Classifier_SinglePicture.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "nbpresent": {
     "id": "a84f9578-1091-4da1-a645-06560672ad91"
    }
   },
   "source": [
    "# Data Preprocessing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false,
    "nbpresent": {
     "id": "3990e818-e8ef-445a-bf89-785fd162bad1"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "train_x = np.load(\"train_x.npy\")\n",
    "train_y = np.load(\"train_y.npy\")\n",
    "test_x = np.load(\"test_x.npy\")\n",
    "test_y = np.load(\"test_y.npy\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false,
    "nbpresent": {
     "id": "3ff59806-f1d7-4805-9687-680786ac35c8"
    }
   },
   "outputs": [],
   "source": [
    "from scipy import misc\n",
    "train_x = train_x.reshape(60 * 8000, 101, 101)\n",
    "test_x = test_x.reshape(60 * 2000, 101, 101)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false,
    "nbpresent": {
     "id": "5b713606-07c7-47c6-a9ad-29e1c99e9a69"
    }
   },
   "outputs": [],
   "source": [
    "new_train_x = []\n",
    "for i in range(60 * 8000):\n",
    "    new_train_x.append(misc.imresize(train_x[i], (128, 128)))\n",
    "\n",
    "new_test_x = []\n",
    "for i in range(60 * 2000):\n",
    "    new_test_x.append(misc.imresize(test_x[i], (128, 128)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false,
    "nbpresent": {
     "id": "0062f4b4-0212-4669-8e23-f27ffb19b852"
    }
   },
   "outputs": [],
   "source": [
    "train_x = np.asarray(new_train_x, dtype=np.uint8)\n",
    "test_x = np.asarray(new_test_x, dtype=np.uint8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false,
    "nbpresent": {
     "id": "7efd8588-e4d8-4138-95e5-f226da6a4079"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((480000, 128, 128), (120000, 128, 128))"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_x.reshape(8000 * 60, 128, 128)\n",
    "test_x.reshape(2000 * 60, 128, 128)\n",
    "train_x = np.asarray(train_x, dtype=np.uint8)\n",
    "test_x = np.asarray(test_x, dtype=np.uint8)\n",
    "train_x.shape, test_x.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true,
    "nbpresent": {
     "id": "4b206ac4-bee9-44d0-9258-d3cd1c1faf64"
    }
   },
   "outputs": [],
   "source": [
    "train_y = np.repeat(train_y, 60)\n",
    "test_y = np.repeat(test_y, 60)\n",
    "train_y = np.apply_along_axis(lambda x: 1 if x >= 20 else 0, 1, train_y.reshape(60 * 8000, 1))\n",
    "test_y = np.apply_along_axis(lambda x: 1 if x >= 20 else 0, 1, test_y.reshape(60 * 2000, 1))\n",
    "train_y = np.repeat(train_y, 2)\n",
    "test_y = np.repeat(test_y, 2)\n",
    "\n",
    "for i in range(0, 60 * 8000):\n",
    "    if (train_y[2 * i] == 0):\n",
    "        train_y[2 * i] = 1\n",
    "    else:\n",
    "        train_y[2 * i] = 0\n",
    "\n",
    "for i in range(0, 60 * 2000):\n",
    "    if (test_y[2 * i] == 0):\n",
    "        test_y[2 * i] = 1\n",
    "    else:\n",
    "        test_y[2 * i] = 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false,
    "nbpresent": {
     "id": "f9c53ae8-ba0e-4e81-8e2e-7933d3c7369e"
    }
   },
   "outputs": [],
   "source": [
    "train_y = np.asarray(train_y, dtype=np.float32).reshape(60 * 8000, 2)\n",
    "test_y = np.asarray(test_y, dtype=np.float32).reshape(60 * 2000, 2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false,
    "nbpresent": {
     "id": "e4aa3c9c-e38b-40cf-93e9-199061ecfde5"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((480000, 2), (120000, 2))"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_y.shape, test_y.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true,
    "nbpresent": {
     "id": "13f534ca-79ae-4669-93ea-36a3c3a786ef"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "train_x = np.load(\"data/single_128/train_x.npy\")\n",
    "train_y = np.load(\"data/single_128/train_y.npy\")\n",
    "test_x = np.load(\"data/single_128/test_x.npy\")\n",
    "test_y = np.load(\"data/single_128/test_y.npy\")\n",
    "import tensorflow as tf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true,
    "nbpresent": {
     "id": "751e93ab-e829-46df-b137-731837c18884"
    }
   },
   "outputs": [],
   "source": [
    "from sklearn.utils import shuffle\n",
    "train_x, train_y = shuffle(train_x, train_y, random_state = 0)\n",
    "test_x, test_y = shuffle(test_x, test_y, random_state = 0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "nbpresent": {
     "id": "03301133-a575-412b-810e-6db7cc2e4d84"
    }
   },
   "source": [
    "# Define CNN"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false,
    "nbpresent": {
     "id": "9e92f5db-f0b7-4380-9942-9024f7d4bc2e"
    }
   },
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "config = tf.ConfigProto()\n",
    "config.gpu_options.per_process_gpu_memory_fraction = 0.6\n",
    "sess = tf.Session(config=config)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false,
    "nbpresent": {
     "id": "a8518bd7-2a29-4896-96e0-485e2fe6aa50"
    }
   },
   "outputs": [],
   "source": [
    "n_input = 128 * 128\n",
    "x = tf.placeholder(tf.uint8, shape=[None, 128, 128], name=\"x\")\n",
    "y_ = tf.placeholder(tf.float32, shape=[None, 2], name=\"y_\")\n",
    "\n",
    "def weight_variable(shape):\n",
    "    initial = tf.truncated_normal(shape, stddev = 0.1)\n",
    "    return tf.Variable(initial)\n",
    "def bias_variable(shape):\n",
    "    initial = tf.constant(0.1, shape=shape)\n",
    "    return tf.Variable(initial)\n",
    "\n",
    "def conv2d(x, W):\n",
    "    return tf.nn.conv2d(x, W ,strides=[1, 1, 1 ,1], padding=\"SAME\")\n",
    "def max_pool_4x4(x):\n",
    "    return tf.nn.max_pool(x, ksize=[1, 4, 4, 1],\n",
    "                         strides=[1, 4, 4, 1], padding=\"SAME\")\n",
    "\n",
    "# First Convolutional Layer\n",
    "W_conv1 = weight_variable([5, 5, 1, 32])\n",
    "b_conv1 = bias_variable([32])\n",
    "\n",
    "x_image = tf.reshape(x, [-1, 128, 128, 1])\n",
    "float_x = tf.to_float(x_image)\n",
    "h_conv1 = tf.nn.relu(conv2d(float_x, W_conv1) + b_conv1)\n",
    "h_pool1 = max_pool_4x4(h_conv1)\n",
    "\n",
    "# Secondary Convolution Layer\n",
    "W_conv2 = weight_variable([5, 5, 32, 64])\n",
    "b_conv2 = bias_variable([64])\n",
    "\n",
    "h_conv2 = tf.nn.relu(conv2d(h_pool1, W_conv2) + b_conv2)\n",
    "h_pool2 = max_pool_4x4(h_conv2)\n",
    "\n",
    "# Densely Connected Layer\n",
    "W_fc1 = weight_variable([8 * 8 * 64, 1024])\n",
    "b_fc1 = bias_variable([1024])\n",
    "\n",
    "h_pool2_flat = tf.reshape(h_pool2, [-1, 8 * 8 * 64])\n",
    "h_fc1 = tf.nn.relu(tf.matmul(h_pool2_flat, W_fc1) + b_fc1)\n",
    "\n",
    "# Dropout\n",
    "keep_prob = tf.placeholder(tf.float32, name=\"drop\")\n",
    "h_fc1_drop = tf.nn.dropout(h_fc1, keep_prob)\n",
    "\n",
    "# Read Layer\n",
    "W_fc2 = weight_variable([1024, 2])\n",
    "b_fc2 = bias_variable([2])\n",
    "\n",
    "y_conv = tf.matmul(h_fc1_drop, W_fc2) + b_fc2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true,
    "nbpresent": {
     "id": "e1e924c7-3585-43af-967d-dda547818846"
    }
   },
   "outputs": [],
   "source": [
    "cross_entropy = tf.reduce_mean(tf.nn.softmax_cross_entropy_with_logits(labels=y_, logits=y_conv))\n",
    "train_step = tf.train.AdamOptimizer(1e-4).minimize(cross_entropy)\n",
    "correct_prediction = tf.equal(tf.argmax(y_conv,1), tf.argmax(y_,1))\n",
    "accuracy = tf.reduce_mean(tf.cast(correct_prediction, tf.float32))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true,
    "nbpresent": {
     "id": "8a4c830d-3df1-417d-a239-99640c71dda6"
    }
   },
   "outputs": [],
   "source": [
    "sess.run(tf.global_variables_initializer())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Training Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false,
    "nbpresent": {
     "id": "0422bc23-3edc-4ab6-bad2-4eb5bf672cc3"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "start evaluate\n",
      "step 120, test accuracy 0.805767\n",
      "0.00 % "
     ]
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-8-fb5f743401cf>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     29\u001b[0m             \u001b[0msys\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mstdout\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwrite\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'\\r'\u001b[0m \u001b[1;33m+\u001b[0m \u001b[0mstr_log\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m     30\u001b[0m         \u001b[0mbatch_x\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mbatch_y\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mget_batch_train\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtrain_x\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtrain_y\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtrain_batch_step\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtrain_size\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m---> 31\u001b[0;31m         \u001b[0msess\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mrun\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtrain_step\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfeed_dict\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;33m{\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mbatch_x\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my_\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mbatch_y\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mkeep_prob\u001b[0m\u001b[1;33m:\u001b[0m \u001b[1;36m0.5\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     32\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m     33\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[0;32mD:\\Anaconda3\\lib\\site-packages\\tensorflow\\python\\client\\session.py\u001b[0m in \u001b[0;36mrun\u001b[0;34m(self, fetches, feed_dict, options, run_metadata)\u001b[0m\n\u001b[1;32m    765\u001b[0m     \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m    766\u001b[0m       result = self._run(None, fetches, feed_dict, options_ptr,\n\u001b[0;32m--> 767\u001b[0;31m                          run_metadata_ptr)\n\u001b[0m\u001b[1;32m    768\u001b[0m       \u001b[1;32mif\u001b[0m \u001b[0mrun_metadata\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m    769\u001b[0m         \u001b[0mproto_data\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtf_session\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mTF_GetBuffer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mrun_metadata_ptr\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[0;32mD:\\Anaconda3\\lib\\site-packages\\tensorflow\\python\\client\\session.py\u001b[0m in \u001b[0;36m_run\u001b[0;34m(self, handle, fetches, feed_dict, options, run_metadata)\u001b[0m\n\u001b[1;32m    963\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mfinal_fetches\u001b[0m \u001b[1;32mor\u001b[0m \u001b[0mfinal_targets\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m    964\u001b[0m       results = self._do_run(handle, final_targets, final_fetches,\n\u001b[0;32m--> 965\u001b[0;31m                              feed_dict_string, options, run_metadata)\n\u001b[0m\u001b[1;32m    966\u001b[0m     \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m    967\u001b[0m       \u001b[0mresults\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[0;32mD:\\Anaconda3\\lib\\site-packages\\tensorflow\\python\\client\\session.py\u001b[0m in \u001b[0;36m_do_run\u001b[0;34m(self, handle, target_list, fetch_list, feed_dict, options, run_metadata)\u001b[0m\n\u001b[1;32m   1013\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mhandle\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m   1014\u001b[0m       return self._do_call(_run_fn, self._session, feed_dict, fetch_list,\n\u001b[0;32m-> 1015\u001b[0;31m                            target_list, options, run_metadata)\n\u001b[0m\u001b[1;32m   1016\u001b[0m     \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m   1017\u001b[0m       return self._do_call(_prun_fn, self._session, handle, feed_dict,\n",
      "\u001b[0;32mD:\\Anaconda3\\lib\\site-packages\\tensorflow\\python\\client\\session.py\u001b[0m in \u001b[0;36m_do_call\u001b[0;34m(self, fn, *args)\u001b[0m\n\u001b[1;32m   1020\u001b[0m   \u001b[1;32mdef\u001b[0m \u001b[0m_do_call\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfn\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m   1021\u001b[0m     \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1022\u001b[0;31m       \u001b[1;32mreturn\u001b[0m \u001b[0mfn\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1023\u001b[0m     \u001b[1;32mexcept\u001b[0m \u001b[0merrors\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mOpError\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m   1024\u001b[0m       \u001b[0mmessage\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcompat\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mas_text\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0me\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmessage\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[0;32mD:\\Anaconda3\\lib\\site-packages\\tensorflow\\python\\client\\session.py\u001b[0m in \u001b[0;36m_run_fn\u001b[0;34m(session, feed_dict, fetch_list, target_list, options, run_metadata)\u001b[0m\n\u001b[1;32m   1002\u001b[0m         return tf_session.TF_Run(session, options,\n\u001b[1;32m   1003\u001b[0m                                  \u001b[0mfeed_dict\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfetch_list\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtarget_list\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1004\u001b[0;31m                                  status, run_metadata)\n\u001b[0m\u001b[1;32m   1005\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m   1006\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0m_prun_fn\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msession\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mhandle\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfeed_dict\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfetch_list\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "import sys\n",
    "train_size = 40\n",
    "test_size = 100 \n",
    "def get_batch_train(x, y, i, train_size):\n",
    "    return x[i  * train_size: (i + 1) * train_size], y[i * train_size: (i + 1) * train_size]\n",
    "\n",
    "def get_batch_test(x, y, i, test_size):\n",
    "    return x[i * test_size: (i + 1) * test_size], y[i * test_size: (i + 1) * test_size]\n",
    "\n",
    "total_train_iteration = len(train_x) / train_size\n",
    "for i in range(120, 4000):\n",
    "    if i % 10 == 0:\n",
    "        saver = tf.train.Saver()\n",
    "        save_path = saver.save(sess, \"my_model/4_level_cnn/cnn\", global_step=i)\n",
    "    \n",
    "    print(\"start evaluate\")    \n",
    "    total_iteration = len(test_x) / test_size\n",
    "    total_accuracy = 0.0\n",
    "    for test_batch_step in range(int(total_iteration)):\n",
    "        test_batch_x, test_batch_y = get_batch_test(test_x, test_y, test_batch_step, test_size)\n",
    "        total_accuracy += accuracy.eval(feed_dict={\n",
    "            x:test_batch_x, y_: test_batch_y, keep_prob: 1.0}, session=sess)\n",
    "    \n",
    "    print(\"step %d, test accuracy %g\"%(i, total_accuracy / total_iteration))\n",
    "    \n",
    "    for train_batch_step in range(int(total_train_iteration)):\n",
    "        if train_batch_step % 400 == 0:\n",
    "            str_log = (\"%.2f %% \" % (train_batch_step * 100 / total_train_iteration))\n",
    "            sys.stdout.write('\\r' + str_log)\n",
    "        batch_x, batch_y = get_batch_train(train_x, train_y, train_batch_step, train_size)\n",
    "        sess.run(train_step, feed_dict={x: batch_x, y_: batch_y, keep_prob: 0.5})\n",
    "\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false,
    "nbpresent": {
     "id": "2fd17728-3e72-4f67-acb8-c56249dde5d8"
    }
   },
   "outputs": [
    {
     "ename": "FailedPreconditionError",
     "evalue": "Attempting to use uninitialized value Variable\n\t [[Node: Variable/_0 = _Send[T=DT_FLOAT, client_terminated=false, recv_device=\"/job:localhost/replica:0/task:0/cpu:0\", send_device=\"/job:localhost/replica:0/task:0/gpu:0\", send_device_incarnation=1, tensor_name=\"edge_43_Variable\", _device=\"/job:localhost/replica:0/task:0/gpu:0\"](Variable)]]\n\t [[Node: Variable_1/Adam/_9 = _Recv[_start_time=0, client_terminated=false, recv_device=\"/job:localhost/replica:0/task:0/cpu:0\", send_device=\"/job:localhost/replica:0/task:0/gpu:0\", send_device_incarnation=1, tensor_name=\"edge_47_Variable_1/Adam\", tensor_type=DT_FLOAT, _device=\"/job:localhost/replica:0/task:0/cpu:0\"](^_recv_save/Const_0, ^save/SaveV2/tensor_names, ^save/SaveV2/shape_and_slices)]]",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mFailedPreconditionError\u001b[0m                   Traceback (most recent call last)",
      "\u001b[0;32mD:\\Anaconda3\\lib\\site-packages\\tensorflow\\python\\client\\session.py\u001b[0m in \u001b[0;36m_do_call\u001b[0;34m(self, fn, *args)\u001b[0m\n\u001b[1;32m   1021\u001b[0m     \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1022\u001b[0;31m       \u001b[1;32mreturn\u001b[0m \u001b[0mfn\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1023\u001b[0m     \u001b[1;32mexcept\u001b[0m \u001b[0merrors\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mOpError\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[0;32mD:\\Anaconda3\\lib\\site-packages\\tensorflow\\python\\client\\session.py\u001b[0m in \u001b[0;36m_run_fn\u001b[0;34m(session, feed_dict, fetch_list, target_list, options, run_metadata)\u001b[0m\n\u001b[1;32m   1003\u001b[0m                                  \u001b[0mfeed_dict\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfetch_list\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mtarget_list\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1004\u001b[0;31m                                  status, run_metadata)\n\u001b[0m\u001b[1;32m   1005\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[0;32mD:\\Anaconda3\\lib\\contextlib.py\u001b[0m in \u001b[0;36m__exit__\u001b[0;34m(self, type, value, traceback)\u001b[0m\n\u001b[1;32m     65\u001b[0m             \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m---> 66\u001b[0;31m                 \u001b[0mnext\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgen\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     67\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[0mStopIteration\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[0;32mD:\\Anaconda3\\lib\\site-packages\\tensorflow\\python\\framework\\errors_impl.py\u001b[0m in \u001b[0;36mraise_exception_on_not_ok_status\u001b[0;34m()\u001b[0m\n\u001b[1;32m    465\u001b[0m           \u001b[0mcompat\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mas_text\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mpywrap_tensorflow\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mTF_Message\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mstatus\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m--> 466\u001b[0;31m           pywrap_tensorflow.TF_GetCode(status))\n\u001b[0m\u001b[1;32m    467\u001b[0m   \u001b[1;32mfinally\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mFailedPreconditionError\u001b[0m: Attempting to use uninitialized value Variable\n\t [[Node: Variable/_0 = _Send[T=DT_FLOAT, client_terminated=false, recv_device=\"/job:localhost/replica:0/task:0/cpu:0\", send_device=\"/job:localhost/replica:0/task:0/gpu:0\", send_device_incarnation=1, tensor_name=\"edge_43_Variable\", _device=\"/job:localhost/replica:0/task:0/gpu:0\"](Variable)]]\n\t [[Node: Variable_1/Adam/_9 = _Recv[_start_time=0, client_terminated=false, recv_device=\"/job:localhost/replica:0/task:0/cpu:0\", send_device=\"/job:localhost/replica:0/task:0/gpu:0\", send_device_incarnation=1, tensor_name=\"edge_47_Variable_1/Adam\", tensor_type=DT_FLOAT, _device=\"/job:localhost/replica:0/task:0/cpu:0\"](^_recv_save/Const_0, ^save/SaveV2/tensor_names, ^save/SaveV2/shape_and_slices)]]",
      "\nDuring handling of the above exception, another exception occurred:\n",
      "\u001b[0;31mFailedPreconditionError\u001b[0m                   Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-4-145d5530415d>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0msaver\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtrain\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mSaver\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0msave_path\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msaver\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msave\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msess\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m\"my_model/4_level_cnn/cnn\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mglobal_step\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m119\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32mD:\\Anaconda3\\lib\\site-packages\\tensorflow\\python\\training\\saver.py\u001b[0m in \u001b[0;36msave\u001b[0;34m(self, sess, save_path, global_step, latest_filename, meta_graph_suffix, write_meta_graph, write_state)\u001b[0m\n\u001b[1;32m   1361\u001b[0m       model_checkpoint_path = sess.run(\n\u001b[1;32m   1362\u001b[0m           \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msaver_def\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msave_tensor_name\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1363\u001b[0;31m           {self.saver_def.filename_tensor_name: checkpoint_file})\n\u001b[0m\u001b[1;32m   1364\u001b[0m       \u001b[0mmodel_checkpoint_path\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcompat\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mas_str\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mmodel_checkpoint_path\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m   1365\u001b[0m       \u001b[1;32mif\u001b[0m \u001b[0mwrite_state\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[0;32mD:\\Anaconda3\\lib\\site-packages\\tensorflow\\python\\client\\session.py\u001b[0m in \u001b[0;36mrun\u001b[0;34m(self, fetches, feed_dict, options, run_metadata)\u001b[0m\n\u001b[1;32m    765\u001b[0m     \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m    766\u001b[0m       result = self._run(None, fetches, feed_dict, options_ptr,\n\u001b[0;32m--> 767\u001b[0;31m                          run_metadata_ptr)\n\u001b[0m\u001b[1;32m    768\u001b[0m       \u001b[1;32mif\u001b[0m \u001b[0mrun_metadata\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m    769\u001b[0m         \u001b[0mproto_data\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtf_session\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mTF_GetBuffer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mrun_metadata_ptr\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[0;32mD:\\Anaconda3\\lib\\site-packages\\tensorflow\\python\\client\\session.py\u001b[0m in \u001b[0;36m_run\u001b[0;34m(self, handle, fetches, feed_dict, options, run_metadata)\u001b[0m\n\u001b[1;32m    963\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mfinal_fetches\u001b[0m \u001b[1;32mor\u001b[0m \u001b[0mfinal_targets\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m    964\u001b[0m       results = self._do_run(handle, final_targets, final_fetches,\n\u001b[0;32m--> 965\u001b[0;31m                              feed_dict_string, options, run_metadata)\n\u001b[0m\u001b[1;32m    966\u001b[0m     \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m    967\u001b[0m       \u001b[0mresults\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[0;32mD:\\Anaconda3\\lib\\site-packages\\tensorflow\\python\\client\\session.py\u001b[0m in \u001b[0;36m_do_run\u001b[0;34m(self, handle, target_list, fetch_list, feed_dict, options, run_metadata)\u001b[0m\n\u001b[1;32m   1013\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mhandle\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m   1014\u001b[0m       return self._do_call(_run_fn, self._session, feed_dict, fetch_list,\n\u001b[0;32m-> 1015\u001b[0;31m                            target_list, options, run_metadata)\n\u001b[0m\u001b[1;32m   1016\u001b[0m     \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m   1017\u001b[0m       return self._do_call(_prun_fn, self._session, handle, feed_dict,\n",
      "\u001b[0;32mD:\\Anaconda3\\lib\\site-packages\\tensorflow\\python\\client\\session.py\u001b[0m in \u001b[0;36m_do_call\u001b[0;34m(self, fn, *args)\u001b[0m\n\u001b[1;32m   1033\u001b[0m         \u001b[1;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m   1034\u001b[0m           \u001b[1;32mpass\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1035\u001b[0;31m       \u001b[1;32mraise\u001b[0m \u001b[0mtype\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0me\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mnode_def\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mop\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmessage\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1036\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m   1037\u001b[0m   \u001b[1;32mdef\u001b[0m \u001b[0m_extend_graph\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mFailedPreconditionError\u001b[0m: Attempting to use uninitialized value Variable\n\t [[Node: Variable/_0 = _Send[T=DT_FLOAT, client_terminated=false, recv_device=\"/job:localhost/replica:0/task:0/cpu:0\", send_device=\"/job:localhost/replica:0/task:0/gpu:0\", send_device_incarnation=1, tensor_name=\"edge_43_Variable\", _device=\"/job:localhost/replica:0/task:0/gpu:0\"](Variable)]]\n\t [[Node: Variable_1/Adam/_9 = _Recv[_start_time=0, client_terminated=false, recv_device=\"/job:localhost/replica:0/task:0/cpu:0\", send_device=\"/job:localhost/replica:0/task:0/gpu:0\", send_device_incarnation=1, tensor_name=\"edge_47_Variable_1/Adam\", tensor_type=DT_FLOAT, _device=\"/job:localhost/replica:0/task:0/cpu:0\"](^_recv_save/Const_0, ^save/SaveV2/tensor_names, ^save/SaveV2/shape_and_slices)]]"
     ]
    }
   ],
   "source": [
    "saver = tf.train.Saver()\n",
    "save_path = saver.save(sess, \"my_model/4_level_cnn/cnn\", global_step=119)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[[[  1.48942277e-01  -1.32458076e-01  -8.62777382e-02  -2.40183249e-01\n",
      "     -7.51394033e-02  -1.82100773e-01   3.26428041e-02  -1.77925736e-01\n",
      "      1.00993693e-01  -2.86896881e-02  -5.19487932e-02   1.35306239e-01\n",
      "      1.41272619e-01   1.53854981e-01   1.29648909e-01   1.81877837e-02\n",
      "     -1.27498820e-01  -4.85454977e-01  -6.29177094e-02  -1.83078460e-02\n",
      "      7.79257491e-02  -1.20260753e-01  -2.30817739e-02  -7.64074624e-02\n",
      "     -1.06942534e-01   2.21564621e-02  -3.70716274e-01  -1.64416999e-01\n",
      "     -1.85366105e-02   5.94032183e-02   6.12215288e-02  -1.00938573e-01]]\n",
      "\n",
      "  [[ -5.47366105e-02   6.89673722e-02  -5.38763031e-02   9.43836868e-02\n",
      "     -1.47698924e-01  -2.49080569e-01   7.96787441e-02  -8.35019574e-02\n",
      "      2.39761546e-02   7.75716677e-02   8.18164572e-02  -2.19469383e-01\n",
      "      3.50531116e-02  -1.05892695e-01  -1.92786381e-01   9.27374661e-02\n",
      "      3.54943983e-02  -1.31568760e-01   2.25432646e-02  -2.69229221e-03\n",
      "      2.65380573e-02  -2.29978133e-02   7.42000788e-02   5.36566488e-02\n",
      "      1.16638863e-03  -8.30429643e-02  -2.39285827e-01  -1.95285425e-01\n",
      "      1.62773263e-02  -1.93340089e-02   6.95374310e-02  -8.07173084e-03]]\n",
      "\n",
      "  [[ -6.86331391e-02  -1.18378811e-01  -1.16586328e-01  -8.80674571e-02\n",
      "     -1.24872126e-01  -2.41099998e-01   1.33566791e-02  -1.24930345e-01\n",
      "     -2.62473345e-01  -9.84717011e-02  -1.24914803e-01  -2.18752678e-02\n",
      "      5.48768900e-02  -8.29712227e-02  -2.02417746e-01  -2.62652822e-02\n",
      "     -2.95881517e-02  -1.75779834e-01  -4.40476872e-02  -5.31898290e-02\n",
      "     -8.54640678e-02  -1.30344197e-01  -3.65338363e-02  -1.06184267e-01\n",
      "     -1.51933342e-01   1.41582623e-01  -2.65860632e-02  -6.56582341e-02\n",
      "      2.28502899e-02   1.60974432e-02   4.57007848e-02  -9.72786266e-03]]\n",
      "\n",
      "  [[  4.79837544e-02   1.70687735e-02   6.72720745e-02  -4.90807928e-02\n",
      "     -1.63907260e-01  -2.12838128e-01   2.93844063e-02   5.06581329e-02\n",
      "     -1.68670028e-01  -6.07246943e-02   2.73709046e-03  -1.77063033e-01\n",
      "     -1.09880686e-01  -4.79101352e-02  -7.13831708e-02  -8.14766530e-03\n",
      "     -1.63240448e-01  -1.64024770e-01   1.52003602e-03  -1.11951016e-01\n",
      "     -6.78927302e-02  -5.82870208e-02  -2.05958009e-01   1.04882360e-01\n",
      "      5.67510910e-02  -9.39246193e-02  -1.12465471e-01  -3.04097831e-02\n",
      "     -7.03151003e-02   1.09901346e-01   9.70821083e-02   3.37972678e-02]]\n",
      "\n",
      "  [[ -1.21681347e-01  -9.28747058e-02  -6.36534989e-02  -1.41255939e-02\n",
      "     -5.64360619e-02  -1.73506647e-01   9.82917994e-02   1.04900390e-01\n",
      "     -9.44497883e-02   5.02197146e-02   1.34869274e-02   3.37742530e-02\n",
      "     -1.51389584e-01   3.47528532e-02  -2.76589245e-01  -8.59887451e-02\n",
      "     -2.57911950e-01   6.55117109e-02   1.22849092e-01  -9.72221047e-02\n",
      "     -1.22136630e-01  -1.25258956e-02  -1.51285514e-01  -1.03991620e-01\n",
      "      4.91270982e-02  -2.55815182e-02  -3.51129547e-02  -5.00918366e-02\n",
      "     -8.18057805e-02  -2.85124518e-02  -6.13761507e-02   9.21741221e-03]]]\n",
      "\n",
      "\n",
      " [[[ -1.16959654e-01  -9.05661583e-02   1.87696479e-02   2.97247488e-02\n",
      "     -6.90472350e-02   1.25852376e-01   1.26613736e-01  -6.15228340e-03\n",
      "     -1.75625235e-01  -7.39982873e-02  -6.40482232e-02  -1.00010328e-01\n",
      "     -6.58960119e-02   2.57272851e-02  -6.99717104e-02  -1.62249118e-01\n",
      "     -2.57429361e-01  -9.42886397e-02  -1.13197532e-03  -9.93444351e-04\n",
      "     -3.09191532e-02  -5.69213834e-03  -1.54800934e-03  -3.85552272e-02\n",
      "     -6.26708716e-02   2.46094912e-02  -2.21229807e-01  -1.45992726e-01\n",
      "      1.84652414e-02  -1.25297055e-01  -1.33741507e-02   3.74926478e-02]]\n",
      "\n",
      "  [[ -6.36564791e-02  -6.68786094e-02   6.67234063e-02  -5.77206016e-02\n",
      "      2.77289469e-02   1.63251996e-01   7.26484731e-02  -1.75395668e-01\n",
      "     -7.06271231e-02  -5.29654920e-02   7.70790577e-02   3.21979225e-02\n",
      "     -7.36658322e-03   1.05118200e-01  -2.55560894e-02   1.14656068e-01\n",
      "     -3.07794154e-01  -8.16642419e-02  -1.33676931e-01   1.75107241e-01\n",
      "      2.38614716e-02  -1.83650434e-01   2.25033835e-02   3.10471598e-02\n",
      "     -9.08527598e-02   1.50428757e-01  -6.20666444e-02   7.24865170e-03\n",
      "     -3.60895582e-02   8.08205828e-02  -1.19385779e-01   1.45120360e-02]]\n",
      "\n",
      "  [[  5.23120686e-02   4.87427823e-02   3.96498181e-02  -1.97229534e-02\n",
      "     -2.88666993e-01  -6.84070066e-02   9.02702659e-02  -1.31878713e-02\n",
      "     -9.58901793e-02   4.11541052e-02   1.15566865e-01   6.13639317e-02\n",
      "      2.52047479e-02   6.63493797e-02  -7.10055158e-02  -4.97985408e-02\n",
      "      3.67034338e-02  -5.24822529e-03  -8.98016896e-03  -2.39184611e-02\n",
      "      6.18994385e-02   5.79637624e-02   4.45410125e-02  -2.22544931e-02\n",
      "      1.84616596e-01  -1.16340190e-01  -2.64189869e-01  -1.43751264e-01\n",
      "      1.51337042e-01  -2.22206977e-03   9.10807773e-02   6.01102319e-03]]\n",
      "\n",
      "  [[ -4.02855091e-02  -1.88875105e-02  -9.25857276e-02  -9.73563567e-02\n",
      "     -7.26915896e-02   1.46802723e-01  -5.38458005e-02  -1.06215417e-01\n",
      "     -5.40981488e-03   4.18840386e-02   7.34168738e-02  -6.03409261e-02\n",
      "      1.05469130e-01  -3.17741651e-03  -1.10141084e-01   1.87493354e-01\n",
      "      6.04878440e-02  -1.93478033e-01   5.92380986e-02  -4.86221574e-02\n",
      "      1.20937817e-01   2.20178775e-02   2.83411071e-02  -1.64430737e-01\n",
      "      3.68633568e-02   1.20458521e-01  -1.14019518e-03   6.84998035e-02\n",
      "      7.63203427e-02  -3.29506397e-03  -3.33400927e-02  -4.46085930e-02]]\n",
      "\n",
      "  [[ -1.83933731e-02   8.73856470e-02   6.64952919e-02  -1.29993945e-01\n",
      "      1.02039397e-01  -1.96108613e-02   9.39499401e-03   2.03883518e-02\n",
      "     -1.35688290e-01  -1.96687481e-03   1.16189905e-02   7.62452483e-02\n",
      "     -9.91575867e-02   4.08733226e-02  -4.39112671e-02   1.48802036e-02\n",
      "     -3.76679897e-02   7.71157742e-02  -1.20116165e-03  -3.41677517e-02\n",
      "     -1.78766828e-02  -6.36478662e-02  -6.59077661e-04   4.59211282e-02\n",
      "     -9.93230194e-02  -5.18664941e-02  -4.55029793e-02   2.42842603e-02\n",
      "     -2.60697659e-02   1.31568670e-01   1.60647966e-02   2.51907017e-02]]]\n",
      "\n",
      "\n",
      " [[[  3.10986321e-02  -1.15154229e-01   8.35002661e-02  -5.31581324e-03\n",
      "     -1.89516824e-02  -8.26973394e-02  -6.09185500e-03   1.39611870e-01\n",
      "      1.10221520e-01  -1.20876901e-01  -7.85570815e-02  -8.76774937e-02\n",
      "     -5.67275984e-03  -1.77931301e-02  -1.50948495e-01   1.13389686e-01\n",
      "     -1.18567526e-01  -9.41021740e-02  -6.84450045e-02  -4.02329378e-02\n",
      "      1.45500610e-02  -1.62491709e-01  -4.82085459e-02  -5.17182574e-02\n",
      "     -2.25208346e-02  -1.12381637e-01  -1.41722575e-01  -8.57108831e-02\n",
      "     -4.89707142e-02   1.58727039e-02   9.73279625e-02   7.02955127e-02]]\n",
      "\n",
      "  [[  8.48887712e-02   1.98168755e-02  -7.69715309e-02  -2.43765116e-02\n",
      "      6.43038303e-02   1.50024891e-01  -2.73954719e-02  -8.72167349e-02\n",
      "      3.98319885e-02   1.21592529e-01  -1.18610281e-02   6.58154339e-02\n",
      "     -1.51391432e-01  -1.00384578e-01  -6.84320331e-02   1.07055670e-02\n",
      "     -1.76252704e-02  -8.14861730e-02  -5.91628160e-03  -1.21290728e-01\n",
      "     -9.19928998e-02  -1.13683539e-02  -9.01247114e-02  -5.57165891e-02\n",
      "      7.96207711e-02   1.36522958e-02   1.22346088e-01  -2.99801193e-02\n",
      "      3.34652849e-02  -3.48281264e-02   2.98266974e-03  -6.84362501e-02]]\n",
      "\n",
      "  [[  7.75715485e-02  -5.48629723e-02   3.82701345e-02   1.02334179e-01\n",
      "     -1.15850806e-01  -2.37561185e-02  -5.05271889e-02   6.64151162e-02\n",
      "      7.32224211e-02  -1.15863457e-01   1.21891715e-01   1.11131959e-01\n",
      "      1.25576705e-02   4.28127572e-02   9.83471870e-02  -1.64167851e-01\n",
      "     -1.77886695e-01  -1.72349676e-01  -1.74451604e-01   2.41357088e-02\n",
      "      1.78744532e-02   2.08240971e-01  -5.09250117e-03  -3.51174846e-02\n",
      "      6.99535683e-02  -3.61531042e-02   7.18540177e-02   7.69258616e-03\n",
      "      1.63683929e-02  -1.16639048e-01  -1.79327264e-01   3.89685668e-02]]\n",
      "\n",
      "  [[  8.40305630e-03   5.88017441e-02  -1.67095475e-02  -1.50087908e-01\n",
      "     -2.11370036e-01  -6.35482296e-02   1.69034800e-04  -4.46925871e-03\n",
      "     -6.97638914e-02   4.08046730e-02  -1.01509355e-01   1.78535670e-01\n",
      "      7.06882076e-03  -1.87313054e-02  -6.10485598e-02  -5.20391539e-02\n",
      "     -5.58651760e-02  -1.15449257e-01  -2.17388738e-02   1.02756977e-01\n",
      "     -6.97409138e-02   2.88930424e-02   2.15969197e-02   1.35674730e-01\n",
      "     -2.23125294e-01  -4.44303900e-02  -6.97642937e-02  -4.37604524e-02\n",
      "     -1.57811150e-01   5.57146594e-02  -8.18526931e-03   4.16479353e-03]]\n",
      "\n",
      "  [[  1.13098331e-01   3.99023481e-02  -1.06879719e-01  -1.19200684e-01\n",
      "     -1.90311015e-01  -6.45599961e-02  -2.47647092e-02  -1.71644896e-01\n",
      "     -1.13866150e-01  -4.93273092e-03  -5.06991744e-02   6.11692853e-02\n",
      "     -1.71259969e-01  -1.51725054e-01   4.31033447e-02   1.31556705e-01\n",
      "     -2.41609797e-01  -5.43536842e-02   2.82413196e-02  -1.05838321e-01\n",
      "     -2.18217410e-02  -7.76964225e-05   1.38269532e-02  -9.19217393e-02\n",
      "     -1.19501181e-01   9.96935070e-02   2.28417814e-02  -3.83956395e-02\n",
      "      8.56934637e-02   1.28140682e-02  -7.64685869e-02  -4.05910015e-02]]]\n",
      "\n",
      "\n",
      " [[[ -9.02193189e-02  -3.72567810e-02  -1.64274238e-02   2.38121338e-02\n",
      "     -9.50358808e-02   9.30787623e-03  -7.35336095e-02  -4.57460023e-02\n",
      "      4.44089137e-02   1.68034416e-02  -3.87707278e-02  -8.17846060e-02\n",
      "      1.33469328e-01  -9.98386592e-02  -1.72924191e-01   1.57436691e-02\n",
      "     -1.26891539e-01  -1.00730978e-01   7.16764778e-02  -5.68153113e-02\n",
      "      1.04931928e-01  -2.21483856e-01   1.19695656e-01  -9.07249078e-02\n",
      "      4.96015176e-02  -5.18401414e-02  -2.68974379e-02  -1.19163901e-01\n",
      "     -1.23508088e-01  -2.50738417e-03   9.15888995e-02  -8.18776805e-03]]\n",
      "\n",
      "  [[ -9.98922065e-02  -2.52586287e-02  -3.72373126e-03  -1.77748222e-02\n",
      "     -3.33861299e-02  -1.07021183e-01   5.13262153e-02  -1.43766835e-01\n",
      "      3.18102241e-02   5.22102788e-02  -1.21444039e-01   3.43041085e-02\n",
      "      5.01983985e-03   1.20793795e-02  -1.40511498e-01  -7.95312896e-02\n",
      "      9.33940485e-02   1.18876904e-01   7.93162957e-02  -1.08360574e-01\n",
      "     -6.76231310e-02  -6.40537664e-02   6.05528709e-03   2.14235997e-03\n",
      "     -6.54588714e-02   3.26273851e-02  -1.86400592e-01  -6.67188093e-02\n",
      "      5.36548607e-02  -4.83434498e-02  -7.33958334e-02   6.78575933e-02]]\n",
      "\n",
      "  [[ -2.96948347e-02   7.56306350e-02   4.52420823e-02  -1.41616911e-01\n",
      "     -1.48046851e-01   8.80860910e-02  -1.05452940e-01  -2.94724643e-01\n",
      "     -8.49853903e-02  -8.81778076e-02   1.14132456e-01   4.90128584e-02\n",
      "     -1.17870681e-02   2.31847558e-02   7.97481313e-02   3.05078737e-02\n",
      "      4.04731445e-02  -1.48473844e-01  -4.28902246e-02   7.45590627e-02\n",
      "      3.64379659e-02  -1.79043800e-01  -2.55699992e-01   2.84895003e-02\n",
      "      1.18336119e-02   1.45757928e-01   1.70291457e-02   9.87986699e-02\n",
      "      7.58923665e-02   2.60936506e-02   3.75942439e-02  -1.53301060e-02]]\n",
      "\n",
      "  [[ -1.41026914e-01  -1.43773153e-01  -7.70493969e-02   4.53930311e-02\n",
      "      8.55529390e-04  -7.35455751e-02  -3.07215396e-02  -5.91558451e-03\n",
      "     -6.68576583e-02   1.61640167e-01   2.47684624e-02  -1.52811095e-01\n",
      "     -2.07451382e-03   6.61347210e-02  -8.50488245e-02  -1.77714899e-02\n",
      "     -8.08041990e-02  -6.18554652e-02   1.89156178e-02   1.26779471e-02\n",
      "      5.17143542e-03  -1.13136351e-01  -2.99440593e-01  -1.02663383e-01\n",
      "     -1.17319293e-01   1.58515014e-02   4.20283005e-02  -1.32069364e-01\n",
      "      1.16384245e-01  -1.10412672e-01  -3.04003172e-02  -1.17940731e-01]]\n",
      "\n",
      "  [[ -3.46774585e-03   8.72480199e-02  -3.82196940e-02   8.11278820e-02\n",
      "     -2.26346347e-02  -3.03059700e-03   7.75972009e-02   6.97972700e-02\n",
      "      1.29149128e-02  -5.65962344e-02   6.26784563e-02   4.71919170e-03\n",
      "      1.13798557e-02  -5.31132706e-02   1.55791178e-01   4.24148925e-02\n",
      "     -3.32714915e-01  -7.99217075e-02  -6.21528774e-02  -4.68769297e-02\n",
      "      8.33469480e-02  -1.69170156e-01  -3.90658855e-01   4.79115024e-02\n",
      "     -5.09933010e-02  -7.44878352e-02   1.25810102e-01  -8.54478031e-02\n",
      "     -1.73999280e-01  -5.15861809e-03  -9.45903957e-02   8.00918043e-02]]]\n",
      "\n",
      "\n",
      " [[[  3.57245910e-04   1.11728542e-01  -3.28730755e-02   7.28910416e-02\n",
      "     -1.39978435e-02  -2.86909807e-02  -7.54085486e-04   3.79228294e-02\n",
      "      1.00372024e-01   1.00087613e-01   8.09578374e-02  -4.51879613e-02\n",
      "      9.86941904e-02   7.30892569e-02  -1.42723948e-01  -1.82074439e-02\n",
      "      6.49271831e-02  -2.21202672e-01  -4.00853939e-02  -2.13319629e-01\n",
      "      1.26824662e-01  -7.52647370e-02  -4.86291796e-02  -1.47243932e-01\n",
      "     -1.35629624e-01  -1.37203276e-01   1.45656452e-01  -9.62501541e-02\n",
      "     -4.19349335e-02  -5.69713116e-02  -1.47740087e-02  -1.64251425e-03]]\n",
      "\n",
      "  [[  5.15724234e-02   1.10648081e-01   1.02188945e-01   2.78411098e-02\n",
      "     -6.92541990e-03  -1.78320751e-01   5.08823134e-02  -3.91275659e-02\n",
      "     -5.72885536e-02  -1.22013958e-02  -9.12965238e-02   3.45128104e-02\n",
      "     -3.58972587e-02   4.92821448e-02  -3.27301882e-02  -1.46669298e-01\n",
      "      6.44415095e-02  -1.91083074e-01  -9.10695195e-02  -2.41635125e-02\n",
      "     -3.82047445e-02   1.66356906e-01   1.36429623e-01  -1.22022666e-02\n",
      "      6.54617846e-02   5.25838919e-02  -7.73593113e-02   2.28482038e-02\n",
      "      7.33501017e-02   1.51033895e-02  -1.03356503e-01   6.11415133e-02]]\n",
      "\n",
      "  [[ -2.62871496e-02  -7.03262910e-02   8.05999190e-02   3.33393365e-02\n",
      "     -3.48196551e-02  -1.78443696e-02  -9.49105844e-02  -1.23654090e-01\n",
      "     -5.59968315e-02  -4.97242026e-02  -9.62452218e-02  -1.05107121e-01\n",
      "      1.11788418e-02   2.80840546e-02   2.02374272e-02   1.66562013e-02\n",
      "     -1.39292717e-01  -4.38305065e-02  -9.42912921e-02   1.90959014e-02\n",
      "      5.93047477e-02  -1.41489327e-01  -9.66716856e-02  -2.15736832e-02\n",
      "      7.56484643e-02   2.08028872e-02  -1.55512080e-01  -1.41636152e-02\n",
      "      5.89394234e-02   4.19935584e-02  -3.51406001e-02  -2.05542631e-02]]\n",
      "\n",
      "  [[  7.29950517e-02   5.37156574e-02   9.77845863e-04   5.78202382e-02\n",
      "     -6.61732852e-02   2.21477672e-02  -4.22197133e-02  -2.66711503e-01\n",
      "     -1.36073425e-01   6.23572432e-02  -6.37287125e-02  -2.59008929e-02\n",
      "      1.32874832e-01  -1.28800437e-01  -2.65165940e-02  -1.22177750e-01\n",
      "     -6.22788705e-02  -2.86911111e-02   9.56256390e-02   6.58844188e-02\n",
      "      4.82838135e-03  -1.49941109e-02   1.19674332e-01   2.86585670e-02\n",
      "     -5.86982556e-02  -9.32001546e-02  -1.25782326e-01   1.17444173e-01\n",
      "     -1.64924935e-02  -1.95582565e-02  -4.79078367e-02  -6.61591114e-03]]\n",
      "\n",
      "  [[  5.21124452e-02   1.58361673e-01   9.30410326e-02   7.23854303e-02\n",
      "     -1.04067676e-01  -4.06372547e-02  -2.05505222e-01  -2.60355502e-01\n",
      "      3.88745703e-02  -1.65215671e-01  -1.93801835e-01  -1.13677487e-01\n",
      "      2.97561884e-02   5.45441035e-05  -1.14356816e-01   1.01692654e-01\n",
      "      1.87055413e-02   1.30246028e-01  -8.49782974e-02   9.03367698e-02\n",
      "     -7.02605993e-02   3.07223145e-02  -1.61376342e-01  -7.31725991e-02\n",
      "     -6.88317344e-02  -1.42332956e-01  -3.18831429e-02   4.11746725e-02\n",
      "     -5.84587455e-02   1.26104504e-01  -4.28319871e-02  -2.01495271e-02]]]]\n",
      "[[[[  7.71648362e-02   3.16195600e-02   3.35615352e-02 ...,\n",
      "     -6.82225544e-03   9.97888148e-02   2.12355524e-01]\n",
      "   [ -7.52626583e-02  -8.36572051e-02  -1.89848348e-01 ...,\n",
      "      7.07932860e-02  -8.69230479e-02  -5.72579019e-02]\n",
      "   [ -8.81612748e-02   1.98661126e-02   4.69712466e-02 ...,\n",
      "      4.57148664e-02   1.33772299e-01  -1.45668700e-01]\n",
      "   ..., \n",
      "   [ -1.68534160e-01  -1.80637538e-02  -5.05877845e-02 ...,\n",
      "     -2.51788888e-02   7.47118657e-03   4.39850017e-02]\n",
      "   [  1.61230080e-02   5.71494661e-02  -1.29079983e-01 ...,\n",
      "     -9.06816423e-02   9.64711905e-02   8.48017782e-02]\n",
      "   [  9.58118662e-02  -5.87192774e-02  -1.31545082e-01 ...,\n",
      "     -3.82711776e-02   3.74668129e-02   3.66131887e-02]]\n",
      "\n",
      "  [[ -5.72557971e-02   6.70035258e-02  -6.44736513e-02 ...,\n",
      "      1.26390129e-01  -1.28629971e-02   4.80652973e-02]\n",
      "   [  8.46009329e-02  -4.24342155e-02  -1.30127326e-01 ...,\n",
      "     -2.14486122e-01   3.11274566e-02   9.71028805e-02]\n",
      "   [ -2.23352551e-01  -1.26943029e-02  -1.25388801e-01 ...,\n",
      "     -4.57086042e-02  -1.02301978e-01   1.93272941e-02]\n",
      "   ..., \n",
      "   [ -8.50541294e-02  -6.32079765e-02   2.76196636e-02 ...,\n",
      "      1.27989696e-02  -3.29013951e-02  -1.85891055e-02]\n",
      "   [ -2.68549155e-02  -9.20133591e-02   9.44683049e-03 ...,\n",
      "     -1.95516244e-01  -2.16245204e-02  -8.98273960e-02]\n",
      "   [ -2.79845553e-03  -1.05494894e-01  -4.16481495e-02 ...,\n",
      "     -9.09389835e-03  -9.53839272e-02  -2.43075229e-02]]\n",
      "\n",
      "  [[  6.91271201e-02  -9.11817774e-02  -1.28886580e-01 ...,\n",
      "     -2.13796824e-01  -4.99636903e-02  -9.62155610e-02]\n",
      "   [  1.24511011e-01  -3.27547602e-02   4.46309373e-02 ...,\n",
      "     -1.66508421e-01  -5.12666106e-02   1.20352119e-01]\n",
      "   [ -2.62693875e-02  -8.58542547e-02   9.52310562e-02 ...,\n",
      "     -3.67750898e-02  -3.27717625e-02  -1.62421167e-01]\n",
      "   ..., \n",
      "   [ -1.73855126e-01  -5.79201058e-02  -1.34424400e-02 ...,\n",
      "     -7.26611242e-02  -1.89857572e-01   9.54583660e-02]\n",
      "   [ -3.17413658e-02  -2.34840050e-01  -6.76254481e-02 ...,\n",
      "      3.37447561e-02  -1.45659491e-01  -5.86026795e-02]\n",
      "   [ -4.26705703e-02   8.19353983e-02  -1.32899866e-01 ...,\n",
      "      1.01161420e-01  -8.47979784e-02  -4.64224927e-02]]\n",
      "\n",
      "  [[  1.14516214e-01  -3.43029261e-01   3.86118069e-02 ...,\n",
      "     -1.24159098e-01  -3.28791444e-03  -1.41867459e-01]\n",
      "   [  9.58063453e-02   3.11570875e-02  -8.49983096e-02 ...,\n",
      "     -3.07387649e-03  -1.60091102e-01  -1.58788070e-01]\n",
      "   [  6.66522654e-03  -2.03979060e-01  -1.07326712e-02 ...,\n",
      "      2.00832579e-02   4.76590730e-02  -4.23336662e-02]\n",
      "   ..., \n",
      "   [  9.51762795e-02  -1.10336207e-01   4.68466654e-02 ...,\n",
      "     -1.00626750e-03  -1.39986441e-01  -2.80494243e-02]\n",
      "   [ -1.06761515e-01  -8.78306106e-02  -3.03094951e-03 ...,\n",
      "     -2.03890353e-01  -2.49008220e-02   8.94841854e-04]\n",
      "   [ -1.37767583e-01   3.28644514e-02  -9.91202705e-03 ...,\n",
      "     -4.83580716e-02   2.41898745e-02  -1.11950010e-01]]\n",
      "\n",
      "  [[  6.37052506e-02  -1.07685283e-01  -1.51661232e-01 ...,\n",
      "     -8.34881291e-02  -5.42744948e-03  -2.36855238e-03]\n",
      "   [  1.11038812e-01  -2.00871393e-01  -2.15922724e-02 ...,\n",
      "     -2.09404111e-01   3.93014727e-03  -2.92928487e-01]\n",
      "   [  6.80535957e-02  -1.67568117e-01   1.12277023e-01 ...,\n",
      "     -2.23634038e-02   1.03605412e-01  -8.92063826e-02]\n",
      "   ..., \n",
      "   [  2.11230949e-01   3.55409421e-02  -9.66825697e-04 ...,\n",
      "     -1.26861602e-01  -6.80032149e-02   2.09912598e-01]\n",
      "   [  1.22643881e-01   1.60051752e-02   7.10987896e-02 ...,\n",
      "     -1.04194909e-01   2.11171340e-03   9.22415629e-02]\n",
      "   [  1.31817967e-01   1.39029354e-01  -9.20948163e-02 ...,\n",
      "     -9.42787305e-02   1.05581835e-01   1.64720535e-01]]]\n",
      "\n",
      "\n",
      " [[[ -1.61755562e-01  -4.64298986e-02   9.61983576e-02 ...,\n",
      "      6.62709475e-02  -1.26832247e-01   1.19445466e-01]\n",
      "   [  1.13950610e-01  -1.35022387e-01   4.95391488e-02 ...,\n",
      "      4.33907136e-02   6.99342787e-02   1.09898798e-01]\n",
      "   [  5.11129294e-03  -5.00182360e-02   3.90606411e-02 ...,\n",
      "      8.64075124e-02  -6.26772735e-03  -9.80295148e-03]\n",
      "   ..., \n",
      "   [  3.20444964e-02   2.35129923e-01  -7.80476108e-02 ...,\n",
      "      9.18703247e-03  -1.78773627e-01   5.50116077e-02]\n",
      "   [ -1.34372830e-01  -4.95866574e-02   8.27960484e-03 ...,\n",
      "      2.75974814e-02   7.15902597e-02   1.15925455e-02]\n",
      "   [ -6.00740239e-02  -1.98562995e-01   1.31506830e-01 ...,\n",
      "     -8.79756548e-03   1.22677125e-01  -4.72922586e-02]]\n",
      "\n",
      "  [[ -8.81064981e-02   9.93434992e-03   3.55028249e-02 ...,\n",
      "      1.44235149e-01   8.88683796e-02   9.97179970e-02]\n",
      "   [ -8.46361518e-02  -9.40440074e-02   4.15055780e-03 ...,\n",
      "     -4.61421497e-02   9.51427594e-02   7.35875219e-02]\n",
      "   [  1.82531729e-01  -1.25242947e-02  -5.94057105e-02 ...,\n",
      "     -6.60824180e-02  -2.20983569e-02   3.60648409e-02]\n",
      "   ..., \n",
      "   [ -4.29026075e-02  -2.30295043e-02  -2.13953983e-02 ...,\n",
      "     -3.43037173e-02  -2.09544990e-02  -1.87079571e-02]\n",
      "   [ -1.43886641e-01  -2.95500666e-01   9.21788886e-02 ...,\n",
      "     -2.42963880e-01  -6.48273453e-02  -1.31610394e-01]\n",
      "   [ -1.03399426e-01   9.13870037e-02   9.64257680e-03 ...,\n",
      "      2.97937226e-02   6.86096326e-02   1.18328512e-01]]\n",
      "\n",
      "  [[  1.71651483e-01  -2.11538002e-01   4.90419520e-03 ...,\n",
      "     -2.38160137e-02  -8.43049437e-02   6.08015396e-02]\n",
      "   [  8.56963173e-02   5.05776750e-03   1.02968574e-01 ...,\n",
      "     -1.44576058e-01   1.44953560e-03  -1.10124029e-01]\n",
      "   [  3.49613093e-02  -2.48932779e-01   3.53956185e-02 ...,\n",
      "     -1.06817625e-01   1.42545238e-01  -1.24102049e-01]\n",
      "   ..., \n",
      "   [ -8.44211280e-02   4.28090952e-02  -2.86609046e-02 ...,\n",
      "      4.21429649e-02  -1.43265873e-01  -2.25814860e-02]\n",
      "   [  6.47618100e-02  -2.12679774e-01  -4.41254079e-02 ...,\n",
      "      3.00501399e-02   2.25122228e-01  -1.49877340e-01]\n",
      "   [  7.92976767e-02   9.07393619e-02   1.45064995e-01 ...,\n",
      "     -1.00176871e-01   3.11001693e-03   1.15377761e-01]]\n",
      "\n",
      "  [[ -5.80005459e-02  -2.91925758e-01   3.45777087e-02 ...,\n",
      "     -3.02424207e-02  -9.04671326e-02  -2.84225810e-02]\n",
      "   [  2.72910222e-02   4.06863019e-02   2.90899724e-02 ...,\n",
      "      6.80677965e-02  -3.17793689e-03   1.08297647e-03]\n",
      "   [  5.87463081e-02  -5.60215339e-02   8.17305967e-02 ...,\n",
      "     -4.38556895e-02  -2.45524086e-02  -1.29063025e-01]\n",
      "   ..., \n",
      "   [ -3.20426933e-02  -3.66741195e-02   5.97118400e-03 ...,\n",
      "     -1.36510104e-01  -8.83030891e-03   5.68089336e-02]\n",
      "   [  1.14523624e-04  -1.19582117e-01   4.88293497e-03 ...,\n",
      "     -1.47650028e-02   7.90095925e-02  -6.99016005e-02]\n",
      "   [  8.42562616e-02  -1.89870130e-02   1.41505569e-01 ...,\n",
      "      1.53769642e-01  -1.01379931e-01  -1.76618665e-01]]\n",
      "\n",
      "  [[ -3.15684788e-02  -1.35688677e-01  -7.30803162e-02 ...,\n",
      "      5.68399355e-02  -9.84176174e-02   1.66103442e-03]\n",
      "   [  3.84713151e-02   6.74955919e-02  -1.28479060e-02 ...,\n",
      "     -4.74177711e-02  -1.36107448e-02  -8.67803842e-02]\n",
      "   [  2.90996209e-02  -2.23155662e-01   2.69081835e-02 ...,\n",
      "     -1.70381486e-01   3.68238091e-02   1.37709482e-02]\n",
      "   ..., \n",
      "   [ -4.87708719e-04  -2.15085596e-02  -1.51183397e-01 ...,\n",
      "     -1.46393344e-01   1.03287324e-01   6.58820122e-02]\n",
      "   [  1.58284292e-01   1.65428743e-02  -1.37334570e-01 ...,\n",
      "      3.39141302e-02   6.54521659e-02  -1.39647067e-01]\n",
      "   [ -6.16420619e-03  -1.43606737e-01  -4.78462540e-02 ...,\n",
      "      1.93099454e-01  -8.91225860e-02  -2.40439791e-02]]]\n",
      "\n",
      "\n",
      " [[[ -1.88344661e-02  -1.71989888e-01  -9.56121907e-02 ...,\n",
      "     -2.16383417e-03  -1.49004996e-01   1.63164102e-02]\n",
      "   [ -1.62914053e-01  -3.78723303e-03   6.77182153e-02 ...,\n",
      "     -4.74024974e-02   2.81296056e-02   1.18801212e-02]\n",
      "   [ -7.87570253e-02  -1.03257693e-01  -6.04659915e-02 ...,\n",
      "      5.96254691e-02   3.60977575e-02  -1.34863481e-01]\n",
      "   ..., \n",
      "   [  8.22411012e-03   4.24049795e-02  -1.93343684e-02 ...,\n",
      "      5.88418506e-02  -1.02838829e-01   5.87102491e-03]\n",
      "   [ -1.39076144e-01  -5.17211370e-02   1.04778044e-01 ...,\n",
      "     -8.11780766e-02   8.28486383e-02   8.80571827e-02]\n",
      "   [  1.60154238e-01   4.42695571e-03  -9.04479027e-02 ...,\n",
      "     -1.08578932e-02   7.22094774e-02   5.29850759e-02]]\n",
      "\n",
      "  [[ -6.94599561e-03  -1.22141771e-01   9.31750983e-02 ...,\n",
      "      1.15735337e-01  -1.38408273e-01  -4.38196659e-02]\n",
      "   [  1.36839032e-01  -2.31138486e-02   1.07517745e-02 ...,\n",
      "      1.42411608e-02  -1.72910973e-01   3.45539600e-02]\n",
      "   [ -1.07652612e-01  -1.42061803e-02   6.96226954e-02 ...,\n",
      "     -1.13074712e-01   3.88785899e-02  -1.93096519e-01]\n",
      "   ..., \n",
      "   [ -1.43440992e-01   1.64182186e-01  -1.92028638e-02 ...,\n",
      "      6.64605293e-03  -5.34126796e-02  -1.02620445e-01]\n",
      "   [ -1.24555444e-02  -3.64244759e-01  -4.47690813e-03 ...,\n",
      "     -5.88599890e-02  -5.99764846e-02  -9.45145041e-02]\n",
      "   [ -1.08194843e-01  -1.33332040e-03  -2.75962595e-02 ...,\n",
      "      1.77592233e-01  -3.68532613e-02  -7.93410372e-03]]\n",
      "\n",
      "  [[ -1.45813659e-01  -5.37684970e-02   4.93634045e-02 ...,\n",
      "     -4.08556759e-02  -6.69148266e-02  -6.65191514e-03]\n",
      "   [ -9.80240852e-02  -1.06051132e-01   5.29096909e-02 ...,\n",
      "     -2.16838703e-01   1.57608733e-01  -8.86142105e-02]\n",
      "   [  3.62653844e-02  -1.13702573e-01  -1.26759753e-01 ...,\n",
      "     -7.19600171e-02  -3.61978426e-03  -2.15997025e-01]\n",
      "   ..., \n",
      "   [  1.11118503e-01  -4.32249457e-02   1.75863728e-01 ...,\n",
      "     -8.17507580e-02  -1.02822408e-01  -6.92606345e-02]\n",
      "   [  1.91863440e-02  -9.79853198e-02   3.03613935e-02 ...,\n",
      "      3.63228321e-02  -1.13239005e-01   1.58118248e-01]\n",
      "   [  7.40726292e-02   1.10868625e-02  -5.91867929e-03 ...,\n",
      "     -1.07171051e-01   7.39686862e-02  -3.52321123e-03]]\n",
      "\n",
      "  [[ -1.81771994e-01  -1.08185252e-02  -1.25218242e-01 ...,\n",
      "      2.44385414e-02  -6.74964627e-03  -6.28700256e-02]\n",
      "   [  8.32106248e-02   1.11733980e-01  -3.70935798e-02 ...,\n",
      "     -5.40744178e-02   9.29710940e-02  -1.34417176e-01]\n",
      "   [  3.22337560e-02  -1.80839628e-01  -9.05326232e-02 ...,\n",
      "     -2.54006833e-01  -6.15366809e-02  -1.30116642e-01]\n",
      "   ..., \n",
      "   [ -6.16556555e-02   1.38829321e-01  -9.81381983e-02 ...,\n",
      "      5.48205432e-03  -3.93063091e-02   7.59418532e-02]\n",
      "   [ -6.38718605e-02  -2.16335148e-01  -8.00676495e-02 ...,\n",
      "      1.78246617e-01  -1.17072500e-01  -1.75416842e-01]\n",
      "   [  9.14750919e-02  -1.63207397e-01  -3.75235341e-02 ...,\n",
      "     -1.79235056e-01   8.64423439e-02  -4.40576896e-02]]\n",
      "\n",
      "  [[ -8.71760845e-02  -4.16381024e-02   6.99633062e-02 ...,\n",
      "     -1.20428018e-01   1.20521197e-02  -7.06401840e-02]\n",
      "   [  1.48835689e-01   5.20743467e-02   1.31173313e-01 ...,\n",
      "     -2.50166208e-01   1.12167262e-01  -3.17437202e-02]\n",
      "   [ -1.37981400e-01  -2.13840395e-01   1.22317836e-01 ...,\n",
      "      1.42166048e-01   3.11883818e-02  -3.35547291e-02]\n",
      "   ..., \n",
      "   [  3.27295177e-02  -1.51005268e-01   1.44062132e-01 ...,\n",
      "     -1.88077137e-01  -4.49394472e-02   5.84487729e-02]\n",
      "   [ -1.97220683e-01  -1.15411907e-01   5.48028573e-02 ...,\n",
      "      1.30863830e-01  -2.25836616e-02   1.39265701e-01]\n",
      "   [  4.99022892e-03  -1.10744387e-01   5.09159230e-02 ...,\n",
      "      1.28073588e-01  -1.15906991e-01  -7.75602236e-02]]]\n",
      "\n",
      "\n",
      " [[[  9.27247256e-02   1.92155745e-02   8.74143541e-02 ...,\n",
      "     -1.08391270e-01  -1.92675725e-01   1.52643442e-01]\n",
      "   [ -3.83502734e-03  -5.96846975e-02   3.92062478e-02 ...,\n",
      "      3.15869413e-02  -7.40708634e-02   1.70623556e-01]\n",
      "   [ -5.80786765e-02  -2.51460001e-02   9.30907577e-03 ...,\n",
      "     -1.24652214e-01   1.20734826e-01  -1.95624113e-01]\n",
      "   ..., \n",
      "   [ -1.49995899e-02   1.23137921e-01   9.85796228e-02 ...,\n",
      "     -9.31515452e-03   6.09874129e-02  -1.37053549e-01]\n",
      "   [  4.24558148e-02  -2.81110793e-01  -7.92715028e-02 ...,\n",
      "     -1.28428834e-02  -1.16576083e-01  -4.37390357e-02]\n",
      "   [  7.35398522e-03  -8.76228791e-03   2.16603689e-02 ...,\n",
      "      6.26308620e-02   4.18493804e-03   3.85676906e-03]]\n",
      "\n",
      "  [[  7.86291137e-02   1.36680871e-01  -1.88084878e-02 ...,\n",
      "     -4.50981222e-02  -9.37336758e-02   1.96128130e-01]\n",
      "   [  6.12748340e-02  -3.22026038e-03   5.46886362e-02 ...,\n",
      "     -9.18324143e-02   2.81547997e-02  -3.31806876e-02]\n",
      "   [ -4.43798527e-02  -7.28862546e-03  -4.64040674e-02 ...,\n",
      "     -1.16277672e-01   4.44168970e-02   2.53403485e-01]\n",
      "   ..., \n",
      "   [ -6.79375082e-02  -1.16076693e-03  -7.23881833e-03 ...,\n",
      "      1.55910188e-02   5.52299991e-02  -2.43177321e-02]\n",
      "   [ -6.45085350e-02  -2.55075246e-01   2.29943693e-02 ...,\n",
      "      3.30320746e-02  -2.00072199e-01   1.13268442e-01]\n",
      "   [  2.49559302e-02   3.77645530e-02   6.89186156e-02 ...,\n",
      "     -9.61934309e-03   3.27437967e-02  -5.84418327e-02]]\n",
      "\n",
      "  [[ -6.80239722e-02   7.90918469e-02   3.65737341e-02 ...,\n",
      "      1.32593155e-01   4.45990078e-02  -5.37433885e-02]\n",
      "   [  1.60985082e-01   1.46131396e-01  -2.33059898e-02 ...,\n",
      "     -1.10842235e-01   5.57992142e-03  -2.02311575e-02]\n",
      "   [  4.89403009e-02   3.98231894e-02  -1.11748733e-01 ...,\n",
      "     -5.19961235e-04   1.88881776e-03  -8.32497478e-02]\n",
      "   ..., \n",
      "   [  4.16205563e-02  -6.08371831e-02   1.74635708e-01 ...,\n",
      "     -8.05185065e-02   6.00682683e-02   1.28510207e-01]\n",
      "   [  1.74609311e-02  -1.70770958e-01  -1.20568648e-01 ...,\n",
      "      4.29712143e-03  -1.12157442e-01  -1.61325648e-01]\n",
      "   [ -1.10582642e-01  -2.60156821e-02   1.04674289e-03 ...,\n",
      "     -1.24646753e-01   1.23614527e-01   7.37330839e-02]]\n",
      "\n",
      "  [[  4.00616229e-02   9.93620791e-03  -1.52487913e-02 ...,\n",
      "      1.52123123e-02  -3.55536491e-02   2.89118271e-02]\n",
      "   [  1.00215763e-01   1.75090969e-01   7.71129057e-02 ...,\n",
      "      8.53759795e-02   1.42265931e-01  -1.40782744e-01]\n",
      "   [  1.27014548e-01  -1.11296222e-01   4.52542603e-02 ...,\n",
      "     -1.21820653e-02   8.68888572e-02  -4.61339615e-02]\n",
      "   ..., \n",
      "   [  2.54317746e-03   3.72866392e-02   1.72078207e-01 ...,\n",
      "     -1.02117069e-01  -1.77200679e-02  -1.06732763e-01]\n",
      "   [ -2.00126208e-02   9.48698074e-03   2.02047857e-04 ...,\n",
      "      1.28371522e-01   7.61399865e-02  -7.78251290e-02]\n",
      "   [  4.07745950e-02   1.42774895e-01  -1.28494859e-01 ...,\n",
      "     -4.51655872e-03  -1.34817258e-01  -9.23009887e-02]]\n",
      "\n",
      "  [[ -1.40644804e-01  -7.46283382e-02   3.86906532e-03 ...,\n",
      "      1.06613293e-01   4.52151243e-03   8.39048475e-02]\n",
      "   [ -2.14175597e-01  -1.94410101e-01   1.44156024e-01 ...,\n",
      "     -1.05271555e-01  -1.47805586e-01   1.37605444e-01]\n",
      "   [ -9.02757198e-02  -3.51765938e-02   4.30009477e-02 ...,\n",
      "     -1.08937047e-01  -5.73191158e-02   9.42266956e-02]\n",
      "   ..., \n",
      "   [  4.72764820e-02  -1.63923338e-01   7.35241473e-02 ...,\n",
      "      3.24109010e-02  -9.13644806e-02   1.07299820e-01]\n",
      "   [  9.21242312e-02  -1.37621492e-01  -1.35925859e-01 ...,\n",
      "      4.17179987e-02  -4.02482785e-02  -8.10631141e-02]\n",
      "   [  3.56189236e-02  -4.12771255e-02   4.25564088e-02 ...,\n",
      "     -9.13225636e-02   1.19286999e-01   1.33664116e-01]]]\n",
      "\n",
      "\n",
      " [[[ -4.46447134e-02   2.36530975e-02  -6.33747727e-02 ...,\n",
      "     -4.92961705e-02  -1.32824391e-01  -1.23658061e-01]\n",
      "   [  9.67243761e-02  -7.03062937e-02  -6.17611669e-02 ...,\n",
      "     -1.17252385e-02  -1.18044898e-01   8.72812867e-02]\n",
      "   [ -1.09035812e-01  -1.34824038e-01   1.82878405e-01 ...,\n",
      "     -1.50195763e-01   1.42884523e-01  -3.17314044e-02]\n",
      "   ..., \n",
      "   [ -2.17556693e-02  -7.40418509e-02  -4.22036322e-03 ...,\n",
      "      1.14191048e-01   5.69056794e-02   2.70497017e-02]\n",
      "   [ -1.44231766e-02  -1.08281866e-01   2.66590603e-02 ...,\n",
      "      9.86632425e-03  -9.43505787e-04  -1.76817507e-01]\n",
      "   [ -1.19834945e-01   7.78823867e-02   5.99250421e-02 ...,\n",
      "      1.91133912e-03  -1.52267396e-01  -3.05442140e-02]]\n",
      "\n",
      "  [[ -1.13066204e-01  -9.95371863e-03  -8.16917345e-02 ...,\n",
      "     -8.37781429e-02   1.27264202e-01   1.82746112e-01]\n",
      "   [ -5.14009260e-02  -2.94427741e-02  -5.44868298e-02 ...,\n",
      "     -2.32676536e-01  -5.25769256e-02   5.11444956e-02]\n",
      "   [ -2.74339765e-02   5.18509112e-02   1.10887885e-01 ...,\n",
      "     -9.42681506e-02  -3.28098945e-02  -1.01628155e-01]\n",
      "   ..., \n",
      "   [  1.37018263e-02   7.84351584e-03   1.26939580e-01 ...,\n",
      "     -4.71743345e-02  -1.73182830e-01  -1.84901860e-02]\n",
      "   [  9.27276164e-03  -3.46290708e-01  -8.87572020e-02 ...,\n",
      "     -9.95949805e-02  -1.47601202e-01  -2.11952597e-01]\n",
      "   [ -2.19053805e-01  -6.88912198e-02  -2.30410039e-01 ...,\n",
      "      1.29495695e-01  -1.22195683e-01  -8.43598247e-02]]\n",
      "\n",
      "  [[  1.64190531e-01  -8.71464610e-02  -7.41426274e-02 ...,\n",
      "      1.24501541e-01  -8.07614997e-02  -2.49207634e-02]\n",
      "   [ -4.03875373e-02  -6.14668801e-02   3.07795834e-02 ...,\n",
      "      1.13336608e-01   9.57974344e-02  -2.47199237e-02]\n",
      "   [  2.29869813e-01   1.80760138e-02   1.88933946e-02 ...,\n",
      "      8.37305188e-02   2.24863812e-02  -6.16689697e-02]\n",
      "   ..., \n",
      "   [ -6.76715299e-02   1.87171027e-02  -8.30475762e-02 ...,\n",
      "     -1.87100157e-01  -6.14122115e-02  -3.43286842e-02]\n",
      "   [  4.31790873e-02   5.91751486e-02   5.64110950e-02 ...,\n",
      "     -3.03119831e-02  -6.14571273e-02  -2.85706725e-02]\n",
      "   [  1.57521293e-01   6.96385428e-02  -1.23077249e-02 ...,\n",
      "     -3.49009037e-02   9.90468711e-02   5.84871955e-02]]\n",
      "\n",
      "  [[ -7.89792687e-02  -5.92540763e-02  -2.03829378e-01 ...,\n",
      "      4.48413379e-02  -1.97739750e-01  -9.72330421e-02]\n",
      "   [  5.26208468e-02   5.24839424e-02  -8.72543529e-02 ...,\n",
      "      4.21839431e-02  -3.81539762e-02  -7.10109770e-02]\n",
      "   [  1.38416002e-02  -3.14085670e-02  -1.31983904e-03 ...,\n",
      "      1.56772554e-01  -1.50855854e-01   2.57574972e-02]\n",
      "   ..., \n",
      "   [ -5.30515574e-02  -1.73536971e-01  -6.61612451e-02 ...,\n",
      "     -7.97567666e-02  -9.38345864e-02   8.76018927e-02]\n",
      "   [ -5.18702790e-02  -1.39284253e-01  -4.88169938e-02 ...,\n",
      "      5.31921312e-02  -1.07893221e-01  -1.16110414e-01]\n",
      "   [  1.15154609e-01   6.73278943e-02   7.81261176e-02 ...,\n",
      "     -1.35340348e-01  -8.94022956e-02  -1.57058299e-01]]\n",
      "\n",
      "  [[ -4.40761587e-03  -8.21986124e-02   1.50703013e-01 ...,\n",
      "      5.58212772e-02  -3.57837349e-01   1.01992339e-01]\n",
      "   [ -1.09607957e-01   8.11567903e-02  -5.82422763e-02 ...,\n",
      "      7.53174424e-02   7.56154507e-02  -4.91801184e-03]\n",
      "   [ -1.13548093e-01  -7.70973712e-02   5.47830351e-02 ...,\n",
      "      1.06445521e-01  -2.79308975e-01   9.33519155e-02]\n",
      "   ..., \n",
      "   [  6.32645264e-02  -1.26258358e-01   6.13406785e-02 ...,\n",
      "     -1.47940926e-02   1.84788674e-01  -1.06431305e-01]\n",
      "   [  1.88156396e-01  -5.23459353e-02  -7.33202398e-02 ...,\n",
      "      2.50390142e-01  -1.93890721e-01   1.03942873e-02]\n",
      "   [ -1.20023184e-01  -2.52808444e-02   1.37754887e-01 ...,\n",
      "      5.74618354e-02  -1.67708457e-01   9.09857452e-02]]]]\n",
      "[-0.01102085  0.0544662   0.25724578 -0.23214921  0.56834871  0.50324601\n",
      "  0.08803657  0.42087537 -0.01672018  0.0908803   0.1023678  -0.00331746\n",
      "  0.1740423  -0.06085681  0.42987892  0.32560912  0.47262689  0.48370782\n",
      "  0.34604847  0.07484882 -0.95644242  0.55526716 -0.21544866  0.58115417\n",
      "  0.4053323   0.28443879  0.45008102  0.3648189  -0.02816762 -0.98666769\n",
      "  0.06851931 -0.28505644]\n",
      "[ 0.24218501  0.07828487  0.15882562 -0.16510083  0.14682566  0.18586126\n",
      "  0.14560053  0.27780122  0.14444989  0.43497834 -0.06400938  0.18758556\n",
      "  0.32026458  0.19486162 -0.10866283 -0.11327262 -0.04243407  0.1460989\n",
      " -0.05869008  0.01553222  0.10408093 -0.026926    0.0978737  -0.13176487\n",
      " -0.06584065  0.51062131 -0.20055962  0.14617091 -0.14612074  0.11609709\n",
      "  0.56211621 -0.2971026   0.1287515   0.32015821 -0.33177647  0.07676508\n",
      "  0.17659998 -0.34665874 -0.00915443  0.26848295  0.12674487 -0.05675902\n",
      " -0.00675801  0.26306242  0.10619719  0.17714991  0.2196272   0.16770032\n",
      "  0.06862529  0.20611344  0.34497219  0.05389584  0.36946687  0.14744391\n",
      "  0.14400893  0.1507939  -0.25000823  0.04575175  0.14368869  0.32864761\n",
      " -0.04556823  0.24107605  0.22773862  0.05142757]\n",
      "[[ 0.0263007  -0.04125847  0.33069715 ...,  0.05033387 -0.15890947\n",
      "  -0.12903397]\n",
      " [-0.03749102  0.12733485  0.17432106 ..., -0.17697284 -0.07841032\n",
      "   0.14883365]\n",
      " [-0.0573402   0.14878283  0.20816968 ..., -0.15819898 -0.13711551\n",
      "   0.13137929]\n",
      " ..., \n",
      " [ 0.0075     -0.00700467 -0.28766665 ...,  0.00367843  0.12327521\n",
      "  -0.07721671]\n",
      " [ 0.11043382  0.0452412  -0.20049535 ..., -0.12500864  0.08095311\n",
      "  -0.09402233]\n",
      " [ 0.13685142  0.07060449 -0.06775223 ..., -0.01972894  0.05145342\n",
      "   0.14556518]]\n",
      "[[-0.09037778 -0.13282201]\n",
      " [-0.05014651 -0.09000152]\n",
      " [ 0.07947139  0.11798776]\n",
      " ..., \n",
      " [ 0.14364733 -0.02385105]\n",
      " [ 0.08258885  0.07911207]\n",
      " [ 0.04683744 -0.05718547]]\n",
      "[ 0.1074653   0.09363909  0.04837412 ...,  0.08387545  0.0830121   0.0893474 ]\n",
      "[ 0.0110233   0.18897095]\n"
     ]
    }
   ],
   "source": [
    "print(sess.run(W_conv1))\n",
    "print(sess.run(W_conv2))\n",
    "print(sess.run(b_conv1))\n",
    "print(sess.run(b_conv2))\n",
    "print(sess.run(W_fc1))\n",
    "print(sess.run(W_fc2))\n",
    "print(sess.run(b_fc1))\n",
    "print(sess.run(b_fc2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[[[  1.61277950e-01  -1.03597827e-01  -8.21181610e-02  -1.64960474e-01\n",
      "     -1.76806971e-02  -1.04999423e-01  -1.72890630e-02  -1.17317267e-01\n",
      "      7.72345811e-02  -1.40771633e-02  -9.19480771e-02   1.39006764e-01\n",
      "      1.55608922e-01   1.27546430e-01   5.85935041e-02   4.12593149e-02\n",
      "     -6.12786636e-02  -1.16753176e-01  -5.57242520e-02  -3.73498015e-02\n",
      "      8.89571831e-02  -1.96736474e-02  -3.26627754e-02   6.26383722e-03\n",
      "     -1.26160949e-01   1.58138741e-02  -2.01014206e-01   2.08894014e-02\n",
      "      8.62071477e-03   6.49618581e-02   2.98394114e-02  -1.37827247e-01]]\n",
      "\n",
      "  [[ -4.56362739e-02   1.07283860e-01  -4.17909585e-02   1.21200204e-01\n",
      "     -6.87830523e-03  -1.36812925e-01   6.15417250e-02   1.23204906e-02\n",
      "      2.93176714e-02   9.48994905e-02   8.18224102e-02  -1.81298748e-01\n",
      "      7.08398074e-02  -1.28578335e-01  -1.10418558e-01   9.46243033e-02\n",
      "      1.76013038e-02   2.70410422e-02  -1.62361972e-02  -1.89880766e-02\n",
      "      4.66338620e-02   5.71819320e-02   6.92447200e-02  -5.39826490e-02\n",
      "      2.74805836e-02  -1.00402825e-01  -1.13484703e-01  -1.51716948e-01\n",
      "      4.22702776e-03  -2.32983045e-02   5.11208810e-02  -4.69120219e-02]]\n",
      "\n",
      "  [[ -4.46208268e-02  -1.04250543e-01  -1.17227614e-01  -6.31917939e-02\n",
      "     -4.59080376e-03  -5.18141091e-02  -3.92704550e-03  -1.14129648e-01\n",
      "     -1.95319742e-01  -7.94139430e-02  -1.18699007e-01   1.06044495e-02\n",
      "      9.74467397e-02  -7.98848048e-02  -8.13559368e-02  -2.74996217e-02\n",
      "     -1.20206911e-03  -1.06687501e-01  -8.73186961e-02  -3.14014778e-02\n",
      "     -7.98762739e-02  -1.18388355e-01  -1.84118953e-02  -9.39565748e-02\n",
      "     -1.28449991e-01   1.35111123e-01   8.81336555e-02  -5.50169237e-02\n",
      "      1.26363095e-02   1.53219216e-02   3.05795949e-02  -2.08295360e-02]]\n",
      "\n",
      "  [[  7.51375481e-02   1.75951030e-02   6.61745816e-02  -3.52852233e-02\n",
      "     -9.70095992e-02  -8.75037387e-02  -1.10968137e-02   1.82071719e-02\n",
      "     -1.19415335e-01  -7.01856315e-02  -1.22202858e-02  -1.57127231e-01\n",
      "     -7.99099877e-02  -7.34189600e-02  -1.04623720e-01  -1.80722531e-02\n",
      "     -5.36111780e-02  -1.20942509e-02  -1.46034546e-02  -1.40989125e-01\n",
      "     -8.35991949e-02  -4.76692542e-02  -1.13256976e-01   9.17374641e-02\n",
      "      2.43890565e-02  -8.78843516e-02  -1.85968339e-01  -2.93664820e-02\n",
      "     -9.47846845e-02   1.23836443e-01   1.08643599e-01   4.59852107e-02]]\n",
      "\n",
      "  [[ -1.43745556e-01  -1.10199228e-01  -6.55177608e-02   5.34068001e-03\n",
      "     -5.14778346e-02  -8.48689824e-02   6.37313798e-02   6.08324260e-02\n",
      "     -3.73859028e-03   6.54664636e-02   1.66344531e-02   5.94657809e-02\n",
      "     -1.45213977e-01   5.45216054e-02  -2.06905887e-01  -1.06278256e-01\n",
      "     -6.55635744e-02   9.09170881e-03   1.14985950e-01  -8.59438628e-02\n",
      "     -1.26785889e-01   5.38730212e-02  -6.02381937e-02  -1.68987393e-01\n",
      "      6.40099198e-02  -4.72612083e-02   2.02126484e-02  -2.73701865e-02\n",
      "     -8.14196393e-02  -6.75309822e-02  -8.38077888e-02   4.04037312e-02]]]\n",
      "\n",
      "\n",
      " [[[ -1.09758101e-01  -1.01039179e-01   4.03444655e-02   5.22080697e-02\n",
      "     -1.40471742e-01   7.32403174e-02   1.39044881e-01   2.63622832e-02\n",
      "     -1.96069196e-01  -8.42543840e-02  -9.02562961e-02  -1.28721192e-01\n",
      "     -1.09183714e-01   1.93620324e-02  -8.22555870e-02  -1.37067139e-01\n",
      "     -2.25040615e-02   2.24615894e-02   4.02324647e-02   3.34063917e-03\n",
      "     -6.13569766e-02  -6.93935947e-03  -2.24800012e-03  -5.43319695e-02\n",
      "     -4.54095379e-02   1.61702298e-02  -1.24203458e-01  -5.85142002e-02\n",
      "      1.24848466e-02  -1.19925469e-01  -3.16819027e-02   5.25963381e-02]]\n",
      "\n",
      "  [[ -7.38628209e-02  -7.40179345e-02   9.80453789e-02  -6.58872053e-02\n",
      "      1.06766671e-01   1.41780928e-01   1.10240586e-01  -6.55396432e-02\n",
      "     -5.21369353e-02  -5.19266017e-02   8.35336670e-02   1.07718566e-02\n",
      "     -3.66041139e-02   1.13541104e-01  -2.39999359e-03   1.33370370e-01\n",
      "     -1.75865740e-01  -4.96704169e-02  -1.71433508e-01   1.63006216e-01\n",
      "      2.54626349e-02  -1.58268154e-01  -7.39500998e-03   4.95130057e-03\n",
      "     -8.16054344e-02   1.51747257e-01   2.76363362e-02   3.30913961e-02\n",
      "     -3.18853669e-02   9.12103578e-02  -1.46185219e-01   1.60573591e-02]]\n",
      "\n",
      "  [[  6.84481859e-02   2.77555883e-02   6.74263313e-02  -8.66466016e-02\n",
      "     -1.09954804e-01  -1.31959870e-01   1.28613204e-01   7.30134919e-02\n",
      "     -2.91714035e-02   3.60856242e-02   1.34653807e-01   4.39291224e-02\n",
      "      1.38091529e-02   9.22649428e-02   1.86002105e-02  -5.56714460e-02\n",
      "      1.39859602e-01   7.84369633e-02  -7.63700828e-02  -4.22901697e-02\n",
      "      8.89930502e-02   1.17409620e-02   3.65077741e-02   1.72594916e-02\n",
      "      1.94100335e-01  -1.09890722e-01  -1.98450014e-01  -1.11419186e-01\n",
      "      1.86350539e-01   2.78436672e-03   5.34093603e-02   1.99055392e-02]]\n",
      "\n",
      "  [[ -1.67976562e-02  -2.41458025e-02  -8.12207982e-02  -1.62443951e-01\n",
      "      2.53008232e-02   1.19780667e-01  -4.39700186e-02  -2.36616447e-03\n",
      "     -1.51954014e-02   2.42397971e-02   6.29102290e-02  -6.85002729e-02\n",
      "      9.46364030e-02  -3.07795182e-02  -1.31396219e-01   1.75523773e-01\n",
      "      8.07845779e-03  -7.66950175e-02   7.35762790e-02  -7.76020959e-02\n",
      "      1.39325216e-01  -5.41354455e-02   1.46468934e-02  -1.79328114e-01\n",
      "      5.35449423e-02   1.32320538e-01  -5.57301342e-02   8.71065259e-02\n",
      "      7.10191876e-02   3.88998352e-02  -2.43330430e-02  -3.52524817e-02]]\n",
      "\n",
      "  [[ -1.15162758e-02   8.62526223e-02   7.31576309e-02  -1.32962167e-01\n",
      "      1.33658960e-01  -1.69713218e-02   2.04801559e-02   3.72034963e-03\n",
      "     -6.26160651e-02  -2.10646577e-02  -8.61756597e-03   6.90382570e-02\n",
      "     -1.37017563e-01   5.70524149e-02  -1.40911909e-02   8.90066288e-03\n",
      "      4.26098667e-02   5.09608090e-02  -8.67165066e-03  -5.58610074e-02\n",
      "     -1.44005222e-02  -6.92587942e-02  -9.61263850e-03  -5.78104630e-02\n",
      "     -9.63056237e-02  -5.59776276e-02  -3.48278731e-02   7.08630458e-02\n",
      "     -5.68258129e-02   1.55336455e-01  -1.18347807e-02   5.20639122e-02]]]\n",
      "\n",
      "\n",
      " [[[  1.27916718e-02  -1.08382463e-01   9.23389569e-02  -1.51044978e-02\n",
      "     -7.27441311e-02  -1.01551972e-01  -2.42792536e-02   8.59003142e-02\n",
      "      9.07610655e-02  -1.07326016e-01  -1.03061043e-01  -1.00107566e-01\n",
      "     -3.74229811e-02  -2.22764723e-02  -3.49626541e-02   1.33312762e-01\n",
      "     -7.45971277e-02  -7.62460008e-02  -1.21143423e-01  -8.44857395e-02\n",
      "     -3.07770018e-02  -1.47713497e-01  -4.98093106e-02   3.94766079e-03\n",
      "      4.06167295e-04  -1.08352102e-01  -1.26502767e-01  -1.61211025e-02\n",
      "     -6.10360578e-02   3.46460976e-02   1.07906610e-01   1.04623839e-01]]\n",
      "\n",
      "  [[  6.07025437e-02   2.89481655e-02  -7.45538101e-02  -3.96069959e-02\n",
      "      1.25732273e-01   1.64363906e-01  -2.89601497e-02  -5.55105843e-02\n",
      "      4.16850969e-02   1.23973459e-01   1.45549169e-02   5.31314611e-02\n",
      "     -1.76267982e-01  -1.06425822e-01  -2.19945610e-03   1.77404396e-02\n",
      "      1.54846697e-03  -9.87159163e-02  -4.62163575e-02  -1.06595203e-01\n",
      "     -1.22524209e-01   3.70794088e-02  -5.02001792e-02  -3.99473086e-02\n",
      "      6.61021173e-02   6.81574503e-03   5.90842888e-02  -8.60185921e-02\n",
      "      1.40336519e-02  -5.94894886e-02  -1.31583922e-02  -5.73075265e-02]]\n",
      "\n",
      "  [[  7.60289058e-02  -5.51090688e-02   5.13596721e-02   7.49021918e-02\n",
      "     -4.52100299e-02  -1.49735641e-02  -5.35097718e-02   1.01967782e-01\n",
      "      8.18939880e-02  -1.14862002e-01   1.58851042e-01   1.05662070e-01\n",
      "      5.35543496e-03   5.86568080e-02   8.04154873e-02  -1.81891754e-01\n",
      "     -8.85349363e-02  -1.03436254e-01  -1.50921226e-01   3.38136777e-02\n",
      "      2.55157538e-02   1.78948462e-01   3.00991088e-02  -6.44320026e-02\n",
      "      2.79629007e-02  -2.32909732e-02   4.11337093e-02   2.88962759e-02\n",
      "      2.55877785e-02  -1.64507642e-01  -1.46943018e-01   5.10652252e-02]]\n",
      "\n",
      "  [[ -1.18431225e-02   7.12739527e-02  -3.29731330e-02  -1.44462004e-01\n",
      "     -1.01582721e-01  -6.05589412e-02  -8.82307719e-03   5.89608885e-02\n",
      "     -5.41823991e-02   6.22209013e-02  -1.12734683e-01   1.70200258e-01\n",
      "      2.01146882e-02  -4.15858924e-02  -8.53966177e-02  -7.20407814e-02\n",
      "     -1.00175448e-01  -2.11684704e-02   1.32793539e-05   9.08791646e-02\n",
      "     -6.65630996e-02   1.41956815e-02   2.40606498e-02   1.74713016e-01\n",
      "     -1.70699283e-01  -2.68193167e-02  -4.36805189e-02  -3.77248786e-02\n",
      "     -1.57960534e-01   4.93372418e-02   2.25633550e-02  -3.31716686e-02]]\n",
      "\n",
      "  [[  1.02435328e-01   6.31826967e-02  -1.16426751e-01  -1.21793926e-01\n",
      "     -1.14756577e-01  -6.98593855e-02  -6.33655768e-03  -1.77657053e-01\n",
      "     -1.50348037e-01   2.21389011e-02  -6.04060479e-02   5.38472533e-02\n",
      "     -1.78622067e-01  -1.45766750e-01   1.21049676e-02   1.41665846e-01\n",
      "     -1.80958018e-01  -4.92002107e-02   8.96666013e-03  -1.05800532e-01\n",
      "     -1.43785346e-02   1.75949018e-02   1.94209274e-02  -1.70440488e-02\n",
      "     -9.08730328e-02   9.76544619e-02   1.57468896e-02  -7.94914588e-02\n",
      "      8.07010233e-02   9.31857899e-03  -8.83262157e-02  -5.04109189e-02]]]\n",
      "\n",
      "\n",
      " [[[ -8.24001878e-02  -3.53179164e-02  -1.46064414e-02   2.13392619e-02\n",
      "     -5.13846464e-02   2.21832469e-02  -9.58633721e-02  -1.00178987e-01\n",
      "      4.90817167e-02   1.67074371e-02  -2.41240170e-02  -7.69119486e-02\n",
      "      1.24818377e-01  -1.16381526e-01  -7.96440691e-02   3.91793735e-02\n",
      "     -8.91818851e-02  -3.07763666e-02   7.97913298e-02  -7.67545030e-02\n",
      "      1.02501243e-01  -1.03016086e-01   8.85181427e-02  -1.42453417e-01\n",
      "      5.87389544e-02  -5.74700646e-02  -2.73217894e-02  -9.74880531e-02\n",
      "     -1.21773079e-01   1.95050333e-02   9.04301256e-02   2.90147979e-02]]\n",
      "\n",
      "  [[ -9.43477973e-02  -1.08167809e-02  -2.05154880e-03  -2.69781090e-02\n",
      "     -4.06769216e-02  -1.35597557e-01   3.17321494e-02   7.37880543e-03\n",
      "      3.70736532e-02   4.70729619e-02  -1.11035123e-01   3.81929688e-02\n",
      "      6.34979364e-03  -3.13198986e-03  -7.95254186e-02  -6.03672341e-02\n",
      "      1.12204663e-01   1.56555772e-01   9.48328227e-02  -8.96414891e-02\n",
      "     -7.84375519e-02  -7.68459076e-03  -2.46443460e-03  -3.25012580e-02\n",
      "     -6.57554641e-02   2.75475942e-02  -1.12443864e-01  -8.43669102e-02\n",
      "      6.09874353e-02  -8.07661116e-02  -9.83798578e-02   8.56555775e-02]]\n",
      "\n",
      "  [[ -1.33322608e-02   6.95614070e-02   4.77470234e-02  -1.61699489e-01\n",
      "     -1.08389296e-01   8.43262523e-02  -1.40487567e-01  -7.86280632e-02\n",
      "     -9.89097953e-02  -1.02922462e-01   1.39485389e-01   7.04479665e-02\n",
      "      5.34068001e-03   3.11358739e-02   7.59046227e-02   2.70891972e-02\n",
      "      7.48509243e-02   3.42431874e-03  -3.03976573e-02   1.00790463e-01\n",
      "      6.43059909e-02  -1.39925808e-01  -8.23417306e-02  -1.19064888e-02\n",
      "     -3.39644216e-02   1.64671779e-01   5.19704185e-02   1.23244680e-01\n",
      "      9.55342576e-02  -2.33154260e-02   5.61623499e-02  -3.23290676e-02]]\n",
      "\n",
      "  [[ -1.65363505e-01  -1.53208405e-01  -1.11384302e-01   7.00625181e-02\n",
      "     -2.51452047e-02  -1.40651390e-01  -5.88271804e-02   4.07134257e-02\n",
      "     -1.09694846e-01   1.56568825e-01   1.47026749e-02  -1.73817024e-01\n",
      "      3.94848995e-02   4.65624593e-02  -8.02758783e-02  -3.98500562e-02\n",
      "     -9.87509936e-02  -1.81565974e-02   1.98817123e-02  -4.78373142e-04\n",
      "      2.60174870e-02  -5.67502975e-02  -1.50981873e-01  -1.23123899e-01\n",
      "     -4.02615443e-02   2.11236738e-02   8.71318504e-02  -1.07849315e-01\n",
      "      1.23220116e-01  -1.51343137e-01  -4.20012996e-02  -1.94041714e-01]]\n",
      "\n",
      "  [[  6.39194914e-05   8.97496939e-02  -4.82184701e-02   7.19120726e-02\n",
      "     -2.74088290e-02  -7.64366090e-02   8.91667008e-02  -1.52420737e-02\n",
      "      6.49862969e-03  -7.04096630e-02   6.91406727e-02   1.92551780e-02\n",
      "      2.60719676e-02  -3.30554247e-02   1.42887056e-01   4.59056236e-02\n",
      "     -8.85185376e-02  -1.00275435e-01  -9.75241363e-02  -6.57215491e-02\n",
      "      1.04671419e-01  -7.40530714e-02  -1.59867927e-01   5.08298986e-02\n",
      "     -5.61523028e-02  -8.86948034e-02   1.16427988e-01  -9.36648473e-02\n",
      "     -1.66975513e-01  -2.68714949e-02  -1.00757010e-01   9.69942659e-02]]]\n",
      "\n",
      "\n",
      " [[[  8.91874637e-03   1.27087399e-01  -4.55383547e-02   8.50787610e-02\n",
      "     -9.95191513e-04   1.95649117e-02   1.64886340e-02   1.61413085e-02\n",
      "      1.17239542e-01   9.52453837e-02   9.47163254e-02  -5.98710999e-02\n",
      "      7.48889893e-02   9.09004882e-02  -5.30038103e-02  -1.77413959e-03\n",
      "      2.48221904e-02  -1.04992330e-01  -2.37101894e-02  -2.02335253e-01\n",
      "      1.00481510e-01  -7.76590407e-02  -1.69884209e-02  -4.33529839e-02\n",
      "     -1.29873365e-01  -1.03106260e-01   1.00505710e-01  -1.12306029e-01\n",
      "     -4.06056717e-02   3.48573900e-03  -1.50426570e-03   2.75200009e-02]]\n",
      "\n",
      "  [[  5.61790206e-02   1.19383909e-01   8.71618390e-02   4.68001999e-02\n",
      "     -9.03235003e-03  -1.78035721e-01   8.10857415e-02  -1.25229359e-02\n",
      "     -4.02581654e-02   3.14461887e-02  -9.59473923e-02   1.61778443e-02\n",
      "     -4.19332795e-02   8.52705315e-02   1.03367362e-02  -1.21507213e-01\n",
      "      3.90234180e-02  -9.35151204e-02  -8.89226273e-02   5.60002052e-04\n",
      "     -5.33155799e-02   1.59544900e-01   1.33203939e-01   6.43985420e-02\n",
      "      2.53061559e-02   4.41043600e-02  -3.83901596e-02   2.15789322e-02\n",
      "      7.21021295e-02   4.71053421e-02  -1.04330726e-01   8.55637789e-02]]\n",
      "\n",
      "  [[ -1.33173121e-02  -9.86984223e-02   6.55947551e-02   1.49867069e-02\n",
      "     -6.65161759e-02  -1.55584412e-02  -6.14683218e-02  -3.53686474e-02\n",
      "     -7.04235137e-02  -4.45798337e-02  -7.80270696e-02  -8.40149596e-02\n",
      "      2.26742607e-02   7.14584514e-02   1.94539002e-03   2.49423515e-02\n",
      "     -1.40280068e-01   2.10821815e-02  -9.09679309e-02   2.68512368e-02\n",
      "      6.93103522e-02  -1.66319698e-01  -1.00852028e-01  -2.40210928e-02\n",
      "      4.32859920e-02   1.80967357e-02  -1.57390684e-01   2.31711715e-02\n",
      "      7.71593601e-02   7.01136217e-02  -1.43896872e-02  -2.98422342e-03]]\n",
      "\n",
      "  [[  5.43810725e-02   2.06707716e-02  -9.89621412e-03   8.80684778e-02\n",
      "     -7.01010153e-02  -5.01308888e-02  -1.51656922e-02  -1.47441104e-01\n",
      "     -9.91290584e-02   5.47749810e-02  -5.63598387e-02  -2.72116717e-02\n",
      "      1.68339983e-01  -1.57051146e-01  -2.10472923e-02  -1.43513650e-01\n",
      "     -9.13428366e-02  -1.30684553e-02   1.23854548e-01   7.19909891e-02\n",
      "     -6.09189924e-03   8.27967888e-04   5.76195754e-02  -1.46184713e-01\n",
      "     -4.29133233e-03  -8.65656957e-02  -5.06108217e-02   1.50304496e-01\n",
      "     -1.18953483e-02  -3.01764766e-03  -1.28029566e-02  -4.15316895e-02]]\n",
      "\n",
      "  [[  7.87768662e-02   1.27651468e-01   1.12241715e-01   6.58126548e-02\n",
      "      6.75464189e-03  -5.19935647e-03  -1.64737895e-01  -1.52712852e-01\n",
      "      5.24206646e-02  -1.26016557e-01  -1.76733226e-01  -1.04788654e-01\n",
      "      3.04108970e-02   3.14265452e-02  -9.44901928e-02   9.98001620e-02\n",
      "      2.75248401e-02   6.70212582e-02  -6.04081452e-02   9.39451009e-02\n",
      "     -8.95067528e-02   4.65683006e-02  -1.40195459e-01  -9.79681760e-02\n",
      "     -8.35022256e-02  -1.12342380e-01  -3.14342156e-02   5.41925840e-02\n",
      "     -5.70449643e-02   1.52878076e-01  -2.21288968e-02  -4.36440634e-04]]]]\n",
      "[[[[  4.87526804e-02   1.42062873e-01   2.86661126e-02 ...,\n",
      "      5.89443892e-02   9.33817104e-02   1.39348060e-01]\n",
      "   [ -1.64765231e-02  -8.53131618e-03  -1.61884397e-01 ...,\n",
      "      2.98902895e-02  -6.83342293e-02  -4.57709469e-02]\n",
      "   [ -6.69393390e-02   8.50349143e-02   7.37927258e-02 ...,\n",
      "      5.72360642e-02   1.81506351e-01  -8.97272751e-02]\n",
      "   ..., \n",
      "   [ -1.29362062e-01  -7.19582364e-02  -6.52770698e-02 ...,\n",
      "     -5.38653657e-02   6.96867481e-02   6.60703555e-02]\n",
      "   [  6.03063852e-02   6.84493855e-02  -7.61785135e-02 ...,\n",
      "     -1.12669565e-01   4.65814844e-02   4.90763858e-02]\n",
      "   [  1.41474381e-01  -6.01833761e-02  -9.39204395e-02 ...,\n",
      "     -5.33615053e-02   5.04256450e-02   1.48678478e-03]]\n",
      "\n",
      "  [[ -8.40224400e-02   7.37551078e-02  -5.20030670e-02 ...,\n",
      "      1.60455078e-01  -5.58071025e-02   5.04132248e-02]\n",
      "   [  1.38608366e-01   2.74662953e-02  -1.13124296e-01 ...,\n",
      "     -1.32334918e-01  -6.66195774e-05   1.20427515e-02]\n",
      "   [ -1.83886826e-01   9.16620996e-03  -1.07405797e-01 ...,\n",
      "     -9.71116424e-02  -8.76582190e-02   5.58121800e-02]\n",
      "   ..., \n",
      "   [  1.73800085e-02   6.68215286e-03   2.02612043e-03 ...,\n",
      "      3.75883817e-03  -1.82340033e-02  -6.01577088e-02]\n",
      "   [ -2.98035610e-02  -3.46747553e-03   6.23285882e-02 ...,\n",
      "     -1.19870454e-01  -3.29321921e-02  -1.40620144e-02]\n",
      "   [  6.73558656e-03  -1.34359762e-01  -5.98438606e-02 ...,\n",
      "     -7.83876106e-02  -2.73329373e-02  -9.27081555e-02]]\n",
      "\n",
      "  [[  4.78649102e-02   1.08422540e-01  -1.22640155e-01 ...,\n",
      "     -1.49987534e-01  -2.32413150e-02  -1.46277636e-01]\n",
      "   [  1.46169454e-01   1.52763969e-03   5.37514081e-03 ...,\n",
      "     -1.44816160e-01   1.04741137e-02   9.44239348e-02]\n",
      "   [  1.65783353e-02   2.49940176e-02   5.43488003e-02 ...,\n",
      "     -8.62992555e-03  -1.29628845e-03  -1.00229315e-01]\n",
      "   ..., \n",
      "   [ -9.90661755e-02   4.31793779e-02  -2.42702048e-02 ...,\n",
      "     -6.24524094e-02  -1.35134339e-01   4.76333536e-02]\n",
      "   [ -2.81949546e-02  -2.74723768e-02  -6.53257966e-02 ...,\n",
      "      1.59341976e-01  -1.08295023e-01  -3.36213410e-02]\n",
      "   [ -1.25309722e-02   5.99558428e-02  -1.60532683e-01 ...,\n",
      "      1.10271558e-01  -1.02883466e-01  -5.78055568e-02]]\n",
      "\n",
      "  [[  1.26990944e-01  -1.26330137e-01   6.49565086e-02 ...,\n",
      "     -7.52696618e-02   7.64289945e-02  -1.52616620e-01]\n",
      "   [  5.48602454e-02   6.52668104e-02  -1.06392823e-01 ...,\n",
      "      9.97503549e-02  -1.43882722e-01  -1.06308863e-01]\n",
      "   [ -2.30699144e-02  -1.22724183e-01  -1.36175165e-02 ...,\n",
      "      4.96369526e-02  -5.31216199e-03  -5.45395864e-03]\n",
      "   ..., \n",
      "   [  1.35117069e-01  -3.30226459e-02   5.68244047e-02 ...,\n",
      "     -3.36971283e-02  -7.93536827e-02  -8.59088823e-02]\n",
      "   [ -7.71088526e-02  -3.05317752e-02   3.86841670e-02 ...,\n",
      "     -1.20697975e-01   6.49686754e-02   3.74067351e-02]\n",
      "   [ -9.82327238e-02   7.27801863e-03  -1.49511797e-02 ...,\n",
      "     -6.71470687e-02  -3.15088667e-02  -1.21471986e-01]]\n",
      "\n",
      "  [[  6.42374977e-02   1.06726764e-02  -1.96179390e-01 ...,\n",
      "     -1.02315404e-01  -5.65996468e-02  -3.06988624e-03]\n",
      "   [  3.91602442e-02  -9.80248526e-02  -5.71079478e-02 ...,\n",
      "     -5.73742986e-02  -8.97928956e-04  -1.59206569e-01]\n",
      "   [  8.21075216e-02  -1.10179320e-01   1.05822608e-01 ...,\n",
      "      2.33106147e-02   7.43935183e-02  -7.49463439e-02]\n",
      "   ..., \n",
      "   [  1.81630909e-01   6.58649951e-02  -1.64117590e-02 ...,\n",
      "     -6.36394396e-02  -2.62526888e-02   1.82332128e-01]\n",
      "   [  1.35495737e-01   1.95386745e-02   4.03442979e-02 ...,\n",
      "     -1.12776242e-01   4.83845249e-02   1.40909091e-01]\n",
      "   [  1.39923126e-01   1.82540402e-01  -1.17779158e-01 ...,\n",
      "     -6.25119731e-02   9.70074460e-02   1.67367592e-01]]]\n",
      "\n",
      "\n",
      " [[[ -1.12741038e-01  -9.88674164e-02   5.37100434e-02 ...,\n",
      "      1.37230009e-01  -1.24296419e-01   6.45096749e-02]\n",
      "   [  1.45471662e-01  -7.91717917e-02   2.60155257e-02 ...,\n",
      "      2.85767894e-02   1.34649277e-01   9.86003801e-02]\n",
      "   [ -2.95271669e-02  -1.42793317e-04   4.89261337e-02 ...,\n",
      "      6.34072796e-02  -4.68247235e-02   1.53338732e-02]\n",
      "   ..., \n",
      "   [  8.03789571e-02   1.42030880e-01  -9.62208509e-02 ...,\n",
      "     -4.49329428e-02  -1.47553086e-01   6.30082339e-02]\n",
      "   [ -5.28074875e-02   3.06545151e-03   5.07654585e-02 ...,\n",
      "      2.64000781e-02   5.98564744e-04  -1.28338570e-02]\n",
      "   [ -6.94582462e-02  -8.74120295e-02   1.68051615e-01 ...,\n",
      "     -7.82391578e-02   9.86588076e-02  -9.33479294e-02]]\n",
      "\n",
      "  [[ -3.54153737e-02   6.37836754e-02   3.48971337e-02 ...,\n",
      "      9.43236277e-02   1.18695130e-03   8.87360796e-02]\n",
      "   [ -1.29692554e-01  -3.48441973e-02  -2.42387317e-02 ...,\n",
      "     -3.58775891e-02   5.16864359e-02  -4.34308872e-02]\n",
      "   [  1.37308240e-01   6.27609789e-02  -6.61306605e-02 ...,\n",
      "     -5.44024520e-02  -5.97088523e-02   6.45305440e-02]\n",
      "   ..., \n",
      "   [ -2.08804235e-02  -1.16051855e-02  -3.47144604e-02 ...,\n",
      "     -8.77395943e-02   2.48811897e-02  -1.98709872e-03]\n",
      "   [ -1.56003341e-01  -1.71908334e-01   1.43885478e-01 ...,\n",
      "     -1.12091504e-01  -9.08683836e-02  -4.36862409e-02]\n",
      "   [ -9.79954526e-02   1.84757821e-02   1.79463606e-02 ...,\n",
      "      1.20609556e-03   5.31389602e-02   3.54345664e-02]]\n",
      "\n",
      "  [[  1.71542048e-01  -1.18993416e-01  -3.85818491e-03 ...,\n",
      "      9.01427586e-03  -1.40243441e-01   1.02066778e-01]\n",
      "   [  1.04782328e-01   9.03750956e-02   6.21019006e-02 ...,\n",
      "     -1.54642463e-01  -2.47853585e-02  -1.04327165e-01]\n",
      "   [ -2.51717921e-02  -1.29329965e-01   5.09890839e-02 ...,\n",
      "     -6.12900890e-02   9.02350917e-02  -5.12904897e-02]\n",
      "   ..., \n",
      "   [ -6.37115613e-02   1.05921820e-01  -2.47613769e-02 ...,\n",
      "      4.51521836e-02  -1.11268178e-01  -7.51612755e-03]\n",
      "   [  1.45960107e-01  -5.51075898e-02   6.11215690e-03 ...,\n",
      "      9.33641940e-02   9.49494690e-02  -3.13276313e-02]\n",
      "   [  5.31747565e-02   1.15528710e-01   1.77220121e-01 ...,\n",
      "     -8.03108588e-02   5.41406572e-02   1.30328059e-01]]\n",
      "\n",
      "  [[  6.79762140e-02  -6.02239110e-02   3.86631452e-02 ...,\n",
      "     -9.58779454e-02  -4.48904596e-02  -2.46126056e-02]\n",
      "   [  3.10332924e-02  -6.32133409e-02   6.76884577e-02 ...,\n",
      "      9.84790623e-02  -1.90860834e-02   5.06801158e-02]\n",
      "   [  1.00565881e-01   5.68898534e-03   9.13602710e-02 ...,\n",
      "     -3.98213081e-02  -2.89325714e-02  -1.30042091e-01]\n",
      "   ..., \n",
      "   [ -4.50378507e-02   1.56460353e-03  -7.48797646e-03 ...,\n",
      "     -7.87150413e-02  -2.06646719e-03   3.61653827e-02]\n",
      "   [ -7.77804404e-02  -1.22706987e-01   4.86319587e-02 ...,\n",
      "      7.23779947e-02   1.25477552e-01   6.08294010e-02]\n",
      "   [  1.29286423e-01  -8.68934914e-02   1.94738343e-01 ...,\n",
      "      8.03882480e-02  -1.58969596e-01  -6.91068694e-02]]\n",
      "\n",
      "  [[ -5.52714989e-02   3.93893197e-02  -6.09274395e-02 ...,\n",
      "     -1.54545181e-03  -1.17604218e-01   2.51534842e-02]\n",
      "   [  1.05320504e-02   3.25358845e-02  -2.07816008e-02 ...,\n",
      "      1.83255002e-02   1.60634350e-02  -3.81559581e-02]\n",
      "   [  9.17535555e-03  -1.46246880e-01  -1.23302406e-03 ...,\n",
      "     -1.36898816e-01   3.71541567e-02   3.34940553e-02]\n",
      "   ..., \n",
      "   [ -3.90848219e-02   7.11264536e-02  -1.40788540e-01 ...,\n",
      "     -3.39610502e-02   1.48054808e-01   6.34633563e-03]\n",
      "   [  1.20620392e-01   7.54002184e-02  -9.53852683e-02 ...,\n",
      "      1.06281906e-01   3.99944894e-02  -1.08126000e-01]\n",
      "   [  5.77769689e-02  -1.76531136e-01  -9.09644663e-02 ...,\n",
      "      1.71198547e-01  -1.13878965e-01  -4.07220237e-03]]]\n",
      "\n",
      "\n",
      " [[[ -9.39089954e-02  -1.55962661e-01  -8.07001367e-02 ...,\n",
      "      6.97438419e-02  -8.52038190e-02  -4.55915816e-02]\n",
      "   [ -1.72204256e-01   1.45051917e-02   5.88350073e-02 ...,\n",
      "     -2.91960370e-02   9.06979442e-02  -1.98570620e-02]\n",
      "   [ -5.63294142e-02  -6.11940883e-02  -9.07586738e-02 ...,\n",
      "      5.23761474e-02   3.67278047e-02  -1.14043907e-03]\n",
      "   ..., \n",
      "   [  2.91290339e-02  -4.11615744e-02  -4.80437763e-02 ...,\n",
      "      9.08034481e-03  -1.44664515e-02   6.79068938e-02]\n",
      "   [ -1.75550014e-01   1.42374501e-01   1.28631219e-01 ...,\n",
      "     -1.14787653e-01   6.13108762e-02   2.95679886e-02]\n",
      "   [  1.47441670e-01   5.81551380e-02  -7.33229294e-02 ...,\n",
      "     -8.41767490e-02   5.28530851e-02   3.90495285e-02]]\n",
      "\n",
      "  [[  8.33449066e-02  -9.09963176e-02   1.29857823e-01 ...,\n",
      "      1.80463523e-01  -8.55863839e-02  -3.18979472e-02]\n",
      "   [  1.57976523e-01  -7.34133497e-02  -4.13007401e-02 ...,\n",
      "      1.08161336e-02  -1.25468716e-01  -1.79128181e-02]\n",
      "   [ -1.18143633e-01   4.49184515e-02   9.72026661e-02 ...,\n",
      "     -8.82729590e-02   2.15077642e-02  -1.18714936e-01]\n",
      "   ..., \n",
      "   [ -1.30292371e-01   1.20192416e-01  -3.28026973e-02 ...,\n",
      "      4.40720692e-02  -1.07666850e-02  -8.04513618e-02]\n",
      "   [  1.17358947e-02  -1.42117083e-01  -3.72426175e-02 ...,\n",
      "     -7.68199284e-03   2.98625417e-02  -3.85697670e-02]\n",
      "   [ -1.11324303e-01  -6.02906868e-02   4.47788043e-03 ...,\n",
      "      1.37760147e-01  -4.91654687e-02  -5.39677031e-02]]\n",
      "\n",
      "  [[ -8.55328292e-02   6.52728304e-02   8.40148106e-02 ...,\n",
      "     -1.83000974e-02  -5.26484177e-02   6.49931952e-02]\n",
      "   [ -1.00503430e-01  -8.93351138e-02   2.51039937e-02 ...,\n",
      "     -2.11665988e-01   1.68097526e-01  -1.38568059e-01]\n",
      "   [  3.73266898e-02  -7.55156726e-02  -1.39003083e-01 ...,\n",
      "     -2.11782083e-02  -8.98637436e-03  -1.23021893e-01]\n",
      "   ..., \n",
      "   [  1.22329518e-01   4.04115254e-03   1.41443402e-01 ...,\n",
      "     -4.00794148e-02  -5.82271628e-02  -6.60767332e-02]\n",
      "   [  3.15824561e-02   5.22669740e-02   5.19627258e-02 ...,\n",
      "     -1.73464771e-02  -1.59603238e-01   1.20925672e-01]\n",
      "   [  1.24906033e-01  -4.15203208e-03   3.58126648e-02 ...,\n",
      "     -1.06833465e-01   6.42518848e-02   4.78466786e-02]]\n",
      "\n",
      "  [[ -1.81379929e-01   6.13469929e-02  -3.72915342e-02 ...,\n",
      "      3.93518880e-02  -1.54125625e-02   2.83862539e-02]\n",
      "   [  5.36297932e-02   8.97921622e-02  -2.32569985e-02 ...,\n",
      "      3.60488296e-02   9.98722091e-02  -9.36760381e-02]\n",
      "   [  5.04405163e-02  -8.29283372e-02  -5.10008819e-02 ...,\n",
      "     -1.44483969e-01  -4.60463390e-02  -5.55061065e-02]\n",
      "   ..., \n",
      "   [ -8.41557831e-02   1.88928947e-01  -1.01880878e-01 ...,\n",
      "      5.53750023e-02  -2.36158390e-02   4.22898382e-02]\n",
      "   [ -7.18909726e-02  -1.23813368e-01  -5.22671454e-02 ...,\n",
      "      6.26449808e-02   5.63913658e-02  -9.75812152e-02]\n",
      "   [  1.24481328e-01  -1.41926751e-01   2.32184660e-02 ...,\n",
      "     -1.18328489e-01   6.68099299e-02   1.05247302e-02]]\n",
      "\n",
      "  [[ -1.57602519e-01   1.18128747e-01   8.99883434e-02 ...,\n",
      "     -6.72717392e-02  -3.91553622e-03   2.94096489e-02]\n",
      "   [  1.22990951e-01   1.08675390e-01   9.85186324e-02 ...,\n",
      "     -1.73106462e-01   1.54958799e-01   2.54252888e-02]\n",
      "   [ -1.26066744e-01  -8.90873075e-02   6.01231270e-02 ...,\n",
      "      6.03559911e-02   8.82695541e-02  -3.31794582e-02]\n",
      "   ..., \n",
      "   [ -1.73021443e-02  -7.85157606e-02   1.46621376e-01 ...,\n",
      "     -6.33428320e-02   2.07714140e-02   1.03039397e-02]\n",
      "   [ -1.33531228e-01  -6.43737689e-02  -2.85075698e-03 ...,\n",
      "      5.00528067e-02  -6.07043020e-02   9.94702280e-02]\n",
      "   [ -1.71652604e-02  -9.46583152e-02   3.32475156e-02 ...,\n",
      "      4.72261012e-02  -1.15286544e-01  -8.50696564e-02]]]\n",
      "\n",
      "\n",
      " [[[  6.70989752e-02   8.70531276e-02   4.67271022e-02 ...,\n",
      "     -7.27276579e-02  -1.73954740e-01   1.19174518e-01]\n",
      "   [ -4.43865405e-03  -5.47106937e-02   7.66137236e-06 ...,\n",
      "      7.92763904e-02  -3.21311504e-02   1.36848271e-01]\n",
      "   [ -7.24956393e-03  -1.39257070e-02   2.74992939e-02 ...,\n",
      "     -5.95871964e-03   1.51716605e-01  -1.50449127e-01]\n",
      "   ..., \n",
      "   [  3.93918231e-02   9.51448604e-02   1.29181683e-01 ...,\n",
      "     -3.84009741e-02   5.43020591e-02  -1.10938944e-01]\n",
      "   [  1.53471064e-03  -1.00439548e-01  -5.88835105e-02 ...,\n",
      "     -1.18892528e-02  -2.39084512e-02  -6.72430769e-02]\n",
      "   [ -4.64690290e-02   5.30401152e-03   9.46411863e-03 ...,\n",
      "      5.43676168e-02  -1.91370808e-02  -2.97676884e-02]]\n",
      "\n",
      "  [[  1.07271232e-01   1.36330202e-01  -1.01490375e-02 ...,\n",
      "      2.74231210e-02  -5.87203316e-02   1.73909321e-01]\n",
      "   [  4.36809063e-02  -7.50551671e-02   1.03802331e-01 ...,\n",
      "     -6.97643757e-02   3.09047233e-02  -6.60007447e-02]\n",
      "   [  3.08524705e-02   5.01520187e-02   2.24217656e-03 ...,\n",
      "     -2.40299143e-02   1.56666543e-02   1.32134914e-01]\n",
      "   ..., \n",
      "   [ -5.30707687e-02  -2.51642149e-02   9.50502511e-03 ...,\n",
      "      3.09537593e-02   7.09850192e-02  -7.73897953e-03]\n",
      "   [ -3.17136794e-02  -1.23575568e-01   1.70827787e-02 ...,\n",
      "      7.60894194e-02  -9.69425142e-02   1.68239594e-01]\n",
      "   [  3.60248499e-02   5.55451699e-02   7.88468942e-02 ...,\n",
      "     -6.84202090e-02   4.81650382e-02  -2.20674537e-02]]\n",
      "\n",
      "  [[ -6.84044883e-02   5.82089052e-02  -7.25869508e-03 ...,\n",
      "      4.94493619e-02   1.48393856e-02  -5.78691289e-02]\n",
      "   [  1.51622310e-01   1.01366937e-01  -4.85650897e-02 ...,\n",
      "     -9.84261259e-02  -5.57887778e-02   7.30276993e-03]\n",
      "   [  3.98176163e-02   2.49191839e-02  -6.46876693e-02 ...,\n",
      "      4.94730882e-02  -6.88863322e-02  -6.77919686e-02]\n",
      "   ..., \n",
      "   [  8.60300809e-02  -4.78160828e-02   1.43547922e-01 ...,\n",
      "     -2.60828212e-02   6.57621473e-02   1.30210489e-01]\n",
      "   [  3.52578461e-02  -1.55513152e-03  -1.65232211e-01 ...,\n",
      "     -6.62520947e-03  -1.03547061e-02  -1.63655072e-01]\n",
      "   [ -1.08791262e-01  -8.93360898e-02   3.09571438e-02 ...,\n",
      "     -1.25212654e-01   7.73854330e-02   3.83363254e-02]]\n",
      "\n",
      "  [[ -1.30411834e-02  -2.74931863e-02  -1.36976335e-02 ...,\n",
      "     -3.46027389e-02  -1.57926846e-02  -1.38604073e-02]\n",
      "   [  1.16311595e-01   1.21049754e-01   7.49728605e-02 ...,\n",
      "      1.36038020e-01   9.83183980e-02  -7.70627260e-02]\n",
      "   [  1.21467970e-01  -7.08340704e-02   2.03256756e-02 ...,\n",
      "     -1.12031624e-02   4.61679921e-02  -2.16856990e-02]\n",
      "   ..., \n",
      "   [  9.92577523e-03   7.40321279e-02   1.38404503e-01 ...,\n",
      "     -6.93757599e-03   1.99880432e-02  -1.41351029e-01]\n",
      "   [ -5.42062782e-02   5.13993055e-02   1.13366581e-02 ...,\n",
      "      3.79526801e-02   5.17315716e-02  -3.95703018e-02]\n",
      "   [  2.81634685e-02   1.36780307e-01  -6.75866976e-02 ...,\n",
      "     -4.89398278e-02  -1.52375042e-01  -5.36412597e-02]]\n",
      "\n",
      "  [[ -1.42062411e-01  -7.63502866e-02  -1.62039958e-02 ...,\n",
      "      6.59902021e-02   3.10007986e-02   1.58821363e-02]\n",
      "   [ -1.51123658e-01  -1.62906185e-01   8.37767124e-02 ...,\n",
      "     -8.76675323e-02  -1.24224655e-01   1.05313979e-01]\n",
      "   [ -4.03308719e-02   8.34340826e-02   4.23723608e-02 ...,\n",
      "     -1.04162484e-01  -2.89215371e-02   1.09602744e-02]\n",
      "   ..., \n",
      "   [  3.08480822e-02  -1.20555460e-01   5.47112264e-02 ...,\n",
      "      1.41981661e-01  -5.52310385e-02   4.97000962e-02]\n",
      "   [  7.56815970e-02  -1.67331934e-01  -1.54987067e-01 ...,\n",
      "      2.15777867e-02   7.77043253e-02  -1.56170309e-01]\n",
      "   [  1.02147572e-01   2.12283805e-02   4.25516255e-02 ...,\n",
      "     -5.96768111e-02   7.48309270e-02   1.13905095e-01]]]\n",
      "\n",
      "\n",
      " [[[ -6.23672716e-02   1.01914957e-01  -6.01751059e-02 ...,\n",
      "      3.51238213e-02  -7.43481368e-02  -1.11991771e-01]\n",
      "   [  1.64044231e-01  -1.59928948e-02  -7.17816725e-02 ...,\n",
      "      1.09921835e-01  -3.98450270e-02   8.99186432e-02]\n",
      "   [ -1.19709693e-01  -6.21307194e-02   1.46652371e-01 ...,\n",
      "     -1.44244239e-01   1.63422123e-01  -5.02761044e-02]\n",
      "   ..., \n",
      "   [  5.77961095e-02  -1.31305590e-01   1.85905881e-02 ...,\n",
      "      1.23247676e-01   2.54298411e-02   7.99626186e-02]\n",
      "   [ -3.78290601e-02  -6.50679646e-03  -5.15502170e-02 ...,\n",
      "      3.03809792e-02  -1.39549896e-02  -5.17675392e-02]\n",
      "   [ -6.13918751e-02   1.45538017e-01  -1.59114355e-03 ...,\n",
      "     -2.36376598e-02  -1.49621397e-01  -7.91590940e-03]]\n",
      "\n",
      "  [[ -7.69526288e-02  -3.12077347e-02  -1.11873290e-02 ...,\n",
      "     -1.02433413e-01   1.17611974e-01   8.30671117e-02]\n",
      "   [ -4.52051125e-02  -6.73229992e-02  -5.14292717e-02 ...,\n",
      "     -1.73565403e-01  -3.23635302e-02   9.25833061e-02]\n",
      "   [ -1.64754726e-02   2.21599881e-02   1.02651209e-01 ...,\n",
      "     -8.52350220e-02   1.14010358e-02  -1.18724085e-01]\n",
      "   ..., \n",
      "   [  4.70289439e-02  -4.84770238e-02   1.45994708e-01 ...,\n",
      "     -2.70615425e-02  -1.70384243e-01   2.72399038e-02]\n",
      "   [ -1.63130924e-01  -1.16359018e-01  -9.60042700e-02 ...,\n",
      "     -1.72913954e-01  -9.35557634e-02  -7.90497214e-02]\n",
      "   [ -1.42163098e-01  -7.23574013e-02  -1.68105468e-01 ...,\n",
      "     -2.45271414e-03  -8.79524797e-02  -8.54785070e-02]]\n",
      "\n",
      "  [[  9.87405926e-02  -9.93703455e-02  -6.33083880e-02 ...,\n",
      "      7.56350234e-02  -5.07888012e-02  -7.28379115e-02]\n",
      "   [ -7.62219653e-02  -8.70393738e-02   3.91775044e-03 ...,\n",
      "      1.36071801e-01   6.27232864e-02  -2.58429255e-02]\n",
      "   [  1.62437424e-01  -2.01882329e-02   6.59163436e-03 ...,\n",
      "      7.35946149e-02  -9.14926827e-03  -6.03614785e-02]\n",
      "   ..., \n",
      "   [ -8.33598822e-02  -8.08498729e-03  -1.06146514e-01 ...,\n",
      "     -1.25330225e-01  -1.05989568e-01  -2.08220985e-02]\n",
      "   [  7.96915144e-02   1.21137179e-01   1.49291128e-01 ...,\n",
      "     -3.50071639e-02   1.16740607e-01  -1.00231385e-02]\n",
      "   [  1.25840425e-01   8.26515928e-02   2.87499768e-03 ...,\n",
      "     -6.85751885e-02   4.06599231e-02   3.40637006e-02]]\n",
      "\n",
      "  [[ -1.74753159e-01  -1.46465506e-02  -1.36759147e-01 ...,\n",
      "      1.17310705e-02  -5.27903400e-02  -9.01571140e-02]\n",
      "   [  3.85636203e-02   2.77946889e-02  -1.05242558e-01 ...,\n",
      "      1.79965571e-02  -4.34253365e-02  -5.27496338e-02]\n",
      "   [ -1.09837316e-02   1.58247165e-02   4.76474091e-02 ...,\n",
      "      1.21798582e-01  -4.57340106e-02   2.91233789e-02]\n",
      "   ..., \n",
      "   [ -4.22213003e-02  -1.45977646e-01  -1.06734648e-01 ...,\n",
      "      4.27819937e-02  -1.02210931e-01   8.30177590e-02]\n",
      "   [ -1.58060249e-02  -7.73729607e-02  -2.52209380e-02 ...,\n",
      "     -2.09690463e-02   1.23822801e-02   5.84456027e-02]\n",
      "   [  8.38915035e-02   9.39517319e-02   1.53547361e-01 ...,\n",
      "     -1.69406548e-01  -6.80504665e-02  -2.02304080e-01]]\n",
      "\n",
      "  [[ -6.94394251e-03   2.25534849e-03   1.97474524e-01 ...,\n",
      "     -6.48449510e-02  -2.02929839e-01  -4.10795445e-03]\n",
      "   [ -2.62658913e-02   1.33007720e-01  -1.28409326e-01 ...,\n",
      "      4.46215197e-02   7.10083544e-02  -8.99860170e-03]\n",
      "   [ -8.44821259e-02  -3.05213053e-02  -5.64088579e-03 ...,\n",
      "      2.25573145e-02  -2.00993925e-01   4.84099500e-02]\n",
      "   ..., \n",
      "   [  3.02010402e-02  -9.94647443e-02   3.35517935e-02 ...,\n",
      "      1.86252631e-02   1.73377037e-01  -1.76250160e-01]\n",
      "   [  1.41295373e-01  -5.55817038e-03  -4.29883897e-02 ...,\n",
      "      1.84232801e-01  -2.62959544e-02   3.54391746e-02]\n",
      "   [ -4.86902334e-03  -1.18390815e-02   1.81294963e-01 ...,\n",
      "      6.40878454e-02  -1.66012511e-01   7.22083151e-02]]]]\n",
      "[  2.22168639e-02   6.83650300e-02   1.65110558e-01  -1.06980116e-03\n",
      "   3.35067779e-01   3.33179116e-01   8.24871510e-02   2.13972896e-01\n",
      "  -2.63042330e-05   8.42725486e-02   7.54166767e-02   4.37126569e-02\n",
      "   2.77644284e-02  -4.54020570e-04   2.64319450e-01   1.59270227e-01\n",
      "   2.44493052e-01   2.47170374e-01   2.60159016e-01   1.81745395e-01\n",
      "   6.83223233e-02   3.47630560e-01   3.51009257e-02   3.99718463e-01\n",
      "   2.51813233e-01   2.69568950e-01   2.54826814e-01   2.19192564e-01\n",
      "   3.86302099e-02   1.54931873e-01   7.50190392e-02   2.19724521e-01]\n",
      "[ 0.1786292   0.18505043  0.22736797  0.17359278  0.10739735  0.09744456\n",
      "  0.10219705  0.17312163  0.12755021  0.14096671  0.20238243  0.06671101\n",
      "  0.1738991   0.17529529  0.09645645  0.20798756  0.14072093  0.21840264\n",
      "  0.09157551  0.18509284  0.13006467  0.18316504  0.20827109  0.16478556\n",
      "  0.16990554  0.19262676  0.19596279  0.18720481  0.11248302  0.24365847\n",
      "  0.12351203  0.15498945  0.10859058  0.14008756  0.14152439  0.25251809\n",
      "  0.22652887  0.0934545   0.22194569  0.10634197  0.0902165   0.10973775\n",
      "  0.11025379  0.10455613  0.17955874  0.24948935  0.11928595  0.1198265\n",
      "  0.17114617  0.13794813  0.18336309  0.08422828  0.15585372  0.08822138\n",
      "  0.11211477  0.11066376  0.19381583  0.08617101  0.0851265   0.15261905\n",
      "  0.17473689  0.11275439  0.1288662   0.10671625]\n",
      "[[-0.01519764 -0.04125847  0.23008065 ...,  0.05522156 -0.14826956\n",
      "  -0.12715471]\n",
      " [-0.12936614  0.12733485  0.10626096 ..., -0.17456427 -0.06995191\n",
      "   0.15189703]\n",
      " [-0.02276313  0.14878283  0.21425015 ..., -0.15393318 -0.12702624\n",
      "   0.13338439]\n",
      " ..., \n",
      " [ 0.02226611 -0.00700467 -0.18180585 ...,  0.01157135  0.1259543\n",
      "  -0.07721266]\n",
      " [ 0.01149883  0.0452412  -0.17025417 ..., -0.12355082  0.08525907\n",
      "  -0.09157398]\n",
      " [ 0.14371531  0.07060449 -0.12824954 ..., -0.01764296  0.05297076\n",
      "   0.14448275]]\n",
      "[[-0.08861845 -0.1345835 ]\n",
      " [-0.05014651 -0.09000152]\n",
      " [ 0.09374881  0.10371035]\n",
      " ..., \n",
      " [ 0.15211506 -0.03231858]\n",
      " [ 0.08087949  0.08082143]\n",
      " [ 0.05414967 -0.06449766]]\n",
      "[ 0.09296325  0.09363909  0.05455888 ...,  0.0896057   0.08999623\n",
      "  0.09465718]\n",
      "[ 0.21559809 -0.0155987 ]\n"
     ]
    }
   ],
   "source": [
    "print(sess.run(W_conv1))\n",
    "print(sess.run(W_conv2))\n",
    "print(sess.run(b_conv1))\n",
    "print(sess.run(b_conv2))\n",
    "print(sess.run(W_fc1))\n",
    "print(sess.run(W_fc2))\n",
    "print(sess.run(b_fc1))\n",
    "print(sess.run(b_fc2))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Test Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": true,
    "nbpresent": {
     "id": "20394420-ad2f-4a54-ab6a-17ad1b7c7d6a"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "test_x_noshuffle = np.load(\"test_x.npy\")\n",
    "test_y_noshuffle = np.load(\"test_y.npy\")\n",
    "import tensorflow as tf"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### [Optional] Restore Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "saver = tf.train.Saver()\n",
    "saver.restore(sess, \"my_model/4_level_cnn/cnn-119\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 online, zero num: 0, one num: 60\n",
      "1 online, zero num: 43, one num: 17\n",
      "2 online, zero num: 60, one num: 0\n",
      "3 online, zero num: 57, one num: 3\n",
      "4 online, zero num: 57, one num: 3\n",
      "5 online, zero num: 56, one num: 4\n",
      "6 online, zero num: 4, one num: 56\n",
      "7 online, zero num: 60, one num: 0\n",
      "8 online, zero num: 60, one num: 0\n",
      "9 online, zero num: 59, one num: 1\n",
      "10 online, zero num: 18, one num: 42\n",
      "11 online, zero num: 60, one num: 0\n",
      "12 online, zero num: 9, one num: 51\n",
      "13 online, zero num: 23, one num: 37\n",
      "14 online, zero num: 19, one num: 41\n",
      "15 online, zero num: 60, one num: 0\n",
      "16 online, zero num: 16, one num: 44\n",
      "17 online, zero num: 0, one num: 60\n",
      "18 online, zero num: 60, one num: 0\n",
      "19 online, zero num: 60, one num: 0\n",
      "20 online, zero num: 20, one num: 40\n",
      "21 online, zero num: 60, one num: 0\n",
      "22 online, zero num: 58, one num: 2\n",
      "23 online, zero num: 60, one num: 0\n",
      "24 online, zero num: 18, one num: 42\n",
      "25 online, zero num: 42, one num: 18\n",
      "26 online, zero num: 5, one num: 55\n",
      "27 online, zero num: 59, one num: 1\n",
      "28 online, zero num: 60, one num: 0\n",
      "29 online, zero num: 54, one num: 6\n",
      "30 online, zero num: 1, one num: 59\n",
      "31 online, zero num: 60, one num: 0\n",
      "32 online, zero num: 22, one num: 38\n",
      "33 online, zero num: 59, one num: 1\n",
      "34 online, zero num: 57, one num: 3\n",
      "35 online, zero num: 60, one num: 0\n",
      "36 online, zero num: 0, one num: 60\n",
      "37 online, zero num: 50, one num: 10\n",
      "38 online, zero num: 44, one num: 16\n",
      "39 online, zero num: 60, one num: 0\n",
      "40 online, zero num: 60, one num: 0\n",
      "41 online, zero num: 49, one num: 11\n",
      "42 online, zero num: 32, one num: 28\n",
      "43 online, zero num: 1, one num: 59\n",
      "44 online, zero num: 54, one num: 6\n",
      "45 online, zero num: 58, one num: 2\n",
      "46 online, zero num: 15, one num: 45\n",
      "47 online, zero num: 38, one num: 22\n",
      "48 online, zero num: 60, one num: 0\n",
      "49 online, zero num: 59, one num: 1\n",
      "50 online, zero num: 11, one num: 49\n",
      "51 online, zero num: 16, one num: 44\n",
      "52 online, zero num: 1, one num: 59\n",
      "53 online, zero num: 60, one num: 0\n",
      "54 online, zero num: 60, one num: 0\n",
      "55 online, zero num: 51, one num: 9\n",
      "56 online, zero num: 13, one num: 47\n",
      "57 online, zero num: 14, one num: 46\n",
      "58 online, zero num: 60, one num: 0\n",
      "59 online, zero num: 14, one num: 46\n",
      "60 online, zero num: 1, one num: 59\n",
      "61 online, zero num: 43, one num: 17\n",
      "62 online, zero num: 1, one num: 59\n",
      "63 online, zero num: 60, one num: 0\n",
      "64 online, zero num: 55, one num: 5\n",
      "65 online, zero num: 55, one num: 5\n",
      "66 online, zero num: 6, one num: 54\n",
      "67 online, zero num: 54, one num: 6\n",
      "68 online, zero num: 58, one num: 2\n",
      "69 online, zero num: 59, one num: 1\n",
      "70 online, zero num: 9, one num: 51\n",
      "71 online, zero num: 59, one num: 1\n",
      "72 online, zero num: 53, one num: 7\n",
      "73 online, zero num: 9, one num: 51\n",
      "74 online, zero num: 52, one num: 8\n",
      "75 online, zero num: 1, one num: 59\n",
      "76 online, zero num: 56, one num: 4\n",
      "77 online, zero num: 51, one num: 9\n",
      "78 online, zero num: 2, one num: 58\n",
      "79 online, zero num: 1, one num: 59\n",
      "80 online, zero num: 60, one num: 0\n",
      "81 online, zero num: 38, one num: 22\n",
      "82 online, zero num: 36, one num: 24\n",
      "83 online, zero num: 26, one num: 34\n",
      "84 online, zero num: 46, one num: 14\n",
      "85 online, zero num: 50, one num: 10\n",
      "86 online, zero num: 1, one num: 59\n",
      "87 online, zero num: 58, one num: 2\n",
      "88 online, zero num: 34, one num: 26\n",
      "89 online, zero num: 60, one num: 0\n",
      "90 online, zero num: 13, one num: 47\n",
      "91 online, zero num: 57, one num: 3\n",
      "92 online, zero num: 60, one num: 0\n",
      "93 online, zero num: 32, one num: 28\n",
      "94 online, zero num: 22, one num: 38\n",
      "95 online, zero num: 0, one num: 60\n",
      "96 online, zero num: 9, one num: 51\n",
      "97 online, zero num: 54, one num: 6\n",
      "98 online, zero num: 1, one num: 59\n",
      "99 online, zero num: 15, one num: 45\n",
      "100 online, zero num: 60, one num: 0\n",
      "101 online, zero num: 0, one num: 60\n",
      "102 online, zero num: 60, one num: 0\n",
      "103 online, zero num: 36, one num: 24\n",
      "104 online, zero num: 59, one num: 1\n",
      "105 online, zero num: 20, one num: 40\n",
      "106 online, zero num: 0, one num: 60\n",
      "107 online, zero num: 60, one num: 0\n",
      "108 online, zero num: 59, one num: 1\n",
      "109 online, zero num: 8, one num: 52\n",
      "110 online, zero num: 60, one num: 0\n",
      "111 online, zero num: 10, one num: 50\n",
      "112 online, zero num: 2, one num: 58\n",
      "113 online, zero num: 60, one num: 0\n",
      "114 online, zero num: 60, one num: 0\n",
      "115 online, zero num: 10, one num: 50\n",
      "116 online, zero num: 59, one num: 1\n",
      "117 online, zero num: 56, one num: 4\n",
      "118 online, zero num: 59, one num: 1\n",
      "119 online, zero num: 32, one num: 28\n",
      "120 online, zero num: 12, one num: 48\n",
      "121 online, zero num: 43, one num: 17\n",
      "122 online, zero num: 46, one num: 14\n",
      "123 online, zero num: 56, one num: 4\n",
      "124 online, zero num: 53, one num: 7\n",
      "125 online, zero num: 60, one num: 0\n",
      "126 online, zero num: 6, one num: 54\n",
      "127 online, zero num: 22, one num: 38\n",
      "128 online, zero num: 1, one num: 59\n",
      "129 online, zero num: 11, one num: 49\n",
      "130 online, zero num: 1, one num: 59\n",
      "131 online, zero num: 0, one num: 60\n",
      "132 online, zero num: 60, one num: 0\n",
      "133 online, zero num: 16, one num: 44\n",
      "134 online, zero num: 4, one num: 56\n",
      "135 online, zero num: 58, one num: 2\n",
      "136 online, zero num: 60, one num: 0\n",
      "137 online, zero num: 41, one num: 19\n",
      "138 online, zero num: 60, one num: 0\n",
      "139 online, zero num: 42, one num: 18\n",
      "140 online, zero num: 56, one num: 4\n",
      "141 online, zero num: 55, one num: 5\n",
      "142 online, zero num: 54, one num: 6\n",
      "143 online, zero num: 0, one num: 60\n",
      "144 online, zero num: 2, one num: 58\n",
      "145 online, zero num: 60, one num: 0\n",
      "146 online, zero num: 58, one num: 2\n",
      "147 online, zero num: 52, one num: 8\n",
      "148 online, zero num: 51, one num: 9\n",
      "149 online, zero num: 0, one num: 60\n",
      "150 online, zero num: 60, one num: 0\n",
      "151 online, zero num: 57, one num: 3\n",
      "152 online, zero num: 57, one num: 3\n",
      "153 online, zero num: 60, one num: 0\n",
      "154 online, zero num: 57, one num: 3\n",
      "155 online, zero num: 60, one num: 0\n",
      "156 online, zero num: 2, one num: 58\n",
      "157 online, zero num: 60, one num: 0\n",
      "158 online, zero num: 4, one num: 56\n",
      "159 online, zero num: 44, one num: 16\n",
      "160 online, zero num: 15, one num: 45\n",
      "161 online, zero num: 3, one num: 57\n",
      "162 online, zero num: 55, one num: 5\n",
      "163 online, zero num: 4, one num: 56\n",
      "164 online, zero num: 60, one num: 0\n",
      "165 online, zero num: 47, one num: 13\n",
      "166 online, zero num: 28, one num: 32\n",
      "167 online, zero num: 17, one num: 43\n",
      "168 online, zero num: 52, one num: 8\n",
      "169 online, zero num: 45, one num: 15\n",
      "170 online, zero num: 45, one num: 15\n",
      "171 online, zero num: 49, one num: 11\n",
      "172 online, zero num: 0, one num: 60\n",
      "173 online, zero num: 1, one num: 59\n",
      "174 online, zero num: 60, one num: 0\n",
      "175 online, zero num: 0, one num: 60\n",
      "176 online, zero num: 60, one num: 0\n",
      "177 online, zero num: 55, one num: 5\n",
      "178 online, zero num: 59, one num: 1\n",
      "179 online, zero num: 0, one num: 60\n",
      "180 online, zero num: 60, one num: 0\n",
      "181 online, zero num: 56, one num: 4\n",
      "182 online, zero num: 60, one num: 0\n",
      "183 online, zero num: 55, one num: 5\n",
      "184 online, zero num: 47, one num: 13\n",
      "185 online, zero num: 10, one num: 50\n",
      "186 online, zero num: 59, one num: 1\n",
      "187 online, zero num: 13, one num: 47\n",
      "188 online, zero num: 0, one num: 60\n",
      "189 online, zero num: 60, one num: 0\n",
      "190 online, zero num: 60, one num: 0\n",
      "191 online, zero num: 49, one num: 11\n",
      "192 online, zero num: 59, one num: 1\n",
      "193 online, zero num: 60, one num: 0\n",
      "194 online, zero num: 6, one num: 54\n",
      "195 online, zero num: 51, one num: 9\n",
      "196 online, zero num: 60, one num: 0\n",
      "197 online, zero num: 60, one num: 0\n",
      "198 online, zero num: 16, one num: 44\n",
      "199 online, zero num: 0, one num: 60\n",
      "200 online, zero num: 59, one num: 1\n",
      "201 online, zero num: 58, one num: 2\n",
      "202 online, zero num: 47, one num: 13\n",
      "203 online, zero num: 60, one num: 0\n",
      "204 online, zero num: 58, one num: 2\n",
      "205 online, zero num: 57, one num: 3\n",
      "206 online, zero num: 24, one num: 36\n",
      "207 online, zero num: 19, one num: 41\n",
      "208 online, zero num: 60, one num: 0\n",
      "209 online, zero num: 53, one num: 7\n",
      "210 online, zero num: 55, one num: 5\n",
      "211 online, zero num: 14, one num: 46\n",
      "212 online, zero num: 26, one num: 34\n",
      "213 online, zero num: 60, one num: 0\n",
      "214 online, zero num: 0, one num: 60\n",
      "215 online, zero num: 1, one num: 59\n",
      "216 online, zero num: 60, one num: 0\n",
      "217 online, zero num: 60, one num: 0\n",
      "218 online, zero num: 50, one num: 10\n",
      "219 online, zero num: 0, one num: 60\n",
      "220 online, zero num: 8, one num: 52\n",
      "221 online, zero num: 10, one num: 50\n",
      "222 online, zero num: 60, one num: 0\n",
      "223 online, zero num: 60, one num: 0\n",
      "224 online, zero num: 0, one num: 60\n",
      "225 online, zero num: 38, one num: 22\n",
      "226 online, zero num: 15, one num: 45\n",
      "227 online, zero num: 12, one num: 48\n",
      "228 online, zero num: 52, one num: 8\n",
      "229 online, zero num: 39, one num: 21\n",
      "230 online, zero num: 15, one num: 45\n",
      "231 online, zero num: 60, one num: 0\n",
      "232 online, zero num: 10, one num: 50\n",
      "233 online, zero num: 6, one num: 54\n",
      "234 online, zero num: 6, one num: 54\n",
      "235 online, zero num: 35, one num: 25\n",
      "236 online, zero num: 28, one num: 32\n",
      "237 online, zero num: 44, one num: 16\n",
      "238 online, zero num: 5, one num: 55\n",
      "239 online, zero num: 10, one num: 50\n",
      "240 online, zero num: 7, one num: 53\n",
      "241 online, zero num: 54, one num: 6\n",
      "242 online, zero num: 52, one num: 8\n",
      "243 online, zero num: 32, one num: 28\n",
      "244 online, zero num: 18, one num: 42\n",
      "245 online, zero num: 59, one num: 1\n",
      "246 online, zero num: 56, one num: 4\n",
      "247 online, zero num: 50, one num: 10\n",
      "248 online, zero num: 21, one num: 39\n",
      "249 online, zero num: 60, one num: 0\n",
      "250 online, zero num: 55, one num: 5\n",
      "251 online, zero num: 60, one num: 0\n",
      "252 online, zero num: 23, one num: 37\n",
      "253 online, zero num: 60, one num: 0\n",
      "254 online, zero num: 7, one num: 53\n",
      "255 online, zero num: 60, one num: 0\n",
      "256 online, zero num: 49, one num: 11\n",
      "257 online, zero num: 56, one num: 4\n",
      "258 online, zero num: 60, one num: 0\n",
      "259 online, zero num: 60, one num: 0\n",
      "260 online, zero num: 59, one num: 1\n",
      "261 online, zero num: 60, one num: 0\n",
      "262 online, zero num: 17, one num: 43\n",
      "263 online, zero num: 60, one num: 0\n",
      "264 online, zero num: 58, one num: 2\n",
      "265 online, zero num: 58, one num: 2\n",
      "266 online, zero num: 59, one num: 1\n",
      "267 online, zero num: 5, one num: 55\n",
      "268 online, zero num: 46, one num: 14\n",
      "269 online, zero num: 60, one num: 0\n",
      "270 online, zero num: 22, one num: 38\n",
      "271 online, zero num: 60, one num: 0\n",
      "272 online, zero num: 60, one num: 0\n",
      "273 online, zero num: 60, one num: 0\n",
      "274 online, zero num: 48, one num: 12\n",
      "275 online, zero num: 1, one num: 59\n",
      "276 online, zero num: 60, one num: 0\n",
      "277 online, zero num: 7, one num: 53\n",
      "278 online, zero num: 10, one num: 50\n",
      "279 online, zero num: 1, one num: 59\n",
      "280 online, zero num: 60, one num: 0\n",
      "281 online, zero num: 0, one num: 60\n",
      "282 online, zero num: 60, one num: 0\n",
      "283 online, zero num: 57, one num: 3\n",
      "284 online, zero num: 13, one num: 47\n",
      "285 online, zero num: 43, one num: 17\n",
      "286 online, zero num: 60, one num: 0\n",
      "287 online, zero num: 0, one num: 60\n",
      "288 online, zero num: 23, one num: 37\n",
      "289 online, zero num: 60, one num: 0\n",
      "290 online, zero num: 59, one num: 1\n",
      "291 online, zero num: 60, one num: 0\n",
      "292 online, zero num: 8, one num: 52\n",
      "293 online, zero num: 49, one num: 11\n",
      "294 online, zero num: 60, one num: 0\n",
      "295 online, zero num: 51, one num: 9\n",
      "296 online, zero num: 56, one num: 4\n",
      "297 online, zero num: 5, one num: 55\n",
      "298 online, zero num: 60, one num: 0\n",
      "299 online, zero num: 55, one num: 5\n",
      "300 online, zero num: 59, one num: 1\n",
      "301 online, zero num: 30, one num: 30\n",
      "302 online, zero num: 16, one num: 44\n",
      "303 online, zero num: 57, one num: 3\n",
      "304 online, zero num: 36, one num: 24\n",
      "305 online, zero num: 20, one num: 40\n",
      "306 online, zero num: 0, one num: 60\n",
      "307 online, zero num: 54, one num: 6\n",
      "308 online, zero num: 60, one num: 0\n",
      "309 online, zero num: 1, one num: 59\n",
      "310 online, zero num: 60, one num: 0\n",
      "311 online, zero num: 60, one num: 0\n",
      "312 online, zero num: 58, one num: 2\n",
      "313 online, zero num: 10, one num: 50\n",
      "314 online, zero num: 52, one num: 8\n",
      "315 online, zero num: 11, one num: 49\n",
      "316 online, zero num: 30, one num: 30\n",
      "317 online, zero num: 54, one num: 6\n",
      "318 online, zero num: 6, one num: 54\n",
      "319 online, zero num: 59, one num: 1\n",
      "320 online, zero num: 0, one num: 60\n",
      "321 online, zero num: 59, one num: 1\n",
      "322 online, zero num: 0, one num: 60\n",
      "323 online, zero num: 11, one num: 49\n",
      "324 online, zero num: 5, one num: 55\n",
      "325 online, zero num: 50, one num: 10\n",
      "326 online, zero num: 60, one num: 0\n",
      "327 online, zero num: 60, one num: 0\n",
      "328 online, zero num: 5, one num: 55\n",
      "329 online, zero num: 19, one num: 41\n",
      "330 online, zero num: 47, one num: 13\n",
      "331 online, zero num: 59, one num: 1\n",
      "332 online, zero num: 29, one num: 31\n",
      "333 online, zero num: 59, one num: 1\n",
      "334 online, zero num: 4, one num: 56\n",
      "335 online, zero num: 60, one num: 0\n",
      "336 online, zero num: 25, one num: 35\n",
      "337 online, zero num: 60, one num: 0\n",
      "338 online, zero num: 0, one num: 60\n",
      "339 online, zero num: 58, one num: 2\n",
      "340 online, zero num: 55, one num: 5\n",
      "341 online, zero num: 56, one num: 4\n",
      "342 online, zero num: 3, one num: 57\n",
      "343 online, zero num: 46, one num: 14\n",
      "344 online, zero num: 60, one num: 0\n",
      "345 online, zero num: 0, one num: 60\n",
      "346 online, zero num: 54, one num: 6\n",
      "347 online, zero num: 59, one num: 1\n",
      "348 online, zero num: 60, one num: 0\n",
      "349 online, zero num: 58, one num: 2\n",
      "350 online, zero num: 41, one num: 19\n",
      "351 online, zero num: 48, one num: 12\n",
      "352 online, zero num: 58, one num: 2\n",
      "353 online, zero num: 3, one num: 57\n",
      "354 online, zero num: 0, one num: 60\n",
      "355 online, zero num: 43, one num: 17\n",
      "356 online, zero num: 2, one num: 58\n",
      "357 online, zero num: 58, one num: 2\n",
      "358 online, zero num: 47, one num: 13\n",
      "359 online, zero num: 55, one num: 5\n",
      "360 online, zero num: 25, one num: 35\n",
      "361 online, zero num: 49, one num: 11\n",
      "362 online, zero num: 58, one num: 2\n",
      "363 online, zero num: 60, one num: 0\n",
      "364 online, zero num: 56, one num: 4\n",
      "365 online, zero num: 40, one num: 20\n",
      "366 online, zero num: 52, one num: 8\n",
      "367 online, zero num: 60, one num: 0\n",
      "368 online, zero num: 36, one num: 24\n",
      "369 online, zero num: 59, one num: 1\n",
      "370 online, zero num: 18, one num: 42\n",
      "371 online, zero num: 0, one num: 60\n",
      "372 online, zero num: 60, one num: 0\n",
      "373 online, zero num: 10, one num: 50\n",
      "374 online, zero num: 58, one num: 2\n",
      "375 online, zero num: 14, one num: 46\n",
      "376 online, zero num: 41, one num: 19\n",
      "377 online, zero num: 4, one num: 56\n",
      "378 online, zero num: 0, one num: 60\n",
      "379 online, zero num: 60, one num: 0\n",
      "380 online, zero num: 54, one num: 6\n",
      "381 online, zero num: 29, one num: 31\n",
      "382 online, zero num: 60, one num: 0\n",
      "383 online, zero num: 1, one num: 59\n",
      "384 online, zero num: 37, one num: 23\n",
      "385 online, zero num: 20, one num: 40\n",
      "386 online, zero num: 60, one num: 0\n",
      "387 online, zero num: 56, one num: 4\n",
      "388 online, zero num: 11, one num: 49\n",
      "389 online, zero num: 60, one num: 0\n",
      "390 online, zero num: 59, one num: 1\n",
      "391 online, zero num: 60, one num: 0\n",
      "392 online, zero num: 31, one num: 29\n",
      "393 online, zero num: 39, one num: 21\n",
      "394 online, zero num: 60, one num: 0\n",
      "395 online, zero num: 59, one num: 1\n",
      "396 online, zero num: 18, one num: 42\n",
      "397 online, zero num: 56, one num: 4\n",
      "398 online, zero num: 7, one num: 53\n",
      "399 online, zero num: 10, one num: 50\n",
      "400 online, zero num: 1, one num: 59\n",
      "401 online, zero num: 36, one num: 24\n",
      "402 online, zero num: 59, one num: 1\n",
      "403 online, zero num: 51, one num: 9\n",
      "404 online, zero num: 0, one num: 60\n",
      "405 online, zero num: 0, one num: 60\n",
      "406 online, zero num: 48, one num: 12\n",
      "407 online, zero num: 26, one num: 34\n",
      "408 online, zero num: 48, one num: 12\n",
      "409 online, zero num: 60, one num: 0\n",
      "410 online, zero num: 55, one num: 5\n",
      "411 online, zero num: 51, one num: 9\n",
      "412 online, zero num: 59, one num: 1\n",
      "413 online, zero num: 60, one num: 0\n",
      "414 online, zero num: 60, one num: 0\n",
      "415 online, zero num: 60, one num: 0\n",
      "416 online, zero num: 24, one num: 36\n",
      "417 online, zero num: 0, one num: 60\n",
      "418 online, zero num: 60, one num: 0\n",
      "419 online, zero num: 60, one num: 0\n",
      "420 online, zero num: 60, one num: 0\n",
      "421 online, zero num: 60, one num: 0\n",
      "422 online, zero num: 60, one num: 0\n",
      "423 online, zero num: 40, one num: 20\n",
      "424 online, zero num: 30, one num: 30\n",
      "425 online, zero num: 59, one num: 1\n",
      "426 online, zero num: 60, one num: 0\n",
      "427 online, zero num: 15, one num: 45\n",
      "428 online, zero num: 14, one num: 46\n",
      "429 online, zero num: 41, one num: 19\n",
      "430 online, zero num: 58, one num: 2\n",
      "431 online, zero num: 57, one num: 3\n",
      "432 online, zero num: 7, one num: 53\n",
      "433 online, zero num: 59, one num: 1\n",
      "434 online, zero num: 59, one num: 1\n",
      "435 online, zero num: 8, one num: 52\n",
      "436 online, zero num: 60, one num: 0\n",
      "437 online, zero num: 38, one num: 22\n",
      "438 online, zero num: 60, one num: 0\n",
      "439 online, zero num: 49, one num: 11\n",
      "440 online, zero num: 33, one num: 27\n",
      "441 online, zero num: 57, one num: 3\n",
      "442 online, zero num: 60, one num: 0\n",
      "443 online, zero num: 55, one num: 5\n",
      "444 online, zero num: 58, one num: 2\n",
      "445 online, zero num: 45, one num: 15\n",
      "446 online, zero num: 54, one num: 6\n",
      "447 online, zero num: 54, one num: 6\n",
      "448 online, zero num: 1, one num: 59\n",
      "449 online, zero num: 23, one num: 37\n",
      "450 online, zero num: 0, one num: 60\n",
      "451 online, zero num: 1, one num: 59\n",
      "452 online, zero num: 60, one num: 0\n",
      "453 online, zero num: 55, one num: 5\n",
      "454 online, zero num: 39, one num: 21\n",
      "455 online, zero num: 30, one num: 30\n",
      "456 online, zero num: 42, one num: 18\n",
      "457 online, zero num: 60, one num: 0\n",
      "458 online, zero num: 54, one num: 6\n",
      "459 online, zero num: 26, one num: 34\n",
      "460 online, zero num: 60, one num: 0\n",
      "461 online, zero num: 37, one num: 23\n",
      "462 online, zero num: 56, one num: 4\n",
      "463 online, zero num: 0, one num: 60\n",
      "464 online, zero num: 19, one num: 41\n",
      "465 online, zero num: 5, one num: 55\n",
      "466 online, zero num: 7, one num: 53\n",
      "467 online, zero num: 37, one num: 23\n",
      "468 online, zero num: 5, one num: 55\n",
      "469 online, zero num: 3, one num: 57\n",
      "470 online, zero num: 55, one num: 5\n",
      "471 online, zero num: 27, one num: 33\n",
      "472 online, zero num: 0, one num: 60\n",
      "473 online, zero num: 0, one num: 60\n",
      "474 online, zero num: 1, one num: 59\n",
      "475 online, zero num: 60, one num: 0\n",
      "476 online, zero num: 34, one num: 26\n",
      "477 online, zero num: 0, one num: 60\n",
      "478 online, zero num: 42, one num: 18\n",
      "479 online, zero num: 51, one num: 9\n",
      "480 online, zero num: 28, one num: 32\n",
      "481 online, zero num: 60, one num: 0\n",
      "482 online, zero num: 2, one num: 58\n",
      "483 online, zero num: 60, one num: 0\n",
      "484 online, zero num: 59, one num: 1\n",
      "485 online, zero num: 53, one num: 7\n",
      "486 online, zero num: 3, one num: 57\n",
      "487 online, zero num: 9, one num: 51\n",
      "488 online, zero num: 4, one num: 56\n",
      "489 online, zero num: 60, one num: 0\n",
      "490 online, zero num: 39, one num: 21\n",
      "491 online, zero num: 51, one num: 9\n",
      "492 online, zero num: 60, one num: 0\n",
      "493 online, zero num: 4, one num: 56\n",
      "494 online, zero num: 60, one num: 0\n",
      "495 online, zero num: 4, one num: 56\n",
      "496 online, zero num: 18, one num: 42\n",
      "497 online, zero num: 56, one num: 4\n",
      "498 online, zero num: 9, one num: 51\n",
      "499 online, zero num: 59, one num: 1\n",
      "500 online, zero num: 48, one num: 12\n",
      "501 online, zero num: 12, one num: 48\n",
      "502 online, zero num: 60, one num: 0\n",
      "503 online, zero num: 59, one num: 1\n",
      "504 online, zero num: 6, one num: 54\n",
      "505 online, zero num: 46, one num: 14\n",
      "506 online, zero num: 59, one num: 1\n",
      "507 online, zero num: 59, one num: 1\n",
      "508 online, zero num: 58, one num: 2\n",
      "509 online, zero num: 16, one num: 44\n",
      "510 online, zero num: 39, one num: 21\n",
      "511 online, zero num: 20, one num: 40\n",
      "512 online, zero num: 59, one num: 1\n",
      "513 online, zero num: 10, one num: 50\n",
      "514 online, zero num: 5, one num: 55\n",
      "515 online, zero num: 60, one num: 0\n",
      "516 online, zero num: 60, one num: 0\n",
      "517 online, zero num: 60, one num: 0\n",
      "518 online, zero num: 47, one num: 13\n",
      "519 online, zero num: 13, one num: 47\n",
      "520 online, zero num: 5, one num: 55\n",
      "521 online, zero num: 58, one num: 2\n",
      "522 online, zero num: 60, one num: 0\n",
      "523 online, zero num: 60, one num: 0\n",
      "524 online, zero num: 54, one num: 6\n",
      "525 online, zero num: 56, one num: 4\n",
      "526 online, zero num: 55, one num: 5\n",
      "527 online, zero num: 60, one num: 0\n",
      "528 online, zero num: 53, one num: 7\n",
      "529 online, zero num: 49, one num: 11\n",
      "530 online, zero num: 17, one num: 43\n",
      "531 online, zero num: 1, one num: 59\n",
      "532 online, zero num: 0, one num: 60\n",
      "533 online, zero num: 18, one num: 42\n",
      "534 online, zero num: 59, one num: 1\n",
      "535 online, zero num: 16, one num: 44\n",
      "536 online, zero num: 59, one num: 1\n",
      "537 online, zero num: 34, one num: 26\n",
      "538 online, zero num: 47, one num: 13\n",
      "539 online, zero num: 59, one num: 1\n",
      "540 online, zero num: 6, one num: 54\n",
      "541 online, zero num: 58, one num: 2\n",
      "542 online, zero num: 60, one num: 0\n",
      "543 online, zero num: 44, one num: 16\n",
      "544 online, zero num: 19, one num: 41\n",
      "545 online, zero num: 0, one num: 60\n",
      "546 online, zero num: 60, one num: 0\n",
      "547 online, zero num: 37, one num: 23\n",
      "548 online, zero num: 2, one num: 58\n",
      "549 online, zero num: 13, one num: 47\n",
      "550 online, zero num: 54, one num: 6\n",
      "551 online, zero num: 3, one num: 57\n",
      "552 online, zero num: 60, one num: 0\n",
      "553 online, zero num: 54, one num: 6\n",
      "554 online, zero num: 0, one num: 60\n",
      "555 online, zero num: 54, one num: 6\n",
      "556 online, zero num: 6, one num: 54\n",
      "557 online, zero num: 3, one num: 57\n",
      "558 online, zero num: 26, one num: 34\n",
      "559 online, zero num: 20, one num: 40\n",
      "560 online, zero num: 1, one num: 59\n",
      "561 online, zero num: 18, one num: 42\n",
      "562 online, zero num: 60, one num: 0\n",
      "563 online, zero num: 60, one num: 0\n",
      "564 online, zero num: 11, one num: 49\n",
      "565 online, zero num: 58, one num: 2\n",
      "566 online, zero num: 34, one num: 26\n",
      "567 online, zero num: 0, one num: 60\n",
      "568 online, zero num: 60, one num: 0\n",
      "569 online, zero num: 0, one num: 60\n",
      "570 online, zero num: 1, one num: 59\n",
      "571 online, zero num: 0, one num: 60\n",
      "572 online, zero num: 40, one num: 20\n",
      "573 online, zero num: 60, one num: 0\n",
      "574 online, zero num: 7, one num: 53\n",
      "575 online, zero num: 46, one num: 14\n",
      "576 online, zero num: 29, one num: 31\n",
      "577 online, zero num: 0, one num: 60\n",
      "578 online, zero num: 35, one num: 25\n",
      "579 online, zero num: 0, one num: 60\n",
      "580 online, zero num: 24, one num: 36\n",
      "581 online, zero num: 60, one num: 0\n",
      "582 online, zero num: 59, one num: 1\n",
      "583 online, zero num: 60, one num: 0\n",
      "584 online, zero num: 45, one num: 15\n",
      "585 online, zero num: 53, one num: 7\n",
      "586 online, zero num: 51, one num: 9\n",
      "587 online, zero num: 54, one num: 6\n",
      "588 online, zero num: 0, one num: 60\n",
      "589 online, zero num: 27, one num: 33\n",
      "590 online, zero num: 60, one num: 0\n",
      "591 online, zero num: 7, one num: 53\n",
      "592 online, zero num: 14, one num: 46\n",
      "593 online, zero num: 0, one num: 60\n",
      "594 online, zero num: 60, one num: 0\n",
      "595 online, zero num: 60, one num: 0\n",
      "596 online, zero num: 26, one num: 34\n",
      "597 online, zero num: 0, one num: 60\n",
      "598 online, zero num: 16, one num: 44\n",
      "599 online, zero num: 1, one num: 59\n",
      "600 online, zero num: 10, one num: 50\n",
      "601 online, zero num: 25, one num: 35\n",
      "602 online, zero num: 34, one num: 26\n",
      "603 online, zero num: 60, one num: 0\n",
      "604 online, zero num: 58, one num: 2\n",
      "605 online, zero num: 0, one num: 60\n",
      "606 online, zero num: 22, one num: 38\n",
      "607 online, zero num: 4, one num: 56\n",
      "608 online, zero num: 43, one num: 17\n",
      "609 online, zero num: 55, one num: 5\n",
      "610 online, zero num: 52, one num: 8\n",
      "611 online, zero num: 7, one num: 53\n",
      "612 online, zero num: 60, one num: 0\n",
      "613 online, zero num: 49, one num: 11\n",
      "614 online, zero num: 39, one num: 21\n",
      "615 online, zero num: 57, one num: 3\n",
      "616 online, zero num: 42, one num: 18\n",
      "617 online, zero num: 57, one num: 3\n",
      "618 online, zero num: 58, one num: 2\n",
      "619 online, zero num: 60, one num: 0\n",
      "620 online, zero num: 28, one num: 32\n",
      "621 online, zero num: 0, one num: 60\n",
      "622 online, zero num: 3, one num: 57\n",
      "623 online, zero num: 53, one num: 7\n",
      "624 online, zero num: 60, one num: 0\n",
      "625 online, zero num: 60, one num: 0\n",
      "626 online, zero num: 14, one num: 46\n",
      "627 online, zero num: 59, one num: 1\n",
      "628 online, zero num: 7, one num: 53\n",
      "629 online, zero num: 4, one num: 56\n",
      "630 online, zero num: 4, one num: 56\n",
      "631 online, zero num: 60, one num: 0\n",
      "632 online, zero num: 4, one num: 56\n",
      "633 online, zero num: 28, one num: 32\n",
      "634 online, zero num: 55, one num: 5\n",
      "635 online, zero num: 44, one num: 16\n",
      "636 online, zero num: 0, one num: 60\n",
      "637 online, zero num: 60, one num: 0\n",
      "638 online, zero num: 60, one num: 0\n",
      "639 online, zero num: 59, one num: 1\n",
      "640 online, zero num: 0, one num: 60\n",
      "641 online, zero num: 0, one num: 60\n",
      "642 online, zero num: 56, one num: 4\n",
      "643 online, zero num: 54, one num: 6\n",
      "644 online, zero num: 60, one num: 0\n",
      "645 online, zero num: 54, one num: 6\n",
      "646 online, zero num: 5, one num: 55\n",
      "647 online, zero num: 6, one num: 54\n",
      "648 online, zero num: 59, one num: 1\n",
      "649 online, zero num: 60, one num: 0\n",
      "650 online, zero num: 19, one num: 41\n",
      "651 online, zero num: 60, one num: 0\n",
      "652 online, zero num: 16, one num: 44\n",
      "653 online, zero num: 2, one num: 58\n",
      "654 online, zero num: 43, one num: 17\n",
      "655 online, zero num: 55, one num: 5\n",
      "656 online, zero num: 60, one num: 0\n",
      "657 online, zero num: 60, one num: 0\n",
      "658 online, zero num: 55, one num: 5\n",
      "659 online, zero num: 31, one num: 29\n",
      "660 online, zero num: 5, one num: 55\n",
      "661 online, zero num: 53, one num: 7\n",
      "662 online, zero num: 60, one num: 0\n",
      "663 online, zero num: 56, one num: 4\n",
      "664 online, zero num: 56, one num: 4\n",
      "665 online, zero num: 3, one num: 57\n",
      "666 online, zero num: 59, one num: 1\n",
      "667 online, zero num: 6, one num: 54\n",
      "668 online, zero num: 59, one num: 1\n",
      "669 online, zero num: 59, one num: 1\n",
      "670 online, zero num: 49, one num: 11\n",
      "671 online, zero num: 60, one num: 0\n",
      "672 online, zero num: 1, one num: 59\n",
      "673 online, zero num: 4, one num: 56\n",
      "674 online, zero num: 57, one num: 3\n",
      "675 online, zero num: 0, one num: 60\n",
      "676 online, zero num: 31, one num: 29\n",
      "677 online, zero num: 60, one num: 0\n",
      "678 online, zero num: 0, one num: 60\n",
      "679 online, zero num: 59, one num: 1\n",
      "680 online, zero num: 50, one num: 10\n",
      "681 online, zero num: 1, one num: 59\n",
      "682 online, zero num: 27, one num: 33\n",
      "683 online, zero num: 56, one num: 4\n",
      "684 online, zero num: 56, one num: 4\n",
      "685 online, zero num: 59, one num: 1\n",
      "686 online, zero num: 20, one num: 40\n",
      "687 online, zero num: 60, one num: 0\n",
      "688 online, zero num: 25, one num: 35\n",
      "689 online, zero num: 50, one num: 10\n",
      "690 online, zero num: 55, one num: 5\n",
      "691 online, zero num: 14, one num: 46\n",
      "692 online, zero num: 2, one num: 58\n",
      "693 online, zero num: 2, one num: 58\n",
      "694 online, zero num: 60, one num: 0\n",
      "695 online, zero num: 46, one num: 14\n",
      "696 online, zero num: 4, one num: 56\n",
      "697 online, zero num: 60, one num: 0\n",
      "698 online, zero num: 57, one num: 3\n",
      "699 online, zero num: 57, one num: 3\n",
      "700 online, zero num: 51, one num: 9\n",
      "701 online, zero num: 0, one num: 60\n",
      "702 online, zero num: 0, one num: 60\n",
      "703 online, zero num: 4, one num: 56\n",
      "704 online, zero num: 2, one num: 58\n",
      "705 online, zero num: 50, one num: 10\n",
      "706 online, zero num: 10, one num: 50\n",
      "707 online, zero num: 60, one num: 0\n",
      "708 online, zero num: 2, one num: 58\n",
      "709 online, zero num: 4, one num: 56\n",
      "710 online, zero num: 58, one num: 2\n",
      "711 online, zero num: 6, one num: 54\n",
      "712 online, zero num: 8, one num: 52\n",
      "713 online, zero num: 17, one num: 43\n",
      "714 online, zero num: 59, one num: 1\n",
      "715 online, zero num: 1, one num: 59\n",
      "716 online, zero num: 39, one num: 21\n",
      "717 online, zero num: 47, one num: 13\n",
      "718 online, zero num: 20, one num: 40\n",
      "719 online, zero num: 60, one num: 0\n",
      "720 online, zero num: 51, one num: 9\n",
      "721 online, zero num: 0, one num: 60\n",
      "722 online, zero num: 59, one num: 1\n",
      "723 online, zero num: 1, one num: 59\n",
      "724 online, zero num: 3, one num: 57\n",
      "725 online, zero num: 43, one num: 17\n",
      "726 online, zero num: 17, one num: 43\n",
      "727 online, zero num: 59, one num: 1\n",
      "728 online, zero num: 1, one num: 59\n",
      "729 online, zero num: 59, one num: 1\n",
      "730 online, zero num: 53, one num: 7\n",
      "731 online, zero num: 13, one num: 47\n",
      "732 online, zero num: 36, one num: 24\n",
      "733 online, zero num: 56, one num: 4\n",
      "734 online, zero num: 30, one num: 30\n",
      "735 online, zero num: 6, one num: 54\n",
      "736 online, zero num: 56, one num: 4\n",
      "737 online, zero num: 37, one num: 23\n",
      "738 online, zero num: 50, one num: 10\n",
      "739 online, zero num: 41, one num: 19\n",
      "740 online, zero num: 13, one num: 47\n",
      "741 online, zero num: 55, one num: 5\n",
      "742 online, zero num: 0, one num: 60\n",
      "743 online, zero num: 8, one num: 52\n",
      "744 online, zero num: 46, one num: 14\n",
      "745 online, zero num: 48, one num: 12\n",
      "746 online, zero num: 2, one num: 58\n",
      "747 online, zero num: 60, one num: 0\n",
      "748 online, zero num: 26, one num: 34\n",
      "749 online, zero num: 17, one num: 43\n",
      "750 online, zero num: 59, one num: 1\n",
      "751 online, zero num: 56, one num: 4\n",
      "752 online, zero num: 56, one num: 4\n",
      "753 online, zero num: 0, one num: 60\n",
      "754 online, zero num: 60, one num: 0\n",
      "755 online, zero num: 52, one num: 8\n",
      "756 online, zero num: 60, one num: 0\n",
      "757 online, zero num: 56, one num: 4\n",
      "758 online, zero num: 0, one num: 60\n",
      "759 online, zero num: 43, one num: 17\n",
      "760 online, zero num: 60, one num: 0\n",
      "761 online, zero num: 58, one num: 2\n",
      "762 online, zero num: 33, one num: 27\n",
      "763 online, zero num: 50, one num: 10\n",
      "764 online, zero num: 58, one num: 2\n",
      "765 online, zero num: 48, one num: 12\n",
      "766 online, zero num: 60, one num: 0\n",
      "767 online, zero num: 0, one num: 60\n",
      "768 online, zero num: 60, one num: 0\n",
      "769 online, zero num: 47, one num: 13\n",
      "770 online, zero num: 55, one num: 5\n",
      "771 online, zero num: 60, one num: 0\n",
      "772 online, zero num: 9, one num: 51\n",
      "773 online, zero num: 57, one num: 3\n",
      "774 online, zero num: 6, one num: 54\n",
      "775 online, zero num: 45, one num: 15\n",
      "776 online, zero num: 16, one num: 44\n",
      "777 online, zero num: 52, one num: 8\n",
      "778 online, zero num: 7, one num: 53\n",
      "779 online, zero num: 44, one num: 16\n",
      "780 online, zero num: 57, one num: 3\n",
      "781 online, zero num: 50, one num: 10\n",
      "782 online, zero num: 60, one num: 0\n",
      "783 online, zero num: 52, one num: 8\n",
      "784 online, zero num: 59, one num: 1\n",
      "785 online, zero num: 54, one num: 6\n",
      "786 online, zero num: 60, one num: 0\n",
      "787 online, zero num: 3, one num: 57\n",
      "788 online, zero num: 0, one num: 60\n",
      "789 online, zero num: 0, one num: 60\n",
      "790 online, zero num: 0, one num: 60\n",
      "791 online, zero num: 42, one num: 18\n",
      "792 online, zero num: 15, one num: 45\n",
      "793 online, zero num: 60, one num: 0\n",
      "794 online, zero num: 1, one num: 59\n",
      "795 online, zero num: 60, one num: 0\n",
      "796 online, zero num: 51, one num: 9\n",
      "797 online, zero num: 55, one num: 5\n",
      "798 online, zero num: 24, one num: 36\n",
      "799 online, zero num: 59, one num: 1\n",
      "800 online, zero num: 58, one num: 2\n",
      "801 online, zero num: 58, one num: 2\n",
      "802 online, zero num: 16, one num: 44\n",
      "803 online, zero num: 5, one num: 55\n",
      "804 online, zero num: 60, one num: 0\n",
      "805 online, zero num: 1, one num: 59\n",
      "806 online, zero num: 15, one num: 45\n",
      "807 online, zero num: 60, one num: 0\n",
      "808 online, zero num: 11, one num: 49\n",
      "809 online, zero num: 26, one num: 34\n",
      "810 online, zero num: 2, one num: 58\n",
      "811 online, zero num: 38, one num: 22\n",
      "812 online, zero num: 60, one num: 0\n",
      "813 online, zero num: 29, one num: 31\n",
      "814 online, zero num: 42, one num: 18\n",
      "815 online, zero num: 18, one num: 42\n",
      "816 online, zero num: 54, one num: 6\n",
      "817 online, zero num: 50, one num: 10\n",
      "818 online, zero num: 15, one num: 45\n",
      "819 online, zero num: 8, one num: 52\n",
      "820 online, zero num: 2, one num: 58\n",
      "821 online, zero num: 7, one num: 53\n",
      "822 online, zero num: 59, one num: 1\n",
      "823 online, zero num: 52, one num: 8\n",
      "824 online, zero num: 48, one num: 12\n",
      "825 online, zero num: 46, one num: 14\n",
      "826 online, zero num: 55, one num: 5\n",
      "827 online, zero num: 0, one num: 60\n",
      "828 online, zero num: 49, one num: 11\n",
      "829 online, zero num: 12, one num: 48\n",
      "830 online, zero num: 2, one num: 58\n",
      "831 online, zero num: 58, one num: 2\n",
      "832 online, zero num: 56, one num: 4\n",
      "833 online, zero num: 0, one num: 60\n",
      "834 online, zero num: 24, one num: 36\n",
      "835 online, zero num: 56, one num: 4\n",
      "836 online, zero num: 54, one num: 6\n",
      "837 online, zero num: 54, one num: 6\n",
      "838 online, zero num: 27, one num: 33\n",
      "839 online, zero num: 31, one num: 29\n",
      "840 online, zero num: 60, one num: 0\n",
      "841 online, zero num: 59, one num: 1\n",
      "842 online, zero num: 0, one num: 60\n",
      "843 online, zero num: 59, one num: 1\n",
      "844 online, zero num: 44, one num: 16\n",
      "845 online, zero num: 60, one num: 0\n",
      "846 online, zero num: 43, one num: 17\n",
      "847 online, zero num: 23, one num: 37\n",
      "848 online, zero num: 60, one num: 0\n",
      "849 online, zero num: 60, one num: 0\n",
      "850 online, zero num: 60, one num: 0\n",
      "851 online, zero num: 3, one num: 57\n",
      "852 online, zero num: 59, one num: 1\n",
      "853 online, zero num: 60, one num: 0\n",
      "854 online, zero num: 0, one num: 60\n",
      "855 online, zero num: 7, one num: 53\n",
      "856 online, zero num: 6, one num: 54\n",
      "857 online, zero num: 33, one num: 27\n",
      "858 online, zero num: 60, one num: 0\n",
      "859 online, zero num: 4, one num: 56\n",
      "860 online, zero num: 20, one num: 40\n",
      "861 online, zero num: 53, one num: 7\n",
      "862 online, zero num: 13, one num: 47\n",
      "863 online, zero num: 5, one num: 55\n",
      "864 online, zero num: 60, one num: 0\n",
      "865 online, zero num: 8, one num: 52\n",
      "866 online, zero num: 7, one num: 53\n",
      "867 online, zero num: 0, one num: 60\n",
      "868 online, zero num: 43, one num: 17\n",
      "869 online, zero num: 60, one num: 0\n",
      "870 online, zero num: 41, one num: 19\n",
      "871 online, zero num: 42, one num: 18\n",
      "872 online, zero num: 41, one num: 19\n",
      "873 online, zero num: 0, one num: 60\n",
      "874 online, zero num: 60, one num: 0\n",
      "875 online, zero num: 26, one num: 34\n",
      "876 online, zero num: 23, one num: 37\n",
      "877 online, zero num: 38, one num: 22\n",
      "878 online, zero num: 16, one num: 44\n",
      "879 online, zero num: 57, one num: 3\n",
      "880 online, zero num: 17, one num: 43\n",
      "881 online, zero num: 49, one num: 11\n",
      "882 online, zero num: 5, one num: 55\n",
      "883 online, zero num: 0, one num: 60\n",
      "884 online, zero num: 9, one num: 51\n",
      "885 online, zero num: 45, one num: 15\n",
      "886 online, zero num: 57, one num: 3\n",
      "887 online, zero num: 60, one num: 0\n",
      "888 online, zero num: 55, one num: 5\n",
      "889 online, zero num: 60, one num: 0\n",
      "890 online, zero num: 26, one num: 34\n",
      "891 online, zero num: 59, one num: 1\n",
      "892 online, zero num: 44, one num: 16\n",
      "893 online, zero num: 0, one num: 60\n",
      "894 online, zero num: 21, one num: 39\n",
      "895 online, zero num: 59, one num: 1\n",
      "896 online, zero num: 60, one num: 0\n",
      "897 online, zero num: 41, one num: 19\n",
      "898 online, zero num: 56, one num: 4\n",
      "899 online, zero num: 12, one num: 48\n",
      "900 online, zero num: 31, one num: 29\n",
      "901 online, zero num: 60, one num: 0\n",
      "902 online, zero num: 60, one num: 0\n",
      "903 online, zero num: 56, one num: 4\n",
      "904 online, zero num: 0, one num: 60\n",
      "905 online, zero num: 48, one num: 12\n",
      "906 online, zero num: 5, one num: 55\n",
      "907 online, zero num: 56, one num: 4\n",
      "908 online, zero num: 56, one num: 4\n",
      "909 online, zero num: 53, one num: 7\n",
      "910 online, zero num: 52, one num: 8\n",
      "911 online, zero num: 60, one num: 0\n",
      "912 online, zero num: 26, one num: 34\n",
      "913 online, zero num: 0, one num: 60\n",
      "914 online, zero num: 0, one num: 60\n",
      "915 online, zero num: 27, one num: 33\n",
      "916 online, zero num: 38, one num: 22\n",
      "917 online, zero num: 3, one num: 57\n",
      "918 online, zero num: 45, one num: 15\n",
      "919 online, zero num: 60, one num: 0\n",
      "920 online, zero num: 60, one num: 0\n",
      "921 online, zero num: 1, one num: 59\n",
      "922 online, zero num: 60, one num: 0\n",
      "923 online, zero num: 39, one num: 21\n",
      "924 online, zero num: 0, one num: 60\n",
      "925 online, zero num: 60, one num: 0\n",
      "926 online, zero num: 50, one num: 10\n",
      "927 online, zero num: 60, one num: 0\n",
      "928 online, zero num: 6, one num: 54\n",
      "929 online, zero num: 50, one num: 10\n",
      "930 online, zero num: 34, one num: 26\n",
      "931 online, zero num: 38, one num: 22\n",
      "932 online, zero num: 15, one num: 45\n",
      "933 online, zero num: 60, one num: 0\n",
      "934 online, zero num: 26, one num: 34\n",
      "935 online, zero num: 60, one num: 0\n",
      "936 online, zero num: 60, one num: 0\n",
      "937 online, zero num: 58, one num: 2\n",
      "938 online, zero num: 58, one num: 2\n",
      "939 online, zero num: 33, one num: 27\n",
      "940 online, zero num: 5, one num: 55\n",
      "941 online, zero num: 60, one num: 0\n",
      "942 online, zero num: 53, one num: 7\n",
      "943 online, zero num: 19, one num: 41\n",
      "944 online, zero num: 11, one num: 49\n",
      "945 online, zero num: 3, one num: 57\n",
      "946 online, zero num: 5, one num: 55\n",
      "947 online, zero num: 32, one num: 28\n",
      "948 online, zero num: 56, one num: 4\n",
      "949 online, zero num: 44, one num: 16\n",
      "950 online, zero num: 59, one num: 1\n",
      "951 online, zero num: 50, one num: 10\n",
      "952 online, zero num: 60, one num: 0\n",
      "953 online, zero num: 59, one num: 1\n",
      "954 online, zero num: 50, one num: 10\n",
      "955 online, zero num: 60, one num: 0\n",
      "956 online, zero num: 0, one num: 60\n",
      "957 online, zero num: 57, one num: 3\n",
      "958 online, zero num: 10, one num: 50\n",
      "959 online, zero num: 37, one num: 23\n",
      "960 online, zero num: 60, one num: 0\n",
      "961 online, zero num: 32, one num: 28\n",
      "962 online, zero num: 10, one num: 50\n",
      "963 online, zero num: 6, one num: 54\n",
      "964 online, zero num: 38, one num: 22\n",
      "965 online, zero num: 0, one num: 60\n",
      "966 online, zero num: 60, one num: 0\n",
      "967 online, zero num: 59, one num: 1\n",
      "968 online, zero num: 60, one num: 0\n",
      "969 online, zero num: 31, one num: 29\n",
      "970 online, zero num: 59, one num: 1\n",
      "971 online, zero num: 27, one num: 33\n",
      "972 online, zero num: 0, one num: 60\n",
      "973 online, zero num: 2, one num: 58\n",
      "974 online, zero num: 0, one num: 60\n",
      "975 online, zero num: 55, one num: 5\n",
      "976 online, zero num: 4, one num: 56\n",
      "977 online, zero num: 48, one num: 12\n",
      "978 online, zero num: 0, one num: 60\n",
      "979 online, zero num: 13, one num: 47\n",
      "980 online, zero num: 5, one num: 55\n",
      "981 online, zero num: 10, one num: 50\n",
      "982 online, zero num: 53, one num: 7\n",
      "983 online, zero num: 29, one num: 31\n",
      "984 online, zero num: 29, one num: 31\n",
      "985 online, zero num: 59, one num: 1\n",
      "986 online, zero num: 1, one num: 59\n",
      "987 online, zero num: 24, one num: 36\n",
      "988 online, zero num: 57, one num: 3\n",
      "989 online, zero num: 1, one num: 59\n",
      "990 online, zero num: 59, one num: 1\n",
      "991 online, zero num: 60, one num: 0\n",
      "992 online, zero num: 0, one num: 60\n",
      "993 online, zero num: 10, one num: 50\n",
      "994 online, zero num: 8, one num: 52\n",
      "995 online, zero num: 57, one num: 3\n",
      "996 online, zero num: 54, one num: 6\n",
      "997 online, zero num: 46, one num: 14\n",
      "998 online, zero num: 0, one num: 60\n",
      "999 online, zero num: 53, one num: 7\n",
      "1000 online, zero num: 59, one num: 1\n",
      "1001 online, zero num: 42, one num: 18\n",
      "1002 online, zero num: 17, one num: 43\n",
      "1003 online, zero num: 7, one num: 53\n",
      "1004 online, zero num: 60, one num: 0\n",
      "1005 online, zero num: 60, one num: 0\n",
      "1006 online, zero num: 20, one num: 40\n",
      "1007 online, zero num: 59, one num: 1\n",
      "1008 online, zero num: 59, one num: 1\n",
      "1009 online, zero num: 22, one num: 38\n",
      "1010 online, zero num: 3, one num: 57\n",
      "1011 online, zero num: 9, one num: 51\n",
      "1012 online, zero num: 27, one num: 33\n",
      "1013 online, zero num: 58, one num: 2\n",
      "1014 online, zero num: 2, one num: 58\n",
      "1015 online, zero num: 56, one num: 4\n",
      "1016 online, zero num: 54, one num: 6\n",
      "1017 online, zero num: 60, one num: 0\n",
      "1018 online, zero num: 11, one num: 49\n",
      "1019 online, zero num: 59, one num: 1\n",
      "1020 online, zero num: 4, one num: 56\n",
      "1021 online, zero num: 12, one num: 48\n",
      "1022 online, zero num: 55, one num: 5\n",
      "1023 online, zero num: 58, one num: 2\n",
      "1024 online, zero num: 60, one num: 0\n",
      "1025 online, zero num: 19, one num: 41\n",
      "1026 online, zero num: 50, one num: 10\n",
      "1027 online, zero num: 37, one num: 23\n",
      "1028 online, zero num: 60, one num: 0\n",
      "1029 online, zero num: 2, one num: 58\n",
      "1030 online, zero num: 46, one num: 14\n",
      "1031 online, zero num: 57, one num: 3\n",
      "1032 online, zero num: 55, one num: 5\n",
      "1033 online, zero num: 60, one num: 0\n",
      "1034 online, zero num: 9, one num: 51\n",
      "1035 online, zero num: 14, one num: 46\n",
      "1036 online, zero num: 4, one num: 56\n",
      "1037 online, zero num: 5, one num: 55\n",
      "1038 online, zero num: 8, one num: 52\n",
      "1039 online, zero num: 60, one num: 0\n",
      "1040 online, zero num: 59, one num: 1\n",
      "1041 online, zero num: 60, one num: 0\n",
      "1042 online, zero num: 58, one num: 2\n",
      "1043 online, zero num: 47, one num: 13\n",
      "1044 online, zero num: 0, one num: 60\n",
      "1045 online, zero num: 58, one num: 2\n",
      "1046 online, zero num: 59, one num: 1\n",
      "1047 online, zero num: 31, one num: 29\n",
      "1048 online, zero num: 50, one num: 10\n",
      "1049 online, zero num: 36, one num: 24\n",
      "1050 online, zero num: 58, one num: 2\n",
      "1051 online, zero num: 60, one num: 0\n",
      "1052 online, zero num: 3, one num: 57\n",
      "1053 online, zero num: 38, one num: 22\n",
      "1054 online, zero num: 50, one num: 10\n",
      "1055 online, zero num: 12, one num: 48\n",
      "1056 online, zero num: 2, one num: 58\n",
      "1057 online, zero num: 0, one num: 60\n",
      "1058 online, zero num: 1, one num: 59\n",
      "1059 online, zero num: 5, one num: 55\n",
      "1060 online, zero num: 5, one num: 55\n",
      "1061 online, zero num: 52, one num: 8\n",
      "1062 online, zero num: 2, one num: 58\n",
      "1063 online, zero num: 4, one num: 56\n",
      "1064 online, zero num: 54, one num: 6\n",
      "1065 online, zero num: 60, one num: 0\n",
      "1066 online, zero num: 29, one num: 31\n",
      "1067 online, zero num: 44, one num: 16\n",
      "1068 online, zero num: 26, one num: 34\n",
      "1069 online, zero num: 57, one num: 3\n",
      "1070 online, zero num: 10, one num: 50\n",
      "1071 online, zero num: 15, one num: 45\n",
      "1072 online, zero num: 60, one num: 0\n",
      "1073 online, zero num: 12, one num: 48\n",
      "1074 online, zero num: 46, one num: 14\n",
      "1075 online, zero num: 4, one num: 56\n",
      "1076 online, zero num: 12, one num: 48\n",
      "1077 online, zero num: 54, one num: 6\n",
      "1078 online, zero num: 58, one num: 2\n",
      "1079 online, zero num: 59, one num: 1\n",
      "1080 online, zero num: 2, one num: 58\n",
      "1081 online, zero num: 60, one num: 0\n",
      "1082 online, zero num: 60, one num: 0\n",
      "1083 online, zero num: 57, one num: 3\n",
      "1084 online, zero num: 44, one num: 16\n",
      "1085 online, zero num: 60, one num: 0\n",
      "1086 online, zero num: 60, one num: 0\n",
      "1087 online, zero num: 60, one num: 0\n",
      "1088 online, zero num: 60, one num: 0\n",
      "1089 online, zero num: 10, one num: 50\n",
      "1090 online, zero num: 58, one num: 2\n",
      "1091 online, zero num: 55, one num: 5\n",
      "1092 online, zero num: 60, one num: 0\n",
      "1093 online, zero num: 31, one num: 29\n",
      "1094 online, zero num: 0, one num: 60\n",
      "1095 online, zero num: 9, one num: 51\n",
      "1096 online, zero num: 58, one num: 2\n",
      "1097 online, zero num: 3, one num: 57\n",
      "1098 online, zero num: 44, one num: 16\n",
      "1099 online, zero num: 2, one num: 58\n",
      "1100 online, zero num: 8, one num: 52\n",
      "1101 online, zero num: 41, one num: 19\n",
      "1102 online, zero num: 2, one num: 58\n",
      "1103 online, zero num: 60, one num: 0\n",
      "1104 online, zero num: 12, one num: 48\n",
      "1105 online, zero num: 49, one num: 11\n",
      "1106 online, zero num: 60, one num: 0\n",
      "1107 online, zero num: 58, one num: 2\n",
      "1108 online, zero num: 45, one num: 15\n",
      "1109 online, zero num: 59, one num: 1\n",
      "1110 online, zero num: 49, one num: 11\n",
      "1111 online, zero num: 56, one num: 4\n",
      "1112 online, zero num: 3, one num: 57\n",
      "1113 online, zero num: 36, one num: 24\n",
      "1114 online, zero num: 13, one num: 47\n",
      "1115 online, zero num: 58, one num: 2\n",
      "1116 online, zero num: 60, one num: 0\n",
      "1117 online, zero num: 37, one num: 23\n",
      "1118 online, zero num: 16, one num: 44\n",
      "1119 online, zero num: 0, one num: 60\n",
      "1120 online, zero num: 0, one num: 60\n",
      "1121 online, zero num: 5, one num: 55\n",
      "1122 online, zero num: 17, one num: 43\n",
      "1123 online, zero num: 21, one num: 39\n",
      "1124 online, zero num: 13, one num: 47\n",
      "1125 online, zero num: 0, one num: 60\n",
      "1126 online, zero num: 12, one num: 48\n",
      "1127 online, zero num: 56, one num: 4\n",
      "1128 online, zero num: 0, one num: 60\n",
      "1129 online, zero num: 40, one num: 20\n",
      "1130 online, zero num: 54, one num: 6\n",
      "1131 online, zero num: 18, one num: 42\n",
      "1132 online, zero num: 59, one num: 1\n",
      "1133 online, zero num: 32, one num: 28\n",
      "1134 online, zero num: 49, one num: 11\n",
      "1135 online, zero num: 0, one num: 60\n",
      "1136 online, zero num: 5, one num: 55\n",
      "1137 online, zero num: 0, one num: 60\n",
      "1138 online, zero num: 59, one num: 1\n",
      "1139 online, zero num: 60, one num: 0\n",
      "1140 online, zero num: 47, one num: 13\n",
      "1141 online, zero num: 60, one num: 0\n",
      "1142 online, zero num: 0, one num: 60\n",
      "1143 online, zero num: 17, one num: 43\n",
      "1144 online, zero num: 59, one num: 1\n",
      "1145 online, zero num: 38, one num: 22\n",
      "1146 online, zero num: 16, one num: 44\n",
      "1147 online, zero num: 25, one num: 35\n",
      "1148 online, zero num: 7, one num: 53\n",
      "1149 online, zero num: 60, one num: 0\n",
      "1150 online, zero num: 60, one num: 0\n",
      "1151 online, zero num: 58, one num: 2\n",
      "1152 online, zero num: 48, one num: 12\n",
      "1153 online, zero num: 60, one num: 0\n",
      "1154 online, zero num: 41, one num: 19\n",
      "1155 online, zero num: 45, one num: 15\n",
      "1156 online, zero num: 0, one num: 60\n",
      "1157 online, zero num: 60, one num: 0\n",
      "1158 online, zero num: 0, one num: 60\n",
      "1159 online, zero num: 36, one num: 24\n",
      "1160 online, zero num: 35, one num: 25\n",
      "1161 online, zero num: 40, one num: 20\n",
      "1162 online, zero num: 4, one num: 56\n",
      "1163 online, zero num: 60, one num: 0\n",
      "1164 online, zero num: 4, one num: 56\n",
      "1165 online, zero num: 58, one num: 2\n",
      "1166 online, zero num: 0, one num: 60\n",
      "1167 online, zero num: 1, one num: 59\n",
      "1168 online, zero num: 18, one num: 42\n",
      "1169 online, zero num: 24, one num: 36\n",
      "1170 online, zero num: 0, one num: 60\n",
      "1171 online, zero num: 0, one num: 60\n",
      "1172 online, zero num: 1, one num: 59\n",
      "1173 online, zero num: 0, one num: 60\n",
      "1174 online, zero num: 59, one num: 1\n",
      "1175 online, zero num: 11, one num: 49\n",
      "1176 online, zero num: 0, one num: 60\n",
      "1177 online, zero num: 45, one num: 15\n",
      "1178 online, zero num: 0, one num: 60\n",
      "1179 online, zero num: 43, one num: 17\n",
      "1180 online, zero num: 3, one num: 57\n",
      "1181 online, zero num: 59, one num: 1\n",
      "1182 online, zero num: 25, one num: 35\n",
      "1183 online, zero num: 35, one num: 25\n",
      "1184 online, zero num: 60, one num: 0\n",
      "1185 online, zero num: 60, one num: 0\n",
      "1186 online, zero num: 0, one num: 60\n",
      "1187 online, zero num: 10, one num: 50\n",
      "1188 online, zero num: 56, one num: 4\n",
      "1189 online, zero num: 60, one num: 0\n",
      "1190 online, zero num: 59, one num: 1\n",
      "1191 online, zero num: 49, one num: 11\n",
      "1192 online, zero num: 14, one num: 46\n",
      "1193 online, zero num: 1, one num: 59\n",
      "1194 online, zero num: 60, one num: 0\n",
      "1195 online, zero num: 15, one num: 45\n",
      "1196 online, zero num: 60, one num: 0\n",
      "1197 online, zero num: 21, one num: 39\n",
      "1198 online, zero num: 60, one num: 0\n",
      "1199 online, zero num: 0, one num: 60\n",
      "1200 online, zero num: 60, one num: 0\n",
      "1201 online, zero num: 4, one num: 56\n",
      "1202 online, zero num: 0, one num: 60\n",
      "1203 online, zero num: 58, one num: 2\n",
      "1204 online, zero num: 0, one num: 60\n",
      "1205 online, zero num: 60, one num: 0\n",
      "1206 online, zero num: 0, one num: 60\n",
      "1207 online, zero num: 60, one num: 0\n",
      "1208 online, zero num: 54, one num: 6\n",
      "1209 online, zero num: 0, one num: 60\n",
      "1210 online, zero num: 51, one num: 9\n",
      "1211 online, zero num: 30, one num: 30\n",
      "1212 online, zero num: 59, one num: 1\n",
      "1213 online, zero num: 26, one num: 34\n",
      "1214 online, zero num: 60, one num: 0\n",
      "1215 online, zero num: 56, one num: 4\n",
      "1216 online, zero num: 59, one num: 1\n",
      "1217 online, zero num: 59, one num: 1\n",
      "1218 online, zero num: 0, one num: 60\n",
      "1219 online, zero num: 28, one num: 32\n",
      "1220 online, zero num: 59, one num: 1\n",
      "1221 online, zero num: 60, one num: 0\n",
      "1222 online, zero num: 19, one num: 41\n",
      "1223 online, zero num: 0, one num: 60\n",
      "1224 online, zero num: 52, one num: 8\n",
      "1225 online, zero num: 53, one num: 7\n",
      "1226 online, zero num: 20, one num: 40\n",
      "1227 online, zero num: 0, one num: 60\n",
      "1228 online, zero num: 55, one num: 5\n",
      "1229 online, zero num: 54, one num: 6\n",
      "1230 online, zero num: 59, one num: 1\n",
      "1231 online, zero num: 60, one num: 0\n",
      "1232 online, zero num: 0, one num: 60\n",
      "1233 online, zero num: 24, one num: 36\n",
      "1234 online, zero num: 60, one num: 0\n",
      "1235 online, zero num: 52, one num: 8\n",
      "1236 online, zero num: 59, one num: 1\n",
      "1237 online, zero num: 11, one num: 49\n",
      "1238 online, zero num: 10, one num: 50\n",
      "1239 online, zero num: 35, one num: 25\n",
      "1240 online, zero num: 5, one num: 55\n",
      "1241 online, zero num: 60, one num: 0\n",
      "1242 online, zero num: 12, one num: 48\n",
      "1243 online, zero num: 9, one num: 51\n",
      "1244 online, zero num: 58, one num: 2\n",
      "1245 online, zero num: 59, one num: 1\n",
      "1246 online, zero num: 25, one num: 35\n",
      "1247 online, zero num: 58, one num: 2\n",
      "1248 online, zero num: 55, one num: 5\n",
      "1249 online, zero num: 34, one num: 26\n",
      "1250 online, zero num: 52, one num: 8\n",
      "1251 online, zero num: 59, one num: 1\n",
      "1252 online, zero num: 60, one num: 0\n",
      "1253 online, zero num: 0, one num: 60\n",
      "1254 online, zero num: 60, one num: 0\n",
      "1255 online, zero num: 44, one num: 16\n",
      "1256 online, zero num: 10, one num: 50\n",
      "1257 online, zero num: 48, one num: 12\n",
      "1258 online, zero num: 0, one num: 60\n",
      "1259 online, zero num: 58, one num: 2\n",
      "1260 online, zero num: 21, one num: 39\n",
      "1261 online, zero num: 57, one num: 3\n",
      "1262 online, zero num: 1, one num: 59\n",
      "1263 online, zero num: 47, one num: 13\n",
      "1264 online, zero num: 57, one num: 3\n",
      "1265 online, zero num: 11, one num: 49\n",
      "1266 online, zero num: 60, one num: 0\n",
      "1267 online, zero num: 41, one num: 19\n",
      "1268 online, zero num: 7, one num: 53\n",
      "1269 online, zero num: 58, one num: 2\n",
      "1270 online, zero num: 15, one num: 45\n",
      "1271 online, zero num: 60, one num: 0\n",
      "1272 online, zero num: 55, one num: 5\n",
      "1273 online, zero num: 42, one num: 18\n",
      "1274 online, zero num: 58, one num: 2\n",
      "1275 online, zero num: 12, one num: 48\n",
      "1276 online, zero num: 60, one num: 0\n",
      "1277 online, zero num: 40, one num: 20\n",
      "1278 online, zero num: 5, one num: 55\n",
      "1279 online, zero num: 31, one num: 29\n",
      "1280 online, zero num: 2, one num: 58\n",
      "1281 online, zero num: 15, one num: 45\n",
      "1282 online, zero num: 60, one num: 0\n",
      "1283 online, zero num: 60, one num: 0\n",
      "1284 online, zero num: 60, one num: 0\n",
      "1285 online, zero num: 1, one num: 59\n",
      "1286 online, zero num: 60, one num: 0\n",
      "1287 online, zero num: 0, one num: 60\n",
      "1288 online, zero num: 35, one num: 25\n",
      "1289 online, zero num: 44, one num: 16\n",
      "1290 online, zero num: 3, one num: 57\n",
      "1291 online, zero num: 43, one num: 17\n",
      "1292 online, zero num: 1, one num: 59\n",
      "1293 online, zero num: 0, one num: 60\n",
      "1294 online, zero num: 34, one num: 26\n",
      "1295 online, zero num: 36, one num: 24\n",
      "1296 online, zero num: 28, one num: 32\n",
      "1297 online, zero num: 60, one num: 0\n",
      "1298 online, zero num: 1, one num: 59\n",
      "1299 online, zero num: 6, one num: 54\n",
      "1300 online, zero num: 56, one num: 4\n",
      "1301 online, zero num: 60, one num: 0\n",
      "1302 online, zero num: 0, one num: 60\n",
      "1303 online, zero num: 49, one num: 11\n",
      "1304 online, zero num: 38, one num: 22\n",
      "1305 online, zero num: 0, one num: 60\n",
      "1306 online, zero num: 25, one num: 35\n",
      "1307 online, zero num: 57, one num: 3\n",
      "1308 online, zero num: 54, one num: 6\n",
      "1309 online, zero num: 0, one num: 60\n",
      "1310 online, zero num: 20, one num: 40\n",
      "1311 online, zero num: 48, one num: 12\n",
      "1312 online, zero num: 49, one num: 11\n",
      "1313 online, zero num: 7, one num: 53\n",
      "1314 online, zero num: 21, one num: 39\n",
      "1315 online, zero num: 53, one num: 7\n",
      "1316 online, zero num: 23, one num: 37\n",
      "1317 online, zero num: 56, one num: 4\n",
      "1318 online, zero num: 0, one num: 60\n",
      "1319 online, zero num: 58, one num: 2\n",
      "1320 online, zero num: 0, one num: 60\n",
      "1321 online, zero num: 58, one num: 2\n",
      "1322 online, zero num: 59, one num: 1\n",
      "1323 online, zero num: 59, one num: 1\n",
      "1324 online, zero num: 60, one num: 0\n",
      "1325 online, zero num: 33, one num: 27\n",
      "1326 online, zero num: 60, one num: 0\n",
      "1327 online, zero num: 12, one num: 48\n",
      "1328 online, zero num: 60, one num: 0\n",
      "1329 online, zero num: 6, one num: 54\n",
      "1330 online, zero num: 60, one num: 0\n",
      "1331 online, zero num: 34, one num: 26\n",
      "1332 online, zero num: 1, one num: 59\n",
      "1333 online, zero num: 50, one num: 10\n",
      "1334 online, zero num: 60, one num: 0\n",
      "1335 online, zero num: 15, one num: 45\n",
      "1336 online, zero num: 0, one num: 60\n",
      "1337 online, zero num: 55, one num: 5\n",
      "1338 online, zero num: 60, one num: 0\n",
      "1339 online, zero num: 47, one num: 13\n",
      "1340 online, zero num: 0, one num: 60\n",
      "1341 online, zero num: 0, one num: 60\n",
      "1342 online, zero num: 35, one num: 25\n",
      "1343 online, zero num: 54, one num: 6\n",
      "1344 online, zero num: 52, one num: 8\n",
      "1345 online, zero num: 17, one num: 43\n",
      "1346 online, zero num: 56, one num: 4\n",
      "1347 online, zero num: 33, one num: 27\n",
      "1348 online, zero num: 59, one num: 1\n",
      "1349 online, zero num: 31, one num: 29\n",
      "1350 online, zero num: 43, one num: 17\n",
      "1351 online, zero num: 3, one num: 57\n",
      "1352 online, zero num: 60, one num: 0\n",
      "1353 online, zero num: 58, one num: 2\n",
      "1354 online, zero num: 59, one num: 1\n",
      "1355 online, zero num: 58, one num: 2\n",
      "1356 online, zero num: 59, one num: 1\n",
      "1357 online, zero num: 58, one num: 2\n",
      "1358 online, zero num: 60, one num: 0\n",
      "1359 online, zero num: 60, one num: 0\n",
      "1360 online, zero num: 0, one num: 60\n",
      "1361 online, zero num: 59, one num: 1\n",
      "1362 online, zero num: 59, one num: 1\n",
      "1363 online, zero num: 59, one num: 1\n",
      "1364 online, zero num: 60, one num: 0\n",
      "1365 online, zero num: 43, one num: 17\n",
      "1366 online, zero num: 56, one num: 4\n",
      "1367 online, zero num: 36, one num: 24\n",
      "1368 online, zero num: 44, one num: 16\n",
      "1369 online, zero num: 59, one num: 1\n",
      "1370 online, zero num: 34, one num: 26\n",
      "1371 online, zero num: 41, one num: 19\n",
      "1372 online, zero num: 52, one num: 8\n",
      "1373 online, zero num: 55, one num: 5\n",
      "1374 online, zero num: 1, one num: 59\n",
      "1375 online, zero num: 1, one num: 59\n",
      "1376 online, zero num: 59, one num: 1\n",
      "1377 online, zero num: 56, one num: 4\n",
      "1378 online, zero num: 50, one num: 10\n",
      "1379 online, zero num: 0, one num: 60\n",
      "1380 online, zero num: 4, one num: 56\n",
      "1381 online, zero num: 9, one num: 51\n",
      "1382 online, zero num: 60, one num: 0\n",
      "1383 online, zero num: 0, one num: 60\n",
      "1384 online, zero num: 58, one num: 2\n",
      "1385 online, zero num: 1, one num: 59\n",
      "1386 online, zero num: 56, one num: 4\n",
      "1387 online, zero num: 45, one num: 15\n",
      "1388 online, zero num: 37, one num: 23\n",
      "1389 online, zero num: 60, one num: 0\n",
      "1390 online, zero num: 35, one num: 25\n",
      "1391 online, zero num: 0, one num: 60\n",
      "1392 online, zero num: 24, one num: 36\n",
      "1393 online, zero num: 1, one num: 59\n",
      "1394 online, zero num: 60, one num: 0\n",
      "1395 online, zero num: 0, one num: 60\n",
      "1396 online, zero num: 60, one num: 0\n",
      "1397 online, zero num: 2, one num: 58\n",
      "1398 online, zero num: 6, one num: 54\n",
      "1399 online, zero num: 4, one num: 56\n",
      "1400 online, zero num: 54, one num: 6\n",
      "1401 online, zero num: 12, one num: 48\n",
      "1402 online, zero num: 45, one num: 15\n",
      "1403 online, zero num: 4, one num: 56\n",
      "1404 online, zero num: 6, one num: 54\n",
      "1405 online, zero num: 2, one num: 58\n",
      "1406 online, zero num: 36, one num: 24\n",
      "1407 online, zero num: 60, one num: 0\n",
      "1408 online, zero num: 0, one num: 60\n",
      "1409 online, zero num: 59, one num: 1\n",
      "1410 online, zero num: 3, one num: 57\n",
      "1411 online, zero num: 39, one num: 21\n",
      "1412 online, zero num: 60, one num: 0\n",
      "1413 online, zero num: 31, one num: 29\n",
      "1414 online, zero num: 10, one num: 50\n",
      "1415 online, zero num: 57, one num: 3\n",
      "1416 online, zero num: 47, one num: 13\n",
      "1417 online, zero num: 0, one num: 60\n",
      "1418 online, zero num: 60, one num: 0\n",
      "1419 online, zero num: 60, one num: 0\n",
      "1420 online, zero num: 15, one num: 45\n",
      "1421 online, zero num: 55, one num: 5\n",
      "1422 online, zero num: 12, one num: 48\n",
      "1423 online, zero num: 60, one num: 0\n",
      "1424 online, zero num: 22, one num: 38\n",
      "1425 online, zero num: 51, one num: 9\n",
      "1426 online, zero num: 5, one num: 55\n",
      "1427 online, zero num: 22, one num: 38\n",
      "1428 online, zero num: 59, one num: 1\n",
      "1429 online, zero num: 60, one num: 0\n",
      "1430 online, zero num: 22, one num: 38\n",
      "1431 online, zero num: 2, one num: 58\n",
      "1432 online, zero num: 33, one num: 27\n",
      "1433 online, zero num: 59, one num: 1\n",
      "1434 online, zero num: 57, one num: 3\n",
      "1435 online, zero num: 12, one num: 48\n",
      "1436 online, zero num: 6, one num: 54\n",
      "1437 online, zero num: 60, one num: 0\n",
      "1438 online, zero num: 54, one num: 6\n",
      "1439 online, zero num: 60, one num: 0\n",
      "1440 online, zero num: 46, one num: 14\n",
      "1441 online, zero num: 60, one num: 0\n",
      "1442 online, zero num: 0, one num: 60\n",
      "1443 online, zero num: 0, one num: 60\n",
      "1444 online, zero num: 53, one num: 7\n",
      "1445 online, zero num: 60, one num: 0\n",
      "1446 online, zero num: 59, one num: 1\n",
      "1447 online, zero num: 20, one num: 40\n",
      "1448 online, zero num: 18, one num: 42\n",
      "1449 online, zero num: 22, one num: 38\n",
      "1450 online, zero num: 57, one num: 3\n",
      "1451 online, zero num: 58, one num: 2\n",
      "1452 online, zero num: 0, one num: 60\n",
      "1453 online, zero num: 9, one num: 51\n",
      "1454 online, zero num: 57, one num: 3\n",
      "1455 online, zero num: 44, one num: 16\n",
      "1456 online, zero num: 35, one num: 25\n",
      "1457 online, zero num: 59, one num: 1\n",
      "1458 online, zero num: 60, one num: 0\n",
      "1459 online, zero num: 7, one num: 53\n",
      "1460 online, zero num: 50, one num: 10\n",
      "1461 online, zero num: 4, one num: 56\n",
      "1462 online, zero num: 51, one num: 9\n",
      "1463 online, zero num: 57, one num: 3\n",
      "1464 online, zero num: 2, one num: 58\n",
      "1465 online, zero num: 59, one num: 1\n",
      "1466 online, zero num: 50, one num: 10\n",
      "1467 online, zero num: 22, one num: 38\n",
      "1468 online, zero num: 0, one num: 60\n",
      "1469 online, zero num: 28, one num: 32\n",
      "1470 online, zero num: 60, one num: 0\n",
      "1471 online, zero num: 60, one num: 0\n",
      "1472 online, zero num: 20, one num: 40\n",
      "1473 online, zero num: 8, one num: 52\n",
      "1474 online, zero num: 17, one num: 43\n",
      "1475 online, zero num: 29, one num: 31\n",
      "1476 online, zero num: 60, one num: 0\n",
      "1477 online, zero num: 11, one num: 49\n",
      "1478 online, zero num: 26, one num: 34\n",
      "1479 online, zero num: 56, one num: 4\n",
      "1480 online, zero num: 23, one num: 37\n",
      "1481 online, zero num: 42, one num: 18\n",
      "1482 online, zero num: 50, one num: 10\n",
      "1483 online, zero num: 60, one num: 0\n",
      "1484 online, zero num: 36, one num: 24\n",
      "1485 online, zero num: 7, one num: 53\n",
      "1486 online, zero num: 6, one num: 54\n",
      "1487 online, zero num: 6, one num: 54\n",
      "1488 online, zero num: 0, one num: 60\n",
      "1489 online, zero num: 60, one num: 0\n",
      "1490 online, zero num: 59, one num: 1\n",
      "1491 online, zero num: 0, one num: 60\n",
      "1492 online, zero num: 1, one num: 59\n",
      "1493 online, zero num: 46, one num: 14\n",
      "1494 online, zero num: 32, one num: 28\n",
      "1495 online, zero num: 59, one num: 1\n",
      "1496 online, zero num: 58, one num: 2\n",
      "1497 online, zero num: 45, one num: 15\n",
      "1498 online, zero num: 0, one num: 60\n",
      "1499 online, zero num: 52, one num: 8\n",
      "1500 online, zero num: 8, one num: 52\n",
      "1501 online, zero num: 60, one num: 0\n",
      "1502 online, zero num: 2, one num: 58\n",
      "1503 online, zero num: 59, one num: 1\n",
      "1504 online, zero num: 60, one num: 0\n",
      "1505 online, zero num: 3, one num: 57\n",
      "1506 online, zero num: 60, one num: 0\n",
      "1507 online, zero num: 0, one num: 60\n",
      "1508 online, zero num: 39, one num: 21\n",
      "1509 online, zero num: 20, one num: 40\n",
      "1510 online, zero num: 48, one num: 12\n",
      "1511 online, zero num: 54, one num: 6\n",
      "1512 online, zero num: 60, one num: 0\n",
      "1513 online, zero num: 60, one num: 0\n",
      "1514 online, zero num: 51, one num: 9\n",
      "1515 online, zero num: 57, one num: 3\n",
      "1516 online, zero num: 60, one num: 0\n",
      "1517 online, zero num: 11, one num: 49\n",
      "1518 online, zero num: 60, one num: 0\n",
      "1519 online, zero num: 0, one num: 60\n",
      "1520 online, zero num: 0, one num: 60\n",
      "1521 online, zero num: 51, one num: 9\n",
      "1522 online, zero num: 39, one num: 21\n",
      "1523 online, zero num: 58, one num: 2\n",
      "1524 online, zero num: 0, one num: 60\n",
      "1525 online, zero num: 5, one num: 55\n",
      "1526 online, zero num: 16, one num: 44\n",
      "1527 online, zero num: 58, one num: 2\n",
      "1528 online, zero num: 6, one num: 54\n",
      "1529 online, zero num: 52, one num: 8\n",
      "1530 online, zero num: 59, one num: 1\n",
      "1531 online, zero num: 4, one num: 56\n",
      "1532 online, zero num: 0, one num: 60\n",
      "1533 online, zero num: 60, one num: 0\n",
      "1534 online, zero num: 51, one num: 9\n",
      "1535 online, zero num: 60, one num: 0\n",
      "1536 online, zero num: 13, one num: 47\n",
      "1537 online, zero num: 0, one num: 60\n",
      "1538 online, zero num: 53, one num: 7\n",
      "1539 online, zero num: 2, one num: 58\n",
      "1540 online, zero num: 55, one num: 5\n",
      "1541 online, zero num: 15, one num: 45\n",
      "1542 online, zero num: 15, one num: 45\n",
      "1543 online, zero num: 0, one num: 60\n",
      "1544 online, zero num: 3, one num: 57\n",
      "1545 online, zero num: 0, one num: 60\n",
      "1546 online, zero num: 60, one num: 0\n",
      "1547 online, zero num: 51, one num: 9\n",
      "1548 online, zero num: 52, one num: 8\n",
      "1549 online, zero num: 60, one num: 0\n",
      "1550 online, zero num: 57, one num: 3\n",
      "1551 online, zero num: 60, one num: 0\n",
      "1552 online, zero num: 48, one num: 12\n",
      "1553 online, zero num: 8, one num: 52\n",
      "1554 online, zero num: 60, one num: 0\n",
      "1555 online, zero num: 56, one num: 4\n",
      "1556 online, zero num: 38, one num: 22\n",
      "1557 online, zero num: 2, one num: 58\n",
      "1558 online, zero num: 58, one num: 2\n",
      "1559 online, zero num: 52, one num: 8\n",
      "1560 online, zero num: 60, one num: 0\n",
      "1561 online, zero num: 23, one num: 37\n",
      "1562 online, zero num: 5, one num: 55\n",
      "1563 online, zero num: 4, one num: 56\n",
      "1564 online, zero num: 25, one num: 35\n",
      "1565 online, zero num: 59, one num: 1\n",
      "1566 online, zero num: 44, one num: 16\n",
      "1567 online, zero num: 60, one num: 0\n",
      "1568 online, zero num: 0, one num: 60\n",
      "1569 online, zero num: 9, one num: 51\n",
      "1570 online, zero num: 19, one num: 41\n",
      "1571 online, zero num: 0, one num: 60\n",
      "1572 online, zero num: 48, one num: 12\n",
      "1573 online, zero num: 43, one num: 17\n",
      "1574 online, zero num: 59, one num: 1\n",
      "1575 online, zero num: 54, one num: 6\n",
      "1576 online, zero num: 17, one num: 43\n",
      "1577 online, zero num: 9, one num: 51\n",
      "1578 online, zero num: 54, one num: 6\n",
      "1579 online, zero num: 60, one num: 0\n",
      "1580 online, zero num: 52, one num: 8\n",
      "1581 online, zero num: 33, one num: 27\n",
      "1582 online, zero num: 60, one num: 0\n",
      "1583 online, zero num: 41, one num: 19\n",
      "1584 online, zero num: 60, one num: 0\n",
      "1585 online, zero num: 26, one num: 34\n",
      "1586 online, zero num: 0, one num: 60\n",
      "1587 online, zero num: 5, one num: 55\n",
      "1588 online, zero num: 54, one num: 6\n",
      "1589 online, zero num: 11, one num: 49\n",
      "1590 online, zero num: 60, one num: 0\n",
      "1591 online, zero num: 19, one num: 41\n",
      "1592 online, zero num: 58, one num: 2\n",
      "1593 online, zero num: 5, one num: 55\n",
      "1594 online, zero num: 24, one num: 36\n",
      "1595 online, zero num: 57, one num: 3\n",
      "1596 online, zero num: 58, one num: 2\n",
      "1597 online, zero num: 16, one num: 44\n",
      "1598 online, zero num: 42, one num: 18\n",
      "1599 online, zero num: 60, one num: 0\n",
      "1600 online, zero num: 60, one num: 0\n",
      "1601 online, zero num: 27, one num: 33\n",
      "1602 online, zero num: 1, one num: 59\n",
      "1603 online, zero num: 60, one num: 0\n",
      "1604 online, zero num: 55, one num: 5\n",
      "1605 online, zero num: 60, one num: 0\n",
      "1606 online, zero num: 60, one num: 0\n",
      "1607 online, zero num: 35, one num: 25\n",
      "1608 online, zero num: 1, one num: 59\n",
      "1609 online, zero num: 1, one num: 59\n",
      "1610 online, zero num: 60, one num: 0\n",
      "1611 online, zero num: 1, one num: 59\n",
      "1612 online, zero num: 56, one num: 4\n",
      "1613 online, zero num: 60, one num: 0\n",
      "1614 online, zero num: 10, one num: 50\n",
      "1615 online, zero num: 1, one num: 59\n",
      "1616 online, zero num: 60, one num: 0\n",
      "1617 online, zero num: 48, one num: 12\n",
      "1618 online, zero num: 24, one num: 36\n",
      "1619 online, zero num: 57, one num: 3\n",
      "1620 online, zero num: 0, one num: 60\n",
      "1621 online, zero num: 50, one num: 10\n",
      "1622 online, zero num: 59, one num: 1\n",
      "1623 online, zero num: 38, one num: 22\n",
      "1624 online, zero num: 54, one num: 6\n",
      "1625 online, zero num: 10, one num: 50\n",
      "1626 online, zero num: 10, one num: 50\n",
      "1627 online, zero num: 0, one num: 60\n",
      "1628 online, zero num: 0, one num: 60\n",
      "1629 online, zero num: 54, one num: 6\n",
      "1630 online, zero num: 5, one num: 55\n",
      "1631 online, zero num: 30, one num: 30\n",
      "1632 online, zero num: 60, one num: 0\n",
      "1633 online, zero num: 58, one num: 2\n",
      "1634 online, zero num: 59, one num: 1\n",
      "1635 online, zero num: 60, one num: 0\n",
      "1636 online, zero num: 40, one num: 20\n",
      "1637 online, zero num: 57, one num: 3\n",
      "1638 online, zero num: 60, one num: 0\n",
      "1639 online, zero num: 5, one num: 55\n",
      "1640 online, zero num: 13, one num: 47\n",
      "1641 online, zero num: 60, one num: 0\n",
      "1642 online, zero num: 58, one num: 2\n",
      "1643 online, zero num: 0, one num: 60\n",
      "1644 online, zero num: 35, one num: 25\n",
      "1645 online, zero num: 3, one num: 57\n",
      "1646 online, zero num: 60, one num: 0\n",
      "1647 online, zero num: 60, one num: 0\n",
      "1648 online, zero num: 59, one num: 1\n",
      "1649 online, zero num: 26, one num: 34\n",
      "1650 online, zero num: 2, one num: 58\n",
      "1651 online, zero num: 55, one num: 5\n",
      "1652 online, zero num: 59, one num: 1\n",
      "1653 online, zero num: 59, one num: 1\n",
      "1654 online, zero num: 48, one num: 12\n",
      "1655 online, zero num: 6, one num: 54\n",
      "1656 online, zero num: 59, one num: 1\n",
      "1657 online, zero num: 55, one num: 5\n",
      "1658 online, zero num: 60, one num: 0\n",
      "1659 online, zero num: 0, one num: 60\n",
      "1660 online, zero num: 60, one num: 0\n",
      "1661 online, zero num: 37, one num: 23\n",
      "1662 online, zero num: 57, one num: 3\n",
      "1663 online, zero num: 60, one num: 0\n",
      "1664 online, zero num: 55, one num: 5\n",
      "1665 online, zero num: 0, one num: 60\n",
      "1666 online, zero num: 3, one num: 57\n",
      "1667 online, zero num: 43, one num: 17\n",
      "1668 online, zero num: 0, one num: 60\n",
      "1669 online, zero num: 60, one num: 0\n",
      "1670 online, zero num: 57, one num: 3\n",
      "1671 online, zero num: 49, one num: 11\n",
      "1672 online, zero num: 5, one num: 55\n",
      "1673 online, zero num: 0, one num: 60\n",
      "1674 online, zero num: 60, one num: 0\n",
      "1675 online, zero num: 0, one num: 60\n",
      "1676 online, zero num: 36, one num: 24\n",
      "1677 online, zero num: 13, one num: 47\n",
      "1678 online, zero num: 43, one num: 17\n",
      "1679 online, zero num: 49, one num: 11\n",
      "1680 online, zero num: 51, one num: 9\n",
      "1681 online, zero num: 7, one num: 53\n",
      "1682 online, zero num: 42, one num: 18\n",
      "1683 online, zero num: 5, one num: 55\n",
      "1684 online, zero num: 60, one num: 0\n",
      "1685 online, zero num: 35, one num: 25\n",
      "1686 online, zero num: 57, one num: 3\n",
      "1687 online, zero num: 53, one num: 7\n",
      "1688 online, zero num: 60, one num: 0\n",
      "1689 online, zero num: 3, one num: 57\n",
      "1690 online, zero num: 7, one num: 53\n",
      "1691 online, zero num: 6, one num: 54\n",
      "1692 online, zero num: 58, one num: 2\n",
      "1693 online, zero num: 56, one num: 4\n",
      "1694 online, zero num: 46, one num: 14\n",
      "1695 online, zero num: 16, one num: 44\n",
      "1696 online, zero num: 17, one num: 43\n",
      "1697 online, zero num: 53, one num: 7\n",
      "1698 online, zero num: 3, one num: 57\n",
      "1699 online, zero num: 57, one num: 3\n",
      "1700 online, zero num: 0, one num: 60\n",
      "1701 online, zero num: 60, one num: 0\n",
      "1702 online, zero num: 17, one num: 43\n",
      "1703 online, zero num: 33, one num: 27\n",
      "1704 online, zero num: 60, one num: 0\n",
      "1705 online, zero num: 59, one num: 1\n",
      "1706 online, zero num: 27, one num: 33\n",
      "1707 online, zero num: 0, one num: 60\n",
      "1708 online, zero num: 1, one num: 59\n",
      "1709 online, zero num: 41, one num: 19\n",
      "1710 online, zero num: 53, one num: 7\n",
      "1711 online, zero num: 0, one num: 60\n",
      "1712 online, zero num: 56, one num: 4\n",
      "1713 online, zero num: 59, one num: 1\n",
      "1714 online, zero num: 40, one num: 20\n",
      "1715 online, zero num: 3, one num: 57\n",
      "1716 online, zero num: 60, one num: 0\n",
      "1717 online, zero num: 20, one num: 40\n",
      "1718 online, zero num: 2, one num: 58\n",
      "1719 online, zero num: 35, one num: 25\n",
      "1720 online, zero num: 60, one num: 0\n",
      "1721 online, zero num: 19, one num: 41\n",
      "1722 online, zero num: 56, one num: 4\n",
      "1723 online, zero num: 0, one num: 60\n",
      "1724 online, zero num: 52, one num: 8\n",
      "1725 online, zero num: 59, one num: 1\n",
      "1726 online, zero num: 35, one num: 25\n",
      "1727 online, zero num: 7, one num: 53\n",
      "1728 online, zero num: 53, one num: 7\n",
      "1729 online, zero num: 60, one num: 0\n",
      "1730 online, zero num: 60, one num: 0\n",
      "1731 online, zero num: 59, one num: 1\n",
      "1732 online, zero num: 43, one num: 17\n",
      "1733 online, zero num: 50, one num: 10\n",
      "1734 online, zero num: 0, one num: 60\n",
      "1735 online, zero num: 57, one num: 3\n",
      "1736 online, zero num: 3, one num: 57\n",
      "1737 online, zero num: 7, one num: 53\n",
      "1738 online, zero num: 56, one num: 4\n",
      "1739 online, zero num: 1, one num: 59\n",
      "1740 online, zero num: 40, one num: 20\n",
      "1741 online, zero num: 58, one num: 2\n",
      "1742 online, zero num: 54, one num: 6\n",
      "1743 online, zero num: 60, one num: 0\n",
      "1744 online, zero num: 60, one num: 0\n",
      "1745 online, zero num: 45, one num: 15\n",
      "1746 online, zero num: 60, one num: 0\n",
      "1747 online, zero num: 22, one num: 38\n",
      "1748 online, zero num: 57, one num: 3\n",
      "1749 online, zero num: 59, one num: 1\n",
      "1750 online, zero num: 60, one num: 0\n",
      "1751 online, zero num: 0, one num: 60\n",
      "1752 online, zero num: 51, one num: 9\n",
      "1753 online, zero num: 59, one num: 1\n",
      "1754 online, zero num: 0, one num: 60\n",
      "1755 online, zero num: 60, one num: 0\n",
      "1756 online, zero num: 60, one num: 0\n",
      "1757 online, zero num: 59, one num: 1\n",
      "1758 online, zero num: 42, one num: 18\n",
      "1759 online, zero num: 15, one num: 45\n",
      "1760 online, zero num: 60, one num: 0\n",
      "1761 online, zero num: 16, one num: 44\n",
      "1762 online, zero num: 60, one num: 0\n",
      "1763 online, zero num: 4, one num: 56\n",
      "1764 online, zero num: 54, one num: 6\n",
      "1765 online, zero num: 9, one num: 51\n",
      "1766 online, zero num: 28, one num: 32\n",
      "1767 online, zero num: 58, one num: 2\n",
      "1768 online, zero num: 60, one num: 0\n",
      "1769 online, zero num: 35, one num: 25\n",
      "1770 online, zero num: 0, one num: 60\n",
      "1771 online, zero num: 23, one num: 37\n",
      "1772 online, zero num: 41, one num: 19\n",
      "1773 online, zero num: 15, one num: 45\n",
      "1774 online, zero num: 60, one num: 0\n",
      "1775 online, zero num: 1, one num: 59\n",
      "1776 online, zero num: 60, one num: 0\n",
      "1777 online, zero num: 48, one num: 12\n",
      "1778 online, zero num: 22, one num: 38\n",
      "1779 online, zero num: 60, one num: 0\n",
      "1780 online, zero num: 2, one num: 58\n",
      "1781 online, zero num: 14, one num: 46\n",
      "1782 online, zero num: 55, one num: 5\n",
      "1783 online, zero num: 60, one num: 0\n",
      "1784 online, zero num: 59, one num: 1\n",
      "1785 online, zero num: 25, one num: 35\n",
      "1786 online, zero num: 5, one num: 55\n",
      "1787 online, zero num: 41, one num: 19\n",
      "1788 online, zero num: 57, one num: 3\n",
      "1789 online, zero num: 56, one num: 4\n",
      "1790 online, zero num: 53, one num: 7\n",
      "1791 online, zero num: 29, one num: 31\n",
      "1792 online, zero num: 0, one num: 60\n",
      "1793 online, zero num: 15, one num: 45\n",
      "1794 online, zero num: 60, one num: 0\n",
      "1795 online, zero num: 48, one num: 12\n",
      "1796 online, zero num: 45, one num: 15\n",
      "1797 online, zero num: 16, one num: 44\n",
      "1798 online, zero num: 46, one num: 14\n",
      "1799 online, zero num: 32, one num: 28\n",
      "1800 online, zero num: 57, one num: 3\n",
      "1801 online, zero num: 60, one num: 0\n",
      "1802 online, zero num: 59, one num: 1\n",
      "1803 online, zero num: 50, one num: 10\n",
      "1804 online, zero num: 58, one num: 2\n",
      "1805 online, zero num: 53, one num: 7\n",
      "1806 online, zero num: 59, one num: 1\n",
      "1807 online, zero num: 57, one num: 3\n",
      "1808 online, zero num: 60, one num: 0\n",
      "1809 online, zero num: 0, one num: 60\n",
      "1810 online, zero num: 59, one num: 1\n",
      "1811 online, zero num: 56, one num: 4\n",
      "1812 online, zero num: 42, one num: 18\n",
      "1813 online, zero num: 10, one num: 50\n",
      "1814 online, zero num: 60, one num: 0\n",
      "1815 online, zero num: 51, one num: 9\n",
      "1816 online, zero num: 0, one num: 60\n",
      "1817 online, zero num: 60, one num: 0\n",
      "1818 online, zero num: 59, one num: 1\n",
      "1819 online, zero num: 4, one num: 56\n",
      "1820 online, zero num: 7, one num: 53\n",
      "1821 online, zero num: 27, one num: 33\n",
      "1822 online, zero num: 53, one num: 7\n",
      "1823 online, zero num: 59, one num: 1\n",
      "1824 online, zero num: 27, one num: 33\n",
      "1825 online, zero num: 57, one num: 3\n",
      "1826 online, zero num: 20, one num: 40\n",
      "1827 online, zero num: 60, one num: 0\n",
      "1828 online, zero num: 22, one num: 38\n",
      "1829 online, zero num: 28, one num: 32\n",
      "1830 online, zero num: 51, one num: 9\n",
      "1831 online, zero num: 0, one num: 60\n",
      "1832 online, zero num: 58, one num: 2\n",
      "1833 online, zero num: 12, one num: 48\n",
      "1834 online, zero num: 60, one num: 0\n",
      "1835 online, zero num: 59, one num: 1\n",
      "1836 online, zero num: 41, one num: 19\n",
      "1837 online, zero num: 44, one num: 16\n",
      "1838 online, zero num: 1, one num: 59\n",
      "1839 online, zero num: 60, one num: 0\n",
      "1840 online, zero num: 21, one num: 39\n",
      "1841 online, zero num: 28, one num: 32\n",
      "1842 online, zero num: 2, one num: 58\n",
      "1843 online, zero num: 33, one num: 27\n",
      "1844 online, zero num: 56, one num: 4\n",
      "1845 online, zero num: 7, one num: 53\n",
      "1846 online, zero num: 59, one num: 1\n",
      "1847 online, zero num: 0, one num: 60\n",
      "1848 online, zero num: 2, one num: 58\n",
      "1849 online, zero num: 59, one num: 1\n",
      "1850 online, zero num: 41, one num: 19\n",
      "1851 online, zero num: 59, one num: 1\n",
      "1852 online, zero num: 53, one num: 7\n",
      "1853 online, zero num: 21, one num: 39\n",
      "1854 online, zero num: 60, one num: 0\n",
      "1855 online, zero num: 60, one num: 0\n",
      "1856 online, zero num: 60, one num: 0\n",
      "1857 online, zero num: 55, one num: 5\n",
      "1858 online, zero num: 2, one num: 58\n",
      "1859 online, zero num: 5, one num: 55\n",
      "1860 online, zero num: 60, one num: 0\n",
      "1861 online, zero num: 44, one num: 16\n",
      "1862 online, zero num: 6, one num: 54\n",
      "1863 online, zero num: 1, one num: 59\n",
      "1864 online, zero num: 41, one num: 19\n",
      "1865 online, zero num: 19, one num: 41\n",
      "1866 online, zero num: 14, one num: 46\n",
      "1867 online, zero num: 59, one num: 1\n",
      "1868 online, zero num: 2, one num: 58\n",
      "1869 online, zero num: 25, one num: 35\n",
      "1870 online, zero num: 0, one num: 60\n",
      "1871 online, zero num: 48, one num: 12\n",
      "1872 online, zero num: 0, one num: 60\n",
      "1873 online, zero num: 59, one num: 1\n",
      "1874 online, zero num: 2, one num: 58\n",
      "1875 online, zero num: 60, one num: 0\n",
      "1876 online, zero num: 18, one num: 42\n",
      "1877 online, zero num: 55, one num: 5\n",
      "1878 online, zero num: 53, one num: 7\n",
      "1879 online, zero num: 55, one num: 5\n",
      "1880 online, zero num: 60, one num: 0\n",
      "1881 online, zero num: 50, one num: 10\n",
      "1882 online, zero num: 55, one num: 5\n",
      "1883 online, zero num: 0, one num: 60\n",
      "1884 online, zero num: 44, one num: 16\n",
      "1885 online, zero num: 45, one num: 15\n",
      "1886 online, zero num: 58, one num: 2\n",
      "1887 online, zero num: 56, one num: 4\n",
      "1888 online, zero num: 0, one num: 60\n",
      "1889 online, zero num: 0, one num: 60\n",
      "1890 online, zero num: 21, one num: 39\n",
      "1891 online, zero num: 49, one num: 11\n",
      "1892 online, zero num: 0, one num: 60\n",
      "1893 online, zero num: 54, one num: 6\n",
      "1894 online, zero num: 22, one num: 38\n",
      "1895 online, zero num: 59, one num: 1\n",
      "1896 online, zero num: 26, one num: 34\n",
      "1897 online, zero num: 58, one num: 2\n",
      "1898 online, zero num: 60, one num: 0\n",
      "1899 online, zero num: 6, one num: 54\n",
      "1900 online, zero num: 52, one num: 8\n",
      "1901 online, zero num: 59, one num: 1\n",
      "1902 online, zero num: 44, one num: 16\n",
      "1903 online, zero num: 60, one num: 0\n",
      "1904 online, zero num: 35, one num: 25\n",
      "1905 online, zero num: 0, one num: 60\n",
      "1906 online, zero num: 54, one num: 6\n",
      "1907 online, zero num: 33, one num: 27\n",
      "1908 online, zero num: 54, one num: 6\n",
      "1909 online, zero num: 53, one num: 7\n",
      "1910 online, zero num: 59, one num: 1\n",
      "1911 online, zero num: 57, one num: 3\n",
      "1912 online, zero num: 60, one num: 0\n",
      "1913 online, zero num: 40, one num: 20\n",
      "1914 online, zero num: 60, one num: 0\n",
      "1915 online, zero num: 60, one num: 0\n",
      "1916 online, zero num: 58, one num: 2\n",
      "1917 online, zero num: 48, one num: 12\n",
      "1918 online, zero num: 60, one num: 0\n",
      "1919 online, zero num: 53, one num: 7\n",
      "1920 online, zero num: 57, one num: 3\n",
      "1921 online, zero num: 2, one num: 58\n",
      "1922 online, zero num: 57, one num: 3\n",
      "1923 online, zero num: 14, one num: 46\n",
      "1924 online, zero num: 12, one num: 48\n",
      "1925 online, zero num: 28, one num: 32\n",
      "1926 online, zero num: 3, one num: 57\n",
      "1927 online, zero num: 53, one num: 7\n",
      "1928 online, zero num: 56, one num: 4\n",
      "1929 online, zero num: 52, one num: 8\n",
      "1930 online, zero num: 4, one num: 56\n",
      "1931 online, zero num: 0, one num: 60\n",
      "1932 online, zero num: 54, one num: 6\n",
      "1933 online, zero num: 58, one num: 2\n",
      "1934 online, zero num: 19, one num: 41\n",
      "1935 online, zero num: 32, one num: 28\n",
      "1936 online, zero num: 9, one num: 51\n",
      "1937 online, zero num: 9, one num: 51\n",
      "1938 online, zero num: 4, one num: 56\n",
      "1939 online, zero num: 28, one num: 32\n",
      "1940 online, zero num: 12, one num: 48\n",
      "1941 online, zero num: 58, one num: 2\n",
      "1942 online, zero num: 60, one num: 0\n",
      "1943 online, zero num: 27, one num: 33\n",
      "1944 online, zero num: 25, one num: 35\n",
      "1945 online, zero num: 13, one num: 47\n",
      "1946 online, zero num: 14, one num: 46\n",
      "1947 online, zero num: 14, one num: 46\n",
      "1948 online, zero num: 55, one num: 5\n",
      "1949 online, zero num: 53, one num: 7\n",
      "1950 online, zero num: 60, one num: 0\n",
      "1951 online, zero num: 59, one num: 1\n",
      "1952 online, zero num: 17, one num: 43\n",
      "1953 online, zero num: 23, one num: 37\n",
      "1954 online, zero num: 41, one num: 19\n",
      "1955 online, zero num: 2, one num: 58\n",
      "1956 online, zero num: 53, one num: 7\n",
      "1957 online, zero num: 44, one num: 16\n",
      "1958 online, zero num: 37, one num: 23\n",
      "1959 online, zero num: 60, one num: 0\n",
      "1960 online, zero num: 9, one num: 51\n",
      "1961 online, zero num: 3, one num: 57\n",
      "1962 online, zero num: 60, one num: 0\n",
      "1963 online, zero num: 13, one num: 47\n",
      "1964 online, zero num: 14, one num: 46\n",
      "1965 online, zero num: 55, one num: 5\n",
      "1966 online, zero num: 60, one num: 0\n",
      "1967 online, zero num: 28, one num: 32\n",
      "1968 online, zero num: 60, one num: 0\n",
      "1969 online, zero num: 52, one num: 8\n",
      "1970 online, zero num: 0, one num: 60\n",
      "1971 online, zero num: 59, one num: 1\n",
      "1972 online, zero num: 60, one num: 0\n",
      "1973 online, zero num: 6, one num: 54\n",
      "1974 online, zero num: 60, one num: 0\n",
      "1975 online, zero num: 59, one num: 1\n",
      "1976 online, zero num: 58, one num: 2\n",
      "1977 online, zero num: 3, one num: 57\n",
      "1978 online, zero num: 15, one num: 45\n",
      "1979 online, zero num: 60, one num: 0\n",
      "1980 online, zero num: 60, one num: 0\n",
      "1981 online, zero num: 52, one num: 8\n",
      "1982 online, zero num: 60, one num: 0\n",
      "1983 online, zero num: 9, one num: 51\n",
      "1984 online, zero num: 0, one num: 60\n",
      "1985 online, zero num: 45, one num: 15\n",
      "1986 online, zero num: 60, one num: 0\n",
      "1987 online, zero num: 0, one num: 60\n",
      "1988 online, zero num: 17, one num: 43\n",
      "1989 online, zero num: 53, one num: 7\n",
      "1990 online, zero num: 60, one num: 0\n",
      "1991 online, zero num: 43, one num: 17\n",
      "1992 online, zero num: 56, one num: 4\n",
      "1993 online, zero num: 40, one num: 20\n",
      "1994 online, zero num: 60, one num: 0\n",
      "1995 online, zero num: 60, one num: 0\n",
      "1996 online, zero num: 60, one num: 0\n",
      "1997 online, zero num: 57, one num: 3\n",
      "1998 online, zero num: 12, one num: 48\n",
      "1999 online, zero num: 60, one num: 0\n",
      "0.8595\n"
     ]
    }
   ],
   "source": [
    "from scipy import misc\n",
    "total_equal = 0\n",
    "for i in range(2000):\n",
    "    test_batch_x = test_x_noshuffle[i].reshape(60, 101, 101)\n",
    "    temp_list = []\n",
    "    for j in range(60):\n",
    "        temp_list.append(misc.imresize(test_batch_x[j], (128, 128)))\n",
    "    test_batch_x = np.asarray(temp_list, dtype=np.uint8)\n",
    "    test_results = sess.run(y_conv, feed_dict={x: test_batch_x, keep_prob: 1.0})\n",
    "    test_results = np.apply_along_axis(lambda x: np.argmax(x), 1, test_results)\n",
    "    zero_num = (test_results == 0).sum()\n",
    "    one_num = (test_results == 1).sum()\n",
    "    print(\"%d online, zero num: %d, one num: %d\" % (i, zero_num, one_num))\n",
    "    if zero_num > one_num and test_y_noshuffle[i] < 20:\n",
    "        total_equal += 1\n",
    "    if zero_num < one_num and test_y_noshuffle[i] >= 20:\n",
    "        total_equal += 1\n",
    "\n",
    "print(total_equal / 2000.0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.0\n"
     ]
    }
   ],
   "source": [
    "from scipy import misc\n",
    "total_equal = 0\n",
    "label_test_y = []\n",
    "for i in range(2000):\n",
    "    test_batch_x = test_x_noshuffle[i].reshape(60, 101, 101)\n",
    "    temp_list = []\n",
    "    for j in range(60):\n",
    "        temp_list.append(misc.imresize(test_batch_x[j], (128, 128)))\n",
    "    test_batch_x = np.asarray(temp_list, dtype=np.uint8)\n",
    "    test_results = sess.run(y_conv, feed_dict={x: test_batch_x, keep_prob: 1.0})\n",
    "    test_results = np.apply_along_axis(lambda x: np.argmax(x), 1, test_results)\n",
    "    zero_num = (test_results == 0).sum()\n",
    "    one_num = (test_results == 1).sum()\n",
    "    label_test_y.append(0.0 if zero_num >= one_num else 1.0)\n",
    "\n",
    "np.save(\"data/label_test_y\", label_test_y)\n",
    "print(total_equal / 2000.0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 0.0,\n",
       " 1.0,\n",
       " 0.0,\n",
       " ...]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "label_test_y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.8585\n"
     ]
    }
   ],
   "source": [
    "total_equal = 0\n",
    "for i in range(2000):\n",
    "    label = 1.0 if test_y_noshuffle[i] > 20 else 0\n",
    "    if label_test_y[i] == label:\n",
    "        total_equal += 1\n",
    "print(total_equal / 2000.)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Online Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "online_test_x = np.load(\"online_test_x.npy\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "saver = tf.train.Saver()\n",
    "saver.restore(sess, \"my_model/4_level_cnn/cnn-119\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 online, zero num: 39, one num: 21\n",
      "1 online, zero num: 56, one num: 4\n",
      "2 online, zero num: 58, one num: 2\n",
      "3 online, zero num: 53, one num: 7\n",
      "4 online, zero num: 48, one num: 12\n",
      "5 online, zero num: 50, one num: 10\n",
      "6 online, zero num: 55, one num: 5\n",
      "7 online, zero num: 56, one num: 4\n",
      "8 online, zero num: 52, one num: 8\n",
      "9 online, zero num: 56, one num: 4\n",
      "10 online, zero num: 57, one num: 3\n",
      "11 online, zero num: 60, one num: 0\n",
      "12 online, zero num: 51, one num: 9\n",
      "13 online, zero num: 57, one num: 3\n",
      "14 online, zero num: 57, one num: 3\n",
      "15 online, zero num: 54, one num: 6\n",
      "16 online, zero num: 54, one num: 6\n",
      "17 online, zero num: 58, one num: 2\n",
      "18 online, zero num: 46, one num: 14\n",
      "19 online, zero num: 45, one num: 15\n",
      "20 online, zero num: 59, one num: 1\n",
      "21 online, zero num: 46, one num: 14\n",
      "22 online, zero num: 49, one num: 11\n",
      "23 online, zero num: 58, one num: 2\n",
      "24 online, zero num: 55, one num: 5\n",
      "25 online, zero num: 54, one num: 6\n",
      "26 online, zero num: 59, one num: 1\n",
      "27 online, zero num: 50, one num: 10\n",
      "28 online, zero num: 54, one num: 6\n",
      "29 online, zero num: 45, one num: 15\n",
      "30 online, zero num: 57, one num: 3\n",
      "31 online, zero num: 58, one num: 2\n",
      "32 online, zero num: 48, one num: 12\n",
      "33 online, zero num: 44, one num: 16\n",
      "34 online, zero num: 58, one num: 2\n",
      "35 online, zero num: 56, one num: 4\n",
      "36 online, zero num: 51, one num: 9\n",
      "37 online, zero num: 52, one num: 8\n",
      "38 online, zero num: 48, one num: 12\n",
      "39 online, zero num: 52, one num: 8\n",
      "40 online, zero num: 56, one num: 4\n",
      "41 online, zero num: 40, one num: 20\n",
      "42 online, zero num: 53, one num: 7\n",
      "43 online, zero num: 54, one num: 6\n",
      "44 online, zero num: 51, one num: 9\n",
      "45 online, zero num: 59, one num: 1\n",
      "46 online, zero num: 59, one num: 1\n",
      "47 online, zero num: 55, one num: 5\n",
      "48 online, zero num: 55, one num: 5\n",
      "49 online, zero num: 45, one num: 15\n",
      "50 online, zero num: 51, one num: 9\n",
      "51 online, zero num: 48, one num: 12\n",
      "52 online, zero num: 43, one num: 17\n",
      "53 online, zero num: 53, one num: 7\n",
      "54 online, zero num: 48, one num: 12\n",
      "55 online, zero num: 57, one num: 3\n",
      "56 online, zero num: 49, one num: 11\n",
      "57 online, zero num: 57, one num: 3\n",
      "58 online, zero num: 55, one num: 5\n",
      "59 online, zero num: 54, one num: 6\n",
      "60 online, zero num: 60, one num: 0\n",
      "61 online, zero num: 60, one num: 0\n",
      "62 online, zero num: 50, one num: 10\n",
      "63 online, zero num: 57, one num: 3\n",
      "64 online, zero num: 59, one num: 1\n",
      "65 online, zero num: 55, one num: 5\n",
      "66 online, zero num: 59, one num: 1\n",
      "67 online, zero num: 54, one num: 6\n",
      "68 online, zero num: 51, one num: 9\n",
      "69 online, zero num: 56, one num: 4\n",
      "70 online, zero num: 40, one num: 20\n",
      "71 online, zero num: 59, one num: 1\n",
      "72 online, zero num: 54, one num: 6\n",
      "73 online, zero num: 46, one num: 14\n",
      "74 online, zero num: 49, one num: 11\n",
      "75 online, zero num: 47, one num: 13\n",
      "76 online, zero num: 53, one num: 7\n",
      "77 online, zero num: 54, one num: 6\n",
      "78 online, zero num: 50, one num: 10\n",
      "79 online, zero num: 57, one num: 3\n",
      "80 online, zero num: 58, one num: 2\n",
      "81 online, zero num: 59, one num: 1\n",
      "82 online, zero num: 57, one num: 3\n",
      "83 online, zero num: 56, one num: 4\n",
      "84 online, zero num: 58, one num: 2\n",
      "85 online, zero num: 59, one num: 1\n",
      "86 online, zero num: 59, one num: 1\n",
      "87 online, zero num: 57, one num: 3\n",
      "88 online, zero num: 54, one num: 6\n",
      "89 online, zero num: 60, one num: 0\n",
      "90 online, zero num: 39, one num: 21\n",
      "91 online, zero num: 52, one num: 8\n",
      "92 online, zero num: 56, one num: 4\n",
      "93 online, zero num: 45, one num: 15\n",
      "94 online, zero num: 57, one num: 3\n",
      "95 online, zero num: 54, one num: 6\n",
      "96 online, zero num: 57, one num: 3\n",
      "97 online, zero num: 51, one num: 9\n",
      "98 online, zero num: 55, one num: 5\n",
      "99 online, zero num: 56, one num: 4\n",
      "100 online, zero num: 56, one num: 4\n",
      "101 online, zero num: 59, one num: 1\n",
      "102 online, zero num: 52, one num: 8\n",
      "103 online, zero num: 53, one num: 7\n",
      "104 online, zero num: 50, one num: 10\n",
      "105 online, zero num: 56, one num: 4\n",
      "106 online, zero num: 55, one num: 5\n",
      "107 online, zero num: 58, one num: 2\n",
      "108 online, zero num: 60, one num: 0\n",
      "109 online, zero num: 58, one num: 2\n",
      "110 online, zero num: 54, one num: 6\n",
      "111 online, zero num: 60, one num: 0\n",
      "112 online, zero num: 58, one num: 2\n",
      "113 online, zero num: 58, one num: 2\n",
      "114 online, zero num: 56, one num: 4\n",
      "115 online, zero num: 56, one num: 4\n",
      "116 online, zero num: 59, one num: 1\n",
      "117 online, zero num: 57, one num: 3\n",
      "118 online, zero num: 51, one num: 9\n",
      "119 online, zero num: 54, one num: 6\n",
      "120 online, zero num: 59, one num: 1\n",
      "121 online, zero num: 56, one num: 4\n",
      "122 online, zero num: 54, one num: 6\n",
      "123 online, zero num: 56, one num: 4\n",
      "124 online, zero num: 60, one num: 0\n",
      "125 online, zero num: 60, one num: 0\n",
      "126 online, zero num: 57, one num: 3\n",
      "127 online, zero num: 60, one num: 0\n",
      "128 online, zero num: 58, one num: 2\n",
      "129 online, zero num: 57, one num: 3\n",
      "130 online, zero num: 60, one num: 0\n",
      "131 online, zero num: 60, one num: 0\n",
      "132 online, zero num: 60, one num: 0\n",
      "133 online, zero num: 46, one num: 14\n",
      "134 online, zero num: 49, one num: 11\n",
      "135 online, zero num: 58, one num: 2\n",
      "136 online, zero num: 47, one num: 13\n",
      "137 online, zero num: 55, one num: 5\n",
      "138 online, zero num: 56, one num: 4\n",
      "139 online, zero num: 59, one num: 1\n",
      "140 online, zero num: 60, one num: 0\n",
      "141 online, zero num: 54, one num: 6\n",
      "142 online, zero num: 59, one num: 1\n",
      "143 online, zero num: 60, one num: 0\n",
      "144 online, zero num: 60, one num: 0\n",
      "145 online, zero num: 53, one num: 7\n",
      "146 online, zero num: 57, one num: 3\n",
      "147 online, zero num: 59, one num: 1\n",
      "148 online, zero num: 54, one num: 6\n",
      "149 online, zero num: 58, one num: 2\n",
      "150 online, zero num: 60, one num: 0\n",
      "151 online, zero num: 55, one num: 5\n",
      "152 online, zero num: 44, one num: 16\n",
      "153 online, zero num: 57, one num: 3\n",
      "154 online, zero num: 50, one num: 10\n",
      "155 online, zero num: 51, one num: 9\n",
      "156 online, zero num: 52, one num: 8\n",
      "157 online, zero num: 45, one num: 15\n",
      "158 online, zero num: 56, one num: 4\n",
      "159 online, zero num: 56, one num: 4\n",
      "160 online, zero num: 58, one num: 2\n",
      "161 online, zero num: 57, one num: 3\n",
      "162 online, zero num: 55, one num: 5\n",
      "163 online, zero num: 57, one num: 3\n",
      "164 online, zero num: 47, one num: 13\n",
      "165 online, zero num: 55, one num: 5\n",
      "166 online, zero num: 58, one num: 2\n",
      "167 online, zero num: 53, one num: 7\n",
      "168 online, zero num: 53, one num: 7\n",
      "169 online, zero num: 53, one num: 7\n",
      "170 online, zero num: 46, one num: 14\n",
      "171 online, zero num: 57, one num: 3\n",
      "172 online, zero num: 49, one num: 11\n",
      "173 online, zero num: 55, one num: 5\n",
      "174 online, zero num: 50, one num: 10\n",
      "175 online, zero num: 51, one num: 9\n",
      "176 online, zero num: 46, one num: 14\n",
      "177 online, zero num: 54, one num: 6\n",
      "178 online, zero num: 59, one num: 1\n",
      "179 online, zero num: 51, one num: 9\n",
      "180 online, zero num: 51, one num: 9\n",
      "181 online, zero num: 54, one num: 6\n",
      "182 online, zero num: 50, one num: 10\n",
      "183 online, zero num: 54, one num: 6\n",
      "184 online, zero num: 48, one num: 12\n",
      "185 online, zero num: 48, one num: 12\n",
      "186 online, zero num: 58, one num: 2\n",
      "187 online, zero num: 53, one num: 7\n",
      "188 online, zero num: 51, one num: 9\n",
      "189 online, zero num: 59, one num: 1\n",
      "190 online, zero num: 59, one num: 1\n",
      "191 online, zero num: 60, one num: 0\n",
      "192 online, zero num: 51, one num: 9\n",
      "193 online, zero num: 54, one num: 6\n",
      "194 online, zero num: 39, one num: 21\n",
      "195 online, zero num: 52, one num: 8\n",
      "196 online, zero num: 54, one num: 6\n",
      "197 online, zero num: 59, one num: 1\n",
      "198 online, zero num: 48, one num: 12\n",
      "199 online, zero num: 45, one num: 15\n",
      "200 online, zero num: 60, one num: 0\n",
      "201 online, zero num: 56, one num: 4\n",
      "202 online, zero num: 54, one num: 6\n",
      "203 online, zero num: 57, one num: 3\n",
      "204 online, zero num: 60, one num: 0\n",
      "205 online, zero num: 49, one num: 11\n",
      "206 online, zero num: 41, one num: 19\n",
      "207 online, zero num: 47, one num: 13\n",
      "208 online, zero num: 45, one num: 15\n",
      "209 online, zero num: 46, one num: 14\n",
      "210 online, zero num: 59, one num: 1\n",
      "211 online, zero num: 58, one num: 2\n",
      "212 online, zero num: 57, one num: 3\n",
      "213 online, zero num: 59, one num: 1\n",
      "214 online, zero num: 60, one num: 0\n",
      "215 online, zero num: 52, one num: 8\n",
      "216 online, zero num: 60, one num: 0\n",
      "217 online, zero num: 59, one num: 1\n",
      "218 online, zero num: 57, one num: 3\n",
      "219 online, zero num: 56, one num: 4\n",
      "220 online, zero num: 60, one num: 0\n",
      "221 online, zero num: 52, one num: 8\n",
      "222 online, zero num: 56, one num: 4\n",
      "223 online, zero num: 57, one num: 3\n",
      "224 online, zero num: 60, one num: 0\n",
      "225 online, zero num: 60, one num: 0\n",
      "226 online, zero num: 59, one num: 1\n",
      "227 online, zero num: 60, one num: 0\n",
      "228 online, zero num: 60, one num: 0\n",
      "229 online, zero num: 60, one num: 0\n",
      "230 online, zero num: 59, one num: 1\n",
      "231 online, zero num: 60, one num: 0\n",
      "232 online, zero num: 60, one num: 0\n",
      "233 online, zero num: 60, one num: 0\n",
      "234 online, zero num: 60, one num: 0\n",
      "235 online, zero num: 49, one num: 11\n",
      "236 online, zero num: 50, one num: 10\n",
      "237 online, zero num: 49, one num: 11\n",
      "238 online, zero num: 54, one num: 6\n",
      "239 online, zero num: 58, one num: 2\n",
      "240 online, zero num: 60, one num: 0\n",
      "241 online, zero num: 55, one num: 5\n",
      "242 online, zero num: 50, one num: 10\n",
      "243 online, zero num: 54, one num: 6\n",
      "244 online, zero num: 57, one num: 3\n",
      "245 online, zero num: 59, one num: 1\n",
      "246 online, zero num: 52, one num: 8\n",
      "247 online, zero num: 58, one num: 2\n",
      "248 online, zero num: 57, one num: 3\n",
      "249 online, zero num: 46, one num: 14\n",
      "250 online, zero num: 59, one num: 1\n",
      "251 online, zero num: 57, one num: 3\n",
      "252 online, zero num: 58, one num: 2\n",
      "253 online, zero num: 54, one num: 6\n",
      "254 online, zero num: 48, one num: 12\n",
      "255 online, zero num: 53, one num: 7\n",
      "256 online, zero num: 44, one num: 16\n",
      "257 online, zero num: 52, one num: 8\n",
      "258 online, zero num: 57, one num: 3\n",
      "259 online, zero num: 55, one num: 5\n",
      "260 online, zero num: 54, one num: 6\n",
      "261 online, zero num: 59, one num: 1\n",
      "262 online, zero num: 56, one num: 4\n",
      "263 online, zero num: 57, one num: 3\n",
      "264 online, zero num: 59, one num: 1\n",
      "265 online, zero num: 59, one num: 1\n",
      "266 online, zero num: 55, one num: 5\n",
      "267 online, zero num: 59, one num: 1\n",
      "268 online, zero num: 60, one num: 0\n",
      "269 online, zero num: 47, one num: 13\n",
      "270 online, zero num: 50, one num: 10\n",
      "271 online, zero num: 59, one num: 1\n",
      "272 online, zero num: 50, one num: 10\n",
      "273 online, zero num: 58, one num: 2\n",
      "274 online, zero num: 51, one num: 9\n",
      "275 online, zero num: 53, one num: 7\n",
      "276 online, zero num: 59, one num: 1\n",
      "277 online, zero num: 60, one num: 0\n",
      "278 online, zero num: 46, one num: 14\n",
      "279 online, zero num: 51, one num: 9\n",
      "280 online, zero num: 59, one num: 1\n",
      "281 online, zero num: 59, one num: 1\n",
      "282 online, zero num: 54, one num: 6\n",
      "283 online, zero num: 55, one num: 5\n",
      "284 online, zero num: 60, one num: 0\n",
      "285 online, zero num: 56, one num: 4\n",
      "286 online, zero num: 56, one num: 4\n",
      "287 online, zero num: 50, one num: 10\n",
      "288 online, zero num: 42, one num: 18\n",
      "289 online, zero num: 58, one num: 2\n",
      "290 online, zero num: 60, one num: 0\n",
      "291 online, zero num: 60, one num: 0\n",
      "292 online, zero num: 57, one num: 3\n",
      "293 online, zero num: 55, one num: 5\n",
      "294 online, zero num: 50, one num: 10\n",
      "295 online, zero num: 59, one num: 1\n",
      "296 online, zero num: 58, one num: 2\n",
      "297 online, zero num: 57, one num: 3\n",
      "298 online, zero num: 51, one num: 9\n",
      "299 online, zero num: 52, one num: 8\n",
      "300 online, zero num: 60, one num: 0\n",
      "301 online, zero num: 58, one num: 2\n",
      "302 online, zero num: 53, one num: 7\n",
      "303 online, zero num: 57, one num: 3\n",
      "304 online, zero num: 55, one num: 5\n",
      "305 online, zero num: 54, one num: 6\n",
      "306 online, zero num: 52, one num: 8\n",
      "307 online, zero num: 59, one num: 1\n",
      "308 online, zero num: 57, one num: 3\n",
      "309 online, zero num: 54, one num: 6\n",
      "310 online, zero num: 57, one num: 3\n",
      "311 online, zero num: 56, one num: 4\n",
      "312 online, zero num: 50, one num: 10\n",
      "313 online, zero num: 57, one num: 3\n",
      "314 online, zero num: 56, one num: 4\n",
      "315 online, zero num: 52, one num: 8\n",
      "316 online, zero num: 57, one num: 3\n",
      "317 online, zero num: 58, one num: 2\n",
      "318 online, zero num: 56, one num: 4\n",
      "319 online, zero num: 58, one num: 2\n",
      "320 online, zero num: 59, one num: 1\n",
      "321 online, zero num: 51, one num: 9\n",
      "322 online, zero num: 59, one num: 1\n",
      "323 online, zero num: 58, one num: 2\n",
      "324 online, zero num: 57, one num: 3\n",
      "325 online, zero num: 57, one num: 3\n",
      "326 online, zero num: 52, one num: 8\n",
      "327 online, zero num: 56, one num: 4\n",
      "328 online, zero num: 53, one num: 7\n",
      "329 online, zero num: 59, one num: 1\n",
      "330 online, zero num: 59, one num: 1\n",
      "331 online, zero num: 38, one num: 22\n",
      "332 online, zero num: 60, one num: 0\n",
      "333 online, zero num: 59, one num: 1\n",
      "334 online, zero num: 60, one num: 0\n",
      "335 online, zero num: 58, one num: 2\n",
      "336 online, zero num: 53, one num: 7\n",
      "337 online, zero num: 55, one num: 5\n",
      "338 online, zero num: 59, one num: 1\n",
      "339 online, zero num: 56, one num: 4\n",
      "340 online, zero num: 52, one num: 8\n",
      "341 online, zero num: 51, one num: 9\n",
      "342 online, zero num: 54, one num: 6\n",
      "343 online, zero num: 56, one num: 4\n",
      "344 online, zero num: 57, one num: 3\n",
      "345 online, zero num: 56, one num: 4\n",
      "346 online, zero num: 53, one num: 7\n",
      "347 online, zero num: 56, one num: 4\n",
      "348 online, zero num: 59, one num: 1\n",
      "349 online, zero num: 52, one num: 8\n",
      "350 online, zero num: 46, one num: 14\n",
      "351 online, zero num: 52, one num: 8\n",
      "352 online, zero num: 57, one num: 3\n",
      "353 online, zero num: 46, one num: 14\n",
      "354 online, zero num: 33, one num: 27\n",
      "355 online, zero num: 47, one num: 13\n",
      "356 online, zero num: 55, one num: 5\n",
      "357 online, zero num: 55, one num: 5\n",
      "358 online, zero num: 55, one num: 5\n",
      "359 online, zero num: 58, one num: 2\n",
      "360 online, zero num: 58, one num: 2\n",
      "361 online, zero num: 53, one num: 7\n",
      "362 online, zero num: 54, one num: 6\n",
      "363 online, zero num: 56, one num: 4\n",
      "364 online, zero num: 60, one num: 0\n",
      "365 online, zero num: 57, one num: 3\n",
      "366 online, zero num: 60, one num: 0\n",
      "367 online, zero num: 59, one num: 1\n",
      "368 online, zero num: 56, one num: 4\n",
      "369 online, zero num: 60, one num: 0\n",
      "370 online, zero num: 60, one num: 0\n",
      "371 online, zero num: 60, one num: 0\n",
      "372 online, zero num: 54, one num: 6\n",
      "373 online, zero num: 49, one num: 11\n",
      "374 online, zero num: 58, one num: 2\n",
      "375 online, zero num: 60, one num: 0\n",
      "376 online, zero num: 60, one num: 0\n",
      "377 online, zero num: 57, one num: 3\n",
      "378 online, zero num: 37, one num: 23\n",
      "379 online, zero num: 53, one num: 7\n",
      "380 online, zero num: 46, one num: 14\n",
      "381 online, zero num: 40, one num: 20\n",
      "382 online, zero num: 54, one num: 6\n",
      "383 online, zero num: 49, one num: 11\n",
      "384 online, zero num: 54, one num: 6\n",
      "385 online, zero num: 55, one num: 5\n",
      "386 online, zero num: 54, one num: 6\n",
      "387 online, zero num: 35, one num: 25\n",
      "388 online, zero num: 52, one num: 8\n",
      "389 online, zero num: 48, one num: 12\n",
      "390 online, zero num: 43, one num: 17\n",
      "391 online, zero num: 56, one num: 4\n",
      "392 online, zero num: 52, one num: 8\n",
      "393 online, zero num: 56, one num: 4\n",
      "394 online, zero num: 53, one num: 7\n",
      "395 online, zero num: 55, one num: 5\n",
      "396 online, zero num: 60, one num: 0\n",
      "397 online, zero num: 60, one num: 0\n",
      "398 online, zero num: 52, one num: 8\n",
      "399 online, zero num: 49, one num: 11\n",
      "400 online, zero num: 53, one num: 7\n",
      "401 online, zero num: 57, one num: 3\n",
      "402 online, zero num: 57, one num: 3\n",
      "403 online, zero num: 51, one num: 9\n",
      "404 online, zero num: 58, one num: 2\n",
      "405 online, zero num: 55, one num: 5\n",
      "406 online, zero num: 48, one num: 12\n",
      "407 online, zero num: 48, one num: 12\n",
      "408 online, zero num: 51, one num: 9\n",
      "409 online, zero num: 48, one num: 12\n",
      "410 online, zero num: 36, one num: 24\n",
      "411 online, zero num: 38, one num: 22\n",
      "412 online, zero num: 46, one num: 14\n",
      "413 online, zero num: 36, one num: 24\n",
      "414 online, zero num: 45, one num: 15\n",
      "415 online, zero num: 43, one num: 17\n",
      "416 online, zero num: 39, one num: 21\n",
      "417 online, zero num: 54, one num: 6\n",
      "418 online, zero num: 57, one num: 3\n",
      "419 online, zero num: 59, one num: 1\n",
      "420 online, zero num: 42, one num: 18\n",
      "421 online, zero num: 52, one num: 8\n",
      "422 online, zero num: 34, one num: 26\n",
      "423 online, zero num: 50, one num: 10\n",
      "424 online, zero num: 56, one num: 4\n",
      "425 online, zero num: 52, one num: 8\n",
      "426 online, zero num: 34, one num: 26\n",
      "427 online, zero num: 50, one num: 10\n",
      "428 online, zero num: 34, one num: 26\n",
      "429 online, zero num: 57, one num: 3\n",
      "430 online, zero num: 60, one num: 0\n",
      "431 online, zero num: 56, one num: 4\n",
      "432 online, zero num: 41, one num: 19\n",
      "433 online, zero num: 40, one num: 20\n",
      "434 online, zero num: 58, one num: 2\n",
      "435 online, zero num: 56, one num: 4\n",
      "436 online, zero num: 60, one num: 0\n",
      "437 online, zero num: 58, one num: 2\n",
      "438 online, zero num: 60, one num: 0\n",
      "439 online, zero num: 33, one num: 27\n",
      "440 online, zero num: 58, one num: 2\n",
      "441 online, zero num: 45, one num: 15\n",
      "442 online, zero num: 46, one num: 14\n",
      "443 online, zero num: 45, one num: 15\n",
      "444 online, zero num: 31, one num: 29\n",
      "445 online, zero num: 57, one num: 3\n",
      "446 online, zero num: 48, one num: 12\n",
      "447 online, zero num: 52, one num: 8\n",
      "448 online, zero num: 55, one num: 5\n",
      "449 online, zero num: 54, one num: 6\n",
      "450 online, zero num: 48, one num: 12\n",
      "451 online, zero num: 54, one num: 6\n",
      "452 online, zero num: 48, one num: 12\n",
      "453 online, zero num: 60, one num: 0\n",
      "454 online, zero num: 56, one num: 4\n",
      "455 online, zero num: 55, one num: 5\n",
      "456 online, zero num: 59, one num: 1\n",
      "457 online, zero num: 51, one num: 9\n",
      "458 online, zero num: 48, one num: 12\n",
      "459 online, zero num: 53, one num: 7\n",
      "460 online, zero num: 47, one num: 13\n",
      "461 online, zero num: 57, one num: 3\n",
      "462 online, zero num: 54, one num: 6\n",
      "463 online, zero num: 57, one num: 3\n",
      "464 online, zero num: 57, one num: 3\n",
      "465 online, zero num: 58, one num: 2\n",
      "466 online, zero num: 54, one num: 6\n",
      "467 online, zero num: 55, one num: 5\n",
      "468 online, zero num: 60, one num: 0\n",
      "469 online, zero num: 51, one num: 9\n",
      "470 online, zero num: 58, one num: 2\n",
      "471 online, zero num: 29, one num: 31\n",
      "472 online, zero num: 58, one num: 2\n",
      "473 online, zero num: 55, one num: 5\n",
      "474 online, zero num: 59, one num: 1\n",
      "475 online, zero num: 50, one num: 10\n",
      "476 online, zero num: 56, one num: 4\n",
      "477 online, zero num: 50, one num: 10\n",
      "478 online, zero num: 60, one num: 0\n",
      "479 online, zero num: 52, one num: 8\n",
      "480 online, zero num: 58, one num: 2\n",
      "481 online, zero num: 59, one num: 1\n",
      "482 online, zero num: 57, one num: 3\n",
      "483 online, zero num: 49, one num: 11\n",
      "484 online, zero num: 50, one num: 10\n",
      "485 online, zero num: 58, one num: 2\n",
      "486 online, zero num: 46, one num: 14\n",
      "487 online, zero num: 60, one num: 0\n",
      "488 online, zero num: 60, one num: 0\n",
      "489 online, zero num: 58, one num: 2\n",
      "490 online, zero num: 60, one num: 0\n",
      "491 online, zero num: 60, one num: 0\n",
      "492 online, zero num: 60, one num: 0\n",
      "493 online, zero num: 58, one num: 2\n",
      "494 online, zero num: 53, one num: 7\n",
      "495 online, zero num: 52, one num: 8\n",
      "496 online, zero num: 55, one num: 5\n",
      "497 online, zero num: 58, one num: 2\n",
      "498 online, zero num: 58, one num: 2\n",
      "499 online, zero num: 57, one num: 3\n",
      "500 online, zero num: 54, one num: 6\n",
      "501 online, zero num: 55, one num: 5\n",
      "502 online, zero num: 54, one num: 6\n",
      "503 online, zero num: 60, one num: 0\n",
      "504 online, zero num: 60, one num: 0\n",
      "505 online, zero num: 47, one num: 13\n",
      "506 online, zero num: 55, one num: 5\n",
      "507 online, zero num: 59, one num: 1\n",
      "508 online, zero num: 49, one num: 11\n",
      "509 online, zero num: 46, one num: 14\n",
      "510 online, zero num: 53, one num: 7\n",
      "511 online, zero num: 53, one num: 7\n",
      "512 online, zero num: 50, one num: 10\n",
      "513 online, zero num: 60, one num: 0\n",
      "514 online, zero num: 60, one num: 0\n",
      "515 online, zero num: 60, one num: 0\n",
      "516 online, zero num: 52, one num: 8\n",
      "517 online, zero num: 59, one num: 1\n",
      "518 online, zero num: 54, one num: 6\n",
      "519 online, zero num: 59, one num: 1\n",
      "520 online, zero num: 58, one num: 2\n",
      "521 online, zero num: 56, one num: 4\n",
      "522 online, zero num: 54, one num: 6\n",
      "523 online, zero num: 60, one num: 0\n",
      "524 online, zero num: 52, one num: 8\n",
      "525 online, zero num: 58, one num: 2\n",
      "526 online, zero num: 60, one num: 0\n",
      "527 online, zero num: 58, one num: 2\n",
      "528 online, zero num: 55, one num: 5\n",
      "529 online, zero num: 58, one num: 2\n",
      "530 online, zero num: 60, one num: 0\n",
      "531 online, zero num: 59, one num: 1\n",
      "532 online, zero num: 58, one num: 2\n",
      "533 online, zero num: 59, one num: 1\n",
      "534 online, zero num: 56, one num: 4\n",
      "535 online, zero num: 45, one num: 15\n",
      "536 online, zero num: 55, one num: 5\n",
      "537 online, zero num: 55, one num: 5\n",
      "538 online, zero num: 58, one num: 2\n",
      "539 online, zero num: 55, one num: 5\n",
      "540 online, zero num: 60, one num: 0\n",
      "541 online, zero num: 49, one num: 11\n",
      "542 online, zero num: 55, one num: 5\n",
      "543 online, zero num: 50, one num: 10\n",
      "544 online, zero num: 59, one num: 1\n",
      "545 online, zero num: 60, one num: 0\n",
      "546 online, zero num: 35, one num: 25\n",
      "547 online, zero num: 47, one num: 13\n",
      "548 online, zero num: 50, one num: 10\n",
      "549 online, zero num: 58, one num: 2\n",
      "550 online, zero num: 58, one num: 2\n",
      "551 online, zero num: 52, one num: 8\n",
      "552 online, zero num: 53, one num: 7\n",
      "553 online, zero num: 60, one num: 0\n",
      "554 online, zero num: 50, one num: 10\n",
      "555 online, zero num: 52, one num: 8\n",
      "556 online, zero num: 54, one num: 6\n",
      "557 online, zero num: 54, one num: 6\n",
      "558 online, zero num: 38, one num: 22\n",
      "559 online, zero num: 59, one num: 1\n",
      "560 online, zero num: 60, one num: 0\n",
      "561 online, zero num: 49, one num: 11\n",
      "562 online, zero num: 60, one num: 0\n",
      "563 online, zero num: 60, one num: 0\n",
      "564 online, zero num: 60, one num: 0\n",
      "565 online, zero num: 48, one num: 12\n",
      "566 online, zero num: 41, one num: 19\n",
      "567 online, zero num: 60, one num: 0\n",
      "568 online, zero num: 60, one num: 0\n",
      "569 online, zero num: 60, one num: 0\n",
      "570 online, zero num: 52, one num: 8\n",
      "571 online, zero num: 35, one num: 25\n",
      "572 online, zero num: 59, one num: 1\n",
      "573 online, zero num: 60, one num: 0\n",
      "574 online, zero num: 59, one num: 1\n",
      "575 online, zero num: 60, one num: 0\n",
      "576 online, zero num: 60, one num: 0\n",
      "577 online, zero num: 60, one num: 0\n",
      "578 online, zero num: 59, one num: 1\n",
      "579 online, zero num: 59, one num: 1\n",
      "580 online, zero num: 57, one num: 3\n",
      "581 online, zero num: 54, one num: 6\n",
      "582 online, zero num: 52, one num: 8\n",
      "583 online, zero num: 55, one num: 5\n",
      "584 online, zero num: 55, one num: 5\n",
      "585 online, zero num: 58, one num: 2\n",
      "586 online, zero num: 50, one num: 10\n",
      "587 online, zero num: 60, one num: 0\n",
      "588 online, zero num: 56, one num: 4\n",
      "589 online, zero num: 56, one num: 4\n",
      "590 online, zero num: 59, one num: 1\n",
      "591 online, zero num: 58, one num: 2\n",
      "592 online, zero num: 57, one num: 3\n",
      "593 online, zero num: 59, one num: 1\n",
      "594 online, zero num: 60, one num: 0\n",
      "595 online, zero num: 56, one num: 4\n",
      "596 online, zero num: 50, one num: 10\n",
      "597 online, zero num: 57, one num: 3\n",
      "598 online, zero num: 60, one num: 0\n",
      "599 online, zero num: 60, one num: 0\n",
      "600 online, zero num: 58, one num: 2\n",
      "601 online, zero num: 60, one num: 0\n",
      "602 online, zero num: 59, one num: 1\n",
      "603 online, zero num: 60, one num: 0\n",
      "604 online, zero num: 59, one num: 1\n",
      "605 online, zero num: 60, one num: 0\n",
      "606 online, zero num: 58, one num: 2\n",
      "607 online, zero num: 58, one num: 2\n",
      "608 online, zero num: 60, one num: 0\n",
      "609 online, zero num: 54, one num: 6\n",
      "610 online, zero num: 60, one num: 0\n",
      "611 online, zero num: 58, one num: 2\n",
      "612 online, zero num: 60, one num: 0\n",
      "613 online, zero num: 49, one num: 11\n",
      "614 online, zero num: 51, one num: 9\n",
      "615 online, zero num: 57, one num: 3\n",
      "616 online, zero num: 58, one num: 2\n",
      "617 online, zero num: 58, one num: 2\n",
      "618 online, zero num: 60, one num: 0\n",
      "619 online, zero num: 60, one num: 0\n",
      "620 online, zero num: 57, one num: 3\n",
      "621 online, zero num: 60, one num: 0\n",
      "622 online, zero num: 60, one num: 0\n",
      "623 online, zero num: 55, one num: 5\n",
      "624 online, zero num: 60, one num: 0\n",
      "625 online, zero num: 57, one num: 3\n",
      "626 online, zero num: 50, one num: 10\n",
      "627 online, zero num: 59, one num: 1\n",
      "628 online, zero num: 57, one num: 3\n",
      "629 online, zero num: 56, one num: 4\n",
      "630 online, zero num: 55, one num: 5\n",
      "631 online, zero num: 60, one num: 0\n",
      "632 online, zero num: 58, one num: 2\n",
      "633 online, zero num: 54, one num: 6\n",
      "634 online, zero num: 39, one num: 21\n",
      "635 online, zero num: 54, one num: 6\n",
      "636 online, zero num: 59, one num: 1\n",
      "637 online, zero num: 47, one num: 13\n",
      "638 online, zero num: 43, one num: 17\n",
      "639 online, zero num: 59, one num: 1\n",
      "640 online, zero num: 49, one num: 11\n",
      "641 online, zero num: 56, one num: 4\n",
      "642 online, zero num: 59, one num: 1\n",
      "643 online, zero num: 59, one num: 1\n",
      "644 online, zero num: 59, one num: 1\n",
      "645 online, zero num: 51, one num: 9\n",
      "646 online, zero num: 60, one num: 0\n",
      "647 online, zero num: 56, one num: 4\n",
      "648 online, zero num: 60, one num: 0\n",
      "649 online, zero num: 58, one num: 2\n",
      "650 online, zero num: 60, one num: 0\n",
      "651 online, zero num: 57, one num: 3\n",
      "652 online, zero num: 56, one num: 4\n",
      "653 online, zero num: 58, one num: 2\n",
      "654 online, zero num: 56, one num: 4\n",
      "655 online, zero num: 58, one num: 2\n",
      "656 online, zero num: 57, one num: 3\n",
      "657 online, zero num: 55, one num: 5\n",
      "658 online, zero num: 57, one num: 3\n",
      "659 online, zero num: 58, one num: 2\n",
      "660 online, zero num: 60, one num: 0\n",
      "661 online, zero num: 53, one num: 7\n",
      "662 online, zero num: 60, one num: 0\n",
      "663 online, zero num: 55, one num: 5\n",
      "664 online, zero num: 55, one num: 5\n",
      "665 online, zero num: 58, one num: 2\n",
      "666 online, zero num: 59, one num: 1\n",
      "667 online, zero num: 56, one num: 4\n",
      "668 online, zero num: 54, one num: 6\n",
      "669 online, zero num: 56, one num: 4\n",
      "670 online, zero num: 56, one num: 4\n",
      "671 online, zero num: 50, one num: 10\n",
      "672 online, zero num: 60, one num: 0\n",
      "673 online, zero num: 53, one num: 7\n",
      "674 online, zero num: 55, one num: 5\n",
      "675 online, zero num: 56, one num: 4\n",
      "676 online, zero num: 57, one num: 3\n",
      "677 online, zero num: 48, one num: 12\n",
      "678 online, zero num: 55, one num: 5\n",
      "679 online, zero num: 60, one num: 0\n",
      "680 online, zero num: 47, one num: 13\n",
      "681 online, zero num: 48, one num: 12\n",
      "682 online, zero num: 47, one num: 13\n",
      "683 online, zero num: 56, one num: 4\n",
      "684 online, zero num: 48, one num: 12\n",
      "685 online, zero num: 49, one num: 11\n",
      "686 online, zero num: 46, one num: 14\n",
      "687 online, zero num: 52, one num: 8\n",
      "688 online, zero num: 56, one num: 4\n",
      "689 online, zero num: 52, one num: 8\n",
      "690 online, zero num: 47, one num: 13\n",
      "691 online, zero num: 54, one num: 6\n",
      "692 online, zero num: 43, one num: 17\n",
      "693 online, zero num: 50, one num: 10\n",
      "694 online, zero num: 54, one num: 6\n",
      "695 online, zero num: 58, one num: 2\n",
      "696 online, zero num: 53, one num: 7\n",
      "697 online, zero num: 57, one num: 3\n",
      "698 online, zero num: 51, one num: 9\n",
      "699 online, zero num: 53, one num: 7\n",
      "700 online, zero num: 54, one num: 6\n",
      "701 online, zero num: 59, one num: 1\n",
      "702 online, zero num: 45, one num: 15\n",
      "703 online, zero num: 59, one num: 1\n",
      "704 online, zero num: 51, one num: 9\n",
      "705 online, zero num: 55, one num: 5\n",
      "706 online, zero num: 60, one num: 0\n",
      "707 online, zero num: 59, one num: 1\n",
      "708 online, zero num: 58, one num: 2\n",
      "709 online, zero num: 55, one num: 5\n",
      "710 online, zero num: 58, one num: 2\n",
      "711 online, zero num: 54, one num: 6\n",
      "712 online, zero num: 58, one num: 2\n",
      "713 online, zero num: 54, one num: 6\n",
      "714 online, zero num: 56, one num: 4\n",
      "715 online, zero num: 50, one num: 10\n",
      "716 online, zero num: 49, one num: 11\n",
      "717 online, zero num: 49, one num: 11\n",
      "718 online, zero num: 51, one num: 9\n",
      "719 online, zero num: 47, one num: 13\n",
      "720 online, zero num: 46, one num: 14\n",
      "721 online, zero num: 57, one num: 3\n",
      "722 online, zero num: 49, one num: 11\n",
      "723 online, zero num: 44, one num: 16\n",
      "724 online, zero num: 49, one num: 11\n",
      "725 online, zero num: 53, one num: 7\n",
      "726 online, zero num: 44, one num: 16\n",
      "727 online, zero num: 51, one num: 9\n",
      "728 online, zero num: 58, one num: 2\n",
      "729 online, zero num: 54, one num: 6\n",
      "730 online, zero num: 44, one num: 16\n",
      "731 online, zero num: 44, one num: 16\n",
      "732 online, zero num: 55, one num: 5\n",
      "733 online, zero num: 53, one num: 7\n",
      "734 online, zero num: 56, one num: 4\n",
      "735 online, zero num: 55, one num: 5\n",
      "736 online, zero num: 46, one num: 14\n",
      "737 online, zero num: 60, one num: 0\n",
      "738 online, zero num: 60, one num: 0\n",
      "739 online, zero num: 58, one num: 2\n",
      "740 online, zero num: 60, one num: 0\n",
      "741 online, zero num: 56, one num: 4\n",
      "742 online, zero num: 56, one num: 4\n",
      "743 online, zero num: 60, one num: 0\n",
      "744 online, zero num: 57, one num: 3\n",
      "745 online, zero num: 55, one num: 5\n",
      "746 online, zero num: 60, one num: 0\n",
      "747 online, zero num: 47, one num: 13\n",
      "748 online, zero num: 58, one num: 2\n",
      "749 online, zero num: 57, one num: 3\n",
      "750 online, zero num: 60, one num: 0\n",
      "751 online, zero num: 60, one num: 0\n",
      "752 online, zero num: 59, one num: 1\n",
      "753 online, zero num: 60, one num: 0\n",
      "754 online, zero num: 59, one num: 1\n",
      "755 online, zero num: 41, one num: 19\n",
      "756 online, zero num: 55, one num: 5\n",
      "757 online, zero num: 59, one num: 1\n",
      "758 online, zero num: 57, one num: 3\n",
      "759 online, zero num: 42, one num: 18\n",
      "760 online, zero num: 56, one num: 4\n",
      "761 online, zero num: 60, one num: 0\n",
      "762 online, zero num: 59, one num: 1\n",
      "763 online, zero num: 54, one num: 6\n",
      "764 online, zero num: 56, one num: 4\n",
      "765 online, zero num: 60, one num: 0\n",
      "766 online, zero num: 59, one num: 1\n",
      "767 online, zero num: 59, one num: 1\n",
      "768 online, zero num: 57, one num: 3\n",
      "769 online, zero num: 60, one num: 0\n",
      "770 online, zero num: 56, one num: 4\n",
      "771 online, zero num: 57, one num: 3\n",
      "772 online, zero num: 60, one num: 0\n",
      "773 online, zero num: 59, one num: 1\n",
      "774 online, zero num: 59, one num: 1\n",
      "775 online, zero num: 59, one num: 1\n",
      "776 online, zero num: 54, one num: 6\n",
      "777 online, zero num: 59, one num: 1\n",
      "778 online, zero num: 60, one num: 0\n",
      "779 online, zero num: 59, one num: 1\n",
      "780 online, zero num: 60, one num: 0\n",
      "781 online, zero num: 58, one num: 2\n",
      "782 online, zero num: 59, one num: 1\n",
      "783 online, zero num: 56, one num: 4\n",
      "784 online, zero num: 60, one num: 0\n",
      "785 online, zero num: 53, one num: 7\n",
      "786 online, zero num: 40, one num: 20\n",
      "787 online, zero num: 59, one num: 1\n",
      "788 online, zero num: 49, one num: 11\n",
      "789 online, zero num: 55, one num: 5\n",
      "790 online, zero num: 60, one num: 0\n",
      "791 online, zero num: 57, one num: 3\n",
      "792 online, zero num: 49, one num: 11\n",
      "793 online, zero num: 60, one num: 0\n",
      "794 online, zero num: 58, one num: 2\n",
      "795 online, zero num: 48, one num: 12\n",
      "796 online, zero num: 56, one num: 4\n",
      "797 online, zero num: 51, one num: 9\n",
      "798 online, zero num: 52, one num: 8\n",
      "799 online, zero num: 55, one num: 5\n",
      "800 online, zero num: 41, one num: 19\n",
      "801 online, zero num: 49, one num: 11\n",
      "802 online, zero num: 59, one num: 1\n",
      "803 online, zero num: 52, one num: 8\n",
      "804 online, zero num: 55, one num: 5\n",
      "805 online, zero num: 40, one num: 20\n",
      "806 online, zero num: 47, one num: 13\n",
      "807 online, zero num: 45, one num: 15\n",
      "808 online, zero num: 39, one num: 21\n",
      "809 online, zero num: 57, one num: 3\n",
      "810 online, zero num: 38, one num: 22\n",
      "811 online, zero num: 56, one num: 4\n",
      "812 online, zero num: 55, one num: 5\n",
      "813 online, zero num: 53, one num: 7\n",
      "814 online, zero num: 52, one num: 8\n",
      "815 online, zero num: 50, one num: 10\n",
      "816 online, zero num: 45, one num: 15\n",
      "817 online, zero num: 47, one num: 13\n",
      "818 online, zero num: 49, one num: 11\n",
      "819 online, zero num: 46, one num: 14\n",
      "820 online, zero num: 51, one num: 9\n",
      "821 online, zero num: 33, one num: 27\n",
      "822 online, zero num: 40, one num: 20\n",
      "823 online, zero num: 32, one num: 28\n",
      "824 online, zero num: 37, one num: 23\n",
      "825 online, zero num: 39, one num: 21\n",
      "826 online, zero num: 36, one num: 24\n",
      "827 online, zero num: 29, one num: 31\n",
      "828 online, zero num: 35, one num: 25\n",
      "829 online, zero num: 33, one num: 27\n",
      "830 online, zero num: 45, one num: 15\n",
      "831 online, zero num: 33, one num: 27\n",
      "832 online, zero num: 36, one num: 24\n",
      "833 online, zero num: 37, one num: 23\n",
      "834 online, zero num: 54, one num: 6\n",
      "835 online, zero num: 40, one num: 20\n",
      "836 online, zero num: 47, one num: 13\n",
      "837 online, zero num: 36, one num: 24\n",
      "838 online, zero num: 46, one num: 14\n",
      "839 online, zero num: 49, one num: 11\n",
      "840 online, zero num: 37, one num: 23\n",
      "841 online, zero num: 43, one num: 17\n",
      "842 online, zero num: 44, one num: 16\n",
      "843 online, zero num: 55, one num: 5\n",
      "844 online, zero num: 42, one num: 18\n",
      "845 online, zero num: 57, one num: 3\n",
      "846 online, zero num: 56, one num: 4\n",
      "847 online, zero num: 38, one num: 22\n",
      "848 online, zero num: 50, one num: 10\n",
      "849 online, zero num: 47, one num: 13\n",
      "850 online, zero num: 59, one num: 1\n",
      "851 online, zero num: 53, one num: 7\n",
      "852 online, zero num: 50, one num: 10\n",
      "853 online, zero num: 32, one num: 28\n",
      "854 online, zero num: 57, one num: 3\n",
      "855 online, zero num: 57, one num: 3\n",
      "856 online, zero num: 56, one num: 4\n",
      "857 online, zero num: 51, one num: 9\n",
      "858 online, zero num: 60, one num: 0\n",
      "859 online, zero num: 42, one num: 18\n",
      "860 online, zero num: 54, one num: 6\n",
      "861 online, zero num: 22, one num: 38\n",
      "862 online, zero num: 38, one num: 22\n",
      "863 online, zero num: 29, one num: 31\n",
      "864 online, zero num: 24, one num: 36\n",
      "865 online, zero num: 42, one num: 18\n",
      "866 online, zero num: 31, one num: 29\n",
      "867 online, zero num: 55, one num: 5\n",
      "868 online, zero num: 20, one num: 40\n",
      "869 online, zero num: 49, one num: 11\n",
      "870 online, zero num: 38, one num: 22\n",
      "871 online, zero num: 15, one num: 45\n",
      "872 online, zero num: 13, one num: 47\n",
      "873 online, zero num: 41, one num: 19\n",
      "874 online, zero num: 46, one num: 14\n",
      "875 online, zero num: 46, one num: 14\n",
      "876 online, zero num: 58, one num: 2\n",
      "877 online, zero num: 31, one num: 29\n",
      "878 online, zero num: 54, one num: 6\n",
      "879 online, zero num: 52, one num: 8\n",
      "880 online, zero num: 45, one num: 15\n",
      "881 online, zero num: 58, one num: 2\n",
      "882 online, zero num: 41, one num: 19\n",
      "883 online, zero num: 47, one num: 13\n",
      "884 online, zero num: 49, one num: 11\n",
      "885 online, zero num: 58, one num: 2\n",
      "886 online, zero num: 57, one num: 3\n",
      "887 online, zero num: 54, one num: 6\n",
      "888 online, zero num: 57, one num: 3\n",
      "889 online, zero num: 57, one num: 3\n",
      "890 online, zero num: 57, one num: 3\n",
      "891 online, zero num: 50, one num: 10\n",
      "892 online, zero num: 55, one num: 5\n",
      "893 online, zero num: 49, one num: 11\n",
      "894 online, zero num: 59, one num: 1\n",
      "895 online, zero num: 60, one num: 0\n",
      "896 online, zero num: 57, one num: 3\n",
      "897 online, zero num: 55, one num: 5\n",
      "898 online, zero num: 56, one num: 4\n",
      "899 online, zero num: 54, one num: 6\n",
      "900 online, zero num: 53, one num: 7\n",
      "901 online, zero num: 53, one num: 7\n",
      "902 online, zero num: 57, one num: 3\n",
      "903 online, zero num: 57, one num: 3\n",
      "904 online, zero num: 56, one num: 4\n",
      "905 online, zero num: 49, one num: 11\n",
      "906 online, zero num: 50, one num: 10\n",
      "907 online, zero num: 59, one num: 1\n",
      "908 online, zero num: 47, one num: 13\n",
      "909 online, zero num: 59, one num: 1\n",
      "910 online, zero num: 59, one num: 1\n",
      "911 online, zero num: 56, one num: 4\n",
      "912 online, zero num: 54, one num: 6\n",
      "913 online, zero num: 54, one num: 6\n",
      "914 online, zero num: 53, one num: 7\n",
      "915 online, zero num: 60, one num: 0\n",
      "916 online, zero num: 59, one num: 1\n",
      "917 online, zero num: 54, one num: 6\n",
      "918 online, zero num: 54, one num: 6\n",
      "919 online, zero num: 60, one num: 0\n",
      "920 online, zero num: 58, one num: 2\n",
      "921 online, zero num: 57, one num: 3\n",
      "922 online, zero num: 54, one num: 6\n",
      "923 online, zero num: 52, one num: 8\n",
      "924 online, zero num: 56, one num: 4\n",
      "925 online, zero num: 48, one num: 12\n",
      "926 online, zero num: 57, one num: 3\n",
      "927 online, zero num: 58, one num: 2\n",
      "928 online, zero num: 55, one num: 5\n",
      "929 online, zero num: 58, one num: 2\n",
      "930 online, zero num: 57, one num: 3\n",
      "931 online, zero num: 44, one num: 16\n",
      "932 online, zero num: 57, one num: 3\n",
      "933 online, zero num: 59, one num: 1\n",
      "934 online, zero num: 60, one num: 0\n",
      "935 online, zero num: 54, one num: 6\n",
      "936 online, zero num: 59, one num: 1\n",
      "937 online, zero num: 58, one num: 2\n",
      "938 online, zero num: 57, one num: 3\n",
      "939 online, zero num: 60, one num: 0\n",
      "940 online, zero num: 57, one num: 3\n",
      "941 online, zero num: 48, one num: 12\n",
      "942 online, zero num: 60, one num: 0\n",
      "943 online, zero num: 60, one num: 0\n",
      "944 online, zero num: 60, one num: 0\n",
      "945 online, zero num: 59, one num: 1\n",
      "946 online, zero num: 58, one num: 2\n",
      "947 online, zero num: 60, one num: 0\n",
      "948 online, zero num: 60, one num: 0\n",
      "949 online, zero num: 60, one num: 0\n",
      "950 online, zero num: 56, one num: 4\n",
      "951 online, zero num: 50, one num: 10\n",
      "952 online, zero num: 49, one num: 11\n",
      "953 online, zero num: 60, one num: 0\n",
      "954 online, zero num: 54, one num: 6\n",
      "955 online, zero num: 47, one num: 13\n",
      "956 online, zero num: 57, one num: 3\n",
      "957 online, zero num: 59, one num: 1\n",
      "958 online, zero num: 59, one num: 1\n",
      "959 online, zero num: 60, one num: 0\n",
      "960 online, zero num: 48, one num: 12\n",
      "961 online, zero num: 52, one num: 8\n",
      "962 online, zero num: 52, one num: 8\n",
      "963 online, zero num: 55, one num: 5\n",
      "964 online, zero num: 54, one num: 6\n",
      "965 online, zero num: 51, one num: 9\n",
      "966 online, zero num: 52, one num: 8\n",
      "967 online, zero num: 52, one num: 8\n",
      "968 online, zero num: 48, one num: 12\n",
      "969 online, zero num: 60, one num: 0\n",
      "970 online, zero num: 53, one num: 7\n",
      "971 online, zero num: 57, one num: 3\n",
      "972 online, zero num: 60, one num: 0\n",
      "973 online, zero num: 55, one num: 5\n",
      "974 online, zero num: 59, one num: 1\n",
      "975 online, zero num: 41, one num: 19\n",
      "976 online, zero num: 56, one num: 4\n",
      "977 online, zero num: 58, one num: 2\n",
      "978 online, zero num: 59, one num: 1\n",
      "979 online, zero num: 57, one num: 3\n",
      "980 online, zero num: 55, one num: 5\n",
      "981 online, zero num: 60, one num: 0\n",
      "982 online, zero num: 41, one num: 19\n",
      "983 online, zero num: 60, one num: 0\n",
      "984 online, zero num: 55, one num: 5\n",
      "985 online, zero num: 60, one num: 0\n",
      "986 online, zero num: 60, one num: 0\n",
      "987 online, zero num: 24, one num: 36\n",
      "988 online, zero num: 56, one num: 4\n",
      "989 online, zero num: 58, one num: 2\n",
      "990 online, zero num: 21, one num: 39\n",
      "991 online, zero num: 24, one num: 36\n",
      "992 online, zero num: 60, one num: 0\n",
      "993 online, zero num: 46, one num: 14\n",
      "994 online, zero num: 48, one num: 12\n",
      "995 online, zero num: 25, one num: 35\n",
      "996 online, zero num: 50, one num: 10\n",
      "997 online, zero num: 50, one num: 10\n",
      "998 online, zero num: 51, one num: 9\n",
      "999 online, zero num: 49, one num: 11\n",
      "1000 online, zero num: 49, one num: 11\n",
      "1001 online, zero num: 26, one num: 34\n",
      "1002 online, zero num: 37, one num: 23\n",
      "1003 online, zero num: 33, one num: 27\n",
      "1004 online, zero num: 45, one num: 15\n",
      "1005 online, zero num: 35, one num: 25\n",
      "1006 online, zero num: 44, one num: 16\n",
      "1007 online, zero num: 40, one num: 20\n",
      "1008 online, zero num: 45, one num: 15\n",
      "1009 online, zero num: 34, one num: 26\n",
      "1010 online, zero num: 49, one num: 11\n",
      "1011 online, zero num: 57, one num: 3\n",
      "1012 online, zero num: 44, one num: 16\n",
      "1013 online, zero num: 53, one num: 7\n",
      "1014 online, zero num: 31, one num: 29\n",
      "1015 online, zero num: 48, one num: 12\n",
      "1016 online, zero num: 56, one num: 4\n",
      "1017 online, zero num: 38, one num: 22\n",
      "1018 online, zero num: 41, one num: 19\n",
      "1019 online, zero num: 54, one num: 6\n",
      "1020 online, zero num: 44, one num: 16\n",
      "1021 online, zero num: 57, one num: 3\n",
      "1022 online, zero num: 45, one num: 15\n",
      "1023 online, zero num: 50, one num: 10\n",
      "1024 online, zero num: 45, one num: 15\n",
      "1025 online, zero num: 54, one num: 6\n",
      "1026 online, zero num: 44, one num: 16\n",
      "1027 online, zero num: 31, one num: 29\n",
      "1028 online, zero num: 51, one num: 9\n",
      "1029 online, zero num: 48, one num: 12\n",
      "1030 online, zero num: 37, one num: 23\n",
      "1031 online, zero num: 50, one num: 10\n",
      "1032 online, zero num: 44, one num: 16\n",
      "1033 online, zero num: 52, one num: 8\n",
      "1034 online, zero num: 57, one num: 3\n",
      "1035 online, zero num: 53, one num: 7\n",
      "1036 online, zero num: 30, one num: 30\n",
      "1037 online, zero num: 51, one num: 9\n",
      "1038 online, zero num: 56, one num: 4\n",
      "1039 online, zero num: 40, one num: 20\n",
      "1040 online, zero num: 58, one num: 2\n",
      "1041 online, zero num: 55, one num: 5\n",
      "1042 online, zero num: 44, one num: 16\n",
      "1043 online, zero num: 56, one num: 4\n",
      "1044 online, zero num: 56, one num: 4\n",
      "1045 online, zero num: 38, one num: 22\n",
      "1046 online, zero num: 51, one num: 9\n",
      "1047 online, zero num: 47, one num: 13\n",
      "1048 online, zero num: 59, one num: 1\n",
      "1049 online, zero num: 59, one num: 1\n",
      "1050 online, zero num: 48, one num: 12\n",
      "1051 online, zero num: 45, one num: 15\n",
      "1052 online, zero num: 46, one num: 14\n",
      "1053 online, zero num: 52, one num: 8\n",
      "1054 online, zero num: 46, one num: 14\n",
      "1055 online, zero num: 43, one num: 17\n",
      "1056 online, zero num: 55, one num: 5\n",
      "1057 online, zero num: 36, one num: 24\n",
      "1058 online, zero num: 59, one num: 1\n",
      "1059 online, zero num: 46, one num: 14\n",
      "1060 online, zero num: 59, one num: 1\n",
      "1061 online, zero num: 33, one num: 27\n",
      "1062 online, zero num: 40, one num: 20\n",
      "1063 online, zero num: 54, one num: 6\n",
      "1064 online, zero num: 46, one num: 14\n",
      "1065 online, zero num: 47, one num: 13\n",
      "1066 online, zero num: 58, one num: 2\n",
      "1067 online, zero num: 45, one num: 15\n",
      "1068 online, zero num: 36, one num: 24\n",
      "1069 online, zero num: 54, one num: 6\n",
      "1070 online, zero num: 33, one num: 27\n",
      "1071 online, zero num: 53, one num: 7\n",
      "1072 online, zero num: 49, one num: 11\n",
      "1073 online, zero num: 41, one num: 19\n",
      "1074 online, zero num: 52, one num: 8\n",
      "1075 online, zero num: 56, one num: 4\n",
      "1076 online, zero num: 15, one num: 45\n",
      "1077 online, zero num: 59, one num: 1\n",
      "1078 online, zero num: 46, one num: 14\n",
      "1079 online, zero num: 60, one num: 0\n",
      "1080 online, zero num: 54, one num: 6\n",
      "1081 online, zero num: 60, one num: 0\n",
      "1082 online, zero num: 59, one num: 1\n",
      "1083 online, zero num: 58, one num: 2\n",
      "1084 online, zero num: 50, one num: 10\n",
      "1085 online, zero num: 60, one num: 0\n",
      "1086 online, zero num: 60, one num: 0\n",
      "1087 online, zero num: 56, one num: 4\n",
      "1088 online, zero num: 49, one num: 11\n",
      "1089 online, zero num: 48, one num: 12\n",
      "1090 online, zero num: 60, one num: 0\n",
      "1091 online, zero num: 58, one num: 2\n",
      "1092 online, zero num: 60, one num: 0\n",
      "1093 online, zero num: 46, one num: 14\n",
      "1094 online, zero num: 44, one num: 16\n",
      "1095 online, zero num: 59, one num: 1\n",
      "1096 online, zero num: 49, one num: 11\n",
      "1097 online, zero num: 60, one num: 0\n",
      "1098 online, zero num: 60, one num: 0\n",
      "1099 online, zero num: 59, one num: 1\n",
      "1100 online, zero num: 58, one num: 2\n",
      "1101 online, zero num: 43, one num: 17\n",
      "1102 online, zero num: 60, one num: 0\n",
      "1103 online, zero num: 36, one num: 24\n",
      "1104 online, zero num: 46, one num: 14\n",
      "1105 online, zero num: 48, one num: 12\n",
      "1106 online, zero num: 41, one num: 19\n",
      "1107 online, zero num: 53, one num: 7\n",
      "1108 online, zero num: 49, one num: 11\n",
      "1109 online, zero num: 53, one num: 7\n",
      "1110 online, zero num: 48, one num: 12\n",
      "1111 online, zero num: 29, one num: 31\n",
      "1112 online, zero num: 43, one num: 17\n",
      "1113 online, zero num: 54, one num: 6\n",
      "1114 online, zero num: 41, one num: 19\n",
      "1115 online, zero num: 51, one num: 9\n",
      "1116 online, zero num: 41, one num: 19\n",
      "1117 online, zero num: 54, one num: 6\n",
      "1118 online, zero num: 57, one num: 3\n",
      "1119 online, zero num: 38, one num: 22\n",
      "1120 online, zero num: 52, one num: 8\n",
      "1121 online, zero num: 56, one num: 4\n",
      "1122 online, zero num: 59, one num: 1\n",
      "1123 online, zero num: 55, one num: 5\n",
      "1124 online, zero num: 53, one num: 7\n",
      "1125 online, zero num: 48, one num: 12\n",
      "1126 online, zero num: 56, one num: 4\n",
      "1127 online, zero num: 40, one num: 20\n",
      "1128 online, zero num: 56, one num: 4\n",
      "1129 online, zero num: 60, one num: 0\n",
      "1130 online, zero num: 56, one num: 4\n",
      "1131 online, zero num: 43, one num: 17\n",
      "1132 online, zero num: 57, one num: 3\n",
      "1133 online, zero num: 56, one num: 4\n",
      "1134 online, zero num: 56, one num: 4\n",
      "1135 online, zero num: 55, one num: 5\n",
      "1136 online, zero num: 59, one num: 1\n",
      "1137 online, zero num: 60, one num: 0\n",
      "1138 online, zero num: 57, one num: 3\n",
      "1139 online, zero num: 59, one num: 1\n",
      "1140 online, zero num: 58, one num: 2\n",
      "1141 online, zero num: 59, one num: 1\n",
      "1142 online, zero num: 59, one num: 1\n",
      "1143 online, zero num: 55, one num: 5\n",
      "1144 online, zero num: 57, one num: 3\n",
      "1145 online, zero num: 57, one num: 3\n",
      "1146 online, zero num: 60, one num: 0\n",
      "1147 online, zero num: 58, one num: 2\n",
      "1148 online, zero num: 49, one num: 11\n",
      "1149 online, zero num: 59, one num: 1\n",
      "1150 online, zero num: 59, one num: 1\n",
      "1151 online, zero num: 59, one num: 1\n",
      "1152 online, zero num: 51, one num: 9\n",
      "1153 online, zero num: 60, one num: 0\n",
      "1154 online, zero num: 47, one num: 13\n",
      "1155 online, zero num: 57, one num: 3\n",
      "1156 online, zero num: 48, one num: 12\n",
      "1157 online, zero num: 60, one num: 0\n",
      "1158 online, zero num: 50, one num: 10\n",
      "1159 online, zero num: 58, one num: 2\n",
      "1160 online, zero num: 57, one num: 3\n",
      "1161 online, zero num: 58, one num: 2\n",
      "1162 online, zero num: 60, one num: 0\n",
      "1163 online, zero num: 55, one num: 5\n",
      "1164 online, zero num: 53, one num: 7\n",
      "1165 online, zero num: 52, one num: 8\n",
      "1166 online, zero num: 59, one num: 1\n",
      "1167 online, zero num: 55, one num: 5\n",
      "1168 online, zero num: 55, one num: 5\n",
      "1169 online, zero num: 59, one num: 1\n",
      "1170 online, zero num: 49, one num: 11\n",
      "1171 online, zero num: 56, one num: 4\n",
      "1172 online, zero num: 51, one num: 9\n",
      "1173 online, zero num: 51, one num: 9\n",
      "1174 online, zero num: 56, one num: 4\n",
      "1175 online, zero num: 56, one num: 4\n",
      "1176 online, zero num: 52, one num: 8\n",
      "1177 online, zero num: 40, one num: 20\n",
      "1178 online, zero num: 31, one num: 29\n",
      "1179 online, zero num: 51, one num: 9\n",
      "1180 online, zero num: 53, one num: 7\n",
      "1181 online, zero num: 45, one num: 15\n",
      "1182 online, zero num: 54, one num: 6\n",
      "1183 online, zero num: 59, one num: 1\n",
      "1184 online, zero num: 56, one num: 4\n",
      "1185 online, zero num: 58, one num: 2\n",
      "1186 online, zero num: 56, one num: 4\n",
      "1187 online, zero num: 54, one num: 6\n",
      "1188 online, zero num: 55, one num: 5\n",
      "1189 online, zero num: 55, one num: 5\n",
      "1190 online, zero num: 30, one num: 30\n",
      "1191 online, zero num: 48, one num: 12\n",
      "1192 online, zero num: 59, one num: 1\n",
      "1193 online, zero num: 56, one num: 4\n",
      "1194 online, zero num: 45, one num: 15\n",
      "1195 online, zero num: 51, one num: 9\n",
      "1196 online, zero num: 49, one num: 11\n",
      "1197 online, zero num: 56, one num: 4\n",
      "1198 online, zero num: 50, one num: 10\n",
      "1199 online, zero num: 55, one num: 5\n",
      "1200 online, zero num: 28, one num: 32\n",
      "1201 online, zero num: 54, one num: 6\n",
      "1202 online, zero num: 55, one num: 5\n",
      "1203 online, zero num: 45, one num: 15\n",
      "1204 online, zero num: 57, one num: 3\n",
      "1205 online, zero num: 60, one num: 0\n",
      "1206 online, zero num: 57, one num: 3\n",
      "1207 online, zero num: 52, one num: 8\n",
      "1208 online, zero num: 53, one num: 7\n",
      "1209 online, zero num: 46, one num: 14\n",
      "1210 online, zero num: 59, one num: 1\n",
      "1211 online, zero num: 55, one num: 5\n",
      "1212 online, zero num: 48, one num: 12\n",
      "1213 online, zero num: 56, one num: 4\n",
      "1214 online, zero num: 60, one num: 0\n",
      "1215 online, zero num: 44, one num: 16\n",
      "1216 online, zero num: 57, one num: 3\n",
      "1217 online, zero num: 59, one num: 1\n",
      "1218 online, zero num: 55, one num: 5\n",
      "1219 online, zero num: 54, one num: 6\n",
      "1220 online, zero num: 43, one num: 17\n",
      "1221 online, zero num: 49, one num: 11\n",
      "1222 online, zero num: 60, one num: 0\n",
      "1223 online, zero num: 59, one num: 1\n",
      "1224 online, zero num: 57, one num: 3\n",
      "1225 online, zero num: 60, one num: 0\n",
      "1226 online, zero num: 59, one num: 1\n",
      "1227 online, zero num: 59, one num: 1\n",
      "1228 online, zero num: 39, one num: 21\n",
      "1229 online, zero num: 59, one num: 1\n",
      "1230 online, zero num: 58, one num: 2\n",
      "1231 online, zero num: 58, one num: 2\n",
      "1232 online, zero num: 59, one num: 1\n",
      "1233 online, zero num: 57, one num: 3\n",
      "1234 online, zero num: 54, one num: 6\n",
      "1235 online, zero num: 41, one num: 19\n",
      "1236 online, zero num: 55, one num: 5\n",
      "1237 online, zero num: 40, one num: 20\n",
      "1238 online, zero num: 46, one num: 14\n",
      "1239 online, zero num: 54, one num: 6\n",
      "1240 online, zero num: 54, one num: 6\n",
      "1241 online, zero num: 57, one num: 3\n",
      "1242 online, zero num: 51, one num: 9\n",
      "1243 online, zero num: 48, one num: 12\n",
      "1244 online, zero num: 14, one num: 46\n",
      "1245 online, zero num: 44, one num: 16\n",
      "1246 online, zero num: 52, one num: 8\n",
      "1247 online, zero num: 30, one num: 30\n",
      "1248 online, zero num: 28, one num: 32\n",
      "1249 online, zero num: 27, one num: 33\n",
      "1250 online, zero num: 39, one num: 21\n",
      "1251 online, zero num: 31, one num: 29\n",
      "1252 online, zero num: 48, one num: 12\n",
      "1253 online, zero num: 33, one num: 27\n",
      "1254 online, zero num: 53, one num: 7\n",
      "1255 online, zero num: 34, one num: 26\n",
      "1256 online, zero num: 26, one num: 34\n",
      "1257 online, zero num: 46, one num: 14\n",
      "1258 online, zero num: 50, one num: 10\n",
      "1259 online, zero num: 54, one num: 6\n",
      "1260 online, zero num: 33, one num: 27\n",
      "1261 online, zero num: 46, one num: 14\n",
      "1262 online, zero num: 39, one num: 21\n",
      "1263 online, zero num: 58, one num: 2\n",
      "1264 online, zero num: 45, one num: 15\n",
      "1265 online, zero num: 25, one num: 35\n",
      "1266 online, zero num: 42, one num: 18\n",
      "1267 online, zero num: 57, one num: 3\n",
      "1268 online, zero num: 28, one num: 32\n",
      "1269 online, zero num: 51, one num: 9\n",
      "1270 online, zero num: 53, one num: 7\n",
      "1271 online, zero num: 32, one num: 28\n",
      "1272 online, zero num: 41, one num: 19\n",
      "1273 online, zero num: 56, one num: 4\n",
      "1274 online, zero num: 50, one num: 10\n",
      "1275 online, zero num: 55, one num: 5\n",
      "1276 online, zero num: 57, one num: 3\n",
      "1277 online, zero num: 35, one num: 25\n",
      "1278 online, zero num: 43, one num: 17\n",
      "1279 online, zero num: 53, one num: 7\n",
      "1280 online, zero num: 53, one num: 7\n",
      "1281 online, zero num: 56, one num: 4\n",
      "1282 online, zero num: 53, one num: 7\n",
      "1283 online, zero num: 57, one num: 3\n",
      "1284 online, zero num: 50, one num: 10\n",
      "1285 online, zero num: 47, one num: 13\n",
      "1286 online, zero num: 49, one num: 11\n",
      "1287 online, zero num: 53, one num: 7\n",
      "1288 online, zero num: 57, one num: 3\n",
      "1289 online, zero num: 59, one num: 1\n",
      "1290 online, zero num: 52, one num: 8\n",
      "1291 online, zero num: 53, one num: 7\n",
      "1292 online, zero num: 56, one num: 4\n",
      "1293 online, zero num: 58, one num: 2\n",
      "1294 online, zero num: 55, one num: 5\n",
      "1295 online, zero num: 40, one num: 20\n",
      "1296 online, zero num: 55, one num: 5\n",
      "1297 online, zero num: 49, one num: 11\n",
      "1298 online, zero num: 50, one num: 10\n",
      "1299 online, zero num: 52, one num: 8\n",
      "1300 online, zero num: 53, one num: 7\n",
      "1301 online, zero num: 51, one num: 9\n",
      "1302 online, zero num: 56, one num: 4\n",
      "1303 online, zero num: 56, one num: 4\n",
      "1304 online, zero num: 57, one num: 3\n",
      "1305 online, zero num: 57, one num: 3\n",
      "1306 online, zero num: 60, one num: 0\n",
      "1307 online, zero num: 60, one num: 0\n",
      "1308 online, zero num: 45, one num: 15\n",
      "1309 online, zero num: 54, one num: 6\n",
      "1310 online, zero num: 33, one num: 27\n",
      "1311 online, zero num: 40, one num: 20\n",
      "1312 online, zero num: 26, one num: 34\n",
      "1313 online, zero num: 43, one num: 17\n",
      "1314 online, zero num: 37, one num: 23\n",
      "1315 online, zero num: 60, one num: 0\n",
      "1316 online, zero num: 45, one num: 15\n",
      "1317 online, zero num: 41, one num: 19\n",
      "1318 online, zero num: 45, one num: 15\n",
      "1319 online, zero num: 52, one num: 8\n",
      "1320 online, zero num: 45, one num: 15\n",
      "1321 online, zero num: 47, one num: 13\n",
      "1322 online, zero num: 54, one num: 6\n",
      "1323 online, zero num: 46, one num: 14\n",
      "1324 online, zero num: 52, one num: 8\n",
      "1325 online, zero num: 54, one num: 6\n",
      "1326 online, zero num: 42, one num: 18\n",
      "1327 online, zero num: 59, one num: 1\n",
      "1328 online, zero num: 57, one num: 3\n",
      "1329 online, zero num: 59, one num: 1\n",
      "1330 online, zero num: 55, one num: 5\n",
      "1331 online, zero num: 58, one num: 2\n",
      "1332 online, zero num: 49, one num: 11\n",
      "1333 online, zero num: 34, one num: 26\n",
      "1334 online, zero num: 51, one num: 9\n",
      "1335 online, zero num: 36, one num: 24\n",
      "1336 online, zero num: 59, one num: 1\n",
      "1337 online, zero num: 50, one num: 10\n",
      "1338 online, zero num: 56, one num: 4\n",
      "1339 online, zero num: 57, one num: 3\n",
      "1340 online, zero num: 52, one num: 8\n",
      "1341 online, zero num: 54, one num: 6\n",
      "1342 online, zero num: 57, one num: 3\n",
      "1343 online, zero num: 52, one num: 8\n",
      "1344 online, zero num: 43, one num: 17\n",
      "1345 online, zero num: 56, one num: 4\n",
      "1346 online, zero num: 42, one num: 18\n",
      "1347 online, zero num: 55, one num: 5\n",
      "1348 online, zero num: 52, one num: 8\n",
      "1349 online, zero num: 60, one num: 0\n",
      "1350 online, zero num: 58, one num: 2\n",
      "1351 online, zero num: 51, one num: 9\n",
      "1352 online, zero num: 53, one num: 7\n",
      "1353 online, zero num: 45, one num: 15\n",
      "1354 online, zero num: 46, one num: 14\n",
      "1355 online, zero num: 58, one num: 2\n",
      "1356 online, zero num: 44, one num: 16\n",
      "1357 online, zero num: 49, one num: 11\n",
      "1358 online, zero num: 56, one num: 4\n",
      "1359 online, zero num: 28, one num: 32\n",
      "1360 online, zero num: 58, one num: 2\n",
      "1361 online, zero num: 57, one num: 3\n",
      "1362 online, zero num: 52, one num: 8\n",
      "1363 online, zero num: 27, one num: 33\n",
      "1364 online, zero num: 47, one num: 13\n",
      "1365 online, zero num: 51, one num: 9\n",
      "1366 online, zero num: 59, one num: 1\n",
      "1367 online, zero num: 57, one num: 3\n",
      "1368 online, zero num: 56, one num: 4\n",
      "1369 online, zero num: 58, one num: 2\n",
      "1370 online, zero num: 44, one num: 16\n",
      "1371 online, zero num: 56, one num: 4\n",
      "1372 online, zero num: 47, one num: 13\n",
      "1373 online, zero num: 31, one num: 29\n",
      "1374 online, zero num: 54, one num: 6\n",
      "1375 online, zero num: 56, one num: 4\n",
      "1376 online, zero num: 41, one num: 19\n",
      "1377 online, zero num: 58, one num: 2\n",
      "1378 online, zero num: 42, one num: 18\n",
      "1379 online, zero num: 58, one num: 2\n",
      "1380 online, zero num: 52, one num: 8\n",
      "1381 online, zero num: 59, one num: 1\n",
      "1382 online, zero num: 56, one num: 4\n",
      "1383 online, zero num: 60, one num: 0\n",
      "1384 online, zero num: 59, one num: 1\n",
      "1385 online, zero num: 47, one num: 13\n",
      "1386 online, zero num: 55, one num: 5\n",
      "1387 online, zero num: 42, one num: 18\n",
      "1388 online, zero num: 53, one num: 7\n",
      "1389 online, zero num: 51, one num: 9\n",
      "1390 online, zero num: 54, one num: 6\n",
      "1391 online, zero num: 50, one num: 10\n",
      "1392 online, zero num: 52, one num: 8\n",
      "1393 online, zero num: 60, one num: 0\n",
      "1394 online, zero num: 58, one num: 2\n",
      "1395 online, zero num: 60, one num: 0\n",
      "1396 online, zero num: 53, one num: 7\n",
      "1397 online, zero num: 56, one num: 4\n",
      "1398 online, zero num: 55, one num: 5\n",
      "1399 online, zero num: 50, one num: 10\n",
      "1400 online, zero num: 52, one num: 8\n",
      "1401 online, zero num: 56, one num: 4\n",
      "1402 online, zero num: 49, one num: 11\n",
      "1403 online, zero num: 51, one num: 9\n",
      "1404 online, zero num: 56, one num: 4\n",
      "1405 online, zero num: 57, one num: 3\n",
      "1406 online, zero num: 60, one num: 0\n",
      "1407 online, zero num: 56, one num: 4\n",
      "1408 online, zero num: 55, one num: 5\n",
      "1409 online, zero num: 60, one num: 0\n",
      "1410 online, zero num: 38, one num: 22\n",
      "1411 online, zero num: 56, one num: 4\n",
      "1412 online, zero num: 55, one num: 5\n",
      "1413 online, zero num: 54, one num: 6\n",
      "1414 online, zero num: 57, one num: 3\n",
      "1415 online, zero num: 56, one num: 4\n",
      "1416 online, zero num: 59, one num: 1\n",
      "1417 online, zero num: 58, one num: 2\n",
      "1418 online, zero num: 56, one num: 4\n",
      "1419 online, zero num: 57, one num: 3\n",
      "1420 online, zero num: 40, one num: 20\n",
      "1421 online, zero num: 34, one num: 26\n",
      "1422 online, zero num: 59, one num: 1\n",
      "1423 online, zero num: 54, one num: 6\n",
      "1424 online, zero num: 59, one num: 1\n",
      "1425 online, zero num: 60, one num: 0\n",
      "1426 online, zero num: 41, one num: 19\n",
      "1427 online, zero num: 55, one num: 5\n",
      "1428 online, zero num: 52, one num: 8\n",
      "1429 online, zero num: 36, one num: 24\n",
      "1430 online, zero num: 50, one num: 10\n",
      "1431 online, zero num: 51, one num: 9\n",
      "1432 online, zero num: 55, one num: 5\n",
      "1433 online, zero num: 59, one num: 1\n",
      "1434 online, zero num: 58, one num: 2\n",
      "1435 online, zero num: 58, one num: 2\n",
      "1436 online, zero num: 53, one num: 7\n",
      "1437 online, zero num: 51, one num: 9\n",
      "1438 online, zero num: 41, one num: 19\n",
      "1439 online, zero num: 49, one num: 11\n",
      "1440 online, zero num: 40, one num: 20\n",
      "1441 online, zero num: 52, one num: 8\n",
      "1442 online, zero num: 56, one num: 4\n",
      "1443 online, zero num: 59, one num: 1\n",
      "1444 online, zero num: 50, one num: 10\n",
      "1445 online, zero num: 56, one num: 4\n",
      "1446 online, zero num: 57, one num: 3\n",
      "1447 online, zero num: 56, one num: 4\n",
      "1448 online, zero num: 32, one num: 28\n",
      "1449 online, zero num: 46, one num: 14\n",
      "1450 online, zero num: 54, one num: 6\n",
      "1451 online, zero num: 57, one num: 3\n",
      "1452 online, zero num: 46, one num: 14\n",
      "1453 online, zero num: 57, one num: 3\n",
      "1454 online, zero num: 47, one num: 13\n",
      "1455 online, zero num: 57, one num: 3\n",
      "1456 online, zero num: 34, one num: 26\n",
      "1457 online, zero num: 46, one num: 14\n",
      "1458 online, zero num: 39, one num: 21\n",
      "1459 online, zero num: 43, one num: 17\n",
      "1460 online, zero num: 54, one num: 6\n",
      "1461 online, zero num: 49, one num: 11\n",
      "1462 online, zero num: 43, one num: 17\n",
      "1463 online, zero num: 54, one num: 6\n",
      "1464 online, zero num: 56, one num: 4\n",
      "1465 online, zero num: 52, one num: 8\n",
      "1466 online, zero num: 55, one num: 5\n",
      "1467 online, zero num: 45, one num: 15\n",
      "1468 online, zero num: 50, one num: 10\n",
      "1469 online, zero num: 44, one num: 16\n",
      "1470 online, zero num: 59, one num: 1\n",
      "1471 online, zero num: 44, one num: 16\n",
      "1472 online, zero num: 58, one num: 2\n",
      "1473 online, zero num: 42, one num: 18\n",
      "1474 online, zero num: 44, one num: 16\n",
      "1475 online, zero num: 45, one num: 15\n",
      "1476 online, zero num: 40, one num: 20\n",
      "1477 online, zero num: 58, one num: 2\n",
      "1478 online, zero num: 48, one num: 12\n",
      "1479 online, zero num: 60, one num: 0\n",
      "1480 online, zero num: 54, one num: 6\n",
      "1481 online, zero num: 51, one num: 9\n",
      "1482 online, zero num: 50, one num: 10\n",
      "1483 online, zero num: 50, one num: 10\n",
      "1484 online, zero num: 50, one num: 10\n",
      "1485 online, zero num: 49, one num: 11\n",
      "1486 online, zero num: 48, one num: 12\n",
      "1487 online, zero num: 48, one num: 12\n",
      "1488 online, zero num: 50, one num: 10\n",
      "1489 online, zero num: 58, one num: 2\n",
      "1490 online, zero num: 54, one num: 6\n",
      "1491 online, zero num: 53, one num: 7\n",
      "1492 online, zero num: 49, one num: 11\n",
      "1493 online, zero num: 48, one num: 12\n",
      "1494 online, zero num: 60, one num: 0\n",
      "1495 online, zero num: 46, one num: 14\n",
      "1496 online, zero num: 55, one num: 5\n",
      "1497 online, zero num: 52, one num: 8\n",
      "1498 online, zero num: 46, one num: 14\n",
      "1499 online, zero num: 46, one num: 14\n",
      "1500 online, zero num: 57, one num: 3\n",
      "1501 online, zero num: 59, one num: 1\n",
      "1502 online, zero num: 49, one num: 11\n",
      "1503 online, zero num: 49, one num: 11\n",
      "1504 online, zero num: 54, one num: 6\n",
      "1505 online, zero num: 49, one num: 11\n",
      "1506 online, zero num: 49, one num: 11\n",
      "1507 online, zero num: 55, one num: 5\n",
      "1508 online, zero num: 47, one num: 13\n",
      "1509 online, zero num: 52, one num: 8\n",
      "1510 online, zero num: 52, one num: 8\n",
      "1511 online, zero num: 47, one num: 13\n",
      "1512 online, zero num: 47, one num: 13\n",
      "1513 online, zero num: 55, one num: 5\n",
      "1514 online, zero num: 59, one num: 1\n",
      "1515 online, zero num: 56, one num: 4\n",
      "1516 online, zero num: 43, one num: 17\n",
      "1517 online, zero num: 46, one num: 14\n",
      "1518 online, zero num: 47, one num: 13\n",
      "1519 online, zero num: 57, one num: 3\n",
      "1520 online, zero num: 48, one num: 12\n",
      "1521 online, zero num: 48, one num: 12\n",
      "1522 online, zero num: 60, one num: 0\n",
      "1523 online, zero num: 52, one num: 8\n",
      "1524 online, zero num: 59, one num: 1\n",
      "1525 online, zero num: 49, one num: 11\n",
      "1526 online, zero num: 52, one num: 8\n",
      "1527 online, zero num: 48, one num: 12\n",
      "1528 online, zero num: 46, one num: 14\n",
      "1529 online, zero num: 45, one num: 15\n",
      "1530 online, zero num: 55, one num: 5\n",
      "1531 online, zero num: 59, one num: 1\n",
      "1532 online, zero num: 55, one num: 5\n",
      "1533 online, zero num: 57, one num: 3\n",
      "1534 online, zero num: 53, one num: 7\n",
      "1535 online, zero num: 53, one num: 7\n",
      "1536 online, zero num: 50, one num: 10\n",
      "1537 online, zero num: 54, one num: 6\n",
      "1538 online, zero num: 59, one num: 1\n",
      "1539 online, zero num: 52, one num: 8\n",
      "1540 online, zero num: 58, one num: 2\n",
      "1541 online, zero num: 56, one num: 4\n",
      "1542 online, zero num: 59, one num: 1\n",
      "1543 online, zero num: 54, one num: 6\n",
      "1544 online, zero num: 55, one num: 5\n",
      "1545 online, zero num: 50, one num: 10\n",
      "1546 online, zero num: 54, one num: 6\n",
      "1547 online, zero num: 55, one num: 5\n",
      "1548 online, zero num: 58, one num: 2\n",
      "1549 online, zero num: 54, one num: 6\n",
      "1550 online, zero num: 48, one num: 12\n",
      "1551 online, zero num: 51, one num: 9\n",
      "1552 online, zero num: 49, one num: 11\n",
      "1553 online, zero num: 56, one num: 4\n",
      "1554 online, zero num: 56, one num: 4\n",
      "1555 online, zero num: 56, one num: 4\n",
      "1556 online, zero num: 55, one num: 5\n",
      "1557 online, zero num: 55, one num: 5\n",
      "1558 online, zero num: 51, one num: 9\n",
      "1559 online, zero num: 51, one num: 9\n",
      "1560 online, zero num: 55, one num: 5\n",
      "1561 online, zero num: 54, one num: 6\n",
      "1562 online, zero num: 51, one num: 9\n",
      "1563 online, zero num: 48, one num: 12\n",
      "1564 online, zero num: 58, one num: 2\n",
      "1565 online, zero num: 50, one num: 10\n",
      "1566 online, zero num: 58, one num: 2\n",
      "1567 online, zero num: 44, one num: 16\n",
      "1568 online, zero num: 55, one num: 5\n",
      "1569 online, zero num: 50, one num: 10\n",
      "1570 online, zero num: 58, one num: 2\n",
      "1571 online, zero num: 60, one num: 0\n",
      "1572 online, zero num: 56, one num: 4\n",
      "1573 online, zero num: 55, one num: 5\n",
      "1574 online, zero num: 48, one num: 12\n",
      "1575 online, zero num: 44, one num: 16\n",
      "1576 online, zero num: 54, one num: 6\n",
      "1577 online, zero num: 59, one num: 1\n",
      "1578 online, zero num: 49, one num: 11\n",
      "1579 online, zero num: 56, one num: 4\n",
      "1580 online, zero num: 59, one num: 1\n",
      "1581 online, zero num: 45, one num: 15\n",
      "1582 online, zero num: 58, one num: 2\n",
      "1583 online, zero num: 58, one num: 2\n",
      "1584 online, zero num: 53, one num: 7\n",
      "1585 online, zero num: 57, one num: 3\n",
      "1586 online, zero num: 57, one num: 3\n",
      "1587 online, zero num: 55, one num: 5\n",
      "1588 online, zero num: 54, one num: 6\n",
      "1589 online, zero num: 57, one num: 3\n",
      "1590 online, zero num: 54, one num: 6\n",
      "1591 online, zero num: 56, one num: 4\n",
      "1592 online, zero num: 50, one num: 10\n",
      "1593 online, zero num: 44, one num: 16\n",
      "1594 online, zero num: 37, one num: 23\n",
      "1595 online, zero num: 45, one num: 15\n",
      "1596 online, zero num: 46, one num: 14\n",
      "1597 online, zero num: 43, one num: 17\n",
      "1598 online, zero num: 45, one num: 15\n",
      "1599 online, zero num: 44, one num: 16\n",
      "1600 online, zero num: 49, one num: 11\n",
      "1601 online, zero num: 39, one num: 21\n",
      "1602 online, zero num: 42, one num: 18\n",
      "1603 online, zero num: 38, one num: 22\n",
      "1604 online, zero num: 58, one num: 2\n",
      "1605 online, zero num: 46, one num: 14\n",
      "1606 online, zero num: 56, one num: 4\n",
      "1607 online, zero num: 49, one num: 11\n",
      "1608 online, zero num: 59, one num: 1\n",
      "1609 online, zero num: 48, one num: 12\n",
      "1610 online, zero num: 48, one num: 12\n",
      "1611 online, zero num: 48, one num: 12\n",
      "1612 online, zero num: 60, one num: 0\n",
      "1613 online, zero num: 56, one num: 4\n",
      "1614 online, zero num: 58, one num: 2\n",
      "1615 online, zero num: 41, one num: 19\n",
      "1616 online, zero num: 56, one num: 4\n",
      "1617 online, zero num: 56, one num: 4\n",
      "1618 online, zero num: 50, one num: 10\n",
      "1619 online, zero num: 45, one num: 15\n",
      "1620 online, zero num: 42, one num: 18\n",
      "1621 online, zero num: 48, one num: 12\n",
      "1622 online, zero num: 50, one num: 10\n",
      "1623 online, zero num: 49, one num: 11\n",
      "1624 online, zero num: 44, one num: 16\n",
      "1625 online, zero num: 50, one num: 10\n",
      "1626 online, zero num: 53, one num: 7\n",
      "1627 online, zero num: 52, one num: 8\n",
      "1628 online, zero num: 56, one num: 4\n",
      "1629 online, zero num: 56, one num: 4\n",
      "1630 online, zero num: 47, one num: 13\n",
      "1631 online, zero num: 53, one num: 7\n",
      "1632 online, zero num: 56, one num: 4\n",
      "1633 online, zero num: 43, one num: 17\n",
      "1634 online, zero num: 48, one num: 12\n",
      "1635 online, zero num: 48, one num: 12\n",
      "1636 online, zero num: 50, one num: 10\n",
      "1637 online, zero num: 44, one num: 16\n",
      "1638 online, zero num: 37, one num: 23\n",
      "1639 online, zero num: 56, one num: 4\n",
      "1640 online, zero num: 56, one num: 4\n",
      "1641 online, zero num: 42, one num: 18\n",
      "1642 online, zero num: 47, one num: 13\n",
      "1643 online, zero num: 57, one num: 3\n",
      "1644 online, zero num: 40, one num: 20\n",
      "1645 online, zero num: 41, one num: 19\n",
      "1646 online, zero num: 57, one num: 3\n",
      "1647 online, zero num: 56, one num: 4\n",
      "1648 online, zero num: 41, one num: 19\n",
      "1649 online, zero num: 55, one num: 5\n",
      "1650 online, zero num: 49, one num: 11\n",
      "1651 online, zero num: 54, one num: 6\n",
      "1652 online, zero num: 58, one num: 2\n",
      "1653 online, zero num: 54, one num: 6\n",
      "1654 online, zero num: 60, one num: 0\n",
      "1655 online, zero num: 55, one num: 5\n",
      "1656 online, zero num: 52, one num: 8\n",
      "1657 online, zero num: 58, one num: 2\n",
      "1658 online, zero num: 59, one num: 1\n",
      "1659 online, zero num: 56, one num: 4\n",
      "1660 online, zero num: 59, one num: 1\n",
      "1661 online, zero num: 59, one num: 1\n",
      "1662 online, zero num: 53, one num: 7\n",
      "1663 online, zero num: 51, one num: 9\n",
      "1664 online, zero num: 54, one num: 6\n",
      "1665 online, zero num: 56, one num: 4\n",
      "1666 online, zero num: 58, one num: 2\n",
      "1667 online, zero num: 59, one num: 1\n",
      "1668 online, zero num: 57, one num: 3\n",
      "1669 online, zero num: 57, one num: 3\n",
      "1670 online, zero num: 53, one num: 7\n",
      "1671 online, zero num: 59, one num: 1\n",
      "1672 online, zero num: 58, one num: 2\n",
      "1673 online, zero num: 39, one num: 21\n",
      "1674 online, zero num: 60, one num: 0\n",
      "1675 online, zero num: 57, one num: 3\n",
      "1676 online, zero num: 48, one num: 12\n",
      "1677 online, zero num: 57, one num: 3\n",
      "1678 online, zero num: 50, one num: 10\n",
      "1679 online, zero num: 47, one num: 13\n",
      "1680 online, zero num: 43, one num: 17\n",
      "1681 online, zero num: 52, one num: 8\n",
      "1682 online, zero num: 60, one num: 0\n",
      "1683 online, zero num: 60, one num: 0\n",
      "1684 online, zero num: 47, one num: 13\n",
      "1685 online, zero num: 60, one num: 0\n",
      "1686 online, zero num: 60, one num: 0\n",
      "1687 online, zero num: 60, one num: 0\n",
      "1688 online, zero num: 55, one num: 5\n",
      "1689 online, zero num: 53, one num: 7\n",
      "1690 online, zero num: 60, one num: 0\n",
      "1691 online, zero num: 60, one num: 0\n",
      "1692 online, zero num: 59, one num: 1\n",
      "1693 online, zero num: 56, one num: 4\n",
      "1694 online, zero num: 56, one num: 4\n",
      "1695 online, zero num: 59, one num: 1\n",
      "1696 online, zero num: 59, one num: 1\n",
      "1697 online, zero num: 60, one num: 0\n",
      "1698 online, zero num: 59, one num: 1\n",
      "1699 online, zero num: 41, one num: 19\n",
      "1700 online, zero num: 60, one num: 0\n",
      "1701 online, zero num: 52, one num: 8\n",
      "1702 online, zero num: 58, one num: 2\n",
      "1703 online, zero num: 54, one num: 6\n",
      "1704 online, zero num: 52, one num: 8\n",
      "1705 online, zero num: 59, one num: 1\n",
      "1706 online, zero num: 58, one num: 2\n",
      "1707 online, zero num: 44, one num: 16\n",
      "1708 online, zero num: 59, one num: 1\n",
      "1709 online, zero num: 60, one num: 0\n",
      "1710 online, zero num: 53, one num: 7\n",
      "1711 online, zero num: 57, one num: 3\n",
      "1712 online, zero num: 59, one num: 1\n",
      "1713 online, zero num: 58, one num: 2\n",
      "1714 online, zero num: 41, one num: 19\n",
      "1715 online, zero num: 59, one num: 1\n",
      "1716 online, zero num: 50, one num: 10\n",
      "1717 online, zero num: 60, one num: 0\n",
      "1718 online, zero num: 60, one num: 0\n",
      "1719 online, zero num: 60, one num: 0\n",
      "1720 online, zero num: 60, one num: 0\n",
      "1721 online, zero num: 60, one num: 0\n",
      "1722 online, zero num: 51, one num: 9\n",
      "1723 online, zero num: 60, one num: 0\n",
      "1724 online, zero num: 40, one num: 20\n",
      "1725 online, zero num: 59, one num: 1\n",
      "1726 online, zero num: 59, one num: 1\n",
      "1727 online, zero num: 58, one num: 2\n",
      "1728 online, zero num: 59, one num: 1\n",
      "1729 online, zero num: 59, one num: 1\n",
      "1730 online, zero num: 59, one num: 1\n",
      "1731 online, zero num: 60, one num: 0\n",
      "1732 online, zero num: 59, one num: 1\n",
      "1733 online, zero num: 54, one num: 6\n",
      "1734 online, zero num: 47, one num: 13\n",
      "1735 online, zero num: 53, one num: 7\n",
      "1736 online, zero num: 59, one num: 1\n",
      "1737 online, zero num: 50, one num: 10\n",
      "1738 online, zero num: 51, one num: 9\n",
      "1739 online, zero num: 59, one num: 1\n",
      "1740 online, zero num: 47, one num: 13\n",
      "1741 online, zero num: 45, one num: 15\n",
      "1742 online, zero num: 59, one num: 1\n",
      "1743 online, zero num: 60, one num: 0\n",
      "1744 online, zero num: 53, one num: 7\n",
      "1745 online, zero num: 57, one num: 3\n",
      "1746 online, zero num: 53, one num: 7\n",
      "1747 online, zero num: 60, one num: 0\n",
      "1748 online, zero num: 59, one num: 1\n",
      "1749 online, zero num: 60, one num: 0\n",
      "1750 online, zero num: 52, one num: 8\n",
      "1751 online, zero num: 44, one num: 16\n",
      "1752 online, zero num: 59, one num: 1\n",
      "1753 online, zero num: 46, one num: 14\n",
      "1754 online, zero num: 60, one num: 0\n",
      "1755 online, zero num: 59, one num: 1\n",
      "1756 online, zero num: 44, one num: 16\n",
      "1757 online, zero num: 52, one num: 8\n",
      "1758 online, zero num: 60, one num: 0\n",
      "1759 online, zero num: 48, one num: 12\n",
      "1760 online, zero num: 50, one num: 10\n",
      "1761 online, zero num: 60, one num: 0\n",
      "1762 online, zero num: 60, one num: 0\n",
      "1763 online, zero num: 39, one num: 21\n",
      "1764 online, zero num: 59, one num: 1\n",
      "1765 online, zero num: 46, one num: 14\n",
      "1766 online, zero num: 50, one num: 10\n",
      "1767 online, zero num: 60, one num: 0\n",
      "1768 online, zero num: 60, one num: 0\n",
      "1769 online, zero num: 54, one num: 6\n",
      "1770 online, zero num: 57, one num: 3\n",
      "1771 online, zero num: 59, one num: 1\n",
      "1772 online, zero num: 53, one num: 7\n",
      "1773 online, zero num: 50, one num: 10\n",
      "1774 online, zero num: 55, one num: 5\n",
      "1775 online, zero num: 59, one num: 1\n",
      "1776 online, zero num: 59, one num: 1\n",
      "1777 online, zero num: 60, one num: 0\n",
      "1778 online, zero num: 60, one num: 0\n",
      "1779 online, zero num: 52, one num: 8\n",
      "1780 online, zero num: 60, one num: 0\n",
      "1781 online, zero num: 60, one num: 0\n",
      "1782 online, zero num: 52, one num: 8\n",
      "1783 online, zero num: 60, one num: 0\n",
      "1784 online, zero num: 48, one num: 12\n",
      "1785 online, zero num: 47, one num: 13\n",
      "1786 online, zero num: 55, one num: 5\n",
      "1787 online, zero num: 60, one num: 0\n",
      "1788 online, zero num: 56, one num: 4\n",
      "1789 online, zero num: 59, one num: 1\n",
      "1790 online, zero num: 53, one num: 7\n",
      "1791 online, zero num: 57, one num: 3\n",
      "1792 online, zero num: 48, one num: 12\n",
      "1793 online, zero num: 52, one num: 8\n",
      "1794 online, zero num: 54, one num: 6\n",
      "1795 online, zero num: 51, one num: 9\n",
      "1796 online, zero num: 58, one num: 2\n",
      "1797 online, zero num: 44, one num: 16\n",
      "1798 online, zero num: 60, one num: 0\n",
      "1799 online, zero num: 60, one num: 0\n",
      "1800 online, zero num: 60, one num: 0\n",
      "1801 online, zero num: 59, one num: 1\n",
      "1802 online, zero num: 59, one num: 1\n",
      "1803 online, zero num: 57, one num: 3\n",
      "1804 online, zero num: 57, one num: 3\n",
      "1805 online, zero num: 46, one num: 14\n",
      "1806 online, zero num: 58, one num: 2\n",
      "1807 online, zero num: 52, one num: 8\n",
      "1808 online, zero num: 58, one num: 2\n",
      "1809 online, zero num: 48, one num: 12\n",
      "1810 online, zero num: 60, one num: 0\n",
      "1811 online, zero num: 53, one num: 7\n",
      "1812 online, zero num: 59, one num: 1\n",
      "1813 online, zero num: 60, one num: 0\n",
      "1814 online, zero num: 59, one num: 1\n",
      "1815 online, zero num: 46, one num: 14\n",
      "1816 online, zero num: 54, one num: 6\n",
      "1817 online, zero num: 48, one num: 12\n",
      "1818 online, zero num: 52, one num: 8\n",
      "1819 online, zero num: 59, one num: 1\n",
      "1820 online, zero num: 57, one num: 3\n",
      "1821 online, zero num: 55, one num: 5\n",
      "1822 online, zero num: 59, one num: 1\n",
      "1823 online, zero num: 59, one num: 1\n",
      "1824 online, zero num: 60, one num: 0\n",
      "1825 online, zero num: 58, one num: 2\n",
      "1826 online, zero num: 60, one num: 0\n",
      "1827 online, zero num: 57, one num: 3\n",
      "1828 online, zero num: 56, one num: 4\n",
      "1829 online, zero num: 54, one num: 6\n",
      "1830 online, zero num: 51, one num: 9\n",
      "1831 online, zero num: 50, one num: 10\n",
      "1832 online, zero num: 56, one num: 4\n",
      "1833 online, zero num: 58, one num: 2\n",
      "1834 online, zero num: 58, one num: 2\n",
      "1835 online, zero num: 58, one num: 2\n",
      "1836 online, zero num: 59, one num: 1\n",
      "1837 online, zero num: 58, one num: 2\n",
      "1838 online, zero num: 56, one num: 4\n",
      "1839 online, zero num: 58, one num: 2\n",
      "1840 online, zero num: 49, one num: 11\n",
      "1841 online, zero num: 54, one num: 6\n",
      "1842 online, zero num: 60, one num: 0\n",
      "1843 online, zero num: 57, one num: 3\n",
      "1844 online, zero num: 59, one num: 1\n",
      "1845 online, zero num: 60, one num: 0\n",
      "1846 online, zero num: 58, one num: 2\n",
      "1847 online, zero num: 59, one num: 1\n",
      "1848 online, zero num: 60, one num: 0\n",
      "1849 online, zero num: 51, one num: 9\n",
      "1850 online, zero num: 57, one num: 3\n",
      "1851 online, zero num: 46, one num: 14\n",
      "1852 online, zero num: 60, one num: 0\n",
      "1853 online, zero num: 42, one num: 18\n",
      "1854 online, zero num: 58, one num: 2\n",
      "1855 online, zero num: 57, one num: 3\n",
      "1856 online, zero num: 43, one num: 17\n",
      "1857 online, zero num: 57, one num: 3\n",
      "1858 online, zero num: 42, one num: 18\n",
      "1859 online, zero num: 56, one num: 4\n",
      "1860 online, zero num: 58, one num: 2\n",
      "1861 online, zero num: 60, one num: 0\n",
      "1862 online, zero num: 60, one num: 0\n",
      "1863 online, zero num: 60, one num: 0\n",
      "1864 online, zero num: 50, one num: 10\n",
      "1865 online, zero num: 45, one num: 15\n",
      "1866 online, zero num: 51, one num: 9\n",
      "1867 online, zero num: 60, one num: 0\n",
      "1868 online, zero num: 59, one num: 1\n",
      "1869 online, zero num: 58, one num: 2\n",
      "1870 online, zero num: 31, one num: 29\n",
      "1871 online, zero num: 49, one num: 11\n",
      "1872 online, zero num: 54, one num: 6\n",
      "1873 online, zero num: 46, one num: 14\n",
      "1874 online, zero num: 53, one num: 7\n",
      "1875 online, zero num: 54, one num: 6\n",
      "1876 online, zero num: 60, one num: 0\n",
      "1877 online, zero num: 60, one num: 0\n",
      "1878 online, zero num: 56, one num: 4\n",
      "1879 online, zero num: 60, one num: 0\n",
      "1880 online, zero num: 56, one num: 4\n",
      "1881 online, zero num: 60, one num: 0\n",
      "1882 online, zero num: 59, one num: 1\n",
      "1883 online, zero num: 60, one num: 0\n",
      "1884 online, zero num: 60, one num: 0\n",
      "1885 online, zero num: 60, one num: 0\n",
      "1886 online, zero num: 50, one num: 10\n",
      "1887 online, zero num: 58, one num: 2\n",
      "1888 online, zero num: 60, one num: 0\n",
      "1889 online, zero num: 60, one num: 0\n",
      "1890 online, zero num: 55, one num: 5\n",
      "1891 online, zero num: 59, one num: 1\n",
      "1892 online, zero num: 59, one num: 1\n",
      "1893 online, zero num: 59, one num: 1\n",
      "1894 online, zero num: 60, one num: 0\n",
      "1895 online, zero num: 48, one num: 12\n",
      "1896 online, zero num: 60, one num: 0\n",
      "1897 online, zero num: 60, one num: 0\n",
      "1898 online, zero num: 50, one num: 10\n",
      "1899 online, zero num: 60, one num: 0\n",
      "1900 online, zero num: 60, one num: 0\n",
      "1901 online, zero num: 58, one num: 2\n",
      "1902 online, zero num: 60, one num: 0\n",
      "1903 online, zero num: 60, one num: 0\n",
      "1904 online, zero num: 60, one num: 0\n",
      "1905 online, zero num: 60, one num: 0\n",
      "1906 online, zero num: 59, one num: 1\n",
      "1907 online, zero num: 60, one num: 0\n",
      "1908 online, zero num: 50, one num: 10\n",
      "1909 online, zero num: 57, one num: 3\n",
      "1910 online, zero num: 54, one num: 6\n",
      "1911 online, zero num: 60, one num: 0\n",
      "1912 online, zero num: 60, one num: 0\n",
      "1913 online, zero num: 59, one num: 1\n",
      "1914 online, zero num: 59, one num: 1\n",
      "1915 online, zero num: 60, one num: 0\n",
      "1916 online, zero num: 55, one num: 5\n",
      "1917 online, zero num: 60, one num: 0\n",
      "1918 online, zero num: 59, one num: 1\n",
      "1919 online, zero num: 60, one num: 0\n",
      "1920 online, zero num: 59, one num: 1\n",
      "1921 online, zero num: 59, one num: 1\n",
      "1922 online, zero num: 60, one num: 0\n",
      "1923 online, zero num: 56, one num: 4\n",
      "1924 online, zero num: 41, one num: 19\n",
      "1925 online, zero num: 60, one num: 0\n",
      "1926 online, zero num: 60, one num: 0\n",
      "1927 online, zero num: 60, one num: 0\n",
      "1928 online, zero num: 56, one num: 4\n",
      "1929 online, zero num: 59, one num: 1\n",
      "1930 online, zero num: 31, one num: 29\n",
      "1931 online, zero num: 60, one num: 0\n",
      "1932 online, zero num: 43, one num: 17\n",
      "1933 online, zero num: 59, one num: 1\n",
      "1934 online, zero num: 60, one num: 0\n",
      "1935 online, zero num: 45, one num: 15\n",
      "1936 online, zero num: 60, one num: 0\n",
      "1937 online, zero num: 60, one num: 0\n",
      "1938 online, zero num: 60, one num: 0\n",
      "1939 online, zero num: 59, one num: 1\n",
      "1940 online, zero num: 59, one num: 1\n",
      "1941 online, zero num: 60, one num: 0\n",
      "1942 online, zero num: 53, one num: 7\n",
      "1943 online, zero num: 60, one num: 0\n",
      "1944 online, zero num: 59, one num: 1\n",
      "1945 online, zero num: 60, one num: 0\n",
      "1946 online, zero num: 56, one num: 4\n",
      "1947 online, zero num: 60, one num: 0\n",
      "1948 online, zero num: 47, one num: 13\n",
      "1949 online, zero num: 60, one num: 0\n",
      "1950 online, zero num: 54, one num: 6\n",
      "1951 online, zero num: 60, one num: 0\n",
      "1952 online, zero num: 60, one num: 0\n",
      "1953 online, zero num: 57, one num: 3\n",
      "1954 online, zero num: 60, one num: 0\n",
      "1955 online, zero num: 60, one num: 0\n",
      "1956 online, zero num: 59, one num: 1\n",
      "1957 online, zero num: 57, one num: 3\n",
      "1958 online, zero num: 59, one num: 1\n",
      "1959 online, zero num: 47, one num: 13\n",
      "1960 online, zero num: 57, one num: 3\n",
      "1961 online, zero num: 60, one num: 0\n",
      "1962 online, zero num: 59, one num: 1\n",
      "1963 online, zero num: 56, one num: 4\n",
      "1964 online, zero num: 57, one num: 3\n",
      "1965 online, zero num: 60, one num: 0\n",
      "1966 online, zero num: 59, one num: 1\n",
      "1967 online, zero num: 60, one num: 0\n",
      "1968 online, zero num: 58, one num: 2\n",
      "1969 online, zero num: 60, one num: 0\n",
      "1970 online, zero num: 60, one num: 0\n",
      "1971 online, zero num: 60, one num: 0\n",
      "1972 online, zero num: 57, one num: 3\n",
      "1973 online, zero num: 60, one num: 0\n",
      "1974 online, zero num: 60, one num: 0\n",
      "1975 online, zero num: 59, one num: 1\n",
      "1976 online, zero num: 58, one num: 2\n",
      "1977 online, zero num: 60, one num: 0\n",
      "1978 online, zero num: 52, one num: 8\n",
      "1979 online, zero num: 59, one num: 1\n",
      "1980 online, zero num: 59, one num: 1\n",
      "1981 online, zero num: 29, one num: 31\n",
      "1982 online, zero num: 52, one num: 8\n",
      "1983 online, zero num: 56, one num: 4\n",
      "1984 online, zero num: 38, one num: 22\n",
      "1985 online, zero num: 40, one num: 20\n",
      "1986 online, zero num: 60, one num: 0\n",
      "1987 online, zero num: 54, one num: 6\n",
      "1988 online, zero num: 56, one num: 4\n",
      "1989 online, zero num: 51, one num: 9\n",
      "1990 online, zero num: 52, one num: 8\n",
      "1991 online, zero num: 36, one num: 24\n",
      "1992 online, zero num: 57, one num: 3\n",
      "1993 online, zero num: 42, one num: 18\n",
      "1994 online, zero num: 51, one num: 9\n",
      "1995 online, zero num: 42, one num: 18\n",
      "1996 online, zero num: 35, one num: 25\n",
      "1997 online, zero num: 50, one num: 10\n",
      "1998 online, zero num: 36, one num: 24\n",
      "1999 online, zero num: 57, one num: 3\n"
     ]
    }
   ],
   "source": [
    "from scipy import misc\n",
    "online_label_y = []\n",
    "for i in range(2000):\n",
    "    test_batch_x = online_test_x[i].reshape(60, 101, 101)\n",
    "    temp_list = []\n",
    "    for j in range(60):\n",
    "        temp_list.append(misc.imresize(test_batch_x[j], (128, 128)))\n",
    "    test_batch_x = np.asarray(temp_list, dtype=np.uint8)\n",
    "    test_results = sess.run(y_conv, feed_dict={x: test_batch_x, keep_prob: 1.0})\n",
    "    test_results = np.apply_along_axis(lambda x: np.argmax(x), 1, test_results)\n",
    "    zero_num = (test_results == 0).sum()\n",
    "    one_num = (test_results == 1).sum()\n",
    "    print(\"%d online, zero num: %d, one num: %d\" % (i, zero_num, one_num))\n",
    "    online_label_y.append(0.0 if zero_num >= one_num else 1.0)\n",
    "\n",
    "np.save(\"data/online_label_y\", online_label_y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1974,)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "online_label_y = np.asarray(online_label_y)\n",
    "online_label_y[online_label_y == 0.0].shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Convert to Feature Vectors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "train_x_noshuffle = np.load(\"train_x.npy\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "del train_x, train_y, test_x, test_y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "from scipy import misc\n",
    "temp_list = []\n",
    "for i in range(8000):\n",
    "    train_x_noshuffle_i = train_x_noshuffle[i].reshape(60, 101, 101)\n",
    "    temp = []\n",
    "    for image in train_x_noshuffle_i:\n",
    "        temp.append(misc.imresize(image, (128, 128)))\n",
    "    temp_list.append(np.asarray(temp, dtype=np.uint8).reshape(60, 128, 128))\n",
    "train_x_noshuffle = temp_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "8000"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(train_x_noshuffle)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "8000\n",
      "(1, 61440)\n"
     ]
    }
   ],
   "source": [
    "feature_train_x = []\n",
    "for images in train_x_noshuffle:\n",
    "    feature_train_x.append(sess.run(h_fc1, feed_dict={x: images}).reshape(1,1024*60))\n",
    "\n",
    "print(len(feature_train_x))\n",
    "print(feature_train_x[0].shape)\n",
    "np.save(\"data/single_128/train_feature_x\", feature_train_x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "test_x_noshuffle = np.load(\"test_x.npy\")\n",
    "online_x = np.load(\"online_test_x.npy\")\n",
    "\n",
    "from scipy import misc\n",
    "temp_list = []\n",
    "for i in range(2000):\n",
    "    test_x_noshuffle_i = test_x_noshuffle[i].reshape(60, 101, 101)\n",
    "    temp = []\n",
    "    for image in train_x_noshuffle_i:\n",
    "        temp.append(misc.imresize(image, (128, 128)))\n",
    "    temp_list.append(np.asarray(temp, dtype=np.uint8).reshape(60, 128, 128))\n",
    "test_x_noshuffle = temp_list\n",
    "\n",
    "temp_list = []\n",
    "for i in range(2000):\n",
    "    online_x_i = online_x[i].reshape(60, 101, 101)\n",
    "    temp = []\n",
    "    for image in train_x_noshuffle_i:\n",
    "        temp.append(misc.imresize(image, (128, 128)))\n",
    "    temp_list.append(np.asarray(temp, dtype=np.uint8).reshape(60, 128, 128))\n",
    "online_x = temp_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2000 (60, 128, 128)\n",
      "2000 (60, 128, 128)\n"
     ]
    }
   ],
   "source": [
    "print(len(test_x_noshuffle), test_x_noshuffle[0].shape)\n",
    "print(len(online_x), online_x[0].shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2000\n",
      "(1, 61440)\n",
      "2000\n",
      "(1, 61440)\n"
     ]
    }
   ],
   "source": [
    "feature_test_x = []\n",
    "for images in test_x_noshuffle:\n",
    "    feature_test_x.append(sess.run(h_fc1, feed_dict={x: images}).reshape(1,1024*60))\n",
    "    \n",
    "print(len(feature_test_x))\n",
    "print(feature_test_x[0].shape)\n",
    "np.save(\"data/single_128/test_feature_x\", feature_test_x)\n",
    "\n",
    "feature_online_x = []\n",
    "for images in online_x:\n",
    "    feature_online_x.append(sess.run(h_fc1, feed_dict={x: images}).reshape(1,1024*60))\n",
    "    \n",
    "print(len(feature_online_x))\n",
    "print(feature_online_x[0].shape)\n",
    "np.save(\"data/single_128/online_feature_x\", feature_online_x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Feature Visualization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAA90AAAPdCAYAAACXzguGAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x282d44f9208>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "sample_data = train_x_noshuffle[0]\n",
    "f, axarr = plt.subplots(4, 4, figsize=(10,10))\n",
    "for row in range(4):\n",
    "    for line in range(4):\n",
    "        src_image = sample_data[row * 15 + line].reshape(1,128,128)\n",
    "        feature_map = sess.run(h_fc1, feed_dict={x: src_image})[0].reshape(1,1024)\n",
    "        feature_map = (feature_map / feature_map.max()) * 255.0\n",
    "        axarr[row][line].imshow(np.apply_along_axis(lambda x: np.repeat(x, 3), 1, feature_map).reshape(32,32,3))\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Boosting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "feature_train_x = np.load(\"data/single_128/feature_train_x.npy\")\n",
    "train_y = np.load(\"train_y.npy\")\n",
    "feature_test_x = np.load(\"data/single_128/feature_test_x.npy\")\n",
    "test_y = np.load(\"test_y.npy\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "feature_train_x = feature_train_x.reshape(8000, 1024 * 60)\n",
    "feature_test_x = feature_test_x.reshape(2000, 1024 * 60)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "train_y = np.asarray(train_y).reshape(8000)\n",
    "test_y = np.asarray(test_y).reshape(2000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import lightgbm as lgb\n",
    "from lightgbm import LGBMRegressor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "reg = LGBMRegressor(max_depth=11)\n",
    "model = reg.fit(feature_train_x, train_y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "rsem\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "15.984927290703242"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reg_results = reg.predict(feature_test_x)\n",
    "print(\"rsem\")\n",
    "np.sqrt(np.mean(np.square(np.array(reg_results) - np.array(test_y))))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import pandas as pd "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x0000020E78AB0438>]], dtype=object)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAg4AAAFyCAYAAACds1IeAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x20e361e3470>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAhsAAAFyCAYAAABcNBiyAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAAPYQAAD2EBqD+naQAAIABJREFUeJzt3X+UX3dd5/Hnu5QkpFJAA02xjsJW0rirYFJLs0pBy0nX\ngl9wq5ZCDpqwB4Gmi1ET4CyeJnDWJelaKk05sphFpWXS0i5prUgLKEgqtJrhl5BE0cJIfwRGCi0M\nSaH97B/3O/abmfnOzP3ke+feO/N8nPM9Ze79zHfe39cMmffc7+fzuZFSQpIkqSon1V2AJEla2Gw2\nJElSpWw2JElSpWw2JElSpWw2JElSpWw2JElSpWw2JElSpWw2JElSpWw2JElSpWw2JElSpWw2JFUm\nIpZExM6IuCcixiPiUxHxwrrrkjS/bDYkVelPgd8C3gv8d+D7wAcj4j/XWpWkeRXeiE1SFSLiHOBT\nwO+klN7ePbYU+AfgSErp5+qsT9L88cqGpKr8CsWVjHdPHEgpHQP2AOsi4ofrKkzS/LLZkFSV5wD/\nmFL69qTjd/Wcl7QI2GxIqsrpwH3THL8PCODp81uOpLrYbEiqyhOAY9McP9pzXtIiYLMhqSrfBZZO\nc3xZz3lJi4DNhqSq3EfxVspkE8funcdaJNXIZkNSVT4DPCsifmDS8XOB1D0vaRGw2ZBUlRuBk4FX\nTxyIiCXAbwCfSindU1NdkubZyXUXIGlhSindFRHvB/5XRJwGfImi0fhRYGOdtUmaX+4gKqky3SsZ\nbwU2AE8BPge8OaX0kVoLkzSvbDYkSVKlSs3ZiIg3RcRdEfFgRByJiA9ExLOmGfeWiLi3e5fHD0fE\nmZPOL42IayJiLCIeiogbI+Jpk8Y8JSKui4hvRcQDEfHHEXFK3suUJEl1KTtB9HnA1cBzgRcCjwdu\nj4h/35wnIt4AbKaYFHYO8B3gtu7l1AlXAS8CLgLOo9hJ8KZJX+t9wGrg/O7Y84B3laxXkiTV7ITe\nRomIFcDXgPNSSvu7x+4Frui5y+OpwBHg11NKN3Q//jrwspTSB7pjVgEHgXO7k8pWA18A1qaUPt0d\ncwHwF8AZKaX7s4uWJEnz6kSXvj6ZYr38NwAi4hnASuCjEwNSSg8CdwLruofOplgF0zvmMDDaM+Zc\n4IGJRqPrI92v9dwTrFmSJM2j7KWvEREUb4fsTyl9sXt4JUVDcGTS8CPdcwCnAQ93m5B+Y1ZSXDH5\ndymlRyLiGz1jJtfzQ8AFwJd57N4LkiRpdsuAHwNuSyn926Cf/ET22Xgn8BPAzw6olhN1AXBd3UVI\nktRir6CYMzlQWc1GROwGLgSel1LqvYX0/RS3jj6N469unAZ8umfMkog4ddLVjdO65ybGTF6d8jjg\nB3vGTPZlgGuvvZbVq1eXfUmL2pYtW3j7299edxmtYmZ5zK08M8tjbuUcPHiQDRs2QPd36aCVbja6\njcZLgOenlEZ7z6WU7o6I+ylWkHyuO/5UinkW13SHHQC+3x3TO0F0CPhkd8wngSdHxE/3zNs4n6KR\nubNPaUcBVq9ezZo1a8q+rEXtSU96kpmVZGZ5zK08M8tjbtkqmYZQqtmIiHcClwAd4DvdLYgBvpVS\nmijwKuDNEfElig7prcBXgZuhmDAaEXuAKyPiAeAh4B3AHSmlu7pjDkXEbcC7I+K1wBKKJbfDrkQZ\nvPvvN9KyzCyPuZVnZnnMrVnKXtl4DcUE0I9NOr4R+DOAlNKuiFhOsSfGk4FPAL+YUnq4Z/wW4BGK\nGzUtBT4EXDrpOV8O7KZYhfJod+zrS9arObjnHu+HVZaZ5TG38swsj7k1S6lmI6U0p6WyKaXtwPYZ\nzh8DLus++o35JsX9FFSxtWvX1l1C65hZHnMrz8zymFuzeIt5cckll9RdQuuYWR5zK8/M8phbsyyY\nG7FFxBrgwIEDB5wUJElSCSMjIxNXg9amlEYG/fxe2ZAkSZWy2RAbN26su4TWMbM85laemeUxt2Y5\nkR1EG+nAgQM89NBDfc+vWbOGJz7xifNYUfOtX7++7hJax8zymFt5ZpbH3Jplwc3ZmG3cS15yEfv2\n3TgPFUmS1A5Vz9lYcFc2ik1J/2Ofc2/k3nvv63NOkiRVYQE2G0PAj/c59yT631pFkiRVwQmiYv/+\n/XWX0DpmlsfcyjOzPObWLDYbYteuXXWX0DpmlsfcyjOzPObWLDYbYu/evXWX0DpmlsfcyjOzPObW\nLDYbYvny5XWX0DpmlsfcyjOzPObWLDYbkiSpUjYbkiSpUjYbYuvWrXWX0DpmlsfcyjOzPObWLDYb\nYmhoqO4SWsfM8phbeWaWx9yaZQFuV34A6HeL+U38zM8c5q677pjHyiRJajZvMS9JklrNZkOSJFXK\nZkMcOnSo7hJax8zymFt5ZpbH3JrFZkNs27at7hJax8zymFt5ZpbH3JrFZkPs3r277hJax8zymFt5\nZpbH3JrFZkMuEctgZnnMrTwzy2NuzWKzIUmSKmWzIUmSKmWzIXbu3Fl3Ca1jZnnMrTwzy2NuzWKz\nIcbHx+suoXXMLI+5lWdmecytWdyuXJKkRc7tyiVJUqvZbEiSpErZbIixsbG6S2gdM8tjbuWZWR5z\naxabDbFp06a6S2gdM8tjbuWZWR5zaxabDbF9+/a6S2gdM8tjbuWZWR5zaxabDbFmTb/VO+rHzPKY\nW3lmlsfcmsVmQ5IkVcpmQ5IkVcpmQ+zZs6fuElrHzPKYW3lmlsfcmsVmQ4yMDHyzuAXPzPKYW3lm\nlsfcmsXtyiVJWuTcrlySJLWazYYkSaqUzYYkSaqUzYbodDp1l9A6ZpbH3Mozszzm1iw2G2Lz5s11\nl9A6ZpbH3Mozszzm1iyuRpEkaZFzNYokSWo1mw1JklQpmw2xb9++uktoHTPLY27lmVkec2sWmw0x\nPDxcdwmtY2Z5zK08M8tjbs3iBFFJkhY5J4hKkqRWs9mQJEmVstmQJEmVstkQGzdurLuE1jGzPOZW\nnpnlMbdmsdkQ69evr7uE1jGzPOZWnpnlMbdmcTWKJEmLnKtRJElSq9lsSJKkStlsiP3799ddQuuY\nWR5zK8/M8phbs9hsiF27dtVdQuuYWR5zK8/M8phbs9hsiL1799ZdQuuYWR5zK8/M8phbs9hsiOXL\nl9ddQuuYWR5zK8/M8phbs9hsSJKkStlsSJKkStlsiK1bt9ZdQuuYWR5zK8/M8phbs9hsiKGhobpL\naB0zy2Nu5ZlZHnNrltLblUfE84CtwFrgdOClKaVbes6/B/j1SZ/2oZTShT1jlgJXAhcDS4HbgNel\nlL7WM+YpwG7gxcCjwE3A61NK3+lTl9uVS5KUoYnblZ8CfAZ4HdCvU/lL4DRgZfdxyaTzVwEvAi4C\nzgOeTtFM9HofsBo4vzv2POBdGfVKkqQanVz2E1JKHwI+BBAR0WfYsZTS16c7ERGnApuAl6WUPt49\nthE4GBHnpJTuiojVwAUUHdanu2MuA/4iIn43pXR/2bolSVI9qpqz8YKIOBIRhyLinRHxgz3n1lI0\nOR+dOJBSOgyMAuu6h84FHphoNLo+QnEl5bkV1bxoHTp0qO4SWsfM8phbeWaWx9yapYpm4y+BVwK/\nAGwDng98sOcqyErg4ZTSg5M+70j33MSYr/WeTCk9AnyjZ4wGZNu2bXWX0DpmlsfcyjOzPObWLKXf\nRplNSumGng+/EBGfB/4ZeAHw14P+ejpxu3fvrruE1jGzPOZWnpnlMbdmqXzpa0rpbmAMOLN76H5g\nSXfuRq/Tuucmxjyt92REPA74wZ4xfVwIdCY91gH7jht1++230+l0pnz2pZdeyp49e447NjIyQqfT\nYWxs7Ljjl19+OTt37jzu2OjoKJ1OZ8olvKuvvnrKuu/x8XE6nc6UuxMODw+zcePGKbVdfPHF7Ns3\n+NexZ8+eBfE65vP7MTQ0tCBeB8zv9wNYEK9jPr8fQ0NDC+J1wPx+P4aGhhbE64DBfz+Gh4fpdDqs\nW7eOlStX0ul02LJly5TPGaTSS1+P++SIR5m09HWaMWcAXwFeklK6tdtkfJ1igugHumNWAQeBc7sT\nRM8CvgCc3TNBdD3wQeCM6SaIuvRVkqQ8VS99Lf02SkScQnGVYmIOxjMj4tkU8ym+AVxOsYz1/u64\nncA/UuylQUrpwYjYA1wZEQ8ADwHvAO5IKd3VHXMoIm4D3h0RrwWWAFcDw65EkSSpXXLeRjkb+DTF\nJYQE/AEwAuwAHgF+CrgZOAy8G/g74LyU0vd6nmMLcCtwI/Ax4F6KPTd6vRw4RLEK5Vbgb4DfzKhX\ns5juUrdmZmZ5zK08M8tjbs2Ss8/Gx5m5Sfkvc3iOY8Bl3Ue/Md8ENpStT+WNj4/XXULrmFkecyvP\nzPKYW7Oc0JyNJnHOhiRJeZq4XbkkSdKc2WxIkqRK2Wxoyvpvzc7M8phbeWaWx9yaxWZDbNq0qe4S\nWsfM8phbeWaWx9yaxWZDbN++ve4SWsfM8phbeWaWx9yaxWZDrFnTb/WO+jGzPOZWnpnlMbdmsdmQ\nJEmVstmQJEmVstnQlLsUanZmlsfcyjOzPObWLDYbYmRk4JvFLXhmlsfcyjOzPObWLG5XLknSIud2\n5ZIkqdVsNiRJUqVsNiRJUqVsNkSn06m7hNYxszzmVp6Z5TG3ZrHZEJs3b667hNYxszzmVp6Z5TG3\nZnE1iiRJi5yrUSRJUqvZbEiSpErZbIh9+/bVXULrmFkecyvPzPKYW7PYbIjh4eG6S2gdM8tjbuWZ\nWR5zaxYniEqStMg5QVSSJLWazYYkSaqUzYYkSaqUzYbYuHFj3SW0jpnlMbfyzCyPuTWLzYZYv359\n3SW0jpnlMbfyzCyPuTXLoluN8lM/9Tne857/M+NzrVixgqGhoUGXKElSI1W9GuXkQT9hs32bz3/+\nsxOB9rVs2XIOHz5owyFJ0gAssmbjKCl9H7gWWN1nzEGOHt3A2NiYzYYkSQOwSOdsrKZ4q2W6R78m\nZOHav39/3SW0jpnlMbfyzCyPuTXLIm021GvXrl11l9A6ZpbH3Mozszzm1iw2G2Lv3r11l9A6ZpbH\n3Mozszzm1iw2G2L58uV1l9A6ZpbH3Mozszzm1iw2G5IkqVI2G5IkqVI2G2Lr1q11l9A6ZpbH3Moz\nszzm1iw2G3I/kQxmlsfcyjOzPObWLItsu/IO8OfMPGYEWMuBAwdYs6bfGEmSFo6qtyv3yoYkSaqU\nzYYkSaqUzYY4dOhQ3SW0jpnlMbfyzCyPuTWLzYbYtm1b3SW0jpnlMbfyzCyPuTWLzYbYvXt33SW0\njpnlMbfyzCyPuTWLzYZcIpbBzPKYW3lmlsfcmsVmQ5IkVcpmQ5IkVcpmQ+zcubPuElrHzPKYW3lm\nlsfcmsVmQ4yPj9ddQuuYWR5zK8/M8phbs7hd+RRuVy5JWlzcrlySJLWazYYkSaqUzYYYGxuru4TW\nMbM85laemeUxt2ax2RCbNm2qu4TWMbM85laemeUxt2ax2RDbt2+vu4TWMbM85laemeUxt2ax2ZCr\nbjKYWR5zK8/M8phbs9hsSJKkStlsSJKkStlsiD179tRdQuuYWR5zK8/M8phbs9hsiJGRgW8Wt+CZ\nWR5zK8/M8phbs7hd+RRuVy5JWlzcrlySJLWazYYkSaqUzYYkSaqUzYbodDp1l9A6ZpbH3Mozszzm\n1iw2G2Lz5s11l9A6ZpbH3Mozszzm1iylm42IeF5E3BIR90TEoxExpX2MiLdExL0RMR4RH46IMyed\nXxoR10TEWEQ8FBE3RsTTJo15SkRcFxHfiogHIuKPI+KU8i9Rs1m/fn3dJbSOmeUxt/LMLI+5NUvO\nlY1TgM8ArwOmrJuNiDcAm4FXA+cA3wFui4glPcOuAl4EXAScBzwduGnSU70PWA2c3x17HvCujHol\nSVKNTi77CSmlDwEfAoiImGbI64G3ppRu7Y55JXAEeClwQ0ScCmwCXpZS+nh3zEbgYESck1K6KyJW\nAxdQrPf9dHfMZcBfRMTvppTuL1u3JEmqx0DnbETEM4CVwEcnjqWUHgTuBNZ1D51N0eT0jjkMjPaM\nORd4YKLR6PoIxZWU5w6yZsG+ffvqLqF1zCyPuZVnZnnMrVkGPUF0JUVDcGTS8SPdcwCnAQ93m5B+\nY1YCX+s9mVJ6BPhGzxgNyPDwcN0ltI6Z5TG38swsj7k1ywJcjXIhxbbkvY91wOQu9/buucneNuXI\nyMgInU6HsbGx445ffvnl7Ny587hjo6OjdDodDh06dNzxq6++mq1btx53bHx8nE6nw/79+487Pjw8\nzMaNG6fUcfHFF0/p1m+//fZpl3hdeumlU25E1O91nHXWWQvidczn9+P6669fEK8D5vf7ccUVVyyI\n1zGf34/rr79+QbwOmN/vx/XXX78gXgcM/vsxPDxMp9Nh3bp1rFy5kk6nw5YtW6Z8ziCd0L1RIuJR\n4KUppVu6Hz8D+GfgOSmlz/WM+xjw6ZTSloj4eYq3RJ7Se3UjIr4MvD2l9IfdORz/O6X0Qz3nHwcc\nBX4lpXTzNLV4bxRJkjK06t4oKaW7gfspVpAA0J0Q+lzgb7uHDgDfnzRmFTAEfLJ76JPAkyPip3ue\n/nwgKOZ/SJKklii9GqW718WZFL/4AZ4ZEc8GvpFS+leKZa1vjogvAV8G3gp8FbgZigmjEbEHuDIi\nHgAeAt4B3JFSuqs75lBE3Aa8OyJeCywBrgaGXYkiSVK75FzZOBv4NMUVigT8AcV7DzsAUkq7KBqD\nd1FchXgC8IsppYd7nmMLcCtwI/Ax4F6KPTd6vRw4RPGWy63A3wC/mVGvZjHd+3uamZnlMbfyzCyP\nuTVLzj4bH2eWJiWltB3YPsP5Y8Bl3Ue/Md8ENpStT+W50155ZpbH3Mozszzm1iwnNEG0SZwgKklS\nnlZNEJUkSZrMZkOSJFXKZkNTNoXR7Mwsj7mVZ2Z5zK1ZbDbErl276i6hdcwsj7mVZ2Z5zK1ZbDbE\n3r176y6hdcwsj7mVZ2Z5zK1ZbDbE8uXL6y6hdcwsj7mVZ2Z5zK1ZbDYkSVKlbDYkSVKlbDY05dbF\nmp2Z5TG38swsj7k1i82GGBoaqruE1jGzPOZWnpnlMbdmcbvyKdyuXJK0uLhduSRJajWbDUmSVCmb\nDXHo0KG6S2gdM8tjbuWZWR5zaxabDbFt27a6S2gdM8tjbuWZWR5zaxabDbF79+66S2gdM8tjbuWZ\nWR5zaxabDblELIOZ5TG38swsj7k1i82GJEmqlM2GJEmqlM2G2LlzZ90ltI6Z5TG38swsj7k1i82G\nGB8fr7uE1jGzPOZWnpnlMbdmcbvyKdyuXJK0uLhduSRJajWbDUmSVCmbDTE2NlZ3Ca1jZnnMrTwz\ny2NuzWKzITZt2lR3Ca1jZnnMrTwzy2NuzWKzIbZv3153Ca1jZnnMrTwzy2NuzWKzIVfdZDCzPOZW\nnpnlMbdmsdmQJEmVstmQJEmVstkQe/bsqbuE1jGzPOZWnpnlMbdmsdkQIyMD3yxuwTOzPOZWnpnl\nMbdmcbvyKdyuXJK0uLhduSRJajWbDUmSVCmbDUmSVCmbDdHpdOouoXXMLI+5lWdmecytWWw2xObN\nm+suoXXMLI+5lWdmecytWWw2xPr16+suoXXMLI+5lWdmecytWWw2JElSpWw2JElSpWw2xL59++ou\noXXMLI+5lWdmecytWWw2xPDwcN0ltI6Z5TG38swsj7k1i9uVT+F25ZKkxcXtyiVJUqvZbEiSpErZ\nbEiSpErZbIiNGzfWXULrmFkecyvPzPKYW7PYbMid9jKYWR5zK8/M8phbs7gaZYpiNcq1117L6tWr\n+369FStWMDQ0dAIVS5LUDFWvRjl50E/YfvcBJ7Fhw4YZRy1btpzDhw/acEiSNAubjSm+CTwKXAv0\nu7JxkKNHNzA2NmazIUnSLJyz0ddqirdapnv0f3uljfbv3193Ca1jZnnMrTwzy2NuzWKzIXbt2lV3\nCa1jZnnMrTwzy2NuzWKzIfbu3Vt3Ca1jZnnMrTwzy2NuzWKzIZYvX153Ca1jZnnMrTwzy2NuzWKz\nIUmSKmWzIUmSKmWzIbZu3Vp3Ca1jZnnMrTwzy2NuzWKzIfcKyWBmecytPDPLY27N4nblU1wHbJhl\nTLGl+YEDB1izpt8YSZLaoertyr2yIUmSKmWzIUmSKmWzIQ4dOlR3Ca1jZnnMrTwzy2NuzWKzIbZt\n21Z3Ca1jZnnMrTwzy2NuzTLwZiMiLo+IRyc9vjhpzFsi4t6IGI+ID0fEmZPOL42IayJiLCIeiogb\nI+Jpg65Vhd27d9ddQuuYWR5zK8/M8phbs1R1ZeMfgNOAld3Hz02ciIg3AJuBVwPnAN8BbouIJT2f\nfxXwIuAi4Dzg6cBNFdW66LlErDwzy2Nu5ZlZHnNrlpMret7vp5S+3ufc64G3ppRuBYiIVwJHgJcC\nN0TEqcAm4GUppY93x2wEDkbEOSmluyqqWcDo6ChjY2MzjlmxYoX/R5YkzVlVzcaPR8Q9wFHgk8Cb\nUkr/GhHPoLjS8dGJgSmlByPiTmAdcANwdreu3jGHI2K0O8ZmoyKjo6OsWrWao0fHZxy3bNlyDh8+\naMMhSZqTKt5G+RTwG8AFwGuAZwB/ExGnUDQaieJKRq8j3XNQvP3ycErpwRnGaIB27twJwNjYWLfR\nuJZiU7PpHtdy9Oj4rFc/FrqJzFSOuZVnZnnMrVkGfmUjpXRbz4f/EBF3AV8Bfg1wLVIDjY9PvpKx\nmv67pwqmy0xzYW7lmVkec2uWype+ppS+BfwjcCZwPxAUVy96ndY9R/e/S7pzN/qNmcGFFNuS9z7W\nAfsmjbu9e26yP5nm2Eh37PF/zf/RH/3RlO55dHSUTqczZY331VdfPeXGQOPj43Q6Hfbv33/c8eHh\nYTZu3Diliosvvph9+45/HbfffjudztTXcemll7Jnz57jX8XICJ1OZ9qrElP/ChileM2T+8O9Uz63\nKa/j8ssvn7fvx44dOxbE64D5/X686lWvWhCvYz6/Hzt27FgQrwPm9/uxY8eOBfE6YPDfj+HhYTqd\nDuvWrWPlypV0Oh22bNky5XMGqfJ7o0TED1D85vq9lNI1EXEvcEVK6e3d86dSvEXyypTS+7sff51i\ngugHumNWAQeBc/tNEPXeKCfusb3xF99rl6TFrOp7owz8bZSIuILiN/pXgB8GdgDf47E/ia8C3hwR\nXwK+DLwV+CpwM/z7hNE9wJUR8QDwEPAO4A5XokiS1D5VvI1yBvA+iuvveymuUpybUvo3gJTSLuBq\n4F3AncATgF9MKT3c8xxbgFuBG4GPAfdS7LmhCiz2yZ45zCyPuZVnZnnMrVkG3myklC5JKZ2RUnpC\nSmkopfTylNLdk8ZsTyk9PaW0PKV0QUrpS5POH0spXZZSWpFSemJK6VdTSl8bdK0qbNq0qe4SWsfM\n8phbeWaWx9yapap9NtQi27dvL/05Bw8enPH8Qt/4KyczmVsOM8tjbs1is6GSEz3vA05iw4YNM45a\n6Bt/OTk2j7mVZ2Z5zK1ZbDZU0jeBRyk2/lrdZ8xBjh7dwNjY2IJtNiRJc2ezoUxu/CVJmpvKN/VS\n803ehEazM7M85laemeUxt2ax2RAjIwPfv2XBM7M85laemeUxt2ax2RDXXHNN3SW0jpnlMbfyzCyP\nuTWLzYYkSaqUzYYkSaqUzYYkSaqUzYamvVWyZmZmecytPDPLY27NYrMhNm/eXHcJrWNmecytPDPL\nY27NYrMh1q9fX3cJrWNmecytPDPLY27NYrMhSZIqZbMhSZIqZbMh9u3bV3cJrWNmecytPDPLY27N\nYrMhhoeH6y6hdcwsj7mVZ2Z5zK1ZbDbE9ddfX3cJrWNmecytPDPLY27NYrMhSZIqdXLdBWjhOnjw\n4IznV6xYwdDQ0DxVI0mqi82GKnAfcBIbNmyYcdSyZcs5fPigDYckLXC+jSI2btw44Gf8JvAocC1w\noM/jWo4eHWdsbGzAX3t+DD6zxcHcyjOzPObWLF7ZUIU77a0G1lT03PVyd8I85laemeUxt2ax2TgB\nC2VOwiWXXFJ3Ca1jZnnMrTwzy2NuzWKzkcU5CZIkzZXNRpbeOQmr+4w5yNGjGxgbG7PZkCQtak4Q\nPSETcxKme/RrQppn//79dZfQOmaWx9zKM7M85tYsNhti165ddZfQOmaWx9zKM7M85tYsvo2yiIyO\njk671PQNb3gDIyMjs0541WP27t1bdwmtZG7lmVkec2sWm41FYnR0lFWrVnP06HjdpSwIy5cvr7uE\nVjK38swsj7k1i83GIjE2NtZtNGaa1PpB4PfmryhJ0qJgs7HozLTR1vy/jbJQ9iqRJPXnBFEBW2v4\nmo/tVbJ27dq+j1WrVjM6OlpDfTPburWOzNrP3Mozszzm1ixe2RBQx5WDdu9V0rR62sLcyjOzPObW\nLDYbAi6r8Wu38/4pl11WZ2btZW7lmVkec2sW30aRJEmV8spGxZwAeeLMUJLazWajMm26Wdsh4Kwa\nv34/c8tw6dJl3HTTjZx++ul9xwy6ITl06BBnndXEzJrN3Mozszzm1iw2G5Vp0wTIbcAtNX79fuaS\n4Sc4duy3efGLXzzjMw26qdu2bRu33NLEzJrN3Mozszzm1iw2G5VrwwTI3XUXMIvZ9gaZ/6Zu9+6m\nZ9ZM5laemeUxt2ax2RD1LH0dtPlt6pwjksfcyjOzPObWLK5GkSRJlbLZkCRJlbLZELCz7gJaZ+dO\nM8thbuWZWR5zaxabDQHedr6s8XEzy2Fu5ZlZHnNrFpsNATvqLqB1duwwsxzmVp6Z5TG3ZrHZkCRJ\nlXLpqxYNtz2XpHrYbAgYA1bUXUSFBr91/NjYGCtWLOTMqmFu5ZlZHnNrFt9GEbCp7gIq1rvt+YE+\nj2s5enScsbGxOT3jpk0LPbNqmFt5ZpbH3JrFKxsCttddwDyZfZfRub7Vsn379sGVtYiYW3lmlsfc\nmsVmowHqn0vQ9Hu3zIdyb7WsWWNmOcytPDPLY27NYrNRq+beQn3xadNdeiWpXWw2atXcW6gvXoN7\nq0WSVLDZaIS6b6G+B3hVxuctNoNf1bLY7Nmzh1e9yp+1Mswsj7k1i81Ga5zYX9wz/zU+gs3GXPRe\niboZeOOTNqqcAAAI+UlEQVQ0Y3yrZSYjIyP+AijJzPKYW7PYbCwIc/uLu79rBlnMIrAaeEXdRbTS\nNdf4s1aWmeUxt2ax2VgQ5jL344PA781bRZIkTbDZWFBmm/uh+TLbJNJjx46xdOnSGcc40VTSQmGz\nIQ3UXN/SehzwyIwjnGgqaaGw2RDQAW6pu4iW6ZdZmbe0TnyF0ejo6Jy2WG/KVZJOp8Mtt/izVoaZ\n5TG3ZrHZELC57gJaaLbM5vKW1uwrjGYyOjrKqlWrOXp0fNaxTblKsnmzP2tlmVkec2sWmw0B6+su\noIXmJ7PZljMXjcZMV0igSctx16/3Z60sM8tjbs1isyE1UpnlzCd2hUSSqmazITWSy5klLRwn1V2A\nmmBf3QW00HxlNnHVYrrHM+aphsHZt8+ftbLMLI+5NYtXNgTsBF5adxEt077MmnADuZ07d/LSl7Yr\nt7qZWR5za5bGNxsRcSnwu8BK4LPAZSmlv6u3qoXmqXUX0EJtymxu8z+WLl3GTTfdyOmnn953zFwa\nkpmW4y5ZsoSRkZHGLMVtg6c+tU0/a81hbs3S6GYjIi4G/gB4NXAXsAW4LSKelVKafXMBScxt/scn\nOHbst3nxi1884zPN1pDcd999XHTRr3Ls2Hf7PsfatWsH1thIaodGNxsUzcW7Ukp/BhARrwFeBGwC\ndtVZmNQ+s+39MZiGpNDvebYA/3UgjQ247bvUFo1tNiLi8cBa4PcnjqWUUkR8BFhXW2HSgnaiDcnE\nCpl+z/MkYMUcnmeujc3s277PZ9Mylx1dbX60GDW22aD4F+lxwJFJx48Aq6YZv6z4z/8D/r7PU365\n+98P0v/GZHcswjF3ANc1qJ42jJnIrCn1zDT5c9Bf7+4Zvta9szzPHcAZc3iewxQNyauAfk3C54Gb\nZxnzTxw7dsMcmpaTul+vv8c/filXXLGTFStWTHt+bGyMrVvfyPe+d/SEngfgpJNO4tFHi3ruuOMO\nrrtu6s9a75i5PM9iG9Mvt7rqmc8xK1asKD1npWcC+bJSnzhHkVKq4nlPWEScDtwDrEsp3dlzfCdw\nXkpp3aTxL2f6f/0lSdLcvCKl9L5BP2mTr2yMUVwfPW3S8dOA+6cZfxvwCorLFzP/aSFJknotA36M\n4nfpwDX2ygZARHwKuDOl9PruxwGMAu9IKV1Ra3GSJGlOmnxlA+BK4E8i4gCPLX1dDvxJnUVJkqS5\na3SzkVK6ISJWAG+hePvkM8AFKaWv11uZJEmaq0a/jSJJktrPG7FJkqRK2WxIkqRKLYhmIyIujYi7\nI+K7EfGpiPiZumtqkoh4U0TcFREPRsSRiPhARDxrmnFviYh7I2I8Ij4cEWfWUW8TRcQbI+LRiLhy\n0nEzmyQinh4R742IsW4un42INZPGmFtXRJwUEW+NiH/p5vGliHjzNOMWdWYR8byIuCUi7un+f7Ez\nzZgZM4qIpRFxTfdn86GIuDEinjZ/r2J+zZRZRJwcETsj4nMR8e3umD/t7nHV+xwDyaz1zUbPzdou\nB36a4s6wt3UnlqrwPOBq4LnAC4HHA7dHxBMmBkTEG4DNFDe9Owf4DkWOS+a/3GbpNq+vpvjZ6j1u\nZpNExJMptgk9BlxAsR/57wAP9Iwxt+O9EfhN4HXAWcA2YFtEbJ4YYGYAnEKxSOB1wJTJhnPM6CqK\n+2tdBJwHPB24qdqyazVTZsuB5wA7KH53/jLF7tw3Txo3mMxSSq1+AJ8C/rDn4wC+Cmyru7amPnjs\n5hQ/13PsXmBLz8enAt8Ffq3uemvO6gco9s7+BeCvgSvNbMa83gZ8fJYx5nZ8Hn8OvHvSsRuBPzOz\nvpk9CnQmHZsxo+7Hx4Bf7hmzqvtc59T9murIbJoxZ1NspnnGoDNr9ZWNnpu1fXTiWCrS8GZtM3sy\nRZf7DYCIeAawkuNzfBC4E3O8BvjzlNJf9R40s75+Cfj7iLih+5bdSET8t4mT5jatvwXOj4gfB4iI\nZwM/S3GDGTObgzlmdDbFdg+9Yw5TbBRpjoWJ3w3f7H68lgFl1uh9Nuag7M3aFr3uLqxXAftTSl/s\nHl5J8QM2XY4r57G8RomIl1FcZjx7mtNmNr1nAq+leGvzf1Jczn5HRBxLKb0Xc5vO2yj+gjwUEY9Q\nvL39P1JKe7vnzWx2c8noNODhbhPSb8yiFRFLKX4W35dS+nb38EoGlFnbmw2V907gJyj+clIfEXEG\nRVP2wpTS9+qup0VOAu5KKf1e9+PPRsR/Al4DvLe+shrtYuDlwMuAL1I0uH8YEfd2GzSpUhFxMvB+\niobtdVV8jVa/jUL5m7UtahGxG7gQeEFK6b6eU/dTzHUxx8esBZ4KjETE9yLie8DzgddHxMMUnb2Z\nTXUfU+8tfxAY6v5vf9am2gW8LaX0/pTSF1JK1wFvB97UPW9ms5tLRvcDSyLi1BnGLDo9jcaPAOt7\nrmrAADNrdbPR/YvzAHD+xLHu2wTnU7wPqq5uo/ES4OdTSqO951JKd1P84PTmeCrF6pXFmuNHgJ+k\n+Cvz2d3H3wPXAs9OKf0LZjadO5j6FuYq4Cvgz1ofyyn+aOr1KN1/n81sdnPM6ADw/UljVlE0wp+c\nt2IbpKfReCZwfkrpgUlDBpdZ3TNkBzDD9teAceCVFMvG3gX8G/DUumtryoPirZMHKJbAntbzWNYz\nZls3t1+i+CW7D/gnYEnd9TflwdTVKGY2NaOzKWavvwn4DxRvDzwEvMzc+mb2HooJdxcCP0qxBPFr\nwO+b2XE5nULR9D+Hohn7re7HPzLXjLr/Ft4NvIDi6uUdwCfqfm11ZEYxjeJmij8EfnLS74bHDzqz\n2sMYUKCvA75Msczpk8DZddfUpEf3h+yRaR6vnDRuO8XysXHgNuDMumtv0gP4q95mw8z65nQh8Llu\nJl8ANk0zxtwey+IUijtc302xN8Q/Uex9cLKZHff6n9/n37L/O9eMgKUUew6NUTTB7weeVvdrqyMz\nisZ28rmJj88bdGbeiE2SJFWq1XM2JElS89lsSJKkStlsSJKkStlsSJKkStlsSJKkStlsSJKkStls\nSJKkStlsSJKkStlsSJKkStlsSJKkStlsSJKkSv1/heabiVP20XYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x20e3624f630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAh0AAAFyCAYAAABRKmj1AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x20e392debe0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAhIAAAFyCAYAAACgITN4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x20e393c2f28>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "reg_results = reg.predict(feature_train_x)\n",
    "pd.DataFrame(reg_results).hist(bins=50)\n",
    "pd.DataFrame(train_y).hist(bins=50)\n",
    "reg_results = reg.predict(feature_test_x)\n",
    "pd.DataFrame(reg_results).hist(bins=50)\n",
    "pd.DataFrame(test_y).hist(bins=50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [conda root]",
   "language": "python",
   "name": "conda-root-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  },
  "nbpresent": {
   "slides": {},
   "themes": {
    "default": "0a341ddb-6f0a-48c3-bf66-5e1bfa57f76d",
    "theme": {}
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}