6907, -0.6526,  0.4032, -0.6435,  0.9981, -0.9997,  0.9964,  0.9960, -0.8784,  0.8064, -0.9634,  0.8112, -1.0000,  0.9999,  0.9855, -0.9377, -0.5636,\n",
      "          0.6985,  0.6308, -0.9281,  0.8532,  0.9873,  0.8766,  0.9101,  0.9985, -0.9875, -0.9998, -0.9690, -0.0192, -0.2125, -0.6618, -0.9725,  0.8653,  0.9995, -0.5174, -0.7248,  0.9412, -0.9566,\n",
      "          0.9876, -0.9967, -0.9988, -0.3859, -0.6998,  0.9604,  0.8868, -0.2455,  0.9606,  0.3122, -0.9791,  0.0512, -0.9785,  0.8918,  0.9974, -0.9841, -0.9767,  0.8521,  0.9995, -0.9974,  0.9995,\n",
      "         -1.0000, -0.9994,  0.3289, -0.4604, -0.8206, -0.9824,  0.6973,  0.9018,  0.6178, -0.9918, -0.9085, -0.3722,  0.9882,  0.3028, -0.9614,  0.9874,  0.9627, -0.0022,  0.4954, -0.2068,  0.9668,\n",
      "         -0.6267, -0.9884, -0.9966,  0.9976,  0.9570,  0.9505, -0.6324,  0.9897, -0.9979, -0.9978,  0.8008, -0.9606,  0.9626,  0.9691,  0.9983, -0.9920, -0.9585, -0.9220, -0.9517, -0.9087, -0.9981,\n",
      "          0.9557,  0.8521,  0.1482, -0.8557, -0.9684, -0.9913, -0.9925,  0.9998, -0.9772,  0.5901,  0.6820, -0.9984,  0.9894,  0.9193,  0.6085,  0.9698, -0.9986,  0.9465,  0.2039,  0.9989, -0.4741,\n",
      "         -0.9937, -0.7013,  0.9467, -0.9998,  0.9787,  0.4864, -0.9916, -0.9999,  0.4867, -0.9514, -0.9962,  0.4440, -0.1520,  0.9063, -0.9846, -0.9935, -0.9961,  0.8049, -0.9577,  0.3835,  0.3969,\n",
      "          0.9965, -0.9958,  0.9618, -0.6162,  0.6096, -0.4888,  0.3133, -0.8150, -0.1163, -0.9065, -0.8531, -0.9573, -0.1617, -0.6851,  0.9691,  0.4239,  0.9827, -0.7374, -0.8187,  0.7971,  0.0584,\n",
      "          0.7146, -0.9307, -0.9914, -0.8927, -0.3994, -0.3678,  0.3225,  0.8801, -0.6699, -0.2431,  0.6093, -0.9984, -0.7278, -0.1311, -0.9703, -0.9988, -0.9072, -0.1487, -0.9969,  0.9996, -0.1694,\n",
      "         -0.9997, -0.9838,  0.9937,  0.9818,  0.5686, -0.6520, -0.9998, -0.9901,  0.5591,  0.9779,  0.8502,  0.2324]], grad_fn=<TanhBackward0>)\n",
      "Logits_clsf:  tensor([[ 2.0112, -1.8819],\n",
      "        [ 2.0097, -1.8803],\n",
      "        [ 2.0094, -1.8800],\n",
      "        [ 2.0089, -1.8795],\n",
      "        [ 2.0098, -1.8804],\n",
      "        [ 2.0100, -1.8807]], grad_fn=<AddmmBackward0>)\n",
      "Position indices: tensor([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29])\n",
      "H-Pooled : tensor([[ 0.9278, -0.9506, -0.9857,  0.4907,  0.9999,  0.8528, -0.9999, -0.9661, -0.9723, -0.8914,  0.9993,  0.9555, -0.9222,  1.0000, -0.9333, -0.9547, -0.9868,  1.0000, -0.9978, -0.9784,  0.9914,\n",
      "          0.7565, -0.9967, -0.9995, -0.9023,  0.8557, -0.9870,  0.9986, -0.9626,  0.9999,  0.9980,  0.8964, -1.0000,  0.1814,  0.9967, -0.9811, -0.2236,  0.9951,  0.9999, -0.9997,  0.9653, -0.9794,\n",
      "          0.0324, -0.9687,  0.9898,  0.2803, -0.5561,  0.9926, -0.0936, -0.8975, -0.9265, -1.0000, -0.9253, -0.3707,  0.9463, -0.9982,  0.9999, -0.9553, -0.5830,  0.8045, -0.8172, -0.9991,  0.9209,\n",
      "          0.9996,  0.9995,  1.0000,  0.9865,  0.1803,  0.6910,  0.8120, -0.9934, -0.9993,  0.9831, -0.9162, -0.9409,  0.9614, -0.9792,  0.9966,  0.9821, -0.9994,  0.9999, -0.4800,  0.2335, -1.0000,\n",
      "          1.0000, -0.9922, -0.9653,  0.9976,  0.8260, -0.9903,  0.8810,  0.9939,  0.9887, -0.6076, -0.9988,  0.4250,  0.4320,  0.9991, -0.9934,  0.9997, -0.9947,  0.9987,  0.8178, -0.9990,  0.2806,\n",
      "          0.8669, -0.9987,  0.5365, -1.0000,  0.9730, -1.0000,  0.9927, -0.9999,  0.9930,  0.1808,  0.3083, -0.7990, -0.7170,  0.9751,  0.9258, -0.6033,  0.9946, -0.9998, -0.5285,  0.8779, -0.9994,\n",
      "         -0.9997,  0.9929, -0.9993, -0.6376, -0.9980, -0.9698, -1.0000,  0.9998,  0.8707,  0.8803, -0.2158, -0.9544,  0.7642, -0.9999,  0.8845,  0.9998,  0.9997, -0.1867, -1.0000, -0.7762, -0.9458,\n",
      "          0.9998,  0.9915, -0.3487,  0.9517, -0.9117, -0.4667,  1.0000,  0.9642,  0.9419, -0.9984, -0.9997,  0.9573,  0.9535, -1.0000,  0.9996, -0.9985, -0.9435, -0.9998, -0.9983,  0.9340,  0.1307,\n",
      "          0.9770, -0.9541, -0.8253, -0.9838, -0.9172, -0.9999, -0.8832, -0.7713, -0.0427,  0.6186, -0.9999, -0.9406, -0.9886,  0.9851,  0.9845, -0.3077,  0.5441,  0.9987,  0.9822, -0.6640,  0.9321,\n",
      "         -0.9988, -0.9169, -0.9999,  0.8830, -0.9859,  0.9965, -0.8989, -0.9373, -0.9708,  0.8479,  1.0000, -0.9875,  0.9354, -0.6239,  0.1744,  0.9995, -0.9958,  0.9914, -0.9999,  0.9953,  1.0000,\n",
      "          1.0000,  0.9995, -0.8396, -0.5721,  0.8786, -0.2139,  0.9996,  0.8262,  0.9993,  0.7920,  0.9202,  0.9026, -0.9939,  0.8490, -0.9992,  0.9977,  0.7888,  1.0000,  0.3464, -0.8694,  0.3122,\n",
      "         -0.9491, -0.8150,  0.9964,  0.9981,  0.9966, -0.4960,  0.5522, -0.9375,  0.9443, -0.9968,  0.5488, -0.9999, -0.9195,  0.9996, -0.1854,  0.8629,  0.8105,  0.1538,  0.9998,  0.9999, -0.9690,\n",
      "          0.8736, -0.9344, -0.9996, -0.9997,  1.0000,  0.9918,  0.9466, -0.9998,  0.9989,  0.7785, -0.9992, -0.9643,  0.9573, -0.9989,  0.1263,  0.9925,  0.9985, -0.9965,  0.6356,  0.6100,  0.5093,\n",
      "         -0.9894, -0.9864, -1.0000, -0.9983,  0.9616,  0.4430,  0.9444,  0.9820,  1.0000,  0.5709, -0.9818, -0.9999, -0.7835,  0.8353, -0.9995, -0.8618,  0.9377,  0.9881,  0.9902, -0.9554,  0.9977,\n",
      "         -0.9978, -0.4434,  0.9895,  0.9804, -0.9999,  0.9455, -0.9449,  0.9940, -0.9934, -0.9975,  0.9916, -1.0000,  0.9985,  0.9979,  0.9754, -0.5703, -0.9391, -0.9431,  0.3850, -0.9886,  0.9993,\n",
      "          0.4754,  1.0000, -0.9997,  0.3699, -0.9836,  0.6143,  1.0000,  0.8465,  1.0000,  0.0875,  0.9929, -0.7968,  0.1168,  0.9246,  0.9998,  0.9916, -1.0000, -0.9910, -0.9217,  0.9908, -0.9860,\n",
      "         -0.7136,  0.9945, -0.9998,  1.0000, -0.9323,  0.9999, -0.3108,  0.9992,  0.4306, -0.9994,  1.0000, -0.9997,  0.9999, -0.9116, -0.6433,  0.9946,  0.9679, -0.7759, -0.9801,  0.1543, -0.9990,\n",
      "          0.9180,  0.9955,  0.9997, -0.5693, -0.9996,  0.7252, -0.7407, -0.9869, -0.9924,  0.9999, -0.9232, -0.3501,  0.9683,  0.9992,  0.8276,  0.9998,  0.9975,  0.9324, -0.1626,  0.8814, -1.0000,\n",
      "         -0.9390,  0.9110, -0.7648, -1.0000, -0.9998, -1.0000, -0.2126,  0.9976,  1.0000,  0.6021,  0.8656, -0.9900,  0.9988,  0.9218,  0.9315, -0.6800,  0.6702, -1.0000,  1.0000, -0.9208, -0.9722,\n",
      "          0.9070, -0.9954,  0.9998,  1.0000,  0.3778, -0.9982, -0.9993,  0.9895, -0.9748,  0.6706,  0.9998,  0.9998, -0.9627, -0.9684,  0.7343, -0.4794, -0.9935,  0.9892, -0.9889, -0.1078,  0.0783,\n",
      "          0.9999,  0.9363, -0.9942,  0.0906, -0.9157, -0.9989,  0.6514,  0.9992,  0.9999,  0.8779,  0.0939, -0.9897,  0.9996,  0.9995,  0.9962, -0.6315,  0.9873,  0.6328,  0.9358, -0.9654, -0.9997,\n",
      "          0.9661,  0.9999,  0.2155, -0.9989,  0.9837,  0.9999,  0.9987, -0.9816, -0.9721, -0.8960, -0.9996,  0.5900,  0.9756,  0.9754, -0.9983, -0.6366, -0.9451, -0.7803, -0.9999,  0.5667, -0.8617,\n",
      "          0.9845, -0.9998, -0.9954,  0.9600,  0.6740,  0.9595, -0.9449, -0.6869, -0.9999, -0.9688, -0.7631, -0.8695, -0.7429,  0.5512,  0.9936,  0.9408,  0.9996,  0.0086, -0.9999,  0.7439,  0.9637,\n",
      "         -0.8536, -0.9999,  0.9997,  0.9991, -0.9999,  0.9973,  0.9977,  0.9672,  1.0000,  0.3839,  0.5472,  0.0928,  0.9592, -0.9567, -0.7409,  0.7378, -0.4198,  0.3747,  0.5044,  0.9998,  0.7833,\n",
      "         -0.8143,  0.9431,  0.9997,  0.8549, -0.8044,  0.9220, -0.9999, -0.9967,  0.9348,  0.9877,  0.8168, -0.4022, -0.9576,  0.9966, -1.0000,  0.8980,  0.9994,  0.9083,  0.8878, -0.9694, -0.9701,\n",
      "         -0.9998, -0.9104, -1.0000, -0.9991,  0.9999,  0.9970,  0.8580, -0.1771,  0.9118, -0.9998, -1.0000, -0.9895,  0.9873, -0.5611,  0.9268,  0.9807, -0.9960, -1.0000, -0.9981, -0.8574,  0.9054,\n",
      "          0.1457, -0.9875, -0.9998,  0.9985, -0.9986,  0.9964, -0.9444,  0.9999, -0.9999,  0.5201, -0.9998, -0.9378, -0.8963,  0.9660,  0.8618,  0.2910,  0.9999,  0.9872,  0.4308, -0.9981, -0.8088,\n",
      "         -0.9999, -0.9743, -0.8574, -0.7988, -0.9616, -0.9430,  0.7779, -0.5476,  0.9988, -1.0000,  0.9967,  0.9997, -0.9756,  0.9745, -0.9845,  0.9698, -1.0000,  0.9999,  0.9939, -0.9861, -0.4961,\n",
      "          0.9679,  0.9714, -0.9705,  0.9808,  0.9702,  0.9849,  0.9611,  0.9999, -0.9990, -1.0000, -0.9979,  0.6458, -0.7183, -0.9237, -0.9969,  0.9392,  1.0000, -0.8982, -0.8076,  0.9852, -0.9912,\n",
      "          0.9986, -0.9999, -0.9999, -0.8107, -0.9829,  0.9993,  0.9746, -0.9242,  0.9938,  0.7714, -0.9978,  0.5314, -0.9972,  0.9546,  0.9986, -0.9979, -0.9984,  0.9121,  1.0000, -0.9998,  1.0000,\n",
      "         -1.0000, -1.0000,  0.1934, -0.7103, -0.8380, -0.9781,  0.7318,  0.9585,  0.9453, -0.9995, -0.9611, -0.3271,  0.9972, -0.1385, -0.9875,  0.9989,  0.9936, -0.0718,  0.8296, -0.9121,  0.9832,\n",
      "         -0.8763, -0.9977, -0.9998,  0.9997,  0.9833,  0.9950, -0.7891,  0.9988, -0.9999, -0.9999,  0.8941, -0.9938,  0.9942,  0.9915,  0.9999, -0.9987, -0.9773, -0.9805, -0.9936, -0.9670, -0.9999,\n",
      "          0.9852,  0.9593,  0.4223, -0.9857, -0.9696, -0.9923, -0.9996,  1.0000, -0.9961,  0.4550,  0.6576, -0.9999,  0.9995,  0.9732,  0.8899,  0.9842, -0.9994,  0.9932,  0.7755,  1.0000, -0.6863,\n",
      "         -0.9997, -0.6379,  0.9728, -1.0000,  0.9972,  0.3527, -0.9992, -1.0000,  0.4876, -0.9941, -0.9999,  0.3470,  0.1999,  0.9789, -0.9979, -0.9995, -0.9996,  0.7777, -0.9881,  0.8366,  0.2760,\n",
      "          0.9994, -0.9997,  0.9976, -0.9531,  0.8501, -0.3354,  0.7933, -0.9426,  0.6034, -0.9833, -0.9241, -0.9937, -0.7855, -0.9697,  0.9922,  0.4996,  0.9763, -0.6735, -0.7044,  0.7985, -0.4359,\n",
      "          0.7429, -0.9805, -0.9992, -0.9919, -0.8337, -0.7306,  0.5549,  0.9392, -0.5900, -0.6028,  0.7942, -0.9983, -0.6288,  0.2864, -0.9875, -0.9999, -0.9863,  0.4418, -0.9997,  1.0000,  0.2747,\n",
      "         -1.0000, -0.9968,  0.9895,  0.9973,  0.2694, -0.7230, -1.0000, -0.9981, -0.7075,  0.9975,  0.9526,  0.9410],\n",
      "        [ 0.9285, -0.9513, -0.9860,  0.4921,  0.9999,  0.8539, -0.9999, -0.9667, -0.9727, -0.8919,  0.9993,  0.9560, -0.9229,  1.0000, -0.9340, -0.9552, -0.9870,  1.0000, -0.9979, -0.9787,  0.9915,\n",
      "          0.7578, -0.9967, -0.9996, -0.9032,  0.8569, -0.9872,  0.9986, -0.9632,  0.9999,  0.9980,  0.8971, -1.0000,  0.1829,  0.9968, -0.9815, -0.2239,  0.9952,  0.9999, -0.9997,  0.9656, -0.9797,\n",
      "          0.0338, -0.9690,  0.9900,  0.2815, -0.5606,  0.9928, -0.0921, -0.8985, -0.9271, -1.0000, -0.9260, -0.3718,  0.9470, -0.9983,  0.9999, -0.9559, -0.5837,  0.8063, -0.8191, -0.9991,  0.9216,\n",
      "          0.9996,  0.9995,  1.0000,  0.9867,  0.1822,  0.6914,  0.8136, -0.9935, -0.9993,  0.9833, -0.9171, -0.9416,  0.9620, -0.9795,  0.9967,  0.9824, -0.9994,  0.9999, -0.4800,  0.2349, -1.0000,\n",
      "          1.0000, -0.9923, -0.9658,  0.9977,  0.8272, -0.9905,  0.8823,  0.9941,  0.9889, -0.6095, -0.9988,  0.4258,  0.4326,  0.9991, -0.9936,  0.9997, -0.9949,  0.9987,  0.8196, -0.9990,  0.2812,\n",
      "          0.8675, -0.9987,  0.5374, -1.0000,  0.9733, -1.0000,  0.9928, -1.0000,  0.9931,  0.1814,  0.3080, -0.8001, -0.7181,  0.9755,  0.9267, -0.6063,  0.9947, -0.9998, -0.5303,  0.8786, -0.9994,\n",
      "         -0.9998,  0.9930, -0.9993, -0.6375, -0.9980, -0.9702, -1.0000,  0.9998,  0.8718,  0.8816, -0.2172, -0.9550,  0.7657, -0.9999,  0.8856,  0.9998,  0.9997, -0.1885, -1.0000, -0.7776, -0.9461,\n",
      "          0.9998,  0.9917, -0.3494,  0.9522, -0.9127, -0.4675,  1.0000,  0.9649,  0.9426, -0.9984, -0.9997,  0.9577,  0.9540, -1.0000,  0.9997, -0.9985, -0.9440, -0.9998, -0.9984,  0.9348,  0.1313,\n",
      "          0.9772, -0.9545, -0.8252, -0.9840, -0.9177, -0.9999, -0.8842, -0.7732, -0.0432,  0.6206, -1.0000, -0.9413, -0.9887,  0.9853,  0.9848, -0.3091,  0.5455,  0.9988,  0.9824, -0.6644,  0.9328,\n",
      "         -0.9988, -0.9175, -0.9999,  0.8837, -0.9861,  0.9966, -0.9000, -0.9381, -0.9711,  0.8486,  1.0000, -0.9877,  0.9361, -0.6269,  0.1732,  0.9996, -0.9959,  0.9915, -0.9999,  0.9954,  1.0000,\n",
      "          1.0000,  0.9995, -0.8409, -0.5747,  0.8800, -0.2160,  0.9996,  0.8283,  0.9993,  0.7933,  0.9212,  0.9035, -0.9941,  0.8498, -0.9992,  0.9977,  0.7902,  1.0000,  0.3467, -0.8696,  0.3117,\n",
      "         -0.9494, -0.8162,  0.9964,  0.9982,  0.9967, -0.4985,  0.5551, -0.9382,  0.9452, -0.9969,  0.5510, -0.9999, -0.9204,  0.9996, -0.1898,  0.8640,  0.8124,  0.1550,  0.9998,  0.9999, -0.9695,\n",
      "          0.8749, -0.9348, -0.9996, -0.9997,  1.0000,  0.9920,  0.9471, -0.9998,  0.9989,  0.7805, -0.9992, -0.9646,  0.9578, -0.9990,  0.1270,  0.9926,  0.9985, -0.9966,  0.6360,  0.6116,  0.5105,\n",
      "         -0.9895, -0.9866, -1.0000, -0.9984,  0.9621,  0.4428,  0.9451,  0.9823,  1.0000,  0.5716, -0.9821, -0.9999, -0.7846,  0.8365, -0.9995, -0.8630,  0.9384,  0.9883,  0.9904, -0.9558,  0.9978,\n",
      "         -0.9978, -0.4421,  0.9897,  0.9806, -0.9999,  0.9461, -0.9454,  0.9941, -0.9935, -0.9975,  0.9918, -1.0000,  0.9985,  0.9979,  0.9758, -0.5725, -0.9399, -0.9438,  0.3856, -0.9888,  0.9993,\n",
      "          0.4740,  1.0000, -0.9997,  0.3721, -0.9839,  0.6162,  1.0000,  0.8477,  1.0000,  0.0885,  0.9930, -0.7978,  0.1160,  0.9257,  0.9998,  0.9918, -1.0000, -0.9912, -0.9224,  0.9909, -0.9862,\n",
      "         -0.7146,  0.9946, -0.9998,  1.0000, -0.9331,  0.9999, -0.3126,  0.9992,  0.4328, -0.9994,  1.0000, -0.9997,  0.9999, -0.9125, -0.6441,  0.9948,  0.9683, -0.7773, -0.9804,  0.1558, -0.9990,\n",
      "          0.9187,  0.9956,  0.9997, -0.5707, -0.9996,  0.7275, -0.7418, -0.9871, -0.9925,  0.9999, -0.9238, -0.3518,  0.9686,  0.9992,  0.8284,  0.9998,  0.9976,  0.9332, -0.1635,  0.8822, -1.0000,\n",
      "         -0.9395,  0.9119, -0.7672, -1.0000, -0.9998, -1.0000, -0.2135,  0.9976,  1.0000,  0.6035,  0.8663, -0.9902,  0.9988,  0.9228,  0.9321, -0.6822,  0.6708, -1.0000,  1.0000, -0.9215, -0.9725,\n",
      "          0.9076, -0.9955,  0.9998,  1.0000,  0.3813, -0.9982, -0.9993,  0.9897, -0.9751,  0.6721,  0.9998,  0.9998, -0.9632, -0.9689,  0.7362, -0.4808, -0.9936,  0.9893, -0.9891, -0.1104,  0.0788,\n",
      "          0.9999,  0.9370, -0.9943,  0.0909, -0.9165, -0.9989,  0.6533,  0.9993,  0.9999,  0.8791,  0.0940, -0.9899,  0.9997,  0.9995,  0.9962, -0.6322,  0.9875,  0.6349,  0.9367, -0.9659, -0.9997,\n",
      "          0.9665,  0.9999,  0.2157, -0.9989,  0.9840,  0.9999,  0.9987, -0.9819, -0.9725, -0.8974, -0.9996,  0.5918,  0.9759,  0.9757, -0.9984, -0.6389, -0.9458, -0.7822, -0.9999,  0.5684, -0.8623,\n",
      "          0.9848, -0.9998, -0.9955,  0.9604,  0.6751,  0.9599, -0.9453, -0.6887, -0.9999, -0.9693, -0.7645, -0.8708, -0.7438,  0.5535,  0.9937,  0.9413,  0.9996,  0.0079, -0.9999,  0.7452,  0.9642,\n",
      "         -0.8549, -0.9999,  0.9997,  0.9992, -0.9999,  0.9973,  0.9977,  0.9676,  1.0000,  0.3822,  0.5487,  0.0915,  0.9596, -0.9572, -0.7423,  0.7382, -0.4205,  0.3760,  0.5062,  0.9998,  0.7853,\n",
      "         -0.8155,  0.9439,  0.9997,  0.8566, -0.8060,  0.9228, -0.9999, -0.9968,  0.9351,  0.9879,  0.8186, -0.4022, -0.9582,  0.9967, -1.0000,  0.8988,  0.9994,  0.9091,  0.8887, -0.9700, -0.9705,\n",
      "         -0.9998, -0.9113, -1.0000, -0.9991,  0.9999,  0.9971,  0.8589, -0.1792,  0.9126, -0.9999, -1.0000, -0.9897,  0.9875, -0.5625,  0.9279,  0.9809, -0.9961, -1.0000, -0.9981, -0.8581,  0.9063,\n",
      "          0.1452, -0.9876, -0.9999,  0.9986, -0.9986,  0.9964, -0.9450,  0.9999, -0.9999,  0.5197, -0.9998, -0.9384, -0.8972,  0.9665,  0.8627,  0.2930,  0.9999,  0.9874,  0.4313, -0.9981, -0.8096,\n",
      "         -0.9999, -0.9745, -0.8582, -0.8006, -0.9620, -0.9435,  0.7791, -0.5486,  0.9988, -1.0000,  0.9968,  0.9997, -0.9758,  0.9748, -0.9847,  0.9702, -1.0000,  0.9999,  0.9940, -0.9863, -0.4980,\n",
      "          0.9682,  0.9719, -0.9709,  0.9811,  0.9705,  0.9851,  0.9615,  0.9999, -0.9990, -1.0000, -0.9980,  0.6467, -0.7189, -0.9248, -0.9969,  0.9396,  1.0000, -0.8994, -0.8099,  0.9854, -0.9913,\n",
      "          0.9987, -0.9999, -0.9999, -0.8119, -0.9831,  0.9993,  0.9750, -0.9250,  0.9939,  0.7731, -0.9979,  0.5330, -0.9972,  0.9552,  0.9986, -0.9979, -0.9984,  0.9133,  1.0000, -0.9998,  1.0000,\n",
      "         -1.0000, -1.0000,  0.1946, -0.7109, -0.8388, -0.9784,  0.7342,  0.9590,  0.9459, -0.9995, -0.9614, -0.3277,  0.9972, -0.1390, -0.9878,  0.9990,  0.9937, -0.0708,  0.8313, -0.9135,  0.9834,\n",
      "         -0.8767, -0.9977, -0.9998,  0.9997,  0.9835,  0.9950, -0.7909,  0.9988, -0.9999, -0.9999,  0.8957, -0.9939,  0.9943,  0.9916,  0.9999, -0.9988, -0.9775, -0.9808, -0.9937, -0.9675, -0.9999,\n",
      "          0.9854,  0.9596,  0.4234, -0.9859, -0.9700, -0.9924, -0.9996,  1.0000, -0.9962,  0.4563,  0.6595, -0.9999,  0.9995,  0.9736,  0.8906,  0.9846, -0.9995,  0.9933,  0.7768,  1.0000, -0.6880,\n",
      "         -0.9997, -0.6411,  0.9732, -1.0000,  0.9973,  0.3548, -0.9992, -1.0000,  0.4885, -0.9942, -0.9999,  0.3459,  0.2002,  0.9792, -0.9979, -0.9995, -0.9996,  0.7800, -0.9883,  0.8376,  0.2754,\n",
      "          0.9995, -0.9997,  0.9976, -0.9536,  0.8515, -0.3361,  0.7944, -0.9432,  0.6048, -0.9836, -0.9251, -0.9938, -0.7869, -0.9701,  0.9924,  0.5019,  0.9766, -0.6760, -0.7053,  0.7997, -0.4374,\n",
      "          0.7442, -0.9808, -0.9992, -0.9920, -0.8350, -0.7318,  0.5575,  0.9400, -0.5911, -0.6040,  0.7954, -0.9984, -0.6306,  0.2884, -0.9877, -0.9999, -0.9864,  0.4444, -0.9998,  1.0000,  0.2756,\n",
      "         -1.0000, -0.9969,  0.9897,  0.9974,  0.2710, -0.7245, -1.0000, -0.9981, -0.7089,  0.9976,  0.9531,  0.9416],\n",
      "        [ 0.9285, -0.9513, -0.9860,  0.4921,  0.9999,  0.8538, -0.9999, -0.9666, -0.9727, -0.8919,  0.9993,  0.9560, -0.9228,  1.0000, -0.9340, -0.9552, -0.9870,  1.0000, -0.9979, -0.9787,  0.9915,\n",
      "          0.7578, -0.9967, -0.9996, -0.9032,  0.8569, -0.9872,  0.9986, -0.9632,  0.9999,  0.9980,  0.8971, -1.0000,  0.1828,  0.9968, -0.9814, -0.2239,  0.9952,  0.9999, -0.9997,  0.9656, -0.9797,\n",
      "          0.0337, -0.9690,  0.9900,  0.2815, -0.5604,  0.9928, -0.0924, -0.8985, -0.9271, -1.0000, -0.9260, -0.3719,  0.9470, -0.9983,  0.9999, -0.9559, -0.5837,  0.8062, -0.8190, -0.9991,  0.9216,\n",
      "          0.9996,  0.9995,  1.0000,  0.9867,  0.1819,  0.6917,  0.8135, -0.9935, -0.9993,  0.9833, -0.9170, -0.9416,  0.9620, -0.9795,  0.9967,  0.9824, -0.9994,  0.9999, -0.4801,  0.2350, -1.0000,\n",
      "          1.0000, -0.9923, -0.9658,  0.9977,  0.8272, -0.9905,  0.8823,  0.9940,  0.9889, -0.6093, -0.9988,  0.4258,  0.4328,  0.9991, -0.9936,  0.9997, -0.9949,  0.9987,  0.8195, -0.9990,  0.2811,\n",
      "          0.8675, -0.9987,  0.5373, -1.0000,  0.9733, -1.0000,  0.9928, -1.0000,  0.9931,  0.1814,  0.3081, -0.8001, -0.7181,  0.9755,  0.9267, -0.6061,  0.9947, -0.9998, -0.5302,  0.8786, -0.9994,\n",
      "         -0.9998,  0.9930, -0.9993, -0.6375, -0.9980, -0.9702, -1.0000,  0.9998,  0.8717,  0.8815, -0.2172, -0.9550,  0.7657, -0.9999,  0.8856,  0.9998,  0.9997, -0.1883, -1.0000, -0.7776, -0.9461,\n",
      "          0.9998,  0.9917, -0.3494,  0.9522, -0.9127, -0.4674,  1.0000,  0.9648,  0.9426, -0.9984, -0.9997,  0.9577,  0.9540, -1.0000,  0.9997, -0.9985, -0.9439, -0.9998, -0.9984,  0.9347,  0.1311,\n",
      "          0.9772, -0.9545, -0.8253, -0.9840, -0.9177, -0.9999, -0.8842, -0.7731, -0.0433,  0.6206, -1.0000, -0.9413, -0.9887,  0.9853,  0.9847, -0.3091,  0.5453,  0.9988,  0.9824, -0.6645,  0.9328,\n",
      "         -0.9988, -0.9175, -0.9999,  0.8837, -0.9861,  0.9966, -0.8999, -0.9380, -0.9711,  0.8486,  1.0000, -0.9877,  0.9361, -0.6268,  0.1735,  0.9996, -0.9958,  0.9915, -0.9999,  0.9954,  1.0000,\n",
      "          1.0000,  0.9995, -0.8409, -0.5745,  0.8800, -0.2158,  0.9996,  0.8282,  0.9993,  0.7932,  0.9211,  0.9035, -0.9941,  0.8499, -0.9992,  0.9977,  0.7901,  1.0000,  0.3466, -0.8696,  0.3118,\n",
      "         -0.9494, -0.8162,  0.9964,  0.9982,  0.9967, -0.4983,  0.5549, -0.9382,  0.9452, -0.9969,  0.5509, -0.9999, -0.9204,  0.9996, -0.1894,  0.8640,  0.8123,  0.1550,  0.9998,  0.9999, -0.9695,\n",
      "          0.8748, -0.9348, -0.9996, -0.9997,  1.0000,  0.9920,  0.9471, -0.9998,  0.9989,  0.7804, -0.9992, -0.9646,  0.9578, -0.9990,  0.1270,  0.9926,  0.9985, -0.9966,  0.6361,  0.6115,  0.5104,\n",
      "         -0.9895, -0.9866, -1.0000, -0.9984,  0.9621,  0.4430,  0.9451,  0.9823,  1.0000,  0.5716, -0.9821, -0.9999, -0.7845,  0.8364, -0.9995, -0.8630,  0.9384,  0.9883,  0.9904, -0.9558,  0.9978,\n",
      "         -0.9978, -0.4424,  0.9897,  0.9806, -0.9999,  0.9461, -0.9454,  0.9941, -0.9935, -0.9975,  0.9918, -1.0000,  0.9985,  0.9979,  0.9758, -0.5723, -0.9399, -0.9438,  0.3854, -0.9888,  0.9993,\n",
      "          0.4743,  1.0000, -0.9997,  0.3720, -0.9839,  0.6162,  1.0000,  0.8476,  1.0000,  0.0884,  0.9930, -0.7978,  0.1160,  0.9257,  0.9998,  0.9918, -1.0000, -0.9911, -0.9223,  0.9909, -0.9862,\n",
      "         -0.7146,  0.9946, -0.9998,  1.0000, -0.9330,  0.9999, -0.3125,  0.9992,  0.4325, -0.9994,  1.0000, -0.9997,  0.9999, -0.9125, -0.6441,  0.9948,  0.9683, -0.7772, -0.9804,  0.1557, -0.9990,\n",
      "          0.9187,  0.9955,  0.9997, -0.5707, -0.9996,  0.7273, -0.7419, -0.9871, -0.9925,  0.9999, -0.9238, -0.3517,  0.9686,  0.9992,  0.8285,  0.9998,  0.9976,  0.9332, -0.1633,  0.8822, -1.0000,\n",
      "         -0.9395,  0.9118, -0.7671, -1.0000, -0.9998, -1.0000, -0.2135,  0.9976,  1.0000,  0.6035,  0.8664, -0.9902,  0.9988,  0.9228,  0.9320, -0.6821,  0.6708, -1.0000,  1.0000, -0.9215, -0.9725,\n",
      "          0.9076, -0.9955,  0.9998,  1.0000,  0.3810, -0.9982, -0.9993,  0.9897, -0.9750,  0.6721,  0.9998,  0.9998, -0.9632, -0.9689,  0.7362, -0.4808, -0.9936,  0.9894, -0.9891, -0.1103,  0.0788,\n",
      "          0.9999,  0.9370, -0.9943,  0.0909, -0.9165, -0.9989,  0.6533,  0.9993,  0.9999,  0.8790,  0.0939, -0.9899,  0.9997,  0.9995,  0.9962, -0.6321,  0.9875,  0.6347,  0.9366, -0.9658, -0.9997,\n",
      "          0.9665,  0.9999,  0.2156, -0.9989,  0.9840,  0.9999,  0.9987, -0.9819, -0.9725, -0.8973, -0.9996,  0.5917,  0.9759,  0.9757, -0.9984, -0.6387, -0.9458, -0.7822, -0.9999,  0.5682, -0.8624,\n",
      "          0.9847, -0.9998, -0.9954,  0.9604,  0.6750,  0.9599, -0.9453, -0.6887, -0.9999, -0.9693, -0.7645, -0.8707, -0.7438,  0.5534,  0.9937,  0.9413,  0.9996,  0.0078, -0.9999,  0.7451,  0.9642,\n",
      "         -0.8549, -0.9999,  0.9997,  0.9992, -0.9999,  0.9973,  0.9977,  0.9676,  1.0000,  0.3824,  0.5487,  0.0915,  0.9596, -0.9572, -0.7423,  0.7383, -0.4207,  0.3762,  0.5062,  0.9998,  0.7851,\n",
      "         -0.8155,  0.9438,  0.9997,  0.8565, -0.8059,  0.9227, -0.9999, -0.9968,  0.9351,  0.9879,  0.8186, -0.4022, -0.9581,  0.9967, -1.0000,  0.8988,  0.9994,  0.9091,  0.8886, -0.9699, -0.9705,\n",
      "         -0.9998, -0.9112, -1.0000, -0.9991,  0.9999,  0.9971,  0.8589, -0.1790,  0.9126, -0.9999, -1.0000, -0.9897,  0.9875, -0.5624,  0.9278,  0.9809, -0.9961, -1.0000, -0.9981, -0.8581,  0.9063,\n",
      "          0.1452, -0.9876, -0.9999,  0.9986, -0.9986,  0.9964, -0.9450,  0.9999, -0.9999,  0.5200, -0.9998, -0.9384, -0.8971,  0.9665,  0.8627,  0.2931,  0.9999,  0.9874,  0.4314, -0.9981, -0.8096,\n",
      "         -0.9999, -0.9745, -0.8582, -0.8005, -0.9620, -0.9435,  0.7791, -0.5486,  0.9988, -1.0000,  0.9968,  0.9997, -0.9758,  0.9748, -0.9847,  0.9702, -1.0000,  0.9999,  0.9940, -0.9863, -0.4978,\n",
      "          0.9682,  0.9718, -0.9709,  0.9811,  0.9705,  0.9851,  0.9615,  0.9999, -0.9990, -1.0000, -0.9980,  0.6467, -0.7188, -0.9248, -0.9969,  0.9396,  1.0000, -0.8993, -0.8097,  0.9854, -0.9913,\n",
      "          0.9987, -0.9999, -0.9999, -0.8118, -0.9831,  0.9993,  0.9750, -0.9250,  0.9939,  0.7729, -0.9979,  0.5329, -0.9972,  0.9552,  0.9986, -0.9979, -0.9984,  0.9133,  1.0000, -0.9998,  1.0000,\n",
      "         -1.0000, -1.0000,  0.1945, -0.7110, -0.8387, -0.9784,  0.7341,  0.9590,  0.9459, -0.9995, -0.9614, -0.3276,  0.9972, -0.1392, -0.9878,  0.9990,  0.9937, -0.0708,  0.8313, -0.9134,  0.9834,\n",
      "         -0.8768, -0.9977, -0.9998,  0.9997,  0.9835,  0.9950, -0.7909,  0.9988, -0.9999, -0.9999,  0.8956, -0.9939,  0.9943,  0.9916,  0.9999, -0.9988, -0.9775, -0.9808, -0.9937, -0.9675, -0.9999,\n",
      "          0.9854,  0.9596,  0.4235, -0.9859, -0.9700, -0.9924, -0.9996,  1.0000, -0.9962,  0.4561,  0.6595, -0.9999,  0.9995,  0.9736,  0.8906,  0.9845, -0.9995,  0.9933,  0.7768,  1.0000, -0.6880,\n",
      "         -0.9997, -0.6410,  0.9732, -1.0000,  0.9973,  0.3544, -0.9992, -1.0000,  0.4886, -0.9942, -0.9999,  0.3460,  0.2001,  0.9792, -0.9979, -0.9995, -0.9996,  0.7799, -0.9883,  0.8376,  0.2752,\n",
      "          0.9995, -0.9997,  0.9976, -0.9536,  0.8515, -0.3361,  0.7944, -0.9431,  0.6049, -0.9836, -0.9250, -0.9938, -0.7868, -0.9700,  0.9924,  0.5016,  0.9766, -0.6759, -0.7053,  0.7996, -0.4374,\n",
      "          0.7442, -0.9808, -0.9992, -0.9920, -0.8349, -0.7318,  0.5575,  0.9400, -0.5911, -0.6039,  0.7953, -0.9984, -0.6304,  0.2884, -0.9877, -0.9999, -0.9864,  0.4443, -0.9998,  1.0000,  0.2756,\n",
      "         -1.0000, -0.9968,  0.9897,  0.9974,  0.2708, -0.7244, -1.0000, -0.9981, -0.7089,  0.9976,  0.9530,  0.9416],\n",
      "        [ 0.9282, -0.9511, -0.9859,  0.4914,  0.9999,  0.8536, -0.9999, -0.9665, -0.9725, -0.8917,  0.9993,  0.9558, -0.9226,  1.0000, -0.9338, -0.9550, -0.9869,  1.0000, -0.9978, -0.9786,  0.9915,\n",
      "          0.7572, -0.9967, -0.9996, -0.9029,  0.8565, -0.9871,  0.9986, -0.9630,  0.9999,  0.9980,  0.8967, -1.0000,  0.1821,  0.9967, -0.9813, -0.2242,  0.9952,  0.9999, -0.9997,  0.9655, -0.9796,\n",
      "          0.0336, -0.9689,  0.9899,  0.2815, -0.5590,  0.9927, -0.0931, -0.8981, -0.9269, -1.0000, -0.9258, -0.3713,  0.9468, -0.9982,  0.9999, -0.9557, -0.5832,  0.8056, -0.8184, -0.9991,  0.9214,\n",
      "          0.9996,  0.9995,  1.0000,  0.9866,  0.1817,  0.6915,  0.8130, -0.9935, -0.9993,  0.9832, -0.9167, -0.9414,  0.9618, -0.9794,  0.9967,  0.9823, -0.9994,  0.9999, -0.4799,  0.2350, -1.0000,\n",
      "          1.0000, -0.9923, -0.9656,  0.9977,  0.8268, -0.9904,  0.8818,  0.9940,  0.9889, -0.6084, -0.9988,  0.4253,  0.4325,  0.9991, -0.9935,  0.9997, -0.9948,  0.9987,  0.8188, -0.9990,  0.2808,\n",
      "          0.8674, -0.9987,  0.5371, -1.0000,  0.9732, -1.0000,  0.9928, -1.0000,  0.9931,  0.1811,  0.3081, -0.7997, -0.7176,  0.9753,  0.9264, -0.6056,  0.9947, -0.9998, -0.5300,  0.8784, -0.9994,\n",
      "         -0.9998,  0.9930, -0.9993, -0.6372, -0.9980, -0.9700, -1.0000,  0.9998,  0.8715,  0.8811, -0.2169, -0.9548,  0.7652, -0.9999,  0.8853,  0.9998,  0.9997, -0.1880, -1.0000, -0.7772, -0.9460,\n",
      "          0.9998,  0.9916, -0.3489,  0.9520, -0.9124, -0.4668,  1.0000,  0.9646,  0.9423, -0.9984, -0.9997,  0.9576,  0.9538, -1.0000,  0.9997, -0.9985, -0.9437, -0.9998, -0.9984,  0.9344,  0.1312,\n",
      "          0.9771, -0.9544, -0.8252, -0.9839, -0.9175, -0.9999, -0.8838, -0.7726, -0.0431,  0.6199, -1.0000, -0.9410, -0.9887,  0.9852,  0.9846, -0.3088,  0.5449,  0.9988,  0.9823, -0.6643,  0.9325,\n",
      "         -0.9988, -0.9172, -0.9999,  0.8834, -0.9860,  0.9966, -0.8995, -0.9378, -0.9710,  0.8484,  1.0000, -0.9876,  0.9359, -0.6257,  0.1742,  0.9996, -0.9958,  0.9915, -0.9999,  0.9954,  1.0000,\n",
      "          1.0000,  0.9995, -0.8405, -0.5737,  0.8795, -0.2153,  0.9996,  0.8277,  0.9993,  0.7927,  0.9208,  0.9032, -0.9940,  0.8496, -0.9992,  0.9977,  0.7897,  1.0000,  0.3465, -0.8694,  0.3117,\n",
      "         -0.9493, -0.8157,  0.9964,  0.9981,  0.9966, -0.4977,  0.5540, -0.9379,  0.9449, -0.9968,  0.5499, -0.9999, -0.9202,  0.9996, -0.1883,  0.8637,  0.8116,  0.1546,  0.9998,  0.9999, -0.9693,\n",
      "          0.8743, -0.9347, -0.9996, -0.9997,  1.0000,  0.9919,  0.9469, -0.9998,  0.9989,  0.7797, -0.9992, -0.9645,  0.9576, -0.9990,  0.1268,  0.9925,  0.9985, -0.9966,  0.6356,  0.6110,  0.5099,\n",
      "         -0.9895, -0.9865, -1.0000, -0.9984,  0.9619,  0.4430,  0.9448,  0.9822,  1.0000,  0.5713, -0.9820, -0.9999, -0.7840,  0.8360, -0.9995, -0.8627,  0.9381,  0.9883,  0.9903, -0.9557,  0.9978,\n",
      "         -0.9978, -0.4424,  0.9896,  0.9805, -0.9999,  0.9459, -0.9452,  0.9941, -0.9935, -0.9975,  0.9917, -1.0000,  0.9985,  0.9979,  0.9757, -0.5715, -0.9396, -0.9435,  0.3853, -0.9888,  0.9993,\n",
      "          0.4746,  1.0000, -0.9997,  0.3713, -0.9838,  0.6155,  1.0000,  0.8471,  1.0000,  0.0880,  0.9930, -0.7974,  0.1159,  0.9254,  0.9998,  0.9917, -1.0000, -0.9911, -0.9221,  0.9909, -0.9861,\n",
      "         -0.7143,  0.9946, -0.9998,  1.0000, -0.9328,  0.9999, -0.3120,  0.9992,  0.4317, -0.9994,  1.0000, -0.9997,  0.9999, -0.9122, -0.6437,  0.9947,  0.9682, -0.7766, -0.9803,  0.1555, -0.9990,\n",
      "          0.9184,  0.9955,  0.9997, -0.5703, -0.9996,  0.7267, -0.7415, -0.9870, -0.9925,  0.9999, -0.9235, -0.3516,  0.9685,  0.9992,  0.8282,  0.9998,  0.9976,  0.9329, -0.1631,  0.8819, -1.0000,\n",
      "         -0.9393,  0.9115, -0.7663, -1.0000, -0.9998, -1.0000, -0.2129,  0.9976,  1.0000,  0.6030,  0.8662, -0.9902,  0.9988,  0.9224,  0.9318, -0.6814,  0.6705, -1.0000,  1.0000, -0.9212, -0.9724,\n",
      "          0.9073, -0.9955,  0.9998,  1.0000,  0.3803, -0.9982, -0.9993,  0.9897, -0.9749,  0.6714,  0.9998,  0.9998, -0.9630, -0.9687,  0.7356, -0.4804, -0.9935,  0.9893, -0.9891, -0.1099,  0.0788,\n",
      "          0.9999,  0.9367, -0.9943,  0.0911, -0.9162, -0.9989,  0.6527,  0.9993,  0.9999,  0.8786,  0.0939, -0.9899,  0.9997,  0.9995,  0.9962, -0.6318,  0.9874,  0.6346,  0.9363, -0.9657, -0.9997,\n",
      "          0.9663,  0.9999,  0.2159, -0.9989,  0.9839,  0.9999,  0.9987, -0.9818, -0.9723, -0.8969, -0.9996,  0.5913,  0.9758,  0.9756, -0.9984, -0.6381, -0.9455, -0.7815, -0.9999,  0.5676, -0.8621,\n",
      "          0.9846, -0.9998, -0.9954,  0.9602,  0.6747,  0.9597, -0.9452, -0.6880, -0.9999, -0.9691, -0.7640, -0.8703, -0.7434,  0.5526,  0.9937,  0.9411,  0.9996,  0.0077, -0.9999,  0.7448,  0.9640,\n",
      "         -0.8544, -0.9999,  0.9997,  0.9992, -0.9999,  0.9973,  0.9977,  0.9674,  1.0000,  0.3826,  0.5483,  0.0914,  0.9595, -0.9570, -0.7420,  0.7379, -0.4201,  0.3755,  0.5057,  0.9998,  0.7846,\n",
      "         -0.8151,  0.9436,  0.9997,  0.8559, -0.8052,  0.9224, -0.9999, -0.9968,  0.9350,  0.9878,  0.8182, -0.4018, -0.9580,  0.9967, -1.0000,  0.8986,  0.9994,  0.9089,  0.8883, -0.9698, -0.9704,\n",
      "         -0.9998, -0.9110, -1.0000, -0.9991,  0.9999,  0.9970,  0.8585, -0.1787,  0.9123, -0.9999, -1.0000, -0.9896,  0.9875, -0.5617,  0.9274,  0.9808, -0.9961, -1.0000, -0.9981, -0.8579,  0.9060,\n",
      "          0.1455, -0.9876, -0.9999,  0.9986, -0.9986,  0.9964, -0.9448,  0.9999, -0.9999,  0.5200, -0.9998, -0.9382, -0.8968,  0.9663,  0.8624,  0.2923,  0.9999,  0.9873,  0.4314, -0.9981, -0.8094,\n",
      "         -0.9999, -0.9744, -0.8579, -0.8000, -0.9619, -0.9433,  0.7786, -0.5479,  0.9988, -1.0000,  0.9968,  0.9997, -0.9757,  0.9747, -0.9846,  0.9701, -1.0000,  0.9999,  0.9940, -0.9862, -0.4973,\n",
      "          0.9682,  0.9717, -0.9708,  0.9810,  0.9704,  0.9850,  0.9613,  0.9999, -0.9990, -1.0000, -0.9980,  0.6460, -0.7184, -0.9244, -0.9969,  0.9395,  1.0000, -0.8990, -0.8091,  0.9853, -0.9913,\n",
      "          0.9986, -0.9999, -0.9999, -0.8113, -0.9831,  0.9993,  0.9749, -0.9247,  0.9938,  0.7723, -0.9978,  0.5322, -0.9972,  0.9550,  0.9986, -0.9979, -0.9984,  0.9128,  1.0000, -0.9998,  1.0000,\n",
      "         -1.0000, -1.0000,  0.1938, -0.7108, -0.8384, -0.9783,  0.7333,  0.9588,  0.9457, -0.9995, -0.9612, -0.3275,  0.9972, -0.1390, -0.9877,  0.9989,  0.9937, -0.0710,  0.8308, -0.9130,  0.9833,\n",
      "         -0.8766, -0.9977, -0.9998,  0.9997,  0.9834,  0.9950, -0.7903,  0.9988, -0.9999, -0.9999,  0.8951, -0.9939,  0.9943,  0.9916,  0.9999, -0.9988, -0.9774, -0.9807, -0.9937, -0.9673, -0.9999,\n",
      "          0.9853,  0.9595,  0.4230, -0.9858, -0.9699, -0.9924, -0.9996,  1.0000, -0.9962,  0.4556,  0.6590, -0.9999,  0.9995,  0.9734,  0.8904,  0.9844, -0.9994,  0.9932,  0.7764,  1.0000, -0.6873,\n",
      "         -0.9997, -0.6400,  0.9731, -1.0000,  0.9973,  0.3535, -0.9992, -1.0000,  0.4885, -0.9942, -0.9999,  0.3461,  0.2000,  0.9791, -0.9979, -0.9995, -0.9996,  0.7794, -0.9882,  0.8371,  0.2753,\n",
      "          0.9995, -0.9997,  0.9976, -0.9534,  0.8511, -0.3361,  0.7940, -0.9430,  0.6047, -0.9835, -0.9248, -0.9938, -0.7863, -0.9699,  0.9923,  0.5011,  0.9764, -0.6750, -0.7049,  0.7992, -0.4368,\n",
      "          0.7441, -0.9807, -0.9992, -0.9920, -0.8344, -0.7310,  0.5566,  0.9397, -0.5910, -0.6033,  0.7948, -0.9984, -0.6296,  0.2879, -0.9877, -0.9999, -0.9864,  0.4434, -0.9998,  1.0000,  0.2750,\n",
      "         -1.0000, -0.9968,  0.9896,  0.9974,  0.2706, -0.7237, -1.0000, -0.9981, -0.7084,  0.9975,  0.9529,  0.9414],\n",
      "        [ 0.9279, -0.9507, -0.9858,  0.4908,  0.9999,  0.8530, -0.9999, -0.9662, -0.9723, -0.8914,  0.9993,  0.9556, -0.9222,  1.0000, -0.9334, -0.9547, -0.9868,  1.0000, -0.9978, -0.9784,  0.9914,\n",
      "          0.7566, -0.9967, -0.9995, -0.9024,  0.8559, -0.9870,  0.9986, -0.9627,  0.9999,  0.9980,  0.8964, -1.0000,  0.1815,  0.9967, -0.9811, -0.2237,  0.9952,  0.9999, -0.9997,  0.9653, -0.9794,\n",
      "          0.0327, -0.9687,  0.9898,  0.2806, -0.5568,  0.9927, -0.0935, -0.8976, -0.9266, -1.0000, -0.9254, -0.3708,  0.9464, -0.9982,  0.9999, -0.9554, -0.5830,  0.8047, -0.8174, -0.9991,  0.9210,\n",
      "          0.9996,  0.9995,  1.0000,  0.9865,  0.1807,  0.6910,  0.8122, -0.9934, -0.9993,  0.9831, -0.9163, -0.9410,  0.9615, -0.9793,  0.9966,  0.9822, -0.9994,  0.9999, -0.4801,  0.2339, -1.0000,\n",
      "          1.0000, -0.9922, -0.9654,  0.9976,  0.8260, -0.9903,  0.8812,  0.9939,  0.9887, -0.6078, -0.9988,  0.4251,  0.4320,  0.9991, -0.9934,  0.9997, -0.9948,  0.9987,  0.8181, -0.9990,  0.2806,\n",
      "          0.8670, -0.9987,  0.5366, -1.0000,  0.9730, -1.0000,  0.9927, -0.9999,  0.9930,  0.1810,  0.3082, -0.7991, -0.7171,  0.9751,  0.9259, -0.6038,  0.9946, -0.9998, -0.5287,  0.8780, -0.9994,\n",
      "         -0.9997,  0.9929, -0.9993, -0.6375, -0.9980, -0.9698, -1.0000,  0.9998,  0.8708,  0.8805, -0.2160, -0.9544,  0.7643, -0.9999,  0.8846,  0.9998,  0.9997, -0.1870, -1.0000, -0.7764, -0.9458,\n",
      "          0.9998,  0.9916, -0.3487,  0.9518, -0.9118, -0.4667,  1.0000,  0.9643,  0.9419, -0.9984, -0.9997,  0.9573,  0.9536, -1.0000,  0.9996, -0.9985, -0.9435, -0.9998, -0.9983,  0.9340,  0.1308,\n",
      "          0.9770, -0.9541, -0.8252, -0.9838, -0.9172, -0.9999, -0.8833, -0.7716, -0.0428,  0.6189, -0.9999, -0.9407, -0.9886,  0.9851,  0.9845, -0.3080,  0.5441,  0.9987,  0.9822, -0.6640,  0.9321,\n",
      "         -0.9988, -0.9169, -0.9999,  0.8831, -0.9859,  0.9966, -0.8990, -0.9374, -0.9708,  0.8480,  1.0000, -0.9875,  0.9355, -0.6244,  0.1742,  0.9995, -0.9958,  0.9914, -0.9999,  0.9954,  1.0000,\n",
      "          1.0000,  0.9995, -0.8398, -0.5725,  0.8787, -0.2142,  0.9996,  0.8264,  0.9993,  0.7921,  0.9203,  0.9027, -0.9939,  0.8491, -0.9992,  0.9977,  0.7889,  1.0000,  0.3465, -0.8693,  0.3119,\n",
      "         -0.9491, -0.8151,  0.9964,  0.9981,  0.9966, -0.4963,  0.5526, -0.9375,  0.9444, -0.9968,  0.5490, -0.9999, -0.9196,  0.9996, -0.1861,  0.8630,  0.8107,  0.1540,  0.9998,  0.9999, -0.9690,\n",
      "          0.8737, -0.9344, -0.9996, -0.9997,  1.0000,  0.9919,  0.9466, -0.9998,  0.9989,  0.7788, -0.9992, -0.9644,  0.9573, -0.9989,  0.1262,  0.9925,  0.9985, -0.9965,  0.6356,  0.6102,  0.5094,\n",
      "         -0.9894, -0.9864, -1.0000, -0.9983,  0.9616,  0.4429,  0.9445,  0.9820,  1.0000,  0.5709, -0.9818, -0.9999, -0.7835,  0.8354, -0.9995, -0.8620,  0.9378,  0.9881,  0.9902, -0.9554,  0.9978,\n",
      "         -0.9978, -0.4431,  0.9895,  0.9804, -0.9999,  0.9455, -0.9449,  0.9940, -0.9934, -0.9975,  0.9916, -1.0000,  0.9985,  0.9979,  0.9755, -0.5706, -0.9392, -0.9432,  0.3851, -0.9886,  0.9993,\n",
      "          0.4751,  1.0000, -0.9997,  0.3701, -0.9836,  0.6146,  1.0000,  0.8466,  1.0000,  0.0875,  0.9929, -0.7968,  0.1166,  0.9248,  0.9998,  0.9916, -1.0000, -0.9910, -0.9217,  0.9908, -0.9860,\n",
      "         -0.7137,  0.9945, -0.9998,  1.0000, -0.9324,  0.9999, -0.3110,  0.9992,  0.4307, -0.9994,  1.0000, -0.9997,  0.9999, -0.9117, -0.6433,  0.9947,  0.9680, -0.7761, -0.9801,  0.1546, -0.9990,\n",
      "          0.9180,  0.9955,  0.9997, -0.5695, -0.9996,  0.7255, -0.7408, -0.9869, -0.9924,  0.9999, -0.9232, -0.3504,  0.9683,  0.9992,  0.8277,  0.9998,  0.9975,  0.9325, -0.1626,  0.8815, -1.0000,\n",
      "         -0.9390,  0.9111, -0.7651, -1.0000, -0.9998, -1.0000, -0.2124,  0.9976,  1.0000,  0.6022,  0.8657, -0.9900,  0.9988,  0.9219,  0.9315, -0.6803,  0.6702, -1.0000,  1.0000, -0.9209, -0.9722,\n",
      "          0.9070, -0.9954,  0.9998,  1.0000,  0.3784, -0.9982, -0.9993,  0.9896, -0.9748,  0.6707,  0.9998,  0.9998, -0.9627, -0.9685,  0.7345, -0.4795, -0.9935,  0.9892, -0.9890, -0.1082,  0.0784,\n",
      "          0.9999,  0.9364, -0.9942,  0.0906, -0.9158, -0.9989,  0.6517,  0.9992,  0.9999,  0.8780,  0.0938, -0.9898,  0.9996,  0.9995,  0.9962, -0.6315,  0.9873,  0.6331,  0.9359, -0.9655, -0.9997,\n",
      "          0.9662,  0.9999,  0.2155, -0.9989,  0.9837,  0.9999,  0.9987, -0.9817, -0.9721, -0.8962, -0.9996,  0.5903,  0.9756,  0.9755, -0.9983, -0.6369, -0.9452, -0.7806, -0.9999,  0.5668, -0.8617,\n",
      "          0.9845, -0.9998, -0.9954,  0.9600,  0.6740,  0.9595, -0.9450, -0.6871, -0.9999, -0.9688, -0.7633, -0.8697, -0.7429,  0.5516,  0.9936,  0.9409,  0.9996,  0.0083, -0.9999,  0.7440,  0.9638,\n",
      "         -0.8538, -0.9999,  0.9997,  0.9992, -0.9999,  0.9973,  0.9977,  0.9673,  1.0000,  0.3837,  0.5474,  0.0926,  0.9592, -0.9567, -0.7410,  0.7377, -0.4197,  0.3747,  0.5046,  0.9998,  0.7836,\n",
      "         -0.8144,  0.9432,  0.9997,  0.8551, -0.8045,  0.9220, -0.9999, -0.9967,  0.9348,  0.9877,  0.8171, -0.4020, -0.9577,  0.9966, -1.0000,  0.8981,  0.9994,  0.9084,  0.8878, -0.9695, -0.9702,\n",
      "         -0.9998, -0.9105, -1.0000, -0.9991,  0.9999,  0.9970,  0.8580, -0.1775,  0.9119, -0.9999, -1.0000, -0.9895,  0.9873, -0.5612,  0.9269,  0.9807, -0.9960, -1.0000, -0.9981, -0.8575,  0.9055,\n",
      "          0.1456, -0.9875, -0.9999,  0.9985, -0.9986,  0.9964, -0.9445,  0.9999, -0.9999,  0.5200, -0.9998, -0.9378, -0.8964,  0.9660,  0.8619,  0.2912,  0.9999,  0.9872,  0.4309, -0.9981, -0.8089,\n",
      "         -0.9999, -0.9743, -0.8575, -0.7990, -0.9617, -0.9430,  0.7780, -0.5476,  0.9988, -1.0000,  0.9967,  0.9997, -0.9756,  0.9746, -0.9845,  0.9698, -1.0000,  0.9999,  0.9939, -0.9861, -0.4964,\n",
      "          0.9680,  0.9715, -0.9705,  0.9808,  0.9702,  0.9849,  0.9611,  0.9999, -0.9990, -1.0000, -0.9979,  0.6458, -0.7183, -0.9238, -0.9969,  0.9392,  1.0000, -0.8983, -0.8079,  0.9852, -0.9912,\n",
      "          0.9986, -0.9999, -0.9999, -0.8108, -0.9829,  0.9993,  0.9747, -0.9243,  0.9938,  0.7716, -0.9978,  0.5316, -0.9972,  0.9547,  0.9986, -0.9979, -0.9984,  0.9122,  1.0000, -0.9998,  1.0000,\n",
      "         -1.0000, -1.0000,  0.1933, -0.7104, -0.8380, -0.9781,  0.7321,  0.9585,  0.9453, -0.9995, -0.9611, -0.3270,  0.9972, -0.1385, -0.9875,  0.9989,  0.9936, -0.0717,  0.8298, -0.9123,  0.9832,\n",
      "         -0.8763, -0.9977, -0.9998,  0.9997,  0.9833,  0.9950, -0.7893,  0.9988, -0.9999, -0.9999,  0.8943, -0.9938,  0.9942,  0.9915,  0.9999, -0.9987, -0.9773, -0.9805, -0.9936, -0.9671, -0.9999,\n",
      "          0.9852,  0.9593,  0.4223, -0.9857, -0.9696, -0.9923, -0.9996,  1.0000, -0.9961,  0.4551,  0.6578, -0.9999,  0.9995,  0.9732,  0.8900,  0.9843, -0.9994,  0.9932,  0.7756,  1.0000, -0.6865,\n",
      "         -0.9997, -0.6383,  0.9728, -1.0000,  0.9972,  0.3528, -0.9992, -1.0000,  0.4877, -0.9942, -0.9999,  0.3467,  0.2000,  0.9789, -0.9979, -0.9995, -0.9996,  0.7780, -0.9881,  0.8367,  0.2757,\n",
      "          0.9994, -0.9997,  0.9976, -0.9532,  0.8503, -0.3354,  0.7934, -0.9426,  0.6037, -0.9834, -0.9243, -0.9937, -0.7857, -0.9697,  0.9923,  0.4998,  0.9763, -0.6737, -0.7044,  0.7986, -0.4361,\n",
      "          0.7431, -0.9805, -0.9992, -0.9919, -0.8338, -0.7306,  0.5552,  0.9393, -0.5902, -0.6029,  0.7944, -0.9983, -0.6289,  0.2867, -0.9876, -0.9999, -0.9863,  0.4422, -0.9998,  1.0000,  0.2748,\n",
      "         -1.0000, -0.9968,  0.9895,  0.9973,  0.2696, -0.7231, -1.0000, -0.9981, -0.7076,  0.9975,  0.9527,  0.9410],\n",
      "        [ 0.9285, -0.9513, -0.9860,  0.4922,  0.9999,  0.8538, -0.9999, -0.9666, -0.9726, -0.8920,  0.9993,  0.9560, -0.9229,  1.0000, -0.9340, -0.9552, -0.9870,  1.0000, -0.9978, -0.9786,  0.9915,\n",
      "          0.7578, -0.9967, -0.9996, -0.9031,  0.8568, -0.9872,  0.9986, -0.9631,  0.9999,  0.9980,  0.8971, -1.0000,  0.1830,  0.9968, -0.9814, -0.2241,  0.9952,  0.9999, -0.9997,  0.9657, -0.9797,\n",
      "          0.0336, -0.9690,  0.9900,  0.2814, -0.5600,  0.9928, -0.0923, -0.8985, -0.9271, -1.0000, -0.9260, -0.3719,  0.9469, -0.9983,  0.9999, -0.9559, -0.5837,  0.8062, -0.8190, -0.9991,  0.9216,\n",
      "          0.9996,  0.9995,  1.0000,  0.9867,  0.1819,  0.6918,  0.8135, -0.9935, -0.9993,  0.9833, -0.9170, -0.9416,  0.9619, -0.9795,  0.9967,  0.9824, -0.9994,  0.9999, -0.4804,  0.2349, -1.0000,\n",
      "          1.0000, -0.9923, -0.9658,  0.9977,  0.8271, -0.9905,  0.8823,  0.9940,  0.9889, -0.6093, -0.9988,  0.4261,  0.4329,  0.9991, -0.9936,  0.9997, -0.9949,  0.9987,  0.8196, -0.9990,  0.2809,\n",
      "          0.8676, -0.9987,  0.5373, -1.0000,  0.9733, -1.0000,  0.9928, -1.0000,  0.9931,  0.1813,  0.3085, -0.8002, -0.7182,  0.9754,  0.9266, -0.6059,  0.9947, -0.9998, -0.5300,  0.8786, -0.9994,\n",
      "         -0.9998,  0.9930, -0.9993, -0.6377, -0.9980, -0.9701, -1.0000,  0.9998,  0.8717,  0.8816, -0.2173, -0.9550,  0.7655, -0.9999,  0.8855,  0.9998,  0.9997, -0.1882, -1.0000, -0.7775, -0.9462,\n",
      "          0.9998,  0.9917, -0.3495,  0.9522, -0.9126, -0.4676,  1.0000,  0.9648,  0.9426, -0.9984, -0.9997,  0.9578,  0.9540, -1.0000,  0.9997, -0.9985, -0.9439, -0.9998, -0.9984,  0.9347,  0.1308,\n",
      "          0.9772, -0.9546, -0.8254, -0.9840, -0.9177, -0.9999, -0.8842, -0.7730, -0.0434,  0.6206, -1.0000, -0.9413, -0.9887,  0.9853,  0.9847, -0.3091,  0.5452,  0.9988,  0.9824, -0.6649,  0.9327,\n",
      "         -0.9988, -0.9175, -0.9999,  0.8837, -0.9861,  0.9966, -0.8999, -0.9380, -0.9711,  0.8487,  1.0000, -0.9877,  0.9361, -0.6265,  0.1734,  0.9996, -0.9958,  0.9915, -0.9999,  0.9954,  1.0000,\n",
      "          1.0000,  0.9995, -0.8409, -0.5742,  0.8799, -0.2159,  0.9996,  0.8279,  0.9993,  0.7931,  0.9211,  0.9034, -0.9941,  0.8499, -0.9992,  0.9977,  0.7901,  1.0000,  0.3465, -0.8697,  0.3120,\n",
      "         -0.9494, -0.8162,  0.9964,  0.9982,  0.9967, -0.4982,  0.5548, -0.9382,  0.9451, -0.9969,  0.5509, -0.9999, -0.9203,  0.9996, -0.1886,  0.8639,  0.8123,  0.1550,  0.9998,  0.9999, -0.9694,\n",
      "          0.8748, -0.9348, -0.9996, -0.9997,  1.0000,  0.9920,  0.9471, -0.9998,  0.9989,  0.7804, -0.9992, -0.9647,  0.9578, -0.9990,  0.1269,  0.9926,  0.9985, -0.9966,  0.6363,  0.6115,  0.5104,\n",
      "         -0.9895, -0.9866, -1.0000, -0.9984,  0.9620,  0.4430,  0.9451,  0.9823,  1.0000,  0.5715, -0.9821, -0.9999, -0.7846,  0.8364, -0.9995, -0.8629,  0.9384,  0.9883,  0.9904, -0.9558,  0.9978,\n",
      "         -0.9978, -0.4428,  0.9897,  0.9806, -0.9999,  0.9461, -0.9454,  0.9941, -0.9935, -0.9975,  0.9918, -1.0000,  0.9985,  0.9979,  0.9758, -0.5721, -0.9398, -0.9437,  0.3855, -0.9888,  0.9993,\n",
      "          0.4746,  1.0000, -0.9997,  0.3718, -0.9839,  0.6163,  1.0000,  0.8476,  1.0000,  0.0885,  0.9930, -0.7979,  0.1165,  0.9256,  0.9998,  0.9918, -1.0000, -0.9911, -0.9223,  0.9909, -0.9862,\n",
      "         -0.7147,  0.9946, -0.9998,  1.0000, -0.9329,  0.9999, -0.3125,  0.9992,  0.4323, -0.9994,  1.0000, -0.9997,  0.9999, -0.9124, -0.6441,  0.9948,  0.9683, -0.7772, -0.9803,  0.1557, -0.9990,\n",
      "          0.9186,  0.9955,  0.9997, -0.5706, -0.9996,  0.7271, -0.7419, -0.9871, -0.9925,  0.9999, -0.9238, -0.3515,  0.9686,  0.9992,  0.8285,  0.9998,  0.9976,  0.9331, -0.1633,  0.8822, -1.0000,\n",
      "         -0.9396,  0.9119, -0.7670, -1.0000, -0.9998, -1.0000, -0.2133,  0.9976,  1.0000,  0.6034,  0.8664, -0.9902,  0.9988,  0.9228,  0.9320, -0.6820,  0.6708, -1.0000,  1.0000, -0.9215, -0.9725,\n",
      "          0.9076, -0.9955,  0.9998,  1.0000,  0.3806, -0.9982, -0.9993,  0.9897, -0.9750,  0.6722,  0.9998,  0.9998, -0.9632, -0.9689,  0.7361, -0.4808, -0.9936,  0.9894, -0.9891, -0.1100,  0.0789,\n",
      "          0.9999,  0.9370, -0.9943,  0.0908, -0.9164, -0.9989,  0.6532,  0.9993,  0.9999,  0.8789,  0.0937, -0.9899,  0.9997,  0.9995,  0.9962, -0.6323,  0.9875,  0.6346,  0.9366, -0.9658, -0.9997,\n",
      "          0.9665,  0.9999,  0.2157, -0.9989,  0.9840,  0.9999,  0.9987, -0.9819, -0.9725, -0.8972, -0.9996,  0.5916,  0.9759,  0.9757, -0.9984, -0.6387, -0.9458, -0.7822, -0.9999,  0.5682, -0.8624,\n",
      "          0.9847, -0.9998, -0.9954,  0.9604,  0.6751,  0.9599, -0.9453, -0.6887, -0.9999, -0.9693, -0.7645, -0.8706, -0.7439,  0.5534,  0.9937,  0.9413,  0.9996,  0.0079, -0.9999,  0.7451,  0.9641,\n",
      "         -0.8549, -0.9999,  0.9997,  0.9992, -0.9999,  0.9973,  0.9977,  0.9676,  1.0000,  0.3828,  0.5488,  0.0918,  0.9596, -0.9572, -0.7421,  0.7384, -0.4207,  0.3760,  0.5061,  0.9998,  0.7851,\n",
      "         -0.8154,  0.9438,  0.9997,  0.8564, -0.8059,  0.9228, -0.9999, -0.9968,  0.9352,  0.9879,  0.8184, -0.4024, -0.9581,  0.9967, -1.0000,  0.8988,  0.9994,  0.9091,  0.8885, -0.9699, -0.9705,\n",
      "         -0.9998, -0.9111, -1.0000, -0.9991,  0.9999,  0.9970,  0.8589, -0.1789,  0.9126, -0.9999, -1.0000, -0.9897,  0.9875, -0.5625,  0.9278,  0.9809, -0.9961, -1.0000, -0.9981, -0.8581,  0.9063,\n",
      "          0.1451, -0.9876, -0.9999,  0.9986, -0.9986,  0.9964, -0.9449,  0.9999, -0.9999,  0.5202, -0.9998, -0.9384, -0.8971,  0.9665,  0.8626,  0.2930,  0.9999,  0.9874,  0.4315, -0.9981, -0.8095,\n",
      "         -0.9999, -0.9745, -0.8582, -0.8005, -0.9620, -0.9434,  0.7791, -0.5487,  0.9988, -1.0000,  0.9968,  0.9997, -0.9758,  0.9748, -0.9847,  0.9702, -1.0000,  0.9999,  0.9940, -0.9863, -0.4977,\n",
      "          0.9682,  0.9718, -0.9709,  0.9811,  0.9705,  0.9851,  0.9615,  0.9999, -0.9990, -1.0000, -0.9980,  0.6467, -0.7189, -0.9247, -0.9969,  0.9396,  1.0000, -0.8992, -0.8096,  0.9854, -0.9913,\n",
      "          0.9986, -0.9999, -0.9999, -0.8119, -0.9831,  0.9993,  0.9750, -0.9250,  0.9939,  0.7729, -0.9979,  0.5329, -0.9972,  0.9552,  0.9986, -0.9979, -0.9984,  0.9132,  1.0000, -0.9998,  1.0000,\n",
      "         -1.0000, -1.0000,  0.1944, -0.7110, -0.8388, -0.9784,  0.7341,  0.9590,  0.9459, -0.9995, -0.9614, -0.3274,  0.9972, -0.1392, -0.9878,  0.9990,  0.9937, -0.0709,  0.8311, -0.9133,  0.9834,\n",
      "         -0.8769, -0.9977, -0.9998,  0.9997,  0.9835,  0.9950, -0.7908,  0.9988, -0.9999, -0.9999,  0.8955, -0.9939,  0.9943,  0.9916,  0.9999, -0.9988, -0.9775, -0.9808, -0.9937, -0.9674, -0.9999,\n",
      "          0.9854,  0.9596,  0.4235, -0.9859, -0.9700, -0.9924, -0.9996,  1.0000, -0.9962,  0.4561,  0.6593, -0.9999,  0.9995,  0.9736,  0.8906,  0.9845, -0.9995,  0.9933,  0.7768,  1.0000, -0.6879,\n",
      "         -0.9997, -0.6407,  0.9732, -1.0000,  0.9973,  0.3544, -0.9992, -1.0000,  0.4887, -0.9942, -0.9999,  0.3463,  0.2004,  0.9792, -0.9979, -0.9995, -0.9996,  0.7797, -0.9883,  0.8376,  0.2752,\n",
      "          0.9995, -0.9997,  0.9976, -0.9536,  0.8514, -0.3360,  0.7945, -0.9431,  0.6049, -0.9836, -0.9250, -0.9938, -0.7868, -0.9700,  0.9924,  0.5016,  0.9766, -0.6758, -0.7053,  0.7995, -0.4375,\n",
      "          0.7439, -0.9808, -0.9992, -0.9920, -0.8349, -0.7319,  0.5575,  0.9399, -0.5911, -0.6038,  0.7954, -0.9984, -0.6304,  0.2884, -0.9877, -0.9999, -0.9864,  0.4443, -0.9998,  1.0000,  0.2759,\n",
      "         -1.0000, -0.9968,  0.9897,  0.9974,  0.2704, -0.7244, -1.0000, -0.9981, -0.7088,  0.9976,  0.9531,  0.9415]], grad_fn=<TanhBackward0>)\n",
      "Logits_clsf:  tensor([[ 0.8631, -0.7025],\n",
      "        [ 0.8621, -0.7014],\n",
      "        [ 0.8620, -0.7013],\n",
      "        [ 0.8625, -0.7019],\n",
      "        [ 0.8630, -0.7024],\n",
      "        [ 0.8620, -0.7012]], grad_fn=<AddmmBackward0>)\n",
      "Position indices: tensor([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29])\n",
      "H-Pooled : tensor([[ 0.9562, -0.9965, -0.9926,  0.9394,  1.0000,  0.9814, -1.0000, -0.9926, -0.9987, -0.9941,  0.9991,  0.9888, -0.9786,  1.0000, -0.9879, -0.9974, -0.9993,  1.0000, -0.9999, -0.9981,  0.9994,\n",
      "          0.9661, -0.9999, -1.0000, -0.9899,  0.9732, -0.9983,  0.9991, -0.9979,  1.0000,  0.9999,  0.9829, -1.0000,  0.5774,  0.9997, -0.9974,  0.2492,  0.9997,  1.0000, -1.0000,  0.9081, -0.9997,\n",
      "         -0.6514, -0.9822,  0.9940,  0.8535, -0.9271,  0.9910, -0.6288, -0.9886, -0.9493, -1.0000, -0.9657, -0.8951,  0.9802, -1.0000,  1.0000, -0.9933, -0.2452,  0.9845, -0.9845, -1.0000,  0.9917,\n",
      "          1.0000,  1.0000,  1.0000,  0.9990, -0.4347,  0.9628,  0.9075, -0.9990, -1.0000,  0.9869, -0.9802, -0.9935,  0.9887, -0.9976,  0.9998,  0.9917, -1.0000,  1.0000, -0.7863,  0.8258, -1.0000,\n",
      "          1.0000, -0.9993, -0.9931,  0.9998,  0.8775, -0.9991,  0.9828,  0.9964,  0.9995, -0.4810, -0.9999,  0.8378,  0.9279,  1.0000, -0.9950,  1.0000, -0.9960,  1.0000, -0.2278, -1.0000, -0.4812,\n",
      "          0.9790, -1.0000,  0.1217, -1.0000,  0.9953, -1.0000,  0.9999, -1.0000,  0.9989,  0.5181,  0.8242, -0.9738, -0.9488,  0.9985,  0.9758, -0.4205,  0.9885, -1.0000, -0.1922,  0.9735, -1.0000,\n",
      "         -1.0000,  0.9996, -1.0000, -0.9349, -0.9998, -0.9988, -1.0000,  1.0000,  0.9133,  0.9828, -0.8734, -0.9900,  0.9585, -1.0000,  0.9797,  0.9999,  1.0000,  0.4225, -1.0000, -0.9702, -0.9934,\n",
      "          1.0000,  0.9989, -0.8377,  0.9827, -0.9787, -0.9279,  1.0000,  0.9876,  0.9968, -0.9999, -1.0000,  0.9788,  0.9966, -1.0000,  1.0000, -1.0000, -0.9864, -1.0000, -0.9999,  0.8421,  0.8898,\n",
      "          0.9978, -0.9581, -0.9207, -0.9969, -0.9672, -1.0000, -0.9789, -0.5799, -0.7150,  0.9511, -1.0000, -0.9801, -0.9995,  0.9973,  0.9768, -0.9075,  0.1471,  1.0000,  0.9973, -0.9410,  0.9865,\n",
      "         -0.9989, -0.9953, -1.0000,  0.6722, -0.9984,  0.9986, -0.9842, -0.9870, -0.9927,  0.9706,  1.0000, -0.9972,  0.9570, -0.9109,  0.8238,  0.9998, -0.9997,  0.9974, -1.0000,  0.9998,  1.0000,\n",
      "          1.0000,  1.0000, -0.9631, -0.9472,  0.9866,  0.3624,  1.0000,  0.9977,  1.0000,  0.9824,  0.9864,  0.9905, -0.9997,  0.9810, -1.0000,  0.9999,  0.9801,  1.0000, -0.3871, -0.9182,  0.8725,\n",
      "         -0.9968, -0.4756,  0.9997,  0.9999,  0.9997, -0.2745,  0.9208, -0.9991,  0.9956, -0.9997,  0.9290, -1.0000, -0.9066,  1.0000,  0.3948,  0.9224,  0.9109,  0.7737,  1.0000,  1.0000, -0.9979,\n",
      "          0.9976, -0.9865, -1.0000, -1.0000,  1.0000,  0.9989,  0.9978, -1.0000,  1.0000,  0.9358, -1.0000, -0.9969,  0.9943, -0.9999, -0.4133,  0.9977,  1.0000, -0.9998,  0.9558,  0.9504,  0.9743,\n",
      "         -0.9993, -0.9982, -1.0000, -1.0000,  0.9967,  0.9080,  0.9916,  0.9987,  1.0000,  0.9730, -0.9978, -1.0000, -0.8571,  0.7555, -1.0000, -0.9788,  0.9876,  0.9991,  0.9998, -0.9857,  0.9999,\n",
      "         -0.9999, -0.9120,  0.9989,  0.9938, -1.0000,  0.9967, -0.9875,  0.9997, -0.9995, -0.9980,  0.9996, -1.0000,  0.9999,  0.9999,  0.9933, -0.8058, -0.9940, -0.9931, -0.2928, -0.9987,  1.0000,\n",
      "          0.7662,  1.0000, -1.0000, -0.3492, -0.9980,  0.9398,  1.0000,  0.9619,  1.0000, -0.6337,  0.9995, -0.9813,  0.7652,  0.9922,  0.9999,  0.9951, -1.0000, -0.9989, -0.9845,  0.9991, -0.9951,\n",
      "         -0.9528,  0.9999, -1.0000,  1.0000, -0.9818,  1.0000, -0.9287,  1.0000,  0.2148, -1.0000,  1.0000, -0.9997,  1.0000, -0.9918, -0.9336,  0.9989,  0.9937, -0.9547, -0.9964,  0.9178, -1.0000,\n",
      "          0.9894,  0.9998,  1.0000, -0.9515, -1.0000,  0.9429, -0.9587, -0.9988, -0.9973,  1.0000, -0.9938, -0.5911,  0.9971,  1.0000,  0.9749,  1.0000,  0.9983,  0.9277,  0.4640,  0.9811, -1.0000,\n",
      "         -0.9950,  0.9647, -0.9701, -1.0000, -1.0000, -1.0000,  0.2626,  0.9999,  1.0000,  0.9546,  0.9865, -0.9992,  1.0000,  0.9765,  0.9925, -0.9838,  0.9431, -1.0000,  1.0000, -0.9962, -0.9935,\n",
      "          0.9581, -0.9999,  1.0000,  1.0000, -0.5564, -0.9999, -1.0000,  0.9985, -0.9993,  0.9746,  1.0000,  1.0000, -0.9976, -0.9951,  0.9690, -0.1078, -0.9996,  0.9984, -0.9998, -0.1043,  0.8096,\n",
      "          1.0000,  0.9861, -0.9996, -0.6732, -0.9470, -0.9998,  0.9690,  1.0000,  1.0000,  0.9990, -0.6929, -0.9989,  1.0000,  1.0000,  0.9997, -0.3052,  0.9989,  0.3748,  0.9933, -0.9940, -1.0000,\n",
      "          0.9960,  1.0000, -0.5572, -0.9999,  0.9961,  1.0000,  1.0000, -0.9968, -0.9995, -0.9541, -1.0000,  0.2528,  0.9969,  0.9989, -0.9999, -0.3759, -0.9833, -0.9300, -1.0000,  0.3334, -0.9684,\n",
      "          0.9991, -1.0000, -0.9995,  0.9895,  0.7118,  0.9947, -0.9566, -0.9640, -1.0000, -0.9847, -0.9565, -0.9882, -0.9486,  0.8510,  0.9996,  0.9946,  1.0000,  0.7815, -1.0000,  0.4775,  0.9906,\n",
      "         -0.9767, -1.0000,  1.0000,  1.0000, -1.0000,  0.9999,  0.9999,  0.9909,  1.0000,  0.8903,  0.9384,  0.6592,  0.9926, -0.9870, -0.6073,  0.9787, -0.8783,  0.9338,  0.8289,  1.0000,  0.8724,\n",
      "         -0.9815,  0.9864,  1.0000,  0.9850, -0.9795,  0.9852, -1.0000, -0.9997,  0.9947,  0.9902,  0.9497,  0.1562, -0.9969,  0.9998, -1.0000,  0.9557,  1.0000,  0.9873,  0.9056, -0.9879, -0.9948,\n",
      "         -1.0000, -0.9633, -1.0000, -0.9999,  1.0000,  0.9999,  0.9564,  0.6656,  0.9907, -1.0000, -1.0000, -0.9989,  0.9980, -0.2541,  0.9953,  0.9764, -0.9997, -1.0000, -0.9999, -0.9793,  0.9865,\n",
      "         -0.1964, -0.9997, -1.0000,  1.0000, -0.9982,  0.9998, -0.9890,  1.0000, -1.0000,  0.8379, -1.0000, -0.9797, -0.9953,  0.9939,  0.9912,  0.9284,  1.0000,  0.9879,  0.9007, -0.9999, -0.5457,\n",
      "         -1.0000, -0.9934, -0.9499, -0.9891, -0.9956, -0.9915,  0.9822, -0.1260,  0.9991, -1.0000,  0.9960,  1.0000, -0.9973,  0.9957, -0.9966,  0.9939, -1.0000,  1.0000,  0.9988, -0.9988, -0.1741,\n",
      "          0.9972,  0.9994, -0.9941,  0.9981,  0.9426,  0.9989,  0.9880,  1.0000, -1.0000, -1.0000, -0.9999,  0.9745, -0.9420, -0.9930, -0.9999,  0.9755,  1.0000, -0.9895, -0.9355,  0.9982, -0.9991,\n",
      "          1.0000, -1.0000, -1.0000, -0.9878, -0.9991,  1.0000,  0.9974, -0.9992,  0.9996,  0.9753, -0.9999,  0.9304, -0.9998,  0.9933,  0.9991, -0.9999, -0.9999,  0.9817,  1.0000, -1.0000,  1.0000,\n",
      "         -1.0000, -1.0000,  0.1083, -0.9143, -0.8295, -0.9744,  0.9540,  0.9923,  0.9967, -1.0000, -0.9863,  0.0493,  0.9994, -0.7704, -0.9990,  1.0000,  0.9993,  0.0924,  0.9814, -0.9988,  0.9962,\n",
      "         -0.9663, -0.9996, -1.0000,  1.0000,  0.9953,  0.9997, -0.9763,  1.0000, -1.0000, -1.0000,  0.9812, -0.9995,  0.9997,  0.9968,  1.0000, -1.0000, -0.9914, -0.9981, -0.9996, -0.9900, -1.0000,\n",
      "          0.9982,  0.9936,  0.8806, -0.9992, -0.9842, -0.9895, -1.0000,  1.0000, -0.9997, -0.0472,  0.3817, -1.0000,  1.0000,  0.9971,  0.9743,  0.9963, -0.9998,  0.9994,  0.9781,  1.0000, -0.9282,\n",
      "         -1.0000, -0.6772,  0.9943, -1.0000,  0.9998,  0.0655, -1.0000, -1.0000,  0.2030, -0.9996, -1.0000, -0.5366,  0.7297,  0.9979, -0.9999, -1.0000, -1.0000,  0.7752, -0.9980,  0.9838, -0.4305,\n",
      "          1.0000, -1.0000,  0.9999, -0.9985,  0.9670,  0.3720,  0.9782, -0.9899,  0.9638, -0.9978, -0.9727, -0.9997, -0.9793, -0.9972,  0.9994,  0.8329,  0.9769, -0.4899, -0.2379,  0.7035, -0.9031,\n",
      "          0.3922, -0.9983, -0.9999, -0.9993, -0.9778, -0.9653,  0.9358,  0.9852,  0.0986, -0.8956,  0.9316, -0.9987, -0.3516,  0.8872, -0.9972, -1.0000, -0.9990,  0.9629, -1.0000,  1.0000,  0.8695,\n",
      "         -1.0000, -0.9998,  0.9852,  0.9999, -0.5560, -0.7820, -1.0000, -0.9998, -0.9954,  0.9999,  0.9874,  0.9991],\n",
      "        [ 0.9568, -0.9965, -0.9926,  0.9401,  1.0000,  0.9816, -1.0000, -0.9926, -0.9987, -0.9942,  0.9991,  0.9889, -0.9789,  1.0000, -0.9880, -0.9974, -0.9993,  1.0000, -0.9999, -0.9981,  0.9994,\n",
      "          0.9664, -0.9999, -1.0000, -0.9900,  0.9735, -0.9983,  0.9991, -0.9980,  1.0000,  0.9999,  0.9832, -1.0000,  0.5793,  0.9997, -0.9975,  0.2513,  0.9997,  1.0000, -1.0000,  0.9087, -0.9997,\n",
      "         -0.6551, -0.9824,  0.9941,  0.8541, -0.9271,  0.9912, -0.6291, -0.9888, -0.9498, -1.0000, -0.9660, -0.8956,  0.9804, -1.0000,  1.0000, -0.9934, -0.2453,  0.9847, -0.9846, -1.0000,  0.9918,\n",
      "          1.0000,  1.0000,  1.0000,  0.9990, -0.4373,  0.9632,  0.9076, -0.9990, -1.0000,  0.9871, -0.9804, -0.9936,  0.9888, -0.9976,  0.9998,  0.9918, -1.0000,  1.0000, -0.7884,  0.8267, -1.0000,\n",
      "          1.0000, -0.9993, -0.9931,  0.9999,  0.8783, -0.9991,  0.9830,  0.9965,  0.9995, -0.4811, -0.9999,  0.8393,  0.9288,  1.0000, -0.9951,  1.0000, -0.9961,  1.0000, -0.2283, -1.0000, -0.4823,\n",
      "          0.9793, -1.0000,  0.1212, -1.0000,  0.9953, -1.0000,  0.9999, -1.0000,  0.9989,  0.5194,  0.8259, -0.9740, -0.9494,  0.9986,  0.9759, -0.4191,  0.9887, -1.0000, -0.1915,  0.9739, -1.0000,\n",
      "         -1.0000,  0.9996, -1.0000, -0.9355, -0.9998, -0.9988, -1.0000,  1.0000,  0.9134,  0.9830, -0.8743, -0.9902,  0.9588, -1.0000,  0.9800,  0.9999,  1.0000,  0.4243, -1.0000, -0.9705, -0.9936,\n",
      "          1.0000,  0.9989, -0.8390,  0.9830, -0.9790, -0.9285,  1.0000,  0.9876,  0.9969, -0.9999, -1.0000,  0.9791,  0.9967, -1.0000,  1.0000, -1.0000, -0.9865, -1.0000, -0.9999,  0.8431,  0.8900,\n",
      "          0.9978, -0.9586, -0.9215, -0.9969, -0.9674, -1.0000, -0.9791, -0.5802, -0.7162,  0.9514, -1.0000, -0.9803, -0.9995,  0.9974,  0.9771, -0.9083,  0.1450,  1.0000,  0.9973, -0.9419,  0.9867,\n",
      "         -0.9990, -0.9954, -1.0000,  0.6736, -0.9984,  0.9986, -0.9844, -0.9871, -0.9927,  0.9710,  1.0000, -0.9972,  0.9572, -0.9113,  0.8248,  0.9998, -0.9997,  0.9974, -1.0000,  0.9998,  1.0000,\n",
      "          1.0000,  1.0000, -0.9634, -0.9473,  0.9867,  0.3640,  1.0000,  0.9977,  1.0000,  0.9826,  0.9865,  0.9906, -0.9997,  0.9812, -1.0000,  0.9999,  0.9803,  1.0000, -0.3903, -0.9187,  0.8736,\n",
      "         -0.9969, -0.4768,  0.9997,  0.9999,  0.9997, -0.2735,  0.9212, -0.9992,  0.9957, -0.9997,  0.9296, -1.0000, -0.9063,  1.0000,  0.3973,  0.9228,  0.9116,  0.7749,  1.0000,  1.0000, -0.9979,\n",
      "          0.9977, -0.9867, -1.0000, -1.0000,  1.0000,  0.9989,  0.9978, -1.0000,  1.0000,  0.9363, -1.0000, -0.9970,  0.9943, -0.9999, -0.4150,  0.9978,  1.0000, -0.9998,  0.9563,  0.9508,  0.9745,\n",
      "         -0.9993, -0.9982, -1.0000, -1.0000,  0.9967,  0.9089,  0.9918,  0.9988,  1.0000,  0.9733, -0.9978, -1.0000, -0.8581,  0.7563, -1.0000, -0.9789,  0.9878,  0.9991,  0.9998, -0.9859,  0.9999,\n",
      "         -0.9999, -0.9129,  0.9989,  0.9939, -1.0000,  0.9968, -0.9877,  0.9997, -0.9995, -0.9981,  0.9996, -1.0000,  0.9999,  0.9999,  0.9934, -0.8063, -0.9941, -0.9932, -0.2940, -0.9987,  1.0000,\n",
      "          0.7684,  1.0000, -1.0000, -0.3508, -0.9980,  0.9404,  1.0000,  0.9622,  1.0000, -0.6345,  0.9995, -0.9815,  0.7670,  0.9923,  0.9999,  0.9952, -1.0000, -0.9989, -0.9846,  0.9991, -0.9952,\n",
      "         -0.9532,  0.9999, -1.0000,  1.0000, -0.9818,  1.0000, -0.9291,  1.0000,  0.2132, -1.0000,  1.0000, -0.9997,  1.0000, -0.9919, -0.9343,  0.9989,  0.9938, -0.9551, -0.9964,  0.9185, -1.0000,\n",
      "          0.9895,  0.9998,  1.0000, -0.9519, -1.0000,  0.9431, -0.9592, -0.9988, -0.9974,  1.0000, -0.9939, -0.5896,  0.9972,  1.0000,  0.9752,  1.0000,  0.9983,  0.9280,  0.4657,  0.9813, -1.0000,\n",
      "         -0.9951,  0.9651, -0.9704, -1.0000, -1.0000, -1.0000,  0.2646,  0.9999,  1.0000,  0.9551,  0.9867, -0.9992,  1.0000,  0.9768,  0.9926, -0.9840,  0.9438, -1.0000,  1.0000, -0.9963, -0.9936,\n",
      "          0.9585, -0.9999,  1.0000,  1.0000, -0.5593, -0.9999, -1.0000,  0.9986, -0.9993,  0.9749,  1.0000,  1.0000, -0.9977, -0.9952,  0.9693, -0.1069, -0.9996,  0.9984, -0.9998, -0.1036,  0.8106,\n",
      "          1.0000,  0.9863, -0.9996, -0.6742, -0.9473, -0.9998,  0.9691,  1.0000,  1.0000,  0.9990, -0.6946, -0.9989,  1.0000,  1.0000,  0.9997, -0.3064,  0.9989,  0.3732,  0.9934, -0.9941, -1.0000,\n",
      "          0.9960,  1.0000, -0.5588, -0.9999,  0.9962,  1.0000,  1.0000, -0.9969, -0.9995, -0.9543, -1.0000,  0.2515,  0.9969,  0.9989, -0.9999, -0.3748, -0.9835, -0.9307, -1.0000,  0.3323, -0.9688,\n",
      "          0.9991, -1.0000, -0.9996,  0.9896,  0.7127,  0.9948, -0.9570, -0.9643, -1.0000, -0.9849, -0.9569, -0.9883, -0.9491,  0.8513,  0.9996,  0.9947,  1.0000,  0.7822, -1.0000,  0.4767,  0.9907,\n",
      "         -0.9770, -1.0000,  1.0000,  1.0000, -1.0000,  0.9999,  0.9999,  0.9911,  1.0000,  0.8912,  0.9390,  0.6632,  0.9927, -0.9871, -0.6096,  0.9789, -0.8796,  0.9345,  0.8302,  1.0000,  0.8725,\n",
      "         -0.9817,  0.9865,  1.0000,  0.9851, -0.9796,  0.9854, -1.0000, -0.9997,  0.9948,  0.9903,  0.9499,  0.1554, -0.9970,  0.9998, -1.0000,  0.9561,  1.0000,  0.9874,  0.9062, -0.9880, -0.9949,\n",
      "         -1.0000, -0.9635, -1.0000, -0.9999,  1.0000,  0.9999,  0.9570,  0.6667,  0.9909, -1.0000, -1.0000, -0.9989,  0.9981, -0.2535,  0.9953,  0.9767, -0.9997, -1.0000, -0.9999, -0.9795,  0.9867,\n",
      "         -0.1971, -0.9997, -1.0000,  1.0000, -0.9982,  0.9998, -0.9891,  1.0000, -1.0000,  0.8398, -1.0000, -0.9800, -0.9953,  0.9940,  0.9912,  0.9290,  1.0000,  0.9881,  0.9016, -0.9999, -0.5453,\n",
      "         -1.0000, -0.9935, -0.9504, -0.9892, -0.9957, -0.9916,  0.9824, -0.1274,  0.9991, -1.0000,  0.9961,  1.0000, -0.9974,  0.9957, -0.9966,  0.9940, -1.0000,  1.0000,  0.9988, -0.9988, -0.1728,\n",
      "          0.9973,  0.9994, -0.9941,  0.9981,  0.9434,  0.9989,  0.9881,  1.0000, -1.0000, -1.0000, -0.9999,  0.9748, -0.9426, -0.9930, -0.9999,  0.9759,  1.0000, -0.9896, -0.9356,  0.9982, -0.9992,\n",
      "          1.0000, -1.0000, -1.0000, -0.9880, -0.9992,  1.0000,  0.9975, -0.9992,  0.9996,  0.9754, -0.9999,  0.9309, -0.9998,  0.9934,  0.9991, -0.9999, -1.0000,  0.9819,  1.0000, -1.0000,  1.0000,\n",
      "         -1.0000, -1.0000,  0.1075, -0.9150, -0.8297, -0.9747,  0.9541,  0.9924,  0.9967, -1.0000, -0.9865,  0.0511,  0.9995, -0.7712, -0.9990,  1.0000,  0.9993,  0.0933,  0.9816, -0.9988,  0.9963,\n",
      "         -0.9669, -0.9996, -1.0000,  1.0000,  0.9954,  0.9997, -0.9766,  1.0000, -1.0000, -1.0000,  0.9814, -0.9995,  0.9997,  0.9969,  1.0000, -1.0000, -0.9915, -0.9981, -0.9996, -0.9901, -1.0000,\n",
      "          0.9982,  0.9937,  0.8812, -0.9992, -0.9844, -0.9896, -1.0000,  1.0000, -0.9997, -0.0460,  0.3825, -1.0000,  1.0000,  0.9971,  0.9746,  0.9963, -0.9998,  0.9994,  0.9783,  1.0000, -0.9289,\n",
      "         -1.0000, -0.6769,  0.9944, -1.0000,  0.9998,  0.0633, -1.0000, -1.0000,  0.2032, -0.9997, -1.0000, -0.5367,  0.7320,  0.9979, -0.9999, -1.0000, -1.0000,  0.7746, -0.9980,  0.9840, -0.4318,\n",
      "          1.0000, -1.0000,  0.9999, -0.9985,  0.9673,  0.3748,  0.9785, -0.9900,  0.9641, -0.9978, -0.9728, -0.9997, -0.9794, -0.9972,  0.9994,  0.8332,  0.9772, -0.4909, -0.2405,  0.7046, -0.9039,\n",
      "          0.3903, -0.9983, -0.9999, -0.9993, -0.9781, -0.9657,  0.9365,  0.9854,  0.0990, -0.8965,  0.9321, -0.9987, -0.3505,  0.8877, -0.9972, -1.0000, -0.9990,  0.9632, -1.0000,  1.0000,  0.8708,\n",
      "         -1.0000, -0.9998,  0.9854,  0.9999, -0.5595, -0.7827, -1.0000, -0.9998, -0.9954,  0.9999,  0.9875,  0.9991],\n",
      "        [ 0.9568, -0.9965, -0.9927,  0.9402,  1.0000,  0.9816, -1.0000, -0.9926, -0.9987, -0.9942,  0.9991,  0.9889, -0.9789,  1.0000, -0.9880, -0.9974, -0.9993,  1.0000, -0.9999, -0.9981,  0.9994,\n",
      "          0.9664, -0.9999, -1.0000, -0.9900,  0.9735, -0.9983,  0.9991, -0.9980,  1.0000,  0.9999,  0.9832, -1.0000,  0.5794,  0.9997, -0.9975,  0.2514,  0.9997,  1.0000, -1.0000,  0.9087, -0.9997,\n",
      "         -0.6552, -0.9824,  0.9941,  0.8542, -0.9272,  0.9912, -0.6294, -0.9888, -0.9498, -1.0000, -0.9661, -0.8956,  0.9804, -1.0000,  1.0000, -0.9934, -0.2453,  0.9847, -0.9847, -1.0000,  0.9918,\n",
      "          1.0000,  1.0000,  1.0000,  0.9990, -0.4371,  0.9632,  0.9076, -0.9990, -1.0000,  0.9871, -0.9804, -0.9936,  0.9888, -0.9976,  0.9998,  0.9918, -1.0000,  1.0000, -0.7883,  0.8269, -1.0000,\n",
      "          1.0000, -0.9993, -0.9932,  0.9999,  0.8784, -0.9991,  0.9830,  0.9965,  0.9995, -0.4809, -0.9999,  0.8394,  0.9288,  1.0000, -0.9951,  1.0000, -0.9961,  1.0000, -0.2282, -1.0000, -0.4820,\n",
      "          0.9793, -1.0000,  0.1215, -1.0000,  0.9953, -1.0000,  0.9999, -1.0000,  0.9989,  0.5196,  0.8260, -0.9740, -0.9494,  0.9986,  0.9760, -0.4196,  0.9887, -1.0000, -0.1914,  0.9739, -1.0000,\n",
      "         -1.0000,  0.9996, -1.0000, -0.9355, -0.9998, -0.9988, -1.0000,  1.0000,  0.9135,  0.9830, -0.8742, -0.9902,  0.9588, -1.0000,  0.9800,  0.9999,  1.0000,  0.4239, -1.0000, -0.9705, -0.9936,\n",
      "          1.0000,  0.9990, -0.8391,  0.9830, -0.9790, -0.9285,  1.0000,  0.9877,  0.9969, -0.9999, -1.0000,  0.9791,  0.9967, -1.0000,  1.0000, -1.0000, -0.9865, -1.0000, -0.9999,  0.8432,  0.8901,\n",
      "          0.9978, -0.9587, -0.9214, -0.9969, -0.9674, -1.0000, -0.9792, -0.5806, -0.7161,  0.9515, -1.0000, -0.9803, -0.9996,  0.9974,  0.9772, -0.9083,  0.1453,  1.0000,  0.9973, -0.9418,  0.9867,\n",
      "         -0.9990, -0.9954, -1.0000,  0.6736, -0.9984,  0.9986, -0.9845, -0.9871, -0.9927,  0.9710,  1.0000, -0.9972,  0.9572, -0.9114,  0.8246,  0.9998, -0.9997,  0.9974, -1.0000,  0.9998,  1.0000,\n",
      "          1.0000,  1.0000, -0.9635, -0.9474,  0.9867,  0.3639,  1.0000,  0.9977,  1.0000,  0.9826,  0.9865,  0.9907, -0.9997,  0.9813, -1.0000,  0.9999,  0.9803,  1.0000, -0.3904, -0.9187,  0.8736,\n",
      "         -0.9969, -0.4770,  0.9997,  0.9999,  0.9997, -0.2737,  0.9213, -0.9992,  0.9957, -0.9997,  0.9296, -1.0000, -0.9065,  1.0000,  0.3968,  0.9229,  0.9117,  0.7749,  1.0000,  1.0000, -0.9979,\n",
      "          0.9977, -0.9867, -1.0000, -1.0000,  1.0000,  0.9989,  0.9978, -1.0000,  1.0000,  0.9365, -1.0000, -0.9970,  0.9943, -0.9999, -0.4150,  0.9978,  1.0000, -0.9998,  0.9563,  0.9509,  0.9745,\n",
      "         -0.9993, -0.9982, -1.0000, -1.0000,  0.9967,  0.9088,  0.9918,  0.9988,  1.0000,  0.9733, -0.9978, -1.0000, -0.8580,  0.7565, -1.0000, -0.9789,  0.9878,  0.9991,  0.9998, -0.9859,  0.9999,\n",
      "         -0.9999, -0.9128,  0.9989,  0.9939, -1.0000,  0.9968, -0.9877,  0.9997, -0.9995, -0.9981,  0.9996, -1.0000,  0.9999,  0.9999,  0.9935, -0.8064, -0.9941, -0.9932, -0.2941, -0.9987,  1.0000,\n",
      "          0.7680,  1.0000, -1.0000, -0.3510, -0.9980,  0.9404,  1.0000,  0.9623,  1.0000, -0.6347,  0.9995, -0.9816,  0.7671,  0.9923,  0.9999,  0.9952, -1.0000, -0.9989, -0.9846,  0.9991, -0.9952,\n",
      "         -0.9532,  0.9999, -1.0000,  1.0000, -0.9819,  1.0000, -0.9290,  1.0000,  0.2135, -1.0000,  1.0000, -0.9997,  1.0000, -0.9919, -0.9343,  0.9990,  0.9938, -0.9551, -0.9964,  0.9185, -1.0000,\n",
      "          0.9895,  0.9998,  1.0000, -0.9519, -1.0000,  0.9433, -0.9592, -0.9988, -0.9974,  1.0000, -0.9940, -0.5900,  0.9972,  1.0000,  0.9752,  1.0000,  0.9983,  0.9282,  0.4658,  0.9813, -1.0000,\n",
      "         -0.9951,  0.9652, -0.9704, -1.0000, -1.0000, -1.0000,  0.2648,  0.9999,  1.0000,  0.9551,  0.9867, -0.9992,  1.0000,  0.9768,  0.9926, -0.9840,  0.9439, -1.0000,  1.0000, -0.9963, -0.9936,\n",
      "          0.9584, -0.9999,  1.0000,  1.0000, -0.5590, -0.9999, -1.0000,  0.9986, -0.9993,  0.9749,  1.0000,  1.0000, -0.9977, -0.9952,  0.9694, -0.1067, -0.9996,  0.9984, -0.9998, -0.1043,  0.8107,\n",
      "          1.0000,  0.9863, -0.9996, -0.6743, -0.9473, -0.9998,  0.9692,  1.0000,  1.0000,  0.9990, -0.6947, -0.9989,  1.0000,  1.0000,  0.9997, -0.3057,  0.9989,  0.3738,  0.9934, -0.9941, -1.0000,\n",
      "          0.9960,  1.0000, -0.5588, -0.9999,  0.9962,  1.0000,  1.0000, -0.9969, -0.9995, -0.9543, -1.0000,  0.2519,  0.9969,  0.9989, -0.9999, -0.3751, -0.9835, -0.9308, -1.0000,  0.3327, -0.9688,\n",
      "          0.9991, -1.0000, -0.9996,  0.9897,  0.7129,  0.9948, -0.9570, -0.9643, -1.0000, -0.9849, -0.9570, -0.9883, -0.9492,  0.8514,  0.9996,  0.9947,  1.0000,  0.7823, -1.0000,  0.4772,  0.9908,\n",
      "         -0.9770, -1.0000,  1.0000,  1.0000, -1.0000,  0.9999,  0.9999,  0.9911,  1.0000,  0.8911,  0.9390,  0.6632,  0.9927, -0.9871, -0.6093,  0.9789, -0.8796,  0.9345,  0.8304,  1.0000,  0.8727,\n",
      "         -0.9817,  0.9865,  1.0000,  0.9852, -0.9797,  0.9854, -1.0000, -0.9997,  0.9948,  0.9903,  0.9500,  0.1561, -0.9970,  0.9998, -1.0000,  0.9561,  1.0000,  0.9874,  0.9063, -0.9880, -0.9949,\n",
      "         -1.0000, -0.9635, -1.0000, -0.9999,  1.0000,  0.9999,  0.9570,  0.6664,  0.9909, -1.0000, -1.0000, -0.9989,  0.9981, -0.2533,  0.9953,  0.9767, -0.9997, -1.0000, -0.9999, -0.9796,  0.9867,\n",
      "         -0.1970, -0.9997, -1.0000,  1.0000, -0.9982,  0.9998, -0.9892,  1.0000, -1.0000,  0.8398, -1.0000, -0.9800, -0.9953,  0.9940,  0.9912,  0.9291,  1.0000,  0.9881,  0.9016, -0.9999, -0.5454,\n",
      "         -1.0000, -0.9935, -0.9504, -0.9892, -0.9957, -0.9916,  0.9824, -0.1271,  0.9991, -1.0000,  0.9961,  1.0000, -0.9974,  0.9957, -0.9966,  0.9940, -1.0000,  1.0000,  0.9988, -0.9988, -0.1732,\n",
      "          0.9973,  0.9994, -0.9941,  0.9981,  0.9434,  0.9989,  0.9881,  1.0000, -1.0000, -1.0000, -0.9999,  0.9748, -0.9425, -0.9931, -0.9999,  0.9759,  1.0000, -0.9896, -0.9357,  0.9982, -0.9992,\n",
      "          1.0000, -1.0000, -1.0000, -0.9880, -0.9992,  1.0000,  0.9975, -0.9992,  0.9996,  0.9755, -0.9999,  0.9309, -0.9998,  0.9934,  0.9991, -0.9999, -1.0000,  0.9819,  1.0000, -1.0000,  1.0000,\n",
      "         -1.0000, -1.0000,  0.1074, -0.9151, -0.8297, -0.9747,  0.9542,  0.9924,  0.9967, -1.0000, -0.9865,  0.0513,  0.9995, -0.7713, -0.9990,  1.0000,  0.9993,  0.0932,  0.9816, -0.9988,  0.9963,\n",
      "         -0.9669, -0.9996, -1.0000,  1.0000,  0.9954,  0.9997, -0.9766,  1.0000, -1.0000, -1.0000,  0.9815, -0.9995,  0.9997,  0.9969,  1.0000, -1.0000, -0.9915, -0.9981, -0.9996, -0.9901, -1.0000,\n",
      "          0.9982,  0.9937,  0.8812, -0.9992, -0.9844, -0.9897, -1.0000,  1.0000, -0.9997, -0.0459,  0.3827, -1.0000,  1.0000,  0.9971,  0.9746,  0.9964, -0.9998,  0.9994,  0.9783,  1.0000, -0.9290,\n",
      "         -1.0000, -0.6772,  0.9944, -1.0000,  0.9998,  0.0637, -1.0000, -1.0000,  0.2030, -0.9997, -1.0000, -0.5372,  0.7322,  0.9979, -0.9999, -1.0000, -1.0000,  0.7751, -0.9980,  0.9840, -0.4323,\n",
      "          1.0000, -1.0000,  0.9999, -0.9985,  0.9674,  0.3749,  0.9785, -0.9901,  0.9641, -0.9978, -0.9729, -0.9997, -0.9795, -0.9972,  0.9994,  0.8335,  0.9772, -0.4912, -0.2401,  0.7047, -0.9038,\n",
      "          0.3910, -0.9983, -0.9999, -0.9993, -0.9782, -0.9657,  0.9365,  0.9854,  0.0988, -0.8966,  0.9321, -0.9987, -0.3509,  0.8878, -0.9972, -1.0000, -0.9990,  0.9633, -1.0000,  1.0000,  0.8707,\n",
      "         -1.0000, -0.9998,  0.9855,  0.9999, -0.5588, -0.7829, -1.0000, -0.9998, -0.9955,  0.9999,  0.9875,  0.9991],\n",
      "        [ 0.9565, -0.9965, -0.9926,  0.9399,  1.0000,  0.9815, -1.0000, -0.9926, -0.9987, -0.9942,  0.9991,  0.9888, -0.9787,  1.0000, -0.9879, -0.9974, -0.9993,  1.0000, -0.9999, -0.9981,  0.9994,\n",
      "          0.9663, -0.9999, -1.0000, -0.9899,  0.9733, -0.9983,  0.9991, -0.9979,  1.0000,  0.9999,  0.9831, -1.0000,  0.5788,  0.9997, -0.9974,  0.2502,  0.9997,  1.0000, -1.0000,  0.9085, -0.9997,\n",
      "         -0.6540, -0.9823,  0.9940,  0.8538, -0.9269,  0.9911, -0.6290, -0.9887, -0.9494, -1.0000, -0.9658, -0.8952,  0.9802, -1.0000,  1.0000, -0.9933, -0.2451,  0.9846, -0.9846, -1.0000,  0.9918,\n",
      "          1.0000,  1.0000,  1.0000,  0.9990, -0.4363,  0.9630,  0.9073, -0.9990, -1.0000,  0.9870, -0.9803, -0.9935,  0.9887, -0.9976,  0.9998,  0.9918, -1.0000,  1.0000, -0.7876,  0.8263, -1.0000,\n",
      "          1.0000, -0.9993, -0.9931,  0.9998,  0.8778, -0.9991,  0.9829,  0.9965,  0.9995, -0.4801, -0.9999,  0.8389,  0.9285,  1.0000, -0.9950,  1.0000, -0.9961,  1.0000, -0.2281, -1.0000, -0.4820,\n",
      "          0.9791, -1.0000,  0.1216, -1.0000,  0.9953, -1.0000,  0.9999, -1.0000,  0.9989,  0.5189,  0.8255, -0.9739, -0.9492,  0.9985,  0.9758, -0.4193,  0.9886, -1.0000, -0.1907,  0.9737, -1.0000,\n",
      "         -1.0000,  0.9996, -1.0000, -0.9352, -0.9998, -0.9988, -1.0000,  1.0000,  0.9131,  0.9829, -0.8738, -0.9901,  0.9586, -1.0000,  0.9799,  0.9999,  1.0000,  0.4230, -1.0000, -0.9703, -0.9935,\n",
      "          1.0000,  0.9989, -0.8387,  0.9828, -0.9788, -0.9282,  1.0000,  0.9876,  0.9968, -0.9999, -1.0000,  0.9790,  0.9967, -1.0000,  1.0000, -1.0000, -0.9864, -1.0000, -0.9999,  0.8426,  0.8897,\n",
      "          0.9978, -0.9585, -0.9209, -0.9969, -0.9673, -1.0000, -0.9790, -0.5794, -0.7154,  0.9512, -1.0000, -0.9801, -0.9995,  0.9973,  0.9770, -0.9079,  0.1455,  1.0000,  0.9973, -0.9416,  0.9866,\n",
      "         -0.9990, -0.9953, -1.0000,  0.6731, -0.9984,  0.9986, -0.9844, -0.9870, -0.9927,  0.9708,  1.0000, -0.9972,  0.9568, -0.9110,  0.8241,  0.9998, -0.9997,  0.9974, -1.0000,  0.9998,  1.0000,\n",
      "          1.0000,  1.0000, -0.9633, -0.9472,  0.9866,  0.3631,  1.0000,  0.9977,  1.0000,  0.9825,  0.9864,  0.9906, -0.9997,  0.9812, -1.0000,  0.9999,  0.9801,  1.0000, -0.3896, -0.9184,  0.8730,\n",
      "         -0.9968, -0.4763,  0.9997,  0.9999,  0.9997, -0.2736,  0.9209, -0.9992,  0.9956, -0.9997,  0.9294, -1.0000, -0.9062,  1.0000,  0.3973,  0.9226,  0.9112,  0.7744,  1.0000,  1.0000, -0.9979,\n",
      "          0.9976, -0.9866, -1.0000, -1.0000,  1.0000,  0.9989,  0.9978, -1.0000,  1.0000,  0.9361, -1.0000, -0.9970,  0.9943, -0.9999, -0.4146,  0.9977,  1.0000, -0.9998,  0.9561,  0.9507,  0.9743,\n",
      "         -0.9993, -0.9982, -1.0000, -1.0000,  0.9967,  0.9084,  0.9917,  0.9988,  1.0000,  0.9731, -0.9978, -1.0000, -0.8574,  0.7558, -1.0000, -0.9788,  0.9877,  0.9991,  0.9998, -0.9857,  0.9999,\n",
      "         -0.9999, -0.9125,  0.9989,  0.9939, -1.0000,  0.9968, -0.9876,  0.9997, -0.9995, -0.9980,  0.9996, -1.0000,  0.9999,  0.9999,  0.9934, -0.8056, -0.9941, -0.9932, -0.2936, -0.9987,  1.0000,\n",
      "          0.7675,  1.0000, -1.0000, -0.3512, -0.9980,  0.9401,  1.0000,  0.9620,  1.0000, -0.6341,  0.9995, -0.9815,  0.7664,  0.9922,  0.9999,  0.9951, -1.0000, -0.9989, -0.9845,  0.9991, -0.9951,\n",
      "         -0.9530,  0.9999, -1.0000,  1.0000, -0.9817,  1.0000, -0.9286,  1.0000,  0.2134, -1.0000,  1.0000, -0.9997,  1.0000, -0.9918, -0.9340,  0.9989,  0.9937, -0.9549, -0.9964,  0.9181, -1.0000,\n",
      "          0.9894,  0.9998,  1.0000, -0.9516, -1.0000,  0.9430, -0.9590, -0.9988, -0.9974,  1.0000, -0.9939, -0.5898,  0.9972,  1.0000,  0.9751,  1.0000,  0.9983,  0.9278,  0.4656,  0.9812, -1.0000,\n",
      "         -0.9950,  0.9650, -0.9702, -1.0000, -1.0000, -1.0000,  0.2644,  0.9999,  1.0000,  0.9548,  0.9866, -0.9992,  1.0000,  0.9767,  0.9925, -0.9839,  0.9435, -1.0000,  1.0000, -0.9962, -0.9935,\n",
      "          0.9582, -0.9999,  1.0000,  1.0000, -0.5581, -0.9999, -1.0000,  0.9986, -0.9993,  0.9748,  1.0000,  1.0000, -0.9976, -0.9951,  0.9692, -0.1070, -0.9996,  0.9984, -0.9998, -0.1041,  0.8102,\n",
      "          1.0000,  0.9862, -0.9996, -0.6738, -0.9470, -0.9998,  0.9690,  1.0000,  1.0000,  0.9990, -0.6941, -0.9989,  1.0000,  1.0000,  0.9997, -0.3049,  0.9989,  0.3729,  0.9933, -0.9941, -1.0000,\n",
      "          0.9960,  1.0000, -0.5586, -0.9999,  0.9961,  1.0000,  1.0000, -0.9968, -0.9995, -0.9540, -1.0000,  0.2519,  0.9969,  0.9989, -0.9999, -0.3751, -0.9834, -0.9306, -1.0000,  0.3333, -0.9687,\n",
      "          0.9991, -1.0000, -0.9995,  0.9896,  0.7121,  0.9948, -0.9568, -0.9642, -1.0000, -0.9848, -0.9568, -0.9882, -0.9489,  0.8510,  0.9996,  0.9947,  1.0000,  0.7817, -1.0000,  0.4769,  0.9907,\n",
      "         -0.9768, -1.0000,  1.0000,  1.0000, -1.0000,  0.9999,  0.9999,  0.9910,  1.0000,  0.8908,  0.9388,  0.6622,  0.9927, -0.9870, -0.6079,  0.9788, -0.8789,  0.9341,  0.8298,  1.0000,  0.8721,\n",
      "         -0.9815,  0.9864,  1.0000,  0.9851, -0.9796,  0.9853, -1.0000, -0.9997,  0.9947,  0.9902,  0.9498,  0.1561, -0.9969,  0.9998, -1.0000,  0.9559,  1.0000,  0.9874,  0.9057, -0.9879, -0.9948,\n",
      "         -1.0000, -0.9633, -1.0000, -0.9999,  1.0000,  0.9999,  0.9568,  0.6658,  0.9908, -1.0000, -1.0000, -0.9989,  0.9980, -0.2534,  0.9953,  0.9766, -0.9997, -1.0000, -0.9999, -0.9794,  0.9866,\n",
      "         -0.1968, -0.9997, -1.0000,  1.0000, -0.9982,  0.9998, -0.9891,  1.0000, -1.0000,  0.8392, -1.0000, -0.9798, -0.9953,  0.9940,  0.9912,  0.9288,  1.0000,  0.9880,  0.9011, -0.9999, -0.5447,\n",
      "         -1.0000, -0.9934, -0.9501, -0.9891, -0.9956, -0.9916,  0.9823, -0.1271,  0.9991, -1.0000,  0.9960,  1.0000, -0.9974,  0.9957, -0.9966,  0.9940, -1.0000,  1.0000,  0.9988, -0.9988, -0.1724,\n",
      "          0.9972,  0.9994, -0.9941,  0.9981,  0.9430,  0.9989,  0.9880,  1.0000, -1.0000, -1.0000, -0.9999,  0.9746, -0.9422, -0.9930, -0.9999,  0.9757,  1.0000, -0.9895, -0.9352,  0.9982, -0.9991,\n",
      "          1.0000, -1.0000, -1.0000, -0.9879, -0.9992,  1.0000,  0.9975, -0.9992,  0.9996,  0.9754, -0.9999,  0.9306, -0.9998,  0.9933,  0.9991, -0.9999, -1.0000,  0.9818,  1.0000, -1.0000,  1.0000,\n",
      "         -1.0000, -1.0000,  0.1071, -0.9147, -0.8294, -0.9745,  0.9540,  0.9924,  0.9967, -1.0000, -0.9864,  0.0509,  0.9995, -0.7708, -0.9990,  1.0000,  0.9993,  0.0933,  0.9815, -0.9988,  0.9963,\n",
      "         -0.9667, -0.9996, -1.0000,  1.0000,  0.9954,  0.9997, -0.9765,  1.0000, -1.0000, -1.0000,  0.9813, -0.9995,  0.9997,  0.9968,  1.0000, -1.0000, -0.9915, -0.9981, -0.9996, -0.9901, -1.0000,\n",
      "          0.9982,  0.9937,  0.8810, -0.9992, -0.9843, -0.9896, -1.0000,  1.0000, -0.9997, -0.0474,  0.3813, -1.0000,  1.0000,  0.9971,  0.9745,  0.9963, -0.9998,  0.9994,  0.9782,  1.0000, -0.9287,\n",
      "         -1.0000, -0.6762,  0.9944, -1.0000,  0.9998,  0.0640, -1.0000, -1.0000,  0.2036, -0.9996, -1.0000, -0.5367,  0.7314,  0.9979, -0.9999, -1.0000, -1.0000,  0.7747, -0.9980,  0.9839, -0.4320,\n",
      "          1.0000, -1.0000,  0.9999, -0.9985,  0.9671,  0.3740,  0.9783, -0.9900,  0.9639, -0.9978, -0.9727, -0.9997, -0.9794, -0.9972,  0.9994,  0.8331,  0.9771, -0.4903, -0.2389,  0.7038, -0.9034,\n",
      "          0.3907, -0.9983, -0.9999, -0.9993, -0.9780, -0.9655,  0.9361,  0.9853,  0.0992, -0.8961,  0.9318, -0.9987, -0.3513,  0.8874, -0.9972, -1.0000, -0.9990,  0.9631, -1.0000,  1.0000,  0.8700,\n",
      "         -1.0000, -0.9998,  0.9854,  0.9999, -0.5579, -0.7823, -1.0000, -0.9998, -0.9954,  0.9999,  0.9874,  0.9991],\n",
      "        [ 0.9562, -0.9965, -0.9925,  0.9394,  1.0000,  0.9813, -1.0000, -0.9925, -0.9987, -0.9941,  0.9990,  0.9888, -0.9785,  1.0000, -0.9879, -0.9974, -0.9993,  1.0000, -0.9999, -0.9981,  0.9994,\n",
      "          0.9661, -0.9999, -1.0000, -0.9898,  0.9731, -0.9983,  0.9991, -0.9979,  1.0000,  0.9999,  0.9829, -1.0000,  0.5776,  0.9997, -0.9974,  0.2489,  0.9997,  1.0000, -1.0000,  0.9082, -0.9997,\n",
      "         -0.6518, -0.9822,  0.9940,  0.8532, -0.9265,  0.9910, -0.6286, -0.9886, -0.9492, -1.0000, -0.9656, -0.8950,  0.9801, -1.0000,  1.0000, -0.9933, -0.2453,  0.9845, -0.9844, -1.0000,  0.9917,\n",
      "          1.0000,  1.0000,  1.0000,  0.9990, -0.4350,  0.9629,  0.9071, -0.9990, -1.0000,  0.9869, -0.9802, -0.9935,  0.9886, -0.9976,  0.9998,  0.9917, -1.0000,  1.0000, -0.7868,  0.8256, -1.0000,\n",
      "          1.0000, -0.9993, -0.9930,  0.9998,  0.8773, -0.9991,  0.9828,  0.9964,  0.9995, -0.4804, -0.9999,  0.8380,  0.9281,  1.0000, -0.9950,  1.0000, -0.9960,  1.0000, -0.2276, -1.0000, -0.4816,\n",
      "          0.9790, -1.0000,  0.1213, -1.0000,  0.9952, -1.0000,  0.9999, -1.0000,  0.9989,  0.5179,  0.8244, -0.9738, -0.9489,  0.9985,  0.9757, -0.4190,  0.9885, -1.0000, -0.1913,  0.9735, -1.0000,\n",
      "         -1.0000,  0.9996, -1.0000, -0.9349, -0.9998, -0.9988, -1.0000,  1.0000,  0.9130,  0.9827, -0.8734, -0.9900,  0.9583, -1.0000,  0.9797,  0.9999,  1.0000,  0.4230, -1.0000, -0.9701, -0.9934,\n",
      "          1.0000,  0.9989, -0.8377,  0.9827, -0.9786, -0.9278,  1.0000,  0.9875,  0.9968, -0.9999, -1.0000,  0.9788,  0.9966, -1.0000,  1.0000, -1.0000, -0.9863, -1.0000, -0.9999,  0.8419,  0.8894,\n",
      "          0.9978, -0.9581, -0.9209, -0.9968, -0.9672, -1.0000, -0.9789, -0.5788, -0.7151,  0.9510, -1.0000, -0.9800, -0.9995,  0.9973,  0.9767, -0.9074,  0.1459,  1.0000,  0.9973, -0.9412,  0.9865,\n",
      "         -0.9989, -0.9953, -1.0000,  0.6721, -0.9984,  0.9986, -0.9842, -0.9870, -0.9927,  0.9706,  1.0000, -0.9972,  0.9567, -0.9105,  0.8238,  0.9998, -0.9997,  0.9974, -1.0000,  0.9998,  1.0000,\n",
      "          1.0000,  1.0000, -0.9630, -0.9469,  0.9865,  0.3626,  1.0000,  0.9976,  1.0000,  0.9824,  0.9863,  0.9905, -0.9997,  0.9810, -1.0000,  0.9999,  0.9800,  1.0000, -0.3876, -0.9182,  0.8725,\n",
      "         -0.9968, -0.4757,  0.9997,  0.9999,  0.9997, -0.2735,  0.9205, -0.9991,  0.9956, -0.9997,  0.9289, -1.0000, -0.9060,  1.0000,  0.3971,  0.9222,  0.9107,  0.7735,  1.0000,  1.0000, -0.9978,\n",
      "          0.9976, -0.9865, -1.0000, -1.0000,  1.0000,  0.9988,  0.9978, -1.0000,  1.0000,  0.9356, -1.0000, -0.9969,  0.9942, -0.9999, -0.4135,  0.9977,  1.0000, -0.9998,  0.9559,  0.9503,  0.9742,\n",
      "         -0.9993, -0.9981, -1.0000, -1.0000,  0.9966,  0.9081,  0.9916,  0.9987,  1.0000,  0.9729, -0.9977, -1.0000, -0.8571,  0.7550, -1.0000, -0.9787,  0.9876,  0.9991,  0.9998, -0.9856,  0.9999,\n",
      "         -0.9999, -0.9122,  0.9989,  0.9938, -1.0000,  0.9967, -0.9875,  0.9997, -0.9995, -0.9980,  0.9996, -1.0000,  0.9999,  0.9999,  0.9933, -0.8051, -0.9940, -0.9931, -0.2929, -0.9987,  1.0000,\n",
      "          0.7670,  1.0000, -1.0000, -0.3500, -0.9980,  0.9398,  1.0000,  0.9617,  1.0000, -0.6334,  0.9995, -0.9813,  0.7655,  0.9922,  0.9999,  0.9951, -1.0000, -0.9988, -0.9844,  0.9991, -0.9951,\n",
      "         -0.9527,  0.9999, -1.0000,  1.0000, -0.9816,  1.0000, -0.9285,  1.0000,  0.2137, -1.0000,  1.0000, -0.9997,  1.0000, -0.9917, -0.9336,  0.9989,  0.9936, -0.9546, -0.9963,  0.9175, -1.0000,\n",
      "          0.9893,  0.9998,  1.0000, -0.9514, -1.0000,  0.9425, -0.9587, -0.9988, -0.9973,  1.0000, -0.9938, -0.5901,  0.9971,  1.0000,  0.9749,  1.0000,  0.9983,  0.9273,  0.4642,  0.9811, -1.0000,\n",
      "         -0.9950,  0.9647, -0.9700, -1.0000, -1.0000, -1.0000,  0.2627,  0.9999,  1.0000,  0.9545,  0.9865, -0.9992,  1.0000,  0.9765,  0.9925, -0.9838,  0.9431, -1.0000,  1.0000, -0.9962, -0.9935,\n",
      "          0.9580, -0.9999,  1.0000,  1.0000, -0.5574, -0.9999, -1.0000,  0.9985, -0.9993,  0.9746,  1.0000,  1.0000, -0.9976, -0.9951,  0.9689, -0.1079, -0.9996,  0.9984, -0.9998, -0.1031,  0.8093,\n",
      "          1.0000,  0.9861, -0.9996, -0.6731, -0.9468, -0.9998,  0.9688,  1.0000,  1.0000,  0.9990, -0.6930, -0.9989,  1.0000,  1.0000,  0.9997, -0.3056,  0.9989,  0.3731,  0.9933, -0.9940, -1.0000,\n",
      "          0.9959,  1.0000, -0.5574, -0.9999,  0.9961,  1.0000,  1.0000, -0.9968, -0.9995, -0.9539, -1.0000,  0.2523,  0.9969,  0.9989, -0.9999, -0.3752, -0.9833, -0.9299, -1.0000,  0.3329, -0.9685,\n",
      "          0.9991, -1.0000, -0.9995,  0.9895,  0.7116,  0.9947, -0.9566, -0.9639, -1.0000, -0.9846, -0.9564, -0.9881, -0.9486,  0.8506,  0.9996,  0.9946,  1.0000,  0.7812, -1.0000,  0.4765,  0.9906,\n",
      "         -0.9767, -1.0000,  1.0000,  1.0000, -1.0000,  0.9999,  0.9999,  0.9909,  1.0000,  0.8904,  0.9384,  0.6602,  0.9926, -0.9869, -0.6069,  0.9787, -0.8782,  0.9338,  0.8287,  1.0000,  0.8717,\n",
      "         -0.9814,  0.9863,  1.0000,  0.9849, -0.9794,  0.9851, -1.0000, -0.9997,  0.9947,  0.9901,  0.9494,  0.1550, -0.9969,  0.9998, -1.0000,  0.9557,  1.0000,  0.9872,  0.9053, -0.9878, -0.9948,\n",
      "         -1.0000, -0.9631, -1.0000, -0.9999,  1.0000,  0.9999,  0.9564,  0.6657,  0.9907, -1.0000, -1.0000, -0.9989,  0.9980, -0.2536,  0.9952,  0.9764, -0.9997, -1.0000, -0.9999, -0.9792,  0.9865,\n",
      "         -0.1966, -0.9997, -1.0000,  1.0000, -0.9982,  0.9998, -0.9889,  1.0000, -1.0000,  0.8382, -1.0000, -0.9797, -0.9953,  0.9939,  0.9911,  0.9283,  1.0000,  0.9879,  0.9006, -0.9999, -0.5449,\n",
      "         -1.0000, -0.9934, -0.9499, -0.9891, -0.9956, -0.9915,  0.9822, -0.1269,  0.9991, -1.0000,  0.9960,  1.0000, -0.9973,  0.9957, -0.9966,  0.9939, -1.0000,  1.0000,  0.9988, -0.9988, -0.1727,\n",
      "          0.9972,  0.9994, -0.9940,  0.9981,  0.9426,  0.9989,  0.9880,  1.0000, -1.0000, -1.0000, -0.9999,  0.9745, -0.9420, -0.9929, -0.9999,  0.9755,  1.0000, -0.9894, -0.9350,  0.9982, -0.9991,\n",
      "          1.0000, -1.0000, -1.0000, -0.9878, -0.9991,  1.0000,  0.9974, -0.9992,  0.9996,  0.9752, -0.9999,  0.9303, -0.9998,  0.9933,  0.9991, -0.9999, -0.9999,  0.9816,  1.0000, -1.0000,  1.0000,\n",
      "         -1.0000, -1.0000,  0.1077, -0.9143, -0.8293, -0.9744,  0.9538,  0.9923,  0.9967, -1.0000, -0.9863,  0.0498,  0.9994, -0.7704, -0.9990,  1.0000,  0.9993,  0.0923,  0.9813, -0.9988,  0.9962,\n",
      "         -0.9664, -0.9996, -1.0000,  1.0000,  0.9953,  0.9997, -0.9762,  1.0000, -1.0000, -1.0000,  0.9811, -0.9995,  0.9997,  0.9968,  1.0000, -1.0000, -0.9914, -0.9980, -0.9996, -0.9900, -1.0000,\n",
      "          0.9982,  0.9936,  0.8806, -0.9992, -0.9841, -0.9895, -1.0000,  1.0000, -0.9997, -0.0477,  0.3806, -1.0000,  1.0000,  0.9971,  0.9743,  0.9963, -0.9998,  0.9994,  0.9781,  1.0000, -0.9282,\n",
      "         -1.0000, -0.6758,  0.9943, -1.0000,  0.9998,  0.0644, -1.0000, -1.0000,  0.2038, -0.9996, -1.0000, -0.5355,  0.7298,  0.9979, -0.9999, -1.0000, -1.0000,  0.7742, -0.9980,  0.9838, -0.4301,\n",
      "          1.0000, -1.0000,  0.9999, -0.9985,  0.9668,  0.3724,  0.9782, -0.9899,  0.9637, -0.9978, -0.9726, -0.9997, -0.9793, -0.9972,  0.9994,  0.8325,  0.9769, -0.4891, -0.2384,  0.7031, -0.9031,\n",
      "          0.3905, -0.9983, -0.9999, -0.9993, -0.9777, -0.9653,  0.9357,  0.9851,  0.0989, -0.8955,  0.9315, -0.9987, -0.3510,  0.8871, -0.9972, -1.0000, -0.9990,  0.9629, -1.0000,  1.0000,  0.8694,\n",
      "         -1.0000, -0.9998,  0.9852,  0.9999, -0.5569, -0.7818, -1.0000, -0.9998, -0.9954,  0.9999,  0.9873,  0.9991],\n",
      "        [ 0.9566, -0.9965, -0.9926,  0.9400,  1.0000,  0.9816, -1.0000, -0.9926, -0.9987, -0.9942,  0.9991,  0.9889, -0.9788,  1.0000, -0.9880, -0.9974, -0.9993,  1.0000, -0.9999, -0.9981,  0.9994,\n",
      "          0.9664, -0.9999, -1.0000, -0.9900,  0.9735, -0.9983,  0.9991, -0.9979,  1.0000,  0.9999,  0.9831, -1.0000,  0.5786,  0.9997, -0.9975,  0.2509,  0.9997,  1.0000, -1.0000,  0.9084, -0.9997,\n",
      "         -0.6539, -0.9824,  0.9940,  0.8541, -0.9274,  0.9912, -0.6290, -0.9888, -0.9497, -1.0000, -0.9660, -0.8955,  0.9804, -1.0000,  1.0000, -0.9934, -0.2452,  0.9846, -0.9846, -1.0000,  0.9918,\n",
      "          1.0000,  1.0000,  1.0000,  0.9990, -0.4364,  0.9631,  0.9078, -0.9990, -1.0000,  0.9871, -0.9804, -0.9935,  0.9888, -0.9976,  0.9998,  0.9918, -1.0000,  1.0000, -0.7875,  0.8265, -1.0000,\n",
      "          1.0000, -0.9993, -0.9932,  0.9999,  0.8782, -0.9991,  0.9830,  0.9965,  0.9995, -0.4814, -0.9999,  0.8387,  0.9285,  1.0000, -0.9951,  1.0000, -0.9961,  1.0000, -0.2284, -1.0000, -0.4818,\n",
      "          0.9792, -1.0000,  0.1216, -1.0000,  0.9953, -1.0000,  0.9999, -1.0000,  0.9989,  0.5191,  0.8253, -0.9740, -0.9492,  0.9986,  0.9759, -0.4205,  0.9886, -1.0000, -0.1924,  0.9738, -1.0000,\n",
      "         -1.0000,  0.9996, -1.0000, -0.9353, -0.9998, -0.9988, -1.0000,  1.0000,  0.9136,  0.9829, -0.8740, -0.9901,  0.9588, -1.0000,  0.9799,  0.9999,  1.0000,  0.4234, -1.0000, -0.9705, -0.9935,\n",
      "          1.0000,  0.9989, -0.8386,  0.9829, -0.9789, -0.9284,  1.0000,  0.9877,  0.9969, -0.9999, -1.0000,  0.9790,  0.9967, -1.0000,  1.0000, -1.0000, -0.9865, -1.0000, -0.9999,  0.8430,  0.8902,\n",
      "          0.9978, -0.9585, -0.9212, -0.9969, -0.9674, -1.0000, -0.9791, -0.5808, -0.7157,  0.9514, -1.0000, -0.9803, -0.9995,  0.9973,  0.9770, -0.9081,  0.1463,  1.0000,  0.9973, -0.9415,  0.9867,\n",
      "         -0.9990, -0.9954, -1.0000,  0.6732, -0.9984,  0.9986, -0.9844, -0.9871, -0.9927,  0.9709,  1.0000, -0.9972,  0.9573, -0.9115,  0.8245,  0.9998, -0.9997,  0.9974, -1.0000,  0.9998,  1.0000,\n",
      "          1.0000,  1.0000, -0.9634, -0.9474,  0.9867,  0.3634,  1.0000,  0.9977,  1.0000,  0.9826,  0.9865,  0.9906, -0.9997,  0.9812, -1.0000,  0.9999,  0.9803,  1.0000, -0.3891, -0.9185,  0.8733,\n",
      "         -0.9968, -0.4762,  0.9997,  0.9999,  0.9997, -0.2743,  0.9213, -0.9992,  0.9957, -0.9997,  0.9294, -1.0000, -0.9068,  1.0000,  0.3949,  0.9228,  0.9115,  0.7747,  1.0000,  1.0000, -0.9979,\n",
      "          0.9977, -0.9867, -1.0000, -1.0000,  1.0000,  0.9989,  0.9978, -1.0000,  1.0000,  0.9363, -1.0000, -0.9970,  0.9943, -0.9999, -0.4145,  0.9978,  1.0000, -0.9998,  0.9561,  0.9508,  0.9744,\n",
      "         -0.9993, -0.9982, -1.0000, -1.0000,  0.9967,  0.9086,  0.9917,  0.9988,  1.0000,  0.9732, -0.9978, -1.0000, -0.8579,  0.7564, -1.0000, -0.9789,  0.9878,  0.9991,  0.9998, -0.9858,  0.9999,\n",
      "         -0.9999, -0.9125,  0.9989,  0.9939, -1.0000,  0.9968, -0.9877,  0.9997, -0.9995, -0.9981,  0.9996, -1.0000,  0.9999,  0.9999,  0.9934, -0.8066, -0.9941, -0.9932, -0.2935, -0.9987,  1.0000,\n",
      "          0.7673,  1.0000, -1.0000, -0.3498, -0.9980,  0.9403,  1.0000,  0.9622,  1.0000, -0.6344,  0.9995, -0.9815,  0.7663,  0.9923,  0.9999,  0.9952, -1.0000, -0.9989, -0.9846,  0.9991, -0.9952,\n",
      "         -0.9531,  0.9999, -1.0000,  1.0000, -0.9819,  1.0000, -0.9291,  1.0000,  0.2141, -1.0000,  1.0000, -0.9997,  1.0000, -0.9919, -0.9340,  0.9989,  0.9937, -0.9550, -0.9964,  0.9184, -1.0000,\n",
      "          0.9895,  0.9998,  1.0000, -0.9519, -1.0000,  0.9432, -0.9591, -0.9988, -0.9974,  1.0000, -0.9939, -0.5906,  0.9972,  1.0000,  0.9751,  1.0000,  0.9983,  0.9281,  0.4652,  0.9813, -1.0000,\n",
      "         -0.9950,  0.9650, -0.9704, -1.0000, -1.0000, -1.0000,  0.2641,  0.9999,  1.0000,  0.9550,  0.9867, -0.9992,  1.0000,  0.9767,  0.9926, -0.9840,  0.9436, -1.0000,  1.0000, -0.9962, -0.9936,\n",
      "          0.9584, -0.9999,  1.0000,  1.0000, -0.5577, -0.9999, -1.0000,  0.9986, -0.9993,  0.9748,  1.0000,  1.0000, -0.9977, -0.9951,  0.9693, -0.1072, -0.9996,  0.9984, -0.9998, -0.1046,  0.8104,\n",
      "          1.0000,  0.9863, -0.9996, -0.6739, -0.9473, -0.9998,  0.9691,  1.0000,  1.0000,  0.9990, -0.6940, -0.9989,  1.0000,  1.0000,  0.9997, -0.3060,  0.9989,  0.3746,  0.9934, -0.9941, -1.0000,\n",
      "          0.9960,  1.0000, -0.5582, -0.9999,  0.9961,  1.0000,  1.0000, -0.9969, -0.9995, -0.9544, -1.0000,  0.2519,  0.9969,  0.9989, -0.9999, -0.3754, -0.9835, -0.9305, -1.0000,  0.3328, -0.9687,\n",
      "          0.9991, -1.0000, -0.9996,  0.9896,  0.7124,  0.9948, -0.9569, -0.9643, -1.0000, -0.9848, -0.9568, -0.9883, -0.9490,  0.8514,  0.9996,  0.9947,  1.0000,  0.7821, -1.0000,  0.4774,  0.9907,\n",
      "         -0.9770, -1.0000,  1.0000,  1.0000, -1.0000,  0.9999,  0.9999,  0.9910,  1.0000,  0.8908,  0.9388,  0.6616,  0.9927, -0.9871, -0.6094,  0.9788, -0.8792,  0.9343,  0.8299,  1.0000,  0.8729,\n",
      "         -0.9817,  0.9865,  1.0000,  0.9851, -0.9797,  0.9853, -1.0000, -0.9997,  0.9948,  0.9903,  0.9500,  0.1563, -0.9970,  0.9998, -1.0000,  0.9560,  1.0000,  0.9874,  0.9062, -0.9881, -0.9949,\n",
      "         -1.0000, -0.9635, -1.0000, -0.9999,  1.0000,  0.9999,  0.9568,  0.6663,  0.9909, -1.0000, -1.0000, -0.9989,  0.9981, -0.2539,  0.9953,  0.9766, -0.9997, -1.0000, -0.9999, -0.9795,  0.9867,\n",
      "         -0.1968, -0.9997, -1.0000,  1.0000, -0.9982,  0.9998, -0.9891,  1.0000, -1.0000,  0.8391, -1.0000, -0.9799, -0.9953,  0.9940,  0.9912,  0.9289,  1.0000,  0.9880,  0.9013, -0.9999, -0.5459,\n",
      "         -1.0000, -0.9934, -0.9503, -0.9892, -0.9957, -0.9916,  0.9824, -0.1265,  0.9991, -1.0000,  0.9961,  1.0000, -0.9974,  0.9957, -0.9966,  0.9940, -1.0000,  1.0000,  0.9988, -0.9988, -0.1742,\n",
      "          0.9973,  0.9994, -0.9941,  0.9981,  0.9432,  0.9989,  0.9881,  1.0000, -1.0000, -1.0000, -0.9999,  0.9747, -0.9425, -0.9930, -0.9999,  0.9758,  1.0000, -0.9896, -0.9359,  0.9982, -0.9991,\n",
      "          1.0000, -1.0000, -1.0000, -0.9879, -0.9992,  1.0000,  0.9975, -0.9992,  0.9996,  0.9755, -0.9999,  0.9308, -0.9998,  0.9934,  0.9991, -0.9999, -1.0000,  0.9819,  1.0000, -1.0000,  1.0000,\n",
      "         -1.0000, -1.0000,  0.1080, -0.9148, -0.8298, -0.9746,  0.9542,  0.9924,  0.9967, -1.0000, -0.9865,  0.0503,  0.9995, -0.7709, -0.9990,  1.0000,  0.9993,  0.0933,  0.9816, -0.9988,  0.9963,\n",
      "         -0.9667, -0.9996, -1.0000,  1.0000,  0.9954,  0.9997, -0.9765,  1.0000, -1.0000, -1.0000,  0.9814, -0.9995,  0.9997,  0.9969,  1.0000, -1.0000, -0.9915, -0.9981, -0.9996, -0.9901, -1.0000,\n",
      "          0.9982,  0.9937,  0.8810, -0.9992, -0.9843, -0.9896, -1.0000,  1.0000, -0.9997, -0.0458,  0.3831, -1.0000,  1.0000,  0.9971,  0.9746,  0.9964, -0.9998,  0.9994,  0.9783,  1.0000, -0.9288,\n",
      "         -1.0000, -0.6778,  0.9944, -1.0000,  0.9998,  0.0647, -1.0000, -1.0000,  0.2027, -0.9997, -1.0000, -0.5373,  0.7313,  0.9979, -0.9999, -1.0000, -1.0000,  0.7753, -0.9980,  0.9839, -0.4315,\n",
      "          1.0000, -1.0000,  0.9999, -0.9985,  0.9673,  0.3737,  0.9784, -0.9900,  0.9640, -0.9978, -0.9729, -0.9997, -0.9794, -0.9972,  0.9994,  0.8334,  0.9771, -0.4910, -0.2396,  0.7046, -0.9037,\n",
      "          0.3918, -0.9983, -0.9999, -0.9993, -0.9780, -0.9656,  0.9364,  0.9854,  0.0988, -0.8964,  0.9320, -0.9987, -0.3511,  0.8876, -0.9972, -1.0000, -0.9990,  0.9632, -1.0000,  1.0000,  0.8704,\n",
      "         -1.0000, -0.9998,  0.9854,  0.9999, -0.5582, -0.7826, -1.0000, -0.9998, -0.9954,  0.9999,  0.9875,  0.9991]], grad_fn=<TanhBackward0>)\n",
      "Logits_clsf:  tensor([[-0.0338,  0.4476],\n",
      "        [-0.0348,  0.4496],\n",
      "        [-0.0348,  0.4496],\n",
      "        [-0.0345,  0.4490],\n",
      "        [-0.0340,  0.4480],\n",
      "        [-0.0344,  0.4488]], grad_fn=<AddmmBackward0>)\n",
      "Position indices: tensor([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29])\n",
      "H-Pooled : tensor([[ 0.9632, -0.9996, -0.9919,  0.9944,  1.0000,  0.9976, -1.0000, -0.9977, -0.9999, -0.9995,  0.9964,  0.9975, -0.9959,  1.0000, -0.9964, -0.9998, -1.0000,  1.0000, -1.0000, -0.9998,  0.9999,\n",
      "          0.9931, -1.0000, -1.0000, -0.9994,  0.9945, -0.9997,  0.9991, -0.9999,  1.0000,  1.0000,  0.9955, -1.0000,  0.7577,  1.0000, -0.9996,  0.7890,  1.0000,  1.0000, -1.0000,  0.1353, -1.0000,\n",
      "         -0.9553, -0.9855,  0.9943,  0.9776, -0.9940,  0.9900, -0.9222, -0.9991, -0.9521, -1.0000, -0.9847, -0.9806,  0.9908, -1.0000,  1.0000, -0.9993,  0.3201,  0.9986, -0.9992, -1.0000,  0.9993,\n",
      "          1.0000,  1.0000,  1.0000,  0.9999, -0.7578,  0.9875,  0.9255, -0.9998, -1.0000,  0.9930, -0.9953, -0.9993,  0.9976, -0.9997,  1.0000,  0.9970, -1.0000,  1.0000, -0.9184,  0.9726, -1.0000,\n",
      "          1.0000, -0.9999, -0.9984,  1.0000,  0.9330, -0.9999,  0.9960,  0.9982,  0.9999, -0.2990, -1.0000,  0.9441,  0.9881,  1.0000, -0.9972,  1.0000, -0.9963,  1.0000, -0.5370, -1.0000, -0.7611,\n",
      "          0.9948, -1.0000, -0.3374, -1.0000,  0.9991, -1.0000,  1.0000, -1.0000,  0.9999,  0.8849,  0.9616, -0.9950, -0.9904,  0.9999,  0.9856, -0.4307,  0.9745, -1.0000,  0.0226,  0.9943, -1.0000,\n",
      "         -1.0000,  1.0000, -1.0000, -0.9874, -1.0000, -0.9999, -1.0000,  1.0000,  0.9276,  0.9965, -0.9791, -0.9974,  0.9918, -1.0000,  0.9951,  0.9999,  1.0000,  0.7671, -1.0000, -0.9963, -0.9987,\n",
      "          1.0000,  0.9998, -0.9685,  0.9964, -0.9960, -0.9923,  1.0000,  0.9955,  0.9998, -1.0000, -1.0000,  0.9787,  0.9997, -1.0000,  1.0000, -1.0000, -0.9937, -1.0000, -1.0000,  0.5730,  0.9901,\n",
      "          0.9995, -0.9581, -0.9204, -0.9994, -0.9696, -1.0000, -0.9968, -0.5888, -0.9336,  0.9918, -1.0000, -0.9902, -1.0000,  0.9994,  0.9567, -0.9894,  0.0099,  1.0000,  0.9996, -0.9881,  0.9979,\n",
      "         -0.9969, -0.9998, -1.0000,  0.3160, -0.9997,  0.9994, -0.9962, -0.9972, -0.9970,  0.9945,  1.0000, -0.9993,  0.9756, -0.9913,  0.9726,  0.9997, -1.0000,  0.9990, -1.0000,  1.0000,  1.0000,\n",
      "          1.0000,  1.0000, -0.9901, -0.9949,  0.9992,  0.7952,  1.0000,  1.0000,  1.0000,  0.9988,  0.9981,  0.9994, -1.0000,  0.9972, -1.0000,  1.0000,  0.9991,  1.0000, -0.8079, -0.8704,  0.9807,\n",
      "         -0.9997,  0.5006,  1.0000,  1.0000,  1.0000, -0.0648,  0.9927, -1.0000,  0.9998, -1.0000,  0.9893, -1.0000, -0.8847,  1.0000,  0.6197,  0.9636,  0.9229,  0.9583,  1.0000,  1.0000, -0.9999,\n",
      "          0.9999, -0.9978, -1.0000, -1.0000,  1.0000,  0.9999,  0.9999, -1.0000,  1.0000,  0.9886, -1.0000, -0.9995,  0.9992, -1.0000, -0.7596,  0.9988,  1.0000, -1.0000,  0.9937,  0.9953,  0.9993,\n",
      "         -0.9999, -0.9998, -1.0000, -1.0000,  0.9999,  0.9803,  0.9989,  0.9999,  1.0000,  0.9989, -0.9996, -1.0000, -0.8754,  0.7175, -1.0000, -0.9975,  0.9978,  0.9998,  1.0000, -0.9950,  1.0000,\n",
      "         -1.0000, -0.9809,  0.9999,  0.9985, -1.0000,  0.9998, -0.9969,  1.0000, -0.9999, -0.9971,  1.0000, -1.0000,  1.0000,  1.0000,  0.9981, -0.9306, -0.9994, -0.9986, -0.6380, -0.9998,  1.0000,\n",
      "          0.8642,  1.0000, -1.0000, -0.7093, -0.9998,  0.9911,  1.0000,  0.9956,  1.0000, -0.9361,  0.9999, -0.9975,  0.9574,  0.9992,  0.9999,  0.9947, -1.0000, -0.9999, -0.9965,  0.9999, -0.9977,\n",
      "         -0.9954,  1.0000, -1.0000,  1.0000, -0.9935,  1.0000, -0.9940,  1.0000, -0.0398, -1.0000,  1.0000, -0.9997,  1.0000, -0.9993, -0.9891,  0.9998,  0.9992, -0.9920, -0.9993,  0.9966, -1.0000,\n",
      "          0.9973,  1.0000,  1.0000, -0.9953, -1.0000,  0.9963, -0.9929, -0.9998, -0.9985,  1.0000, -0.9997, -0.6087,  0.9996,  1.0000,  0.9948,  1.0000,  0.9972,  0.9505,  0.7345,  0.9983, -1.0000,\n",
      "         -0.9995,  0.9583, -0.9967, -1.0000, -1.0000, -1.0000,  0.6695,  1.0000,  1.0000,  0.9986,  0.9978, -0.9999,  1.0000,  0.9821,  0.9992, -0.9996,  0.9954, -1.0000,  1.0000, -0.9996, -0.9973,\n",
      "          0.9669, -1.0000,  1.0000,  1.0000, -0.9269, -1.0000, -1.0000,  0.9998, -1.0000,  0.9974,  1.0000,  1.0000, -0.9999, -0.9988,  0.9974,  0.6328, -1.0000,  0.9994, -1.0000, -0.1524,  0.9831,\n",
      "          1.0000,  0.9967, -1.0000, -0.9166, -0.9772, -0.9999,  0.9974,  1.0000,  1.0000,  1.0000, -0.9514, -0.9998,  1.0000,  1.0000,  1.0000, -0.1118,  0.9998,  0.4073,  0.9993, -0.9990, -1.0000,\n",
      "          0.9994,  1.0000, -0.8584, -1.0000,  0.9986,  1.0000,  1.0000, -0.9990, -1.0000, -0.9725, -1.0000, -0.2529,  0.9993,  0.9999, -1.0000, -0.1487, -0.9956, -0.9737, -1.0000,  0.1789, -0.9857,\n",
      "          0.9999, -1.0000, -1.0000,  0.9980,  0.6832,  0.9995, -0.9693, -0.9951, -1.0000, -0.9862, -0.9933, -0.9993, -0.9894,  0.9397,  1.0000,  0.9993,  1.0000,  0.9520, -1.0000,  0.2278,  0.9966,\n",
      "         -0.9975, -1.0000,  1.0000,  1.0000, -1.0000,  1.0000,  1.0000,  0.9964,  1.0000,  0.9841,  0.9921,  0.9311,  0.9985, -0.9945, -0.6642,  0.9968, -0.9864,  0.9938,  0.9649,  1.0000,  0.9266,\n",
      "         -0.9987,  0.9964,  1.0000,  0.9990, -0.9964,  0.9977, -1.0000, -1.0000,  0.9995,  0.9950,  0.9896,  0.6199, -0.9998,  1.0000, -1.0000,  0.9798,  1.0000,  0.9991,  0.9466, -0.9983, -0.9984,\n",
      "         -1.0000, -0.9851, -1.0000, -1.0000,  1.0000,  1.0000,  0.9845,  0.9246,  0.9992, -1.0000, -1.0000, -0.9998,  0.9995,  0.1833,  0.9997,  0.9511, -1.0000, -1.0000, -1.0000, -0.9982,  0.9984,\n",
      "         -0.4167, -1.0000, -1.0000,  1.0000, -0.9964,  1.0000, -0.9993,  1.0000, -1.0000,  0.9559, -1.0000, -0.9904, -0.9997,  0.9992,  0.9995,  0.9930,  1.0000,  0.9814,  0.9911, -1.0000, -0.3735,\n",
      "         -1.0000, -0.9983, -0.9809, -0.9995, -0.9996, -0.9994,  0.9982,  0.2379,  0.9994, -1.0000,  0.9924,  1.0000, -0.9996,  0.9993, -0.9991,  0.9995, -1.0000,  1.0000,  0.9997, -0.9998, -0.1023,\n",
      "          0.9998,  1.0000, -0.9986,  0.9998,  0.7540,  0.9999,  0.9961,  1.0000, -1.0000, -1.0000, -1.0000,  0.9982, -0.9868, -0.9992, -1.0000,  0.9848,  1.0000, -0.9995, -0.9894,  0.9997, -0.9999,\n",
      "          1.0000, -1.0000, -1.0000, -0.9991, -0.9999,  1.0000,  0.9999, -1.0000,  0.9999,  0.9975, -1.0000,  0.9938, -1.0000,  0.9973,  0.9990, -1.0000, -1.0000,  0.9973,  1.0000, -1.0000,  1.0000,\n",
      "         -1.0000, -1.0000, -0.0624, -0.9686, -0.6313, -0.9431,  0.9863,  0.9985,  0.9999, -1.0000, -0.9932,  0.4285,  0.9998, -0.9331, -0.9998,  1.0000,  0.9999, -0.1177,  0.9989, -1.0000,  0.9987,\n",
      "         -0.9889, -0.9998, -1.0000,  1.0000,  0.9982,  1.0000, -0.9972,  1.0000, -1.0000, -1.0000,  0.9981, -1.0000,  1.0000,  0.9988,  1.0000, -1.0000, -0.9948, -0.9997, -1.0000, -0.9959, -1.0000,\n",
      "          0.9995,  0.9977,  0.9522, -1.0000, -0.9900, -0.9822, -1.0000,  1.0000, -1.0000, -0.2782,  0.5142, -1.0000,  1.0000,  0.9996,  0.9951,  0.9994, -0.9999,  1.0000,  0.9961,  1.0000, -0.9865,\n",
      "         -1.0000, -0.7117,  0.9980, -1.0000,  1.0000, -0.0897, -1.0000, -1.0000, -0.2966, -1.0000, -1.0000, -0.9094,  0.9460,  0.9997, -1.0000, -1.0000, -1.0000,  0.8040, -0.9998,  0.9988, -0.8613,\n",
      "          1.0000, -1.0000,  1.0000, -0.9999,  0.9964,  0.8098,  0.9975, -0.9963,  0.9977, -0.9996, -0.9905, -1.0000, -0.9982, -0.9999,  0.9999,  0.9266,  0.9313, -0.5609,  0.1623,  0.6607, -0.9851,\n",
      "          0.1769, -0.9998, -1.0000, -0.9999, -0.9987, -0.9931,  0.9905,  0.9965,  0.4677, -0.9819,  0.9787, -0.9983,  0.1724,  0.9756, -0.9992, -1.0000, -0.9999,  0.9964, -1.0000,  1.0000,  0.9899,\n",
      "         -1.0000, -1.0000,  0.9416,  1.0000, -0.8792, -0.8293, -1.0000, -1.0000, -0.9999,  1.0000,  0.9964,  1.0000],\n",
      "        [ 0.9633, -0.9996, -0.9920,  0.9944,  1.0000,  0.9977, -1.0000, -0.9978, -0.9999, -0.9995,  0.9964,  0.9976, -0.9959,  1.0000, -0.9965, -0.9998, -1.0000,  1.0000, -1.0000, -0.9998,  0.9999,\n",
      "          0.9932, -1.0000, -1.0000, -0.9994,  0.9945, -0.9997,  0.9991, -0.9999,  1.0000,  1.0000,  0.9955, -1.0000,  0.7581,  1.0000, -0.9996,  0.7892,  1.0000,  1.0000, -1.0000,  0.1360, -1.0000,\n",
      "         -0.9555, -0.9856,  0.9943,  0.9777, -0.9940,  0.9900, -0.9225, -0.9991, -0.9524, -1.0000, -0.9848, -0.9808,  0.9909, -1.0000,  1.0000, -0.9994,  0.3190,  0.9986, -0.9992, -1.0000,  0.9993,\n",
      "          1.0000,  1.0000,  1.0000,  0.9999, -0.7586,  0.9876,  0.9258, -0.9998, -1.0000,  0.9931, -0.9954, -0.9993,  0.9976, -0.9997,  1.0000,  0.9970, -1.0000,  1.0000, -0.9187,  0.9727, -1.0000,\n",
      "          1.0000, -0.9999, -0.9984,  1.0000,  0.9333, -0.9999,  0.9960,  0.9982,  0.9999, -0.3003, -1.0000,  0.9443,  0.9883,  1.0000, -0.9972,  1.0000, -0.9963,  1.0000, -0.5377, -1.0000, -0.7612,\n",
      "          0.9949, -1.0000, -0.3360, -1.0000,  0.9991, -1.0000,  1.0000, -1.0000,  0.9999,  0.8851,  0.9618, -0.9950, -0.9904,  0.9999,  0.9857, -0.4302,  0.9747, -1.0000,  0.0214,  0.9944, -1.0000,\n",
      "         -1.0000,  1.0000, -1.0000, -0.9875, -1.0000, -0.9999, -1.0000,  1.0000,  0.9279,  0.9965, -0.9792, -0.9975,  0.9919, -1.0000,  0.9951,  0.9999,  1.0000,  0.7678, -1.0000, -0.9963, -0.9987,\n",
      "          1.0000,  0.9998, -0.9687,  0.9964, -0.9960, -0.9924,  1.0000,  0.9955,  0.9998, -1.0000, -1.0000,  0.9789,  0.9997, -1.0000,  1.0000, -1.0000, -0.9938, -1.0000, -1.0000,  0.5730,  0.9902,\n",
      "          0.9995, -0.9583, -0.9211, -0.9994, -0.9699, -1.0000, -0.9968, -0.5888, -0.9338,  0.9919, -1.0000, -0.9902, -1.0000,  0.9994,  0.9569, -0.9894,  0.0095,  1.0000,  0.9996, -0.9882,  0.9979,\n",
      "         -0.9969, -0.9998, -1.0000,  0.3178, -0.9997,  0.9994, -0.9963, -0.9972, -0.9970,  0.9945,  1.0000, -0.9993,  0.9758, -0.9913,  0.9727,  0.9997, -1.0000,  0.9990, -1.0000,  1.0000,  1.0000,\n",
      "          1.0000,  1.0000, -0.9902, -0.9950,  0.9992,  0.7955,  1.0000,  1.0000,  1.0000,  0.9988,  0.9981,  0.9994, -1.0000,  0.9972, -1.0000,  1.0000,  0.9991,  1.0000, -0.8081, -0.8716,  0.9809,\n",
      "         -0.9998,  0.5020,  1.0000,  1.0000,  1.0000, -0.0647,  0.9927, -1.0000,  0.9998, -1.0000,  0.9893, -1.0000, -0.8851,  1.0000,  0.6216,  0.9639,  0.9232,  0.9585,  1.0000,  1.0000, -0.9999,\n",
      "          0.9999, -0.9978, -1.0000, -1.0000,  1.0000,  0.9999,  0.9999, -1.0000,  1.0000,  0.9886, -1.0000, -0.9995,  0.9992, -1.0000, -0.7601,  0.9989,  1.0000, -1.0000,  0.9938,  0.9953,  0.9993,\n",
      "         -0.9999, -0.9998, -1.0000, -1.0000,  0.9999,  0.9805,  0.9989,  0.9999,  1.0000,  0.9989, -0.9996, -1.0000, -0.8763,  0.7177, -1.0000, -0.9975,  0.9978,  0.9998,  1.0000, -0.9951,  1.0000,\n",
      "         -1.0000, -0.9811,  0.9999,  0.9985, -1.0000,  0.9998, -0.9969,  1.0000, -0.9999, -0.9972,  1.0000, -1.0000,  1.0000,  1.0000,  0.9982, -0.9307, -0.9994, -0.9986, -0.6388, -0.9998,  1.0000,\n",
      "          0.8648,  1.0000, -1.0000, -0.7100, -0.9998,  0.9912,  1.0000,  0.9957,  1.0000, -0.9364,  0.9999, -0.9975,  0.9576,  0.9992,  0.9999,  0.9947, -1.0000, -0.9999, -0.9965,  0.9999, -0.9977,\n",
      "         -0.9954,  1.0000, -1.0000,  1.0000, -0.9936,  1.0000, -0.9941,  1.0000, -0.0398, -1.0000,  1.0000, -0.9997,  1.0000, -0.9993, -0.9892,  0.9998,  0.9992, -0.9921, -0.9993,  0.9966, -1.0000,\n",
      "          0.9973,  1.0000,  1.0000, -0.9953, -1.0000,  0.9963, -0.9930, -0.9999, -0.9985,  1.0000, -0.9997, -0.6089,  0.9996,  1.0000,  0.9948,  1.0000,  0.9972,  0.9507,  0.7349,  0.9983, -1.0000,\n",
      "         -0.9995,  0.9587, -0.9967, -1.0000, -1.0000, -1.0000,  0.6697,  1.0000,  1.0000,  0.9986,  0.9978, -0.9999,  1.0000,  0.9823,  0.9992, -0.9996,  0.9954, -1.0000,  1.0000, -0.9996, -0.9973,\n",
      "          0.9671, -1.0000,  1.0000,  1.0000, -0.9274, -1.0000, -1.0000,  0.9998, -1.0000,  0.9975,  1.0000,  1.0000, -0.9999, -0.9988,  0.9974,  0.6324, -1.0000,  0.9994, -1.0000, -0.1522,  0.9832,\n",
      "          1.0000,  0.9967, -1.0000, -0.9170, -0.9774, -0.9999,  0.9974,  1.0000,  1.0000,  1.0000, -0.9516, -0.9998,  1.0000,  1.0000,  1.0000, -0.1130,  0.9998,  0.4074,  0.9993, -0.9990, -1.0000,\n",
      "          0.9995,  1.0000, -0.8589, -1.0000,  0.9986,  1.0000,  1.0000, -0.9990, -1.0000, -0.9726, -1.0000, -0.2515,  0.9993,  0.9999, -1.0000, -0.1490, -0.9956, -0.9738, -1.0000,  0.1789, -0.9858,\n",
      "          0.9999, -1.0000, -1.0000,  0.9981,  0.6845,  0.9995, -0.9695, -0.9951, -1.0000, -0.9863, -0.9934, -0.9993, -0.9895,  0.9397,  1.0000,  0.9993,  1.0000,  0.9523, -1.0000,  0.2291,  0.9967,\n",
      "         -0.9975, -1.0000,  1.0000,  1.0000, -1.0000,  1.0000,  1.0000,  0.9964,  1.0000,  0.9842,  0.9922,  0.9314,  0.9986, -0.9946, -0.6647,  0.9969, -0.9865,  0.9938,  0.9649,  1.0000,  0.9270,\n",
      "         -0.9987,  0.9964,  1.0000,  0.9990, -0.9965,  0.9977, -1.0000, -1.0000,  0.9995,  0.9951,  0.9897,  0.6193, -0.9998,  1.0000, -1.0000,  0.9800,  1.0000,  0.9991,  0.9468, -0.9983, -0.9984,\n",
      "         -1.0000, -0.9852, -1.0000, -1.0000,  1.0000,  1.0000,  0.9846,  0.9251,  0.9992, -1.0000, -1.0000, -0.9998,  0.9995,  0.1829,  0.9997,  0.9513, -1.0000, -1.0000, -1.0000, -0.9982,  0.9984,\n",
      "         -0.4165, -1.0000, -1.0000,  1.0000, -0.9964,  1.0000, -0.9993,  1.0000, -1.0000,  0.9562, -1.0000, -0.9905, -0.9997,  0.9992,  0.9995,  0.9931,  1.0000,  0.9815,  0.9912, -1.0000, -0.3732,\n",
      "         -1.0000, -0.9983, -0.9811, -0.9995, -0.9997, -0.9994,  0.9982,  0.2380,  0.9994, -1.0000,  0.9925,  1.0000, -0.9996,  0.9993, -0.9991,  0.9995, -1.0000,  1.0000,  0.9998, -0.9998, -0.1017,\n",
      "          0.9998,  1.0000, -0.9986,  0.9998,  0.7546,  0.9999,  0.9961,  1.0000, -1.0000, -1.0000, -1.0000,  0.9982, -0.9870, -0.9992, -1.0000,  0.9850,  1.0000, -0.9995, -0.9894,  0.9997, -0.9999,\n",
      "          1.0000, -1.0000, -1.0000, -0.9991, -0.9999,  1.0000,  0.9999, -1.0000,  0.9999,  0.9976, -1.0000,  0.9938, -1.0000,  0.9974,  0.9990, -1.0000, -1.0000,  0.9973,  1.0000, -1.0000,  1.0000,\n",
      "         -1.0000, -1.0000, -0.0618, -0.9688, -0.6325, -0.9434,  0.9864,  0.9985,  0.9999, -1.0000, -0.9933,  0.4281,  0.9998, -0.9334, -0.9998,  1.0000,  0.9999, -0.1178,  0.9989, -1.0000,  0.9987,\n",
      "         -0.9890, -0.9998, -1.0000,  1.0000,  0.9982,  1.0000, -0.9973,  1.0000, -1.0000, -1.0000,  0.9981, -1.0000,  1.0000,  0.9988,  1.0000, -1.0000, -0.9949, -0.9997, -1.0000, -0.9959, -1.0000,\n",
      "          0.9995,  0.9977,  0.9525, -1.0000, -0.9900, -0.9823, -1.0000,  1.0000, -1.0000, -0.2780,  0.5144, -1.0000,  1.0000,  0.9996,  0.9951,  0.9994, -0.9999,  1.0000,  0.9962,  1.0000, -0.9865,\n",
      "         -1.0000, -0.7121,  0.9980, -1.0000,  1.0000, -0.0908, -1.0000, -1.0000, -0.2968, -1.0000, -1.0000, -0.9095,  0.9463,  0.9997, -1.0000, -1.0000, -1.0000,  0.8042, -0.9998,  0.9988, -0.8615,\n",
      "          1.0000, -1.0000,  1.0000, -0.9999,  0.9964,  0.8102,  0.9975, -0.9963,  0.9977, -0.9996, -0.9906, -1.0000, -0.9983, -0.9999,  0.9999,  0.9268,  0.9317, -0.5611,  0.1615,  0.6617, -0.9852,\n",
      "          0.1769, -0.9998, -1.0000, -0.9999, -0.9987, -0.9932,  0.9906,  0.9965,  0.4681, -0.9820,  0.9788, -0.9983,  0.1715,  0.9757, -0.9992, -1.0000, -0.9999,  0.9964, -1.0000,  1.0000,  0.9900,\n",
      "         -1.0000, -1.0000,  0.9418,  1.0000, -0.8798, -0.8298, -1.0000, -1.0000, -0.9999,  1.0000,  0.9965,  1.0000],\n",
      "        [ 0.9633, -0.9996, -0.9920,  0.9944,  1.0000,  0.9977, -1.0000, -0.9978, -0.9999, -0.9995,  0.9964,  0.9976, -0.9959,  1.0000, -0.9965, -0.9998, -1.0000,  1.0000, -1.0000, -0.9998,  0.9999,\n",
      "          0.9932, -1.0000, -1.0000, -0.9994,  0.9945, -0.9997,  0.9991, -0.9999,  1.0000,  1.0000,  0.9955, -1.0000,  0.7581,  1.0000, -0.9996,  0.7889,  1.0000,  1.0000, -1.0000,  0.1354, -1.0000,\n",
      "         -0.9555, -0.9856,  0.9943,  0.9777, -0.9940,  0.9900, -0.9225, -0.9991, -0.9525, -1.0000, -0.9848, -0.9808,  0.9910, -1.0000,  1.0000, -0.9994,  0.3189,  0.9986, -0.9992, -1.0000,  0.9993,\n",
      "          1.0000,  1.0000,  1.0000,  0.9999, -0.7585,  0.9876,  0.9259, -0.9998, -1.0000,  0.9931, -0.9954, -0.9993,  0.9976, -0.9997,  1.0000,  0.9971, -1.0000,  1.0000, -0.9187,  0.9727, -1.0000,\n",
      "          1.0000, -0.9999, -0.9984,  1.0000,  0.9334, -0.9999,  0.9960,  0.9982,  0.9999, -0.3009, -1.0000,  0.9443,  0.9883,  1.0000, -0.9972,  1.0000, -0.9963,  1.0000, -0.5377, -1.0000, -0.7613,\n",
      "          0.9949, -1.0000, -0.3352, -1.0000,  0.9991, -1.0000,  1.0000, -1.0000,  0.9999,  0.8851,  0.9618, -0.9950, -0.9904,  0.9999,  0.9857, -0.4305,  0.9747, -1.0000,  0.0208,  0.9944, -1.0000,\n",
      "         -1.0000,  1.0000, -1.0000, -0.9875, -1.0000, -0.9999, -1.0000,  1.0000,  0.9281,  0.9965, -0.9793, -0.9975,  0.9919, -1.0000,  0.9951,  0.9999,  1.0000,  0.7677, -1.0000, -0.9963, -0.9987,\n",
      "          1.0000,  0.9998, -0.9687,  0.9964, -0.9960, -0.9924,  1.0000,  0.9955,  0.9998, -1.0000, -1.0000,  0.9789,  0.9997, -1.0000,  1.0000, -1.0000, -0.9938, -1.0000, -1.0000,  0.5727,  0.9902,\n",
      "          0.9995, -0.9583, -0.9213, -0.9994, -0.9699, -1.0000, -0.9968, -0.5895, -0.9338,  0.9919, -1.0000, -0.9903, -1.0000,  0.9994,  0.9569, -0.9894,  0.0101,  1.0000,  0.9996, -0.9882,  0.9979,\n",
      "         -0.9969, -0.9998, -1.0000,  0.3185, -0.9997,  0.9994, -0.9963, -0.9972, -0.9970,  0.9945,  1.0000, -0.9993,  0.9758, -0.9913,  0.9727,  0.9997, -1.0000,  0.9990, -1.0000,  1.0000,  1.0000,\n",
      "          1.0000,  1.0000, -0.9902, -0.9950,  0.9992,  0.7954,  1.0000,  1.0000,  1.0000,  0.9988,  0.9981,  0.9994, -1.0000,  0.9972, -1.0000,  1.0000,  0.9991,  1.0000, -0.8082, -0.8718,  0.9809,\n",
      "         -0.9998,  0.5024,  1.0000,  1.0000,  1.0000, -0.0652,  0.9927, -1.0000,  0.9998, -1.0000,  0.9894, -1.0000, -0.8853,  1.0000,  0.6216,  0.9639,  0.9232,  0.9584,  1.0000,  1.0000, -0.9999,\n",
      "          0.9999, -0.9978, -1.0000, -1.0000,  1.0000,  0.9999,  0.9999, -1.0000,  1.0000,  0.9886, -1.0000, -0.9995,  0.9992, -1.0000, -0.7601,  0.9989,  1.0000, -1.0000,  0.9938,  0.9953,  0.9993,\n",
      "         -0.9999, -0.9998, -1.0000, -1.0000,  0.9999,  0.9805,  0.9989,  0.9999,  1.0000,  0.9989, -0.9996, -1.0000, -0.8765,  0.7178, -1.0000, -0.9975,  0.9978,  0.9998,  1.0000, -0.9951,  1.0000,\n",
      "         -1.0000, -0.9811,  0.9999,  0.9985, -1.0000,  0.9998, -0.9970,  1.0000, -0.9999, -0.9972,  1.0000, -1.0000,  1.0000,  1.0000,  0.9982, -0.9308, -0.9994, -0.9986, -0.6386, -0.9998,  1.0000,\n",
      "          0.8648,  1.0000, -1.0000, -0.7100, -0.9998,  0.9912,  1.0000,  0.9957,  1.0000, -0.9364,  0.9999, -0.9975,  0.9577,  0.9992,  0.9999,  0.9947, -1.0000, -0.9999, -0.9965,  0.9999, -0.9977,\n",
      "         -0.9954,  1.0000, -1.0000,  1.0000, -0.9936,  1.0000, -0.9941,  1.0000, -0.0400, -1.0000,  1.0000, -0.9997,  1.0000, -0.9993, -0.9892,  0.9998,  0.9992, -0.9921, -0.9993,  0.9966, -1.0000,\n",
      "          0.9973,  1.0000,  1.0000, -0.9953, -1.0000,  0.9963, -0.9930, -0.9999, -0.9985,  1.0000, -0.9997, -0.6090,  0.9996,  1.0000,  0.9948,  1.0000,  0.9972,  0.9507,  0.7347,  0.9983, -1.0000,\n",
      "         -0.9995,  0.9587, -0.9967, -1.0000, -1.0000, -1.0000,  0.6695,  1.0000,  1.0000,  0.9986,  0.9978, -0.9999,  1.0000,  0.9823,  0.9992, -0.9996,  0.9954, -1.0000,  1.0000, -0.9996, -0.9973,\n",
      "          0.9672, -1.0000,  1.0000,  1.0000, -0.9274, -1.0000, -1.0000,  0.9998, -1.0000,  0.9975,  1.0000,  1.0000, -0.9999, -0.9988,  0.9974,  0.6325, -1.0000,  0.9994, -1.0000, -0.1529,  0.9832,\n",
      "          1.0000,  0.9967, -1.0000, -0.9169, -0.9774, -0.9999,  0.9974,  1.0000,  1.0000,  1.0000, -0.9516, -0.9998,  1.0000,  1.0000,  1.0000, -0.1133,  0.9998,  0.4077,  0.9993, -0.9990, -1.0000,\n",
      "          0.9995,  1.0000, -0.8589, -1.0000,  0.9986,  1.0000,  1.0000, -0.9990, -1.0000, -0.9726, -1.0000, -0.2508,  0.9993,  0.9999, -1.0000, -0.1493, -0.9956, -0.9738, -1.0000,  0.1798, -0.9858,\n",
      "          0.9999, -1.0000, -1.0000,  0.9981,  0.6850,  0.9995, -0.9696, -0.9951, -1.0000, -0.9863, -0.9934, -0.9993, -0.9895,  0.9397,  1.0000,  0.9993,  1.0000,  0.9523, -1.0000,  0.2295,  0.9967,\n",
      "         -0.9975, -1.0000,  1.0000,  1.0000, -1.0000,  1.0000,  1.0000,  0.9964,  1.0000,  0.9842,  0.9922,  0.9314,  0.9986, -0.9946, -0.6649,  0.9969, -0.9865,  0.9938,  0.9649,  1.0000,  0.9270,\n",
      "         -0.9987,  0.9964,  1.0000,  0.9990, -0.9965,  0.9977, -1.0000, -1.0000,  0.9995,  0.9951,  0.9896,  0.6191, -0.9998,  1.0000, -1.0000,  0.9800,  1.0000,  0.9991,  0.9469, -0.9983, -0.9984,\n",
      "         -1.0000, -0.9853, -1.0000, -1.0000,  1.0000,  1.0000,  0.9846,  0.9252,  0.9992, -1.0000, -1.0000, -0.9998,  0.9995,  0.1827,  0.9997,  0.9513, -1.0000, -1.0000, -1.0000, -0.9982,  0.9984,\n",
      "         -0.4160, -1.0000, -1.0000,  1.0000, -0.9964,  1.0000, -0.9993,  1.0000, -1.0000,  0.9562, -1.0000, -0.9905, -0.9997,  0.9992,  0.9995,  0.9931,  1.0000,  0.9815,  0.9912, -1.0000, -0.3730,\n",
      "         -1.0000, -0.9983, -0.9811, -0.9995, -0.9997, -0.9994,  0.9982,  0.2380,  0.9994, -1.0000,  0.9925,  1.0000, -0.9996,  0.9993, -0.9991,  0.9995, -1.0000,  1.0000,  0.9998, -0.9998, -0.1020,\n",
      "          0.9998,  1.0000, -0.9986,  0.9998,  0.7545,  0.9999,  0.9961,  1.0000, -1.0000, -1.0000, -1.0000,  0.9982, -0.9870, -0.9992, -1.0000,  0.9850,  1.0000, -0.9995, -0.9894,  0.9997, -0.9999,\n",
      "          1.0000, -1.0000, -1.0000, -0.9991, -0.9999,  1.0000,  0.9999, -1.0000,  0.9999,  0.9976, -1.0000,  0.9938, -1.0000,  0.9974,  0.9990, -1.0000, -1.0000,  0.9973,  1.0000, -1.0000,  1.0000,\n",
      "         -1.0000, -1.0000, -0.0619, -0.9688, -0.6328, -0.9433,  0.9864,  0.9985,  0.9999, -1.0000, -0.9933,  0.4276,  0.9998, -0.9334, -0.9998,  1.0000,  0.9999, -0.1179,  0.9989, -1.0000,  0.9987,\n",
      "         -0.9890, -0.9998, -1.0000,  1.0000,  0.9982,  1.0000, -0.9973,  1.0000, -1.0000, -1.0000,  0.9981, -1.0000,  1.0000,  0.9988,  1.0000, -1.0000, -0.9949, -0.9997, -1.0000, -0.9959, -1.0000,\n",
      "          0.9995,  0.9977,  0.9525, -1.0000, -0.9900, -0.9823, -1.0000,  1.0000, -1.0000, -0.2770,  0.5142, -1.0000,  1.0000,  0.9996,  0.9951,  0.9994, -0.9999,  1.0000,  0.9962,  1.0000, -0.9865,\n",
      "         -1.0000, -0.7123,  0.9980, -1.0000,  1.0000, -0.0903, -1.0000, -1.0000, -0.2964, -1.0000, -1.0000, -0.9095,  0.9463,  0.9997, -1.0000, -1.0000, -1.0000,  0.8045, -0.9998,  0.9988, -0.8614,\n",
      "          1.0000, -1.0000,  1.0000, -0.9999,  0.9964,  0.8103,  0.9975, -0.9964,  0.9977, -0.9996, -0.9906, -1.0000, -0.9983, -0.9999,  0.9999,  0.9269,  0.9317, -0.5609,  0.1617,  0.6619, -0.9852,\n",
      "          0.1764, -0.9998, -1.0000, -0.9999, -0.9987, -0.9932,  0.9906,  0.9965,  0.4683, -0.9820,  0.9788, -0.9983,  0.1709,  0.9757, -0.9992, -1.0000, -0.9999,  0.9964, -1.0000,  1.0000,  0.9900,\n",
      "         -1.0000, -1.0000,  0.9418,  1.0000, -0.8797, -0.8299, -1.0000, -1.0000, -0.9999,  1.0000,  0.9965,  1.0000],\n",
      "        [ 0.9631, -0.9996, -0.9919,  0.9944,  1.0000,  0.9976, -1.0000, -0.9977, -0.9999, -0.9995,  0.9964,  0.9975, -0.9959,  1.0000, -0.9964, -0.9998, -1.0000,  1.0000, -1.0000, -0.9998,  0.9999,\n",
      "          0.9931, -1.0000, -1.0000, -0.9994,  0.9945, -0.9997,  0.9991, -0.9999,  1.0000,  1.0000,  0.9955, -1.0000,  0.7573,  1.0000, -0.9996,  0.7885,  1.0000,  1.0000, -1.0000,  0.1342, -1.0000,\n",
      "         -0.9553, -0.9855,  0.9943,  0.9775, -0.9940,  0.9899, -0.9221, -0.9991, -0.9522, -1.0000, -0.9847, -0.9806,  0.9909, -1.0000,  1.0000, -0.9993,  0.3191,  0.9986, -0.9992, -1.0000,  0.9993,\n",
      "          1.0000,  1.0000,  1.0000,  0.9999, -0.7578,  0.9875,  0.9256, -0.9998, -1.0000,  0.9930, -0.9953, -0.9993,  0.9976, -0.9997,  1.0000,  0.9970, -1.0000,  1.0000, -0.9181,  0.9725, -1.0000,\n",
      "          1.0000, -0.9999, -0.9984,  1.0000,  0.9331, -0.9999,  0.9960,  0.9981,  0.9999, -0.3003, -1.0000,  0.9440,  0.9881,  1.0000, -0.9972,  1.0000, -0.9963,  1.0000, -0.5373, -1.0000, -0.7607,\n",
      "          0.9948, -1.0000, -0.3353, -1.0000,  0.9991, -1.0000,  1.0000, -1.0000,  0.9999,  0.8847,  0.9616, -0.9950, -0.9904,  0.9999,  0.9856, -0.4306,  0.9745, -1.0000,  0.0211,  0.9943, -1.0000,\n",
      "         -1.0000,  1.0000, -1.0000, -0.9874, -1.0000, -0.9999, -1.0000,  1.0000,  0.9277,  0.9965, -0.9791, -0.9974,  0.9918, -1.0000,  0.9951,  0.9999,  1.0000,  0.7667, -1.0000, -0.9963, -0.9987,\n",
      "          1.0000,  0.9998, -0.9685,  0.9964, -0.9960, -0.9923,  1.0000,  0.9954,  0.9998, -1.0000, -1.0000,  0.9787,  0.9997, -1.0000,  1.0000, -1.0000, -0.9937, -1.0000, -1.0000,  0.5719,  0.9901,\n",
      "          0.9995, -0.9580, -0.9208, -0.9994, -0.9697, -1.0000, -0.9968, -0.5892, -0.9335,  0.9918, -1.0000, -0.9902, -1.0000,  0.9994,  0.9566, -0.9894,  0.0108,  1.0000,  0.9996, -0.9881,  0.9979,\n",
      "         -0.9969, -0.9998, -1.0000,  0.3182, -0.9997,  0.9994, -0.9962, -0.9972, -0.9970,  0.9945,  1.0000, -0.9993,  0.9756, -0.9913,  0.9725,  0.9997, -1.0000,  0.9990, -1.0000,  1.0000,  1.0000,\n",
      "          1.0000,  1.0000, -0.9901, -0.9949,  0.9992,  0.7947,  1.0000,  1.0000,  1.0000,  0.9988,  0.9980,  0.9994, -1.0000,  0.9972, -1.0000,  1.0000,  0.9991,  1.0000, -0.8076, -0.8711,  0.9808,\n",
      "         -0.9997,  0.5018,  1.0000,  1.0000,  1.0000, -0.0652,  0.9926, -1.0000,  0.9998, -1.0000,  0.9893, -1.0000, -0.8848,  1.0000,  0.6202,  0.9638,  0.9228,  0.9583,  1.0000,  1.0000, -0.9999,\n",
      "          0.9999, -0.9978, -1.0000, -1.0000,  1.0000,  0.9999,  0.9999, -1.0000,  1.0000,  0.9885, -1.0000, -0.9995,  0.9992, -1.0000, -0.7594,  0.9988,  1.0000, -1.0000,  0.9937,  0.9953,  0.9993,\n",
      "         -0.9999, -0.9998, -1.0000, -1.0000,  0.9999,  0.9803,  0.9989,  0.9999,  1.0000,  0.9989, -0.9996, -1.0000, -0.8761,  0.7173, -1.0000, -0.9975,  0.9978,  0.9998,  1.0000, -0.9950,  1.0000,\n",
      "         -1.0000, -0.9809,  0.9999,  0.9985, -1.0000,  0.9998, -0.9969,  1.0000, -0.9999, -0.9971,  1.0000, -1.0000,  1.0000,  1.0000,  0.9981, -0.9306, -0.9994, -0.9986, -0.6377, -0.9998,  1.0000,\n",
      "          0.8641,  1.0000, -1.0000, -0.7090, -0.9998,  0.9911,  1.0000,  0.9956,  1.0000, -0.9360,  0.9999, -0.9975,  0.9574,  0.9992,  0.9999,  0.9947, -1.0000, -0.9999, -0.9965,  0.9999, -0.9977,\n",
      "         -0.9954,  1.0000, -1.0000,  1.0000, -0.9935,  1.0000, -0.9940,  1.0000, -0.0402, -1.0000,  1.0000, -0.9997,  1.0000, -0.9993, -0.9891,  0.9998,  0.9992, -0.9920, -0.9993,  0.9966, -1.0000,\n",
      "          0.9973,  1.0000,  1.0000, -0.9953, -1.0000,  0.9963, -0.9929, -0.9998, -0.9985,  1.0000, -0.9997, -0.6085,  0.9996,  1.0000,  0.9947,  1.0000,  0.9972,  0.9505,  0.7338,  0.9983, -1.0000,\n",
      "         -0.9995,  0.9584, -0.9967, -1.0000, -1.0000, -1.0000,  0.6688,  1.0000,  1.0000,  0.9986,  0.9978, -0.9999,  1.0000,  0.9821,  0.9992, -0.9996,  0.9954, -1.0000,  1.0000, -0.9996, -0.9973,\n",
      "          0.9670, -1.0000,  1.0000,  1.0000, -0.9270, -1.0000, -1.0000,  0.9998, -1.0000,  0.9974,  1.0000,  1.0000, -0.9999, -0.9988,  0.9974,  0.6318, -1.0000,  0.9994, -1.0000, -0.1538,  0.9831,\n",
      "          1.0000,  0.9967, -1.0000, -0.9165, -0.9772, -0.9999,  0.9974,  1.0000,  1.0000,  1.0000, -0.9514, -0.9998,  1.0000,  1.0000,  1.0000, -0.1133,  0.9998,  0.4076,  0.9993, -0.9990, -1.0000,\n",
      "          0.9994,  1.0000, -0.8582, -1.0000,  0.9986,  1.0000,  1.0000, -0.9990, -1.0000, -0.9725, -1.0000, -0.2507,  0.9993,  0.9999, -1.0000, -0.1497, -0.9956, -0.9736, -1.0000,  0.1803, -0.9856,\n",
      "          0.9999, -1.0000, -1.0000,  0.9980,  0.6843,  0.9995, -0.9694, -0.9951, -1.0000, -0.9862, -0.9933, -0.9992, -0.9894,  0.9394,  1.0000,  0.9993,  1.0000,  0.9520, -1.0000,  0.2287,  0.9967,\n",
      "         -0.9975, -1.0000,  1.0000,  1.0000, -1.0000,  1.0000,  1.0000,  0.9964,  1.0000,  0.9841,  0.9921,  0.9311,  0.9985, -0.9945, -0.6646,  0.9968, -0.9864,  0.9938,  0.9647,  1.0000,  0.9267,\n",
      "         -0.9987,  0.9964,  1.0000,  0.9990, -0.9964,  0.9977, -1.0000, -1.0000,  0.9995,  0.9950,  0.9896,  0.6186, -0.9998,  1.0000, -1.0000,  0.9799,  1.0000,  0.9991,  0.9467, -0.9983, -0.9984,\n",
      "         -1.0000, -0.9852, -1.0000, -1.0000,  1.0000,  1.0000,  0.9845,  0.9246,  0.9992, -1.0000, -1.0000, -0.9998,  0.9995,  0.1828,  0.9997,  0.9510, -1.0000, -1.0000, -1.0000, -0.9982,  0.9984,\n",
      "         -0.4150, -1.0000, -1.0000,  1.0000, -0.9963,  1.0000, -0.9993,  1.0000, -1.0000,  0.9559, -1.0000, -0.9905, -0.9997,  0.9992,  0.9995,  0.9930,  1.0000,  0.9813,  0.9911, -1.0000, -0.3733,\n",
      "         -1.0000, -0.9983, -0.9809, -0.9995, -0.9996, -0.9994,  0.9982,  0.2373,  0.9994, -1.0000,  0.9924,  1.0000, -0.9996,  0.9993, -0.9991,  0.9995, -1.0000,  1.0000,  0.9997, -0.9998, -0.1030,\n",
      "          0.9998,  1.0000, -0.9986,  0.9998,  0.7536,  0.9999,  0.9961,  1.0000, -1.0000, -1.0000, -1.0000,  0.9982, -0.9869, -0.9992, -1.0000,  0.9849,  1.0000, -0.9995, -0.9894,  0.9997, -0.9999,\n",
      "          1.0000, -1.0000, -1.0000, -0.9991, -0.9999,  1.0000,  0.9999, -1.0000,  0.9999,  0.9975, -1.0000,  0.9938, -1.0000,  0.9973,  0.9990, -1.0000, -1.0000,  0.9973,  1.0000, -1.0000,  1.0000,\n",
      "         -1.0000, -1.0000, -0.0618, -0.9686, -0.6323, -0.9430,  0.9863,  0.9985,  0.9999, -1.0000, -0.9932,  0.4263,  0.9998, -0.9330, -0.9998,  1.0000,  0.9999, -0.1176,  0.9989, -1.0000,  0.9987,\n",
      "         -0.9889, -0.9998, -1.0000,  1.0000,  0.9982,  1.0000, -0.9972,  1.0000, -1.0000, -1.0000,  0.9981, -1.0000,  1.0000,  0.9988,  1.0000, -1.0000, -0.9948, -0.9997, -1.0000, -0.9958, -1.0000,\n",
      "          0.9995,  0.9977,  0.9522, -1.0000, -0.9899, -0.9822, -1.0000,  1.0000, -1.0000, -0.2765,  0.5140, -1.0000,  1.0000,  0.9996,  0.9951,  0.9994, -0.9999,  1.0000,  0.9961,  1.0000, -0.9865,\n",
      "         -1.0000, -0.7119,  0.9980, -1.0000,  1.0000, -0.0887, -1.0000, -1.0000, -0.2961, -1.0000, -1.0000, -0.9091,  0.9461,  0.9997, -1.0000, -1.0000, -1.0000,  0.8042, -0.9998,  0.9988, -0.8608,\n",
      "          1.0000, -1.0000,  1.0000, -0.9999,  0.9964,  0.8095,  0.9975, -0.9963,  0.9977, -0.9996, -0.9906, -1.0000, -0.9982, -0.9999,  0.9999,  0.9266,  0.9312, -0.5607,  0.1617,  0.6610, -0.9851,\n",
      "          0.1766, -0.9998, -1.0000, -0.9999, -0.9987, -0.9931,  0.9905,  0.9965,  0.4676, -0.9819,  0.9787, -0.9983,  0.1708,  0.9756, -0.9992, -1.0000, -0.9999,  0.9964, -1.0000,  1.0000,  0.9899,\n",
      "         -1.0000, -1.0000,  0.9415,  1.0000, -0.8789, -0.8295, -1.0000, -1.0000, -0.9999,  1.0000,  0.9964,  1.0000],\n",
      "        [ 0.9630, -0.9996, -0.9919,  0.9943,  1.0000,  0.9976, -1.0000, -0.9977, -0.9999, -0.9995,  0.9964,  0.9975, -0.9959,  1.0000, -0.9964, -0.9998, -1.0000,  1.0000, -1.0000, -0.9998,  0.9999,\n",
      "          0.9931, -1.0000, -1.0000, -0.9994,  0.9945, -0.9997,  0.9991, -0.9999,  1.0000,  1.0000,  0.9955, -1.0000,  0.7574,  1.0000, -0.9996,  0.7882,  1.0000,  1.0000, -1.0000,  0.1353, -1.0000,\n",
      "         -0.9552, -0.9854,  0.9943,  0.9774, -0.9940,  0.9899, -0.9220, -0.9991, -0.9520, -1.0000, -0.9846, -0.9805,  0.9908, -1.0000,  1.0000, -0.9993,  0.3192,  0.9985, -0.9992, -1.0000,  0.9993,\n",
      "          1.0000,  1.0000,  1.0000,  0.9999, -0.7575,  0.9874,  0.9253, -0.9998, -1.0000,  0.9930, -0.9953, -0.9993,  0.9976, -0.9997,  1.0000,  0.9970, -1.0000,  1.0000, -0.9181,  0.9724, -1.0000,\n",
      "          1.0000, -0.9999, -0.9984,  1.0000,  0.9329, -0.9999,  0.9959,  0.9981,  0.9999, -0.2993, -1.0000,  0.9439,  0.9881,  1.0000, -0.9972,  1.0000, -0.9963,  1.0000, -0.5369, -1.0000, -0.7609,\n",
      "          0.9948, -1.0000, -0.3369, -1.0000,  0.9991, -1.0000,  1.0000, -1.0000,  0.9999,  0.8846,  0.9615, -0.9949, -0.9903,  0.9999,  0.9855, -0.4298,  0.9744, -1.0000,  0.0223,  0.9943, -1.0000,\n",
      "         -1.0000,  1.0000, -1.0000, -0.9873, -1.0000, -0.9999, -1.0000,  1.0000,  0.9275,  0.9965, -0.9790, -0.9974,  0.9918, -1.0000,  0.9950,  0.9999,  1.0000,  0.7667, -1.0000, -0.9963, -0.9987,\n",
      "          1.0000,  0.9998, -0.9685,  0.9964, -0.9959, -0.9923,  1.0000,  0.9954,  0.9998, -1.0000, -1.0000,  0.9787,  0.9997, -1.0000,  1.0000, -1.0000, -0.9937, -1.0000, -1.0000,  0.5723,  0.9901,\n",
      "          0.9995, -0.9580, -0.9205, -0.9994, -0.9696, -1.0000, -0.9968, -0.5881, -0.9334,  0.9918, -1.0000, -0.9901, -1.0000,  0.9994,  0.9565, -0.9893,  0.0103,  1.0000,  0.9996, -0.9881,  0.9979,\n",
      "         -0.9969, -0.9998, -1.0000,  0.3167, -0.9997,  0.9994, -0.9962, -0.9971, -0.9970,  0.9945,  1.0000, -0.9993,  0.9755, -0.9912,  0.9725,  0.9997, -1.0000,  0.9990, -1.0000,  1.0000,  1.0000,\n",
      "          1.0000,  1.0000, -0.9901, -0.9949,  0.9992,  0.7949,  1.0000,  1.0000,  1.0000,  0.9988,  0.9980,  0.9994, -1.0000,  0.9971, -1.0000,  1.0000,  0.9991,  1.0000, -0.8077, -0.8705,  0.9807,\n",
      "         -0.9997,  0.5003,  1.0000,  1.0000,  1.0000, -0.0649,  0.9926, -1.0000,  0.9998, -1.0000,  0.9892, -1.0000, -0.8843,  1.0000,  0.6204,  0.9636,  0.9226,  0.9582,  1.0000,  1.0000, -0.9999,\n",
      "          0.9999, -0.9978, -1.0000, -1.0000,  1.0000,  0.9999,  0.9999, -1.0000,  1.0000,  0.9885, -1.0000, -0.9994,  0.9992, -1.0000, -0.7591,  0.9988,  1.0000, -1.0000,  0.9937,  0.9953,  0.9992,\n",
      "         -0.9999, -0.9998, -1.0000, -1.0000,  0.9999,  0.9803,  0.9989,  0.9999,  1.0000,  0.9989, -0.9996, -1.0000, -0.8755,  0.7170, -1.0000, -0.9975,  0.9978,  0.9998,  1.0000, -0.9950,  1.0000,\n",
      "         -1.0000, -0.9809,  0.9999,  0.9985, -1.0000,  0.9998, -0.9969,  1.0000, -0.9999, -0.9971,  1.0000, -1.0000,  1.0000,  1.0000,  0.9981, -0.9303, -0.9994, -0.9986, -0.6374, -0.9998,  1.0000,\n",
      "          0.8642,  1.0000, -1.0000, -0.7090, -0.9998,  0.9911,  1.0000,  0.9956,  1.0000, -0.9358,  0.9999, -0.9975,  0.9573,  0.9992,  0.9999,  0.9946, -1.0000, -0.9999, -0.9965,  0.9999, -0.9977,\n",
      "         -0.9953,  1.0000, -1.0000,  1.0000, -0.9935,  1.0000, -0.9940,  1.0000, -0.0400, -1.0000,  1.0000, -0.9997,  1.0000, -0.9993, -0.9891,  0.9998,  0.9992, -0.9920, -0.9993,  0.9966, -1.0000,\n",
      "          0.9973,  1.0000,  1.0000, -0.9953, -1.0000,  0.9963, -0.9929, -0.9998, -0.9985,  1.0000, -0.9997, -0.6078,  0.9996,  1.0000,  0.9947,  1.0000,  0.9972,  0.9503,  0.7339,  0.9983, -1.0000,\n",
      "         -0.9995,  0.9582, -0.9967, -1.0000, -1.0000, -1.0000,  0.6686,  1.0000,  1.0000,  0.9986,  0.9978, -0.9999,  1.0000,  0.9821,  0.9992, -0.9996,  0.9953, -1.0000,  1.0000, -0.9996, -0.9973,\n",
      "          0.9669, -1.0000,  1.0000,  1.0000, -0.9269, -1.0000, -1.0000,  0.9998, -1.0000,  0.9974,  1.0000,  1.0000, -0.9999, -0.9988,  0.9974,  0.6324, -1.0000,  0.9994, -1.0000, -0.1526,  0.9830,\n",
      "          1.0000,  0.9967, -1.0000, -0.9164, -0.9771, -0.9999,  0.9974,  1.0000,  1.0000,  1.0000, -0.9513, -0.9998,  1.0000,  1.0000,  1.0000, -0.1128,  0.9998,  0.4068,  0.9993, -0.9990, -1.0000,\n",
      "          0.9994,  1.0000, -0.8581, -1.0000,  0.9986,  1.0000,  1.0000, -0.9990, -1.0000, -0.9724, -1.0000, -0.2523,  0.9992,  0.9999, -1.0000, -0.1489, -0.9956, -0.9736, -1.0000,  0.1797, -0.9856,\n",
      "          0.9999, -1.0000, -1.0000,  0.9980,  0.6836,  0.9995, -0.9693, -0.9951, -1.0000, -0.9862, -0.9933, -0.9992, -0.9894,  0.9393,  1.0000,  0.9993,  1.0000,  0.9519, -1.0000,  0.2273,  0.9966,\n",
      "         -0.9975, -1.0000,  1.0000,  1.0000, -1.0000,  1.0000,  1.0000,  0.9964,  1.0000,  0.9840,  0.9921,  0.9310,  0.9985, -0.9945, -0.6641,  0.9968, -0.9864,  0.9937,  0.9646,  1.0000,  0.9263,\n",
      "         -0.9987,  0.9964,  1.0000,  0.9990, -0.9964,  0.9976, -1.0000, -1.0000,  0.9995,  0.9950,  0.9896,  0.6186, -0.9998,  1.0000, -1.0000,  0.9798,  1.0000,  0.9991,  0.9464, -0.9983, -0.9984,\n",
      "         -1.0000, -0.9851, -1.0000, -1.0000,  1.0000,  1.0000,  0.9844,  0.9245,  0.9992, -1.0000, -1.0000, -0.9998,  0.9995,  0.1830,  0.9997,  0.9510, -1.0000, -1.0000, -1.0000, -0.9982,  0.9984,\n",
      "         -0.4159, -1.0000, -1.0000,  1.0000, -0.9963,  1.0000, -0.9993,  1.0000, -1.0000,  0.9558, -1.0000, -0.9904, -0.9997,  0.9992,  0.9995,  0.9930,  1.0000,  0.9813,  0.9911, -1.0000, -0.3731,\n",
      "         -1.0000, -0.9983, -0.9809, -0.9995, -0.9996, -0.9994,  0.9982,  0.2367,  0.9994, -1.0000,  0.9924,  1.0000, -0.9996,  0.9993, -0.9991,  0.9995, -1.0000,  1.0000,  0.9997, -0.9997, -0.1022,\n",
      "          0.9998,  1.0000, -0.9986,  0.9998,  0.7535,  0.9999,  0.9961,  1.0000, -1.0000, -1.0000, -1.0000,  0.9982, -0.9868, -0.9992, -1.0000,  0.9848,  1.0000, -0.9995, -0.9893,  0.9997, -0.9999,\n",
      "          1.0000, -1.0000, -1.0000, -0.9991, -0.9999,  1.0000,  0.9999, -1.0000,  0.9999,  0.9975, -1.0000,  0.9937, -1.0000,  0.9973,  0.9990, -1.0000, -1.0000,  0.9973,  1.0000, -1.0000,  1.0000,\n",
      "         -1.0000, -1.0000, -0.0622, -0.9685, -0.6315, -0.9429,  0.9863,  0.9985,  0.9999, -1.0000, -0.9932,  0.4273,  0.9998, -0.9329, -0.9998,  1.0000,  0.9999, -0.1176,  0.9989, -1.0000,  0.9987,\n",
      "         -0.9889, -0.9998, -1.0000,  1.0000,  0.9982,  1.0000, -0.9972,  1.0000, -1.0000, -1.0000,  0.9981, -1.0000,  1.0000,  0.9988,  1.0000, -1.0000, -0.9948, -0.9997, -1.0000, -0.9958, -1.0000,\n",
      "          0.9995,  0.9977,  0.9521, -1.0000, -0.9899, -0.9821, -1.0000,  1.0000, -1.0000, -0.2776,  0.5135, -1.0000,  1.0000,  0.9996,  0.9950,  0.9994, -0.9999,  1.0000,  0.9961,  1.0000, -0.9864,\n",
      "         -1.0000, -0.7109,  0.9980, -1.0000,  1.0000, -0.0891, -1.0000, -1.0000, -0.2953, -1.0000, -1.0000, -0.9090,  0.9459,  0.9997, -1.0000, -1.0000, -1.0000,  0.8036, -0.9998,  0.9988, -0.8608,\n",
      "          1.0000, -1.0000,  1.0000, -0.9999,  0.9963,  0.8094,  0.9975, -0.9963,  0.9977, -0.9996, -0.9905, -1.0000, -0.9982, -0.9999,  0.9999,  0.9264,  0.9312, -0.5605,  0.1620,  0.6603, -0.9851,\n",
      "          0.1758, -0.9998, -1.0000, -0.9999, -0.9987, -0.9931,  0.9905,  0.9964,  0.4674, -0.9818,  0.9786, -0.9983,  0.1720,  0.9755, -0.9992, -1.0000, -0.9999,  0.9964, -1.0000,  1.0000,  0.9899,\n",
      "         -1.0000, -1.0000,  0.9413,  1.0000, -0.8788, -0.8292, -1.0000, -1.0000, -0.9999,  1.0000,  0.9964,  1.0000],\n",
      "        [ 0.9634, -0.9996, -0.9920,  0.9944,  1.0000,  0.9977, -1.0000, -0.9978, -0.9999, -0.9995,  0.9964,  0.9976, -0.9960,  1.0000, -0.9965, -0.9998, -1.0000,  1.0000, -1.0000, -0.9998,  0.9999,\n",
      "          0.9932, -1.0000, -1.0000, -0.9994,  0.9945, -0.9997,  0.9991, -0.9999,  1.0000,  1.0000,  0.9955, -1.0000,  0.7581,  1.0000, -0.9996,  0.7896,  1.0000,  1.0000, -1.0000,  0.1358, -1.0000,\n",
      "         -0.9555, -0.9856,  0.9943,  0.9777, -0.9941,  0.9901, -0.9225, -0.9992, -0.9524, -1.0000, -0.9848, -0.9808,  0.9909, -1.0000,  1.0000, -0.9994,  0.3196,  0.9986, -0.9992, -1.0000,  0.9993,\n",
      "          1.0000,  1.0000,  1.0000,  0.9999, -0.7587,  0.9876,  0.9259, -0.9998, -1.0000,  0.9931, -0.9954, -0.9993,  0.9976, -0.9997,  1.0000,  0.9971, -1.0000,  1.0000, -0.9187,  0.9727, -1.0000,\n",
      "          1.0000, -0.9999, -0.9984,  1.0000,  0.9333, -0.9999,  0.9960,  0.9982,  0.9999, -0.3001, -1.0000,  0.9444,  0.9883,  1.0000, -0.9973,  1.0000, -0.9963,  1.0000, -0.5377, -1.0000, -0.7613,\n",
      "          0.9949, -1.0000, -0.3363, -1.0000,  0.9991, -1.0000,  1.0000, -1.0000,  0.9999,  0.8852,  0.9618, -0.9950, -0.9904,  0.9999,  0.9857, -0.4309,  0.9747, -1.0000,  0.0217,  0.9944, -1.0000,\n",
      "         -1.0000,  1.0000, -1.0000, -0.9875, -1.0000, -0.9999, -1.0000,  1.0000,  0.9280,  0.9965, -0.9793, -0.9975,  0.9919, -1.0000,  0.9951,  0.9999,  1.0000,  0.7679, -1.0000, -0.9963, -0.9987,\n",
      "          1.0000,  0.9998, -0.9687,  0.9964, -0.9960, -0.9924,  1.0000,  0.9955,  0.9998, -1.0000, -1.0000,  0.9789,  0.9997, -1.0000,  1.0000, -1.0000, -0.9938, -1.0000, -1.0000,  0.5734,  0.9902,\n",
      "          0.9995, -0.9584, -0.9209, -0.9994, -0.9699, -1.0000, -0.9968, -0.5893, -0.9338,  0.9919, -1.0000, -0.9903, -1.0000,  0.9994,  0.9570, -0.9895,  0.0095,  1.0000,  0.9996, -0.9882,  0.9979,\n",
      "         -0.9969, -0.9998, -1.0000,  0.3174, -0.9997,  0.9994, -0.9963, -0.9972, -0.9970,  0.9945,  1.0000, -0.9993,  0.9758, -0.9914,  0.9728,  0.9997, -1.0000,  0.9990, -1.0000,  1.0000,  1.0000,\n",
      "          1.0000,  1.0000, -0.9902, -0.9950,  0.9992,  0.7957,  1.0000,  1.0000,  1.0000,  0.9988,  0.9981,  0.9994, -1.0000,  0.9972, -1.0000,  1.0000,  0.9991,  1.0000, -0.8082, -0.8714,  0.9809,\n",
      "         -0.9998,  0.5022,  1.0000,  1.0000,  1.0000, -0.0647,  0.9927, -1.0000,  0.9998, -1.0000,  0.9894, -1.0000, -0.8854,  1.0000,  0.6208,  0.9639,  0.9233,  0.9585,  1.0000,  1.0000, -0.9999,\n",
      "          0.9999, -0.9978, -1.0000, -1.0000,  1.0000,  0.9999,  0.9999, -1.0000,  1.0000,  0.9887, -1.0000, -0.9995,  0.9992, -1.0000, -0.7603,  0.9989,  1.0000, -1.0000,  0.9938,  0.9953,  0.9993,\n",
      "         -0.9999, -0.9998, -1.0000, -1.0000,  0.9999,  0.9805,  0.9989,  0.9999,  1.0000,  0.9989, -0.9996, -1.0000, -0.8761,  0.7180, -1.0000, -0.9975,  0.9978,  0.9998,  1.0000, -0.9951,  1.0000,\n",
      "         -1.0000, -0.9811,  0.9999,  0.9985, -1.0000,  0.9998, -0.9970,  1.0000, -0.9999, -0.9972,  1.0000, -1.0000,  1.0000,  1.0000,  0.9982, -0.9309, -0.9994, -0.9987, -0.6390, -0.9998,  1.0000,\n",
      "          0.8647,  1.0000, -1.0000, -0.7099, -0.9998,  0.9912,  1.0000,  0.9957,  1.0000, -0.9365,  0.9999, -0.9975,  0.9577,  0.9992,  0.9999,  0.9947, -1.0000, -0.9999, -0.9965,  0.9999, -0.9977,\n",
      "         -0.9954,  1.0000, -1.0000,  1.0000, -0.9936,  1.0000, -0.9941,  1.0000, -0.0396, -1.0000,  1.0000, -0.9997,  1.0000, -0.9993, -0.9892,  0.9998,  0.9992, -0.9921, -0.9993,  0.9966, -1.0000,\n",
      "          0.9973,  1.0000,  1.0000, -0.9953, -1.0000,  0.9963, -0.9930, -0.9999, -0.9985,  1.0000, -0.9997, -0.6093,  0.9996,  1.0000,  0.9948,  1.0000,  0.9972,  0.9508,  0.7352,  0.9983, -1.0000,\n",
      "         -0.9995,  0.9586, -0.9967, -1.0000, -1.0000, -1.0000,  0.6701,  1.0000,  1.0000,  0.9986,  0.9978, -0.9999,  1.0000,  0.9823,  0.9992, -0.9996,  0.9954, -1.0000,  1.0000, -0.9996, -0.9973,\n",
      "          0.9671, -1.0000,  1.0000,  1.0000, -0.9273, -1.0000, -1.0000,  0.9998, -1.0000,  0.9975,  1.0000,  1.0000, -0.9999, -0.9988,  0.9974,  0.6326, -1.0000,  0.9994, -1.0000, -0.1525,  0.9832,\n",
      "          1.0000,  0.9967, -1.0000, -0.9171, -0.9774, -0.9999,  0.9974,  1.0000,  1.0000,  1.0000, -0.9516, -0.9998,  1.0000,  1.0000,  1.0000, -0.1121,  0.9998,  0.4078,  0.9993, -0.9990, -1.0000,\n",
      "          0.9995,  1.0000, -0.8590, -1.0000,  0.9986,  1.0000,  1.0000, -0.9990, -1.0000, -0.9726, -1.0000, -0.2517,  0.9993,  0.9999, -1.0000, -0.1490, -0.9956, -0.9739, -1.0000,  0.1788, -0.9858,\n",
      "          0.9999, -1.0000, -1.0000,  0.9981,  0.6843,  0.9995, -0.9696, -0.9951, -1.0000, -0.9863, -0.9934, -0.9993, -0.9895,  0.9399,  1.0000,  0.9993,  1.0000,  0.9524, -1.0000,  0.2292,  0.9967,\n",
      "         -0.9975, -1.0000,  1.0000,  1.0000, -1.0000,  1.0000,  1.0000,  0.9964,  1.0000,  0.9842,  0.9922,  0.9314,  0.9986, -0.9946, -0.6647,  0.9969, -0.9865,  0.9938,  0.9650,  1.0000,  0.9272,\n",
      "         -0.9987,  0.9965,  1.0000,  0.9990, -0.9965,  0.9977, -1.0000, -1.0000,  0.9995,  0.9951,  0.9897,  0.6201, -0.9998,  1.0000, -1.0000,  0.9800,  1.0000,  0.9991,  0.9469, -0.9983, -0.9984,\n",
      "         -1.0000, -0.9853, -1.0000, -1.0000,  1.0000,  1.0000,  0.9846,  0.9251,  0.9992, -1.0000, -1.0000, -0.9998,  0.9995,  0.1830,  0.9997,  0.9513, -1.0000, -1.0000, -1.0000, -0.9982,  0.9984,\n",
      "         -0.4169, -1.0000, -1.0000,  1.0000, -0.9964,  1.0000, -0.9993,  1.0000, -1.0000,  0.9562, -1.0000, -0.9905, -0.9997,  0.9992,  0.9995,  0.9931,  1.0000,  0.9815,  0.9912, -1.0000, -0.3737,\n",
      "         -1.0000, -0.9983, -0.9811, -0.9995, -0.9997, -0.9994,  0.9982,  0.2386,  0.9994, -1.0000,  0.9925,  1.0000, -0.9996,  0.9993, -0.9991,  0.9995, -1.0000,  1.0000,  0.9998, -0.9998, -0.1021,\n",
      "          0.9998,  1.0000, -0.9986,  0.9998,  0.7548,  0.9999,  0.9961,  1.0000, -1.0000, -1.0000, -1.0000,  0.9982, -0.9870, -0.9992, -1.0000,  0.9850,  1.0000, -0.9995, -0.9895,  0.9997, -0.9999,\n",
      "          1.0000, -1.0000, -1.0000, -0.9991, -0.9999,  1.0000,  0.9999, -1.0000,  0.9999,  0.9976, -1.0000,  0.9938, -1.0000,  0.9974,  0.9990, -1.0000, -1.0000,  0.9973,  1.0000, -1.0000,  1.0000,\n",
      "         -1.0000, -1.0000, -0.0620, -0.9689, -0.6324, -0.9434,  0.9864,  0.9985,  0.9999, -1.0000, -0.9933,  0.4286,  0.9998, -0.9335, -0.9998,  1.0000,  0.9999, -0.1178,  0.9989, -1.0000,  0.9987,\n",
      "         -0.9890, -0.9998, -1.0000,  1.0000,  0.9982,  1.0000, -0.9973,  1.0000, -1.0000, -1.0000,  0.9981, -1.0000,  1.0000,  0.9988,  1.0000, -1.0000, -0.9949, -0.9997, -1.0000, -0.9959, -1.0000,\n",
      "          0.9995,  0.9977,  0.9525, -1.0000, -0.9900, -0.9823, -1.0000,  1.0000, -1.0000, -0.2782,  0.5149, -1.0000,  1.0000,  0.9996,  0.9951,  0.9994, -0.9999,  1.0000,  0.9962,  1.0000, -0.9866,\n",
      "         -1.0000, -0.7125,  0.9980, -1.0000,  1.0000, -0.0909, -1.0000, -1.0000, -0.2974, -1.0000, -1.0000, -0.9098,  0.9463,  0.9997, -1.0000, -1.0000, -1.0000,  0.8045, -0.9998,  0.9988, -0.8617,\n",
      "          1.0000, -1.0000,  1.0000, -0.9999,  0.9964,  0.8103,  0.9975, -0.9964,  0.9977, -0.9996, -0.9906, -1.0000, -0.9983, -0.9999,  0.9999,  0.9269,  0.9317, -0.5613,  0.1618,  0.6619, -0.9853,\n",
      "          0.1776, -0.9998, -1.0000, -0.9999, -0.9987, -0.9932,  0.9906,  0.9965,  0.4683, -0.9820,  0.9789, -0.9983,  0.1716,  0.9758, -0.9993, -1.0000, -0.9999,  0.9964, -1.0000,  1.0000,  0.9900,\n",
      "         -1.0000, -1.0000,  0.9419,  1.0000, -0.8798, -0.8298, -1.0000, -1.0000, -0.9999,  1.0000,  0.9965,  1.0000]], grad_fn=<TanhBackward0>)\n",
      "Logits_clsf:  tensor([[-0.3271,  0.9269],\n",
      "        [-0.3271,  0.9269],\n",
      "        [-0.3271,  0.9267],\n",
      "        [-0.3270,  0.9262],\n",
      "        [-0.3271,  0.9266],\n",
      "        [-0.3271,  0.9270]], grad_fn=<AddmmBackward0>)\n",
      "Epoch: 0010 cost = 131.236557\n"
     ]
    }
   ],
   "source": [
    "model = BERT()\n",
    "criterion = nn.CrossEntropyLoss()\n",
    "optimizer = optim.Adam(model.parameters(), lr=0.001)\n",
    "\n",
    "batch = make_batch()\n",
    "input_ids, segment_ids, masked_tokens, masked_pos, isNext = map(torch.LongTensor, zip(*batch))\n",
    "\n",
    "for epoch in range(10):\n",
    "    optimizer.zero_grad()\n",
    "    logits_lm, logits_clsf = model(input_ids, segment_ids, masked_pos)\n",
    "    loss_lm = criterion(logits_lm.transpose(1, 2), masked_tokens) # for masked LM\n",
    "    loss_lm = (loss_lm.float()).mean()\n",
    "    loss_clsf = criterion(logits_clsf, isNext) # for sentence classification\n",
    "    loss = loss_lm + loss_clsf\n",
    "    if (epoch + 1) % 10 == 0:\n",
    "        print('Epoch:', '%04d' % (epoch + 1), 'cost =', '{:.6f}'.format(loss))\n",
    "    loss.backward()\n",
    "    optimizer.step()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "input_ids, segment_ids, masked_tokens, masked_pos, isNext = map(torch.LongTensor, zip(batch[0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[[21, 16, 13, 11, 14, 25, 26],\n",
       " [21, 26, 23, 22, 7, 27, 15, 28, 24, 11],\n",
       " [15, 24, 11, 8, 16, 13, 11, 20],\n",
       " [4, 23, 18, 12, 6, 10, 9],\n",
       " [19, 17, 27],\n",
       " [5, 11, 26]]"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "token_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'[PAD]': 0,\n",
       " '[CLS]': 1,\n",
       " '[SEP]': 2,\n",
       " '[MASK]': 3,\n",
       " 'great': 4,\n",
       " 'thanks': 5,\n",
       " 'won': 6,\n",
       " 'is': 7,\n",
       " 'too': 8,\n",
       " 'competition': 9,\n",
       " 'the': 10,\n",
       " 'you': 11,\n",
       " 'team': 12,\n",
       " 'are': 13,\n",
       " 'i': 14,\n",
       " 'nice': 15,\n",
       " 'how': 16,\n",
       " 'congratulations': 17,\n",
       " 'baseball': 18,\n",
       " 'oh': 19,\n",
       " 'today': 20,\n",
       " 'hello': 21,\n",
       " 'name': 22,\n",
       " 'my': 23,\n",
       " 'meet': 24,\n",
       " 'am': 25,\n",
       " 'romeo': 26,\n",
       " 'juliet': 27,\n",
       " 'to': 28}"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "word_dict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([ 1, 15, 24, 11,  8,  5, 13, 11, 20,  2, 21,  1, 13, 11, 14, 25, 26,  2,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0,  0])"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "input_ids[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Hello, how are you? I am Romeo.\n",
      "Hello, Romeo My name is Juliet. Nice to meet you.\n",
      "Nice meet you too. How are you today?\n",
      "Great. My baseball team won the competition.\n",
      "Oh Congratulations, Juliet\n",
      "Thanks you Romeo\n",
      "['[CLS]', 'nice', 'meet', 'you', 'too', 'thanks', 'are', 'you', 'today', '[SEP]', 'hello', '[CLS]', 'are', 'you', 'i', 'am', 'romeo', '[SEP]']\n",
      "Position indices: tensor([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29])\n",
      "H-Pooled : tensor([[ 0.8827, -0.9999, -0.9841,  0.9991,  1.0000,  0.9998, -1.0000, -0.9990, -1.0000, -1.0000,  0.9869,  0.9990, -0.9986,  1.0000, -0.9987, -1.0000, -1.0000,  1.0000, -1.0000, -1.0000,  1.0000,\n",
      "          0.9987, -1.0000, -1.0000, -0.9999,  0.9987, -0.9999,  0.9980, -1.0000,  1.0000,  1.0000,  0.9985, -1.0000,  0.7630,  1.0000, -0.9999,  0.8712,  1.0000,  1.0000, -1.0000, -0.9345, -1.0000,\n",
      "         -0.9888, -0.9726,  0.9858,  0.9967, -0.9990,  0.9652, -0.9735, -0.9998, -0.9581, -1.0000, -0.9935, -0.9980,  0.9944, -1.0000,  1.0000, -0.9999, -0.0428,  0.9998, -0.9999, -1.0000,  0.9999,\n",
      "          1.0000,  1.0000,  1.0000,  1.0000, -0.8511,  0.9973,  0.9438, -0.9999, -1.0000,  0.9891, -0.9988, -0.9998,  0.9990, -0.9999,  1.0000,  0.9977, -1.0000,  1.0000, -0.9752,  0.9944, -1.0000,\n",
      "          1.0000, -1.0000, -0.9993,  1.0000,  0.9548, -0.9999,  0.9994,  0.9953,  1.0000, -0.6881, -1.0000,  0.9700,  0.9981,  1.0000, -0.9962,  1.0000, -0.9852,  1.0000,  0.4526, -1.0000, -0.8135,\n",
      "          0.9993, -1.0000,  0.3899, -1.0000,  0.9998, -1.0000,  1.0000, -1.0000,  1.0000,  0.9507,  0.9893, -0.9987, -0.9977,  1.0000,  0.9919, -0.8074,  0.7936, -1.0000, -0.5972,  0.9990, -1.0000,\n",
      "         -1.0000,  1.0000, -1.0000, -0.9976, -1.0000, -1.0000, -1.0000,  1.0000,  0.9513,  0.9988, -0.9964, -0.9985,  0.9987, -1.0000,  0.9985,  0.9999,  1.0000,  0.9269, -1.0000, -0.9995, -0.9998,\n",
      "          1.0000,  1.0000, -0.9923,  0.9991, -0.9987, -0.9990,  1.0000,  0.9965,  1.0000, -1.0000, -1.0000,  0.9766,  1.0000, -1.0000,  1.0000, -1.0000, -0.9977, -1.0000, -1.0000, -0.2721,  0.9988,\n",
      "          0.9999, -0.8811, -0.9146, -0.9998, -0.9757, -1.0000, -0.9990, -0.8149, -0.9817,  0.9984, -1.0000, -0.9939, -1.0000,  0.9998,  0.4630, -0.9991,  0.5981,  1.0000,  0.9999, -0.9964,  0.9995,\n",
      "         -0.9877, -1.0000, -1.0000,  0.0704, -0.9999,  0.9994, -0.9987, -0.9988, -0.9984,  0.9986,  1.0000, -0.9996,  0.9893, -0.9977,  0.9960,  0.9994, -1.0000,  0.9993, -1.0000,  1.0000,  1.0000,\n",
      "          1.0000,  1.0000, -0.9954, -0.9996,  0.9998,  0.8761,  1.0000,  1.0000,  1.0000,  0.9999,  0.9995,  0.9999, -1.0000,  0.9991, -1.0000,  1.0000,  0.9999,  1.0000, -0.8731, -0.9381,  0.9950,\n",
      "         -1.0000,  0.9875,  1.0000,  1.0000,  1.0000, -0.6747,  0.9985, -1.0000,  1.0000, -1.0000,  0.9983, -1.0000, -0.9516,  1.0000,  0.6650,  0.9723,  0.8152,  0.9905,  1.0000,  1.0000, -1.0000,\n",
      "          1.0000, -0.9996, -1.0000, -1.0000,  1.0000,  1.0000,  1.0000, -1.0000,  1.0000,  0.9923, -1.0000, -0.9999,  0.9997, -1.0000, -0.8007,  0.9987,  1.0000, -1.0000,  0.9989,  0.9995,  1.0000,\n",
      "         -1.0000, -1.0000, -1.0000, -1.0000,  1.0000,  0.9975,  0.9995,  1.0000,  1.0000,  0.9999, -0.9999, -1.0000, -0.8920,  0.8081, -1.0000, -0.9993,  0.9990,  1.0000,  1.0000, -0.9971,  1.0000,\n",
      "         -1.0000, -0.9971,  1.0000,  0.9992, -1.0000,  1.0000, -0.9980,  1.0000, -1.0000, -0.9933,  1.0000, -1.0000,  1.0000,  1.0000,  0.9991, -0.9037, -0.9999, -0.9993, -0.6667, -1.0000,  1.0000,\n",
      "          0.8682,  1.0000, -1.0000, -0.8891, -0.9999,  0.9973,  1.0000,  0.9991,  1.0000, -0.9827,  1.0000, -0.9996,  0.9923,  0.9999,  0.9999,  0.9865, -1.0000, -1.0000, -0.9992,  1.0000, -0.9975,\n",
      "         -0.9992,  1.0000, -1.0000,  1.0000, -0.9979,  1.0000, -0.9993,  1.0000, -0.2258, -1.0000,  1.0000, -0.9990,  1.0000, -0.9999, -0.9978,  0.9999,  0.9998, -0.9987, -0.9998,  0.9998, -1.0000,\n",
      "          0.9995,  1.0000,  1.0000, -0.9996, -1.0000,  0.9994, -0.9991, -1.0000, -0.9985,  1.0000, -1.0000, -0.0155,  0.9999,  1.0000,  0.9985,  1.0000,  0.9860,  0.9599,  0.8397,  0.9995, -1.0000,\n",
      "         -0.9999,  0.9436, -0.9995, -1.0000, -1.0000, -1.0000,  0.7227,  1.0000,  1.0000,  0.9998,  0.9997, -1.0000,  1.0000,  0.9898,  0.9998, -1.0000,  0.9992, -1.0000,  1.0000, -1.0000, -0.9986,\n",
      "          0.9629, -1.0000,  1.0000,  1.0000, -0.9815, -1.0000, -1.0000,  0.9999, -1.0000,  0.9997,  1.0000,  1.0000, -1.0000, -0.9996,  0.9996,  0.8499, -1.0000,  0.9998, -1.0000,  0.5340,  0.9981,\n",
      "          1.0000,  0.9991, -1.0000, -0.9722, -0.9837, -1.0000,  0.9998,  1.0000,  1.0000,  1.0000, -0.9909, -1.0000,  1.0000,  1.0000,  1.0000, -0.6906,  1.0000,  0.7713,  0.9999, -0.9994, -1.0000,\n",
      "          0.9999,  1.0000, -0.9545, -1.0000,  0.9979,  1.0000,  1.0000, -0.9996, -1.0000, -0.9839, -1.0000,  0.3690,  0.9998,  1.0000, -1.0000, -0.6695, -0.9970, -0.9852, -1.0000,  0.6302, -0.9930,\n",
      "          1.0000, -1.0000, -1.0000,  0.9994,  0.5638,  0.9999, -0.9751, -0.9993, -1.0000, -0.9661, -0.9987, -0.9999, -0.9975,  0.9813,  1.0000,  0.9999,  1.0000,  0.9882, -1.0000,  0.7626,  0.9977,\n",
      "         -0.9996, -1.0000,  1.0000,  1.0000, -1.0000,  1.0000,  1.0000,  0.9981,  1.0000,  0.9979,  0.9984,  0.9792,  0.9996, -0.9972, -0.7722,  0.9995, -0.9975,  0.9994,  0.9881,  1.0000,  0.9637,\n",
      "         -0.9998,  0.9984,  1.0000,  0.9999, -0.9995,  0.9994, -1.0000, -1.0000,  1.0000,  0.9888,  0.9965,  0.6000, -1.0000,  1.0000, -1.0000,  0.9871,  1.0000,  0.9998,  0.9596, -0.9994, -0.9995,\n",
      "         -1.0000, -0.9918, -1.0000, -1.0000,  1.0000,  1.0000,  0.9912,  0.9822,  0.9999, -1.0000, -1.0000, -1.0000,  0.9997,  0.5075,  1.0000,  0.6195, -1.0000, -1.0000, -1.0000, -0.9998,  0.9996,\n",
      "         -0.8812, -1.0000, -1.0000,  1.0000, -0.9839,  1.0000, -0.9999,  1.0000, -1.0000,  0.9882, -1.0000, -0.9953, -1.0000,  0.9997,  0.9999,  0.9994,  1.0000,  0.9072,  0.9981, -1.0000, -0.7138,\n",
      "         -1.0000, -0.9992, -0.9903, -0.9999, -1.0000, -0.9999,  0.9997,  0.0572,  0.9987, -1.0000,  0.9609,  1.0000, -0.9999,  0.9999, -0.9996,  0.9999, -1.0000,  0.9999,  0.9999, -0.9999, -0.3706,\n",
      "          1.0000,  1.0000, -0.9997,  1.0000, -0.5187,  1.0000,  0.9984,  1.0000, -1.0000, -1.0000, -1.0000,  0.9999, -0.9980, -0.9999, -1.0000,  0.9872,  1.0000, -0.9999, -0.9935,  0.9999, -1.0000,\n",
      "          1.0000, -1.0000, -1.0000, -0.9999, -1.0000,  1.0000,  1.0000, -1.0000,  1.0000,  0.9997, -1.0000,  0.9994, -1.0000,  0.9990,  0.9983, -1.0000, -1.0000,  0.9988,  1.0000, -1.0000,  1.0000,\n",
      "         -1.0000, -1.0000, -0.7209, -0.9913, -0.8254, -0.5117,  0.9920,  0.9996,  1.0000, -1.0000, -0.9961,  0.5150,  0.9999, -0.9803, -0.9999,  1.0000,  1.0000, -0.7244,  0.9998, -1.0000,  0.9994,\n",
      "         -0.9969, -0.9998, -1.0000,  1.0000,  0.9991,  1.0000, -0.9995,  1.0000, -1.0000, -1.0000,  0.9996, -1.0000,  1.0000,  0.9991,  1.0000, -1.0000, -0.9946, -0.9999, -1.0000, -0.9963, -1.0000,\n",
      "          0.9999,  0.9989,  0.9839, -1.0000, -0.9845, -0.9736, -1.0000,  1.0000, -1.0000, -0.4194,  0.7156, -1.0000,  1.0000,  0.9999,  0.9987,  0.9997, -0.9997,  1.0000,  0.9995,  1.0000, -0.9954,\n",
      "         -1.0000, -0.8017,  0.9983, -1.0000,  1.0000,  0.0761, -1.0000, -1.0000, -0.0866, -1.0000, -1.0000, -0.9728,  0.9844,  0.9999, -1.0000, -1.0000, -1.0000,  0.8577, -0.9999,  0.9999, -0.9402,\n",
      "          1.0000, -1.0000,  1.0000, -1.0000,  0.9991,  0.8903,  0.9996, -0.9983,  0.9999, -0.9999, -0.9951, -1.0000, -0.9998, -1.0000,  1.0000,  0.9454,  0.4068, -0.7318, -0.3599,  0.8840, -0.9975,\n",
      "          0.6424, -0.9999, -1.0000, -1.0000, -0.9998, -0.9981,  0.9985,  0.9983,  0.3993, -0.9945,  0.9878, -0.9968, -0.4422,  0.9956, -0.9995, -1.0000, -1.0000,  0.9997, -1.0000,  1.0000,  0.9980,\n",
      "         -1.0000, -1.0000,  0.0652,  1.0000, -0.9784, -0.7474, -1.0000, -1.0000, -1.0000,  1.0000,  0.9980,  1.0000]], grad_fn=<TanhBackward0>)\n",
      "Logits_clsf:  tensor([[-0.1657,  0.8004]], grad_fn=<AddmmBackward0>)\n",
      "masked tokens list :  [16, 16, 11]\n",
      "predict masked tokens list :  [np.int64(13), np.int64(13), np.int64(13), np.int64(13), np.int64(13)]\n",
      "isNext :  False\n",
      "predict isNext :  True\n"
     ]
    }
   ],
   "source": [
    "# Predict mask tokens ans isNext\n",
    "input_ids, segment_ids, masked_tokens, masked_pos, isNext = map(torch.LongTensor, zip(batch[0]))\n",
    "print(text)\n",
    "print([number_dict[w.item()] for w in input_ids[0] if number_dict[w.item()] != '[PAD]'])\n",
    "\n",
    "logits_lm, logits_clsf = model(input_ids, segment_ids, masked_pos)\n",
    "logits_lm = logits_lm.data.max(2)[1][0].data.numpy()\n",
    "print('masked tokens list : ',[pos.item() for pos in masked_tokens[0] if pos.item() != 0])\n",
    "print('predict masked tokens list : ',[pos for pos in logits_lm if pos != 0])\n",
    "\n",
    "logits_clsf = logits_clsf.data.max(1)[1].data.numpy()[0]\n",
    "print('isNext : ', True if isNext else False)\n",
    "print('predict isNext : ',True if logits_clsf else False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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