TwoRegression.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Train Smaller Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "smaller_train_x = np.load(\"data/smaller_train_x.npy\")\n",
    "smaller_test_x = np.load(\"data/smaller_test_x.npy\")\n",
    "smaller_train_y = np.load(\"data/smaller_train_y.npy\")\n",
    "smaller_test_y = np.load(\"data/smaller_test_y.npy\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Using config: {'_evaluation_master': '', '_save_checkpoints_secs': 600, '_task_id': 0, '_save_summary_steps': 100, '_environment': 'local', '_is_chief': True, '_task_type': None, '_master': '', '_tf_random_seed': None, '_keep_checkpoint_max': 50, '_cluster_spec': <tensorflow.python.training.server_lib.ClusterSpec object at 0x0000023771184198>, '_tf_config': gpu_options {\n",
      "  per_process_gpu_memory_fraction: 0.6\n",
      "}\n",
      ", '_keep_checkpoint_every_n_hours': 10000, '_num_ps_replicas': 0, '_save_checkpoints_steps': None}\n"
     ]
    }
   ],
   "source": [
    "import tensorflow as tf\n",
    "train_batch_size = 100\n",
    "n_input = 101 * 101 * 60\n",
    "features = [tf.contrib.layers.real_valued_column(\"x\", dimension= n_input)]\n",
    "train_input_fn = tf.contrib.learn.io.numpy_input_fn({\"x\": smaller_train_x}, smaller_train_y, train_batch_size, num_epochs = 1000)\n",
    "test_input_fn = tf.contrib.learn.io.numpy_input_fn({\"x\":smaller_test_x}, smaller_test_y, batch_size=200, num_epochs=20)\n",
    "\n",
    "linear_model_samller = tf.contrib.learn.LinearRegressor(\n",
    "    feature_columns = features,\n",
    "    model_dir=\"my_model/linear_model_smaller\",\n",
    "    config= tf.contrib.learn.RunConfig(\n",
    "        keep_checkpoint_max = 50,\n",
    "        gpu_memory_fraction=0.6))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\head.py:1362: scalar_summary (from tensorflow.python.ops.logging_ops) is deprecated and will be removed after 2016-11-30.\n",
      "Instructions for updating:\n",
      "Please switch to tf.summary.scalar. Note that tf.summary.scalar uses the node name instead of the tag. This means that TensorFlow will automatically de-duplicate summary names based on the scope they are created in. Also, passing a tensor or list of tags to a scalar summary op is no longer supported.\n",
      "INFO:tensorflow:Create CheckpointSaverHook.\n",
      "INFO:tensorflow:Saving checkpoints for 3002 into my_model/linear_model_smaller\\model.ckpt.\n",
      "INFO:tensorflow:loss = 15.42, step = 3002\n",
      "INFO:tensorflow:global_step/sec: 6.18041\n",
      "INFO:tensorflow:loss = 15.5716, step = 3102\n",
      "INFO:tensorflow:global_step/sec: 6.59178\n",
      "INFO:tensorflow:loss = 6.03353, step = 3202\n",
      "INFO:tensorflow:global_step/sec: 5.76846\n",
      "INFO:tensorflow:loss = 12.8386, step = 3302\n",
      "INFO:tensorflow:global_step/sec: 5.83893\n",
      "INFO:tensorflow:loss = 11.0085, step = 3402\n",
      "INFO:tensorflow:global_step/sec: 6.52\n",
      "INFO:tensorflow:loss = 12.485, step = 3502\n"
     ]
    }
   ],
   "source": [
    "for i in range(0,20):\n",
    "    linear_model_samller.fit(input_fn = train_input_fn, steps = 1000)\n",
    "    linear_model_samller.evaluate(input_fn=test_input_fn, steps=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "del smaller_train_x\n",
    "del smaller_train_y\n",
    "del samller_test_x\n",
    "del smaller_test_y"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Train Larger Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "larger_train_x = np.load(\"data/larger_train_x.npy\")\n",
    "larger_test_x = np.load(\"data/larger_test_x.npy\")\n",
    "larger_train_y = np.load(\"data/larger_train_y.npy\")\n",
    "larger_test_y = np.load(\"data/larger_test_y.npy\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "train_batch_size = 100\n",
    "n_input = 101 * 101 * 60\n",
    "features = [tf.contrib.layers.real_valued_column(\"x\", dimension= n_input)]\n",
    "train_input_fn = tf.contrib.learn.io.numpy_input_fn({\"x\": larger_train_x}, larger_train_y, train_batch_size, num_epochs = 1000)\n",
    "test_input_fn = tf.contrib.learn.io.numpy_input_fn({\"x\":larger_test_x}, larger_test_y, batch_size=200, num_epochs=20)\n",
    "\n",
    "linear_model_larger = tf.contrib.learn.LinearRegressor(\n",
    "    feature_columns = features,\n",
    "    model_dir=\"my_model/linear_model_larger\",\n",
    "    config= tf.contrib.learn.RunConfig(\n",
    "        keep_checkpoint_max = 50,\n",
    "        gpu_memory_fraction=0.6))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "for i in range(0,20):\n",
    "    linear_model_larger.fit(input_fn = train_input_fn, steps = 1000)\n",
    "    linear_model_larger.evaluate(input_fn=test_input_fn, steps=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "del larger_train_x\n",
    "del larger_train_y\n",
    "del larger_test_x\n",
    "del larger_test_y "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Test Two Regression With Label [Test Data]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "test_x = np.load(\"test_x.npy\")\n",
    "label_test_y = np.load(\"data/label_test_y.npy\")\n",
    "test_y = np.load(\"test_y.npy\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Using config: {'_evaluation_master': '', '_tf_random_seed': None, '_save_checkpoints_steps': None, '_save_summary_steps': 100, '_num_ps_replicas': 0, '_environment': 'local', '_save_checkpoints_secs': 600, '_keep_checkpoint_max': 50, '_master': '', '_is_chief': True, '_cluster_spec': <tensorflow.python.training.server_lib.ClusterSpec object at 0x000001E2524EAE10>, '_keep_checkpoint_every_n_hours': 10000, '_tf_config': gpu_options {\n",
      "  per_process_gpu_memory_fraction: 0.6\n",
      "}\n",
      ", '_task_type': None, '_task_id': 0}\n",
      "INFO:tensorflow:Using config: {'_evaluation_master': '', '_tf_random_seed': None, '_save_checkpoints_steps': None, '_save_summary_steps': 100, '_num_ps_replicas': 0, '_environment': 'local', '_save_checkpoints_secs': 600, '_keep_checkpoint_max': 50, '_master': '', '_is_chief': True, '_cluster_spec': <tensorflow.python.training.server_lib.ClusterSpec object at 0x000001E2561BC438>, '_keep_checkpoint_every_n_hours': 10000, '_tf_config': gpu_options {\n",
      "  per_process_gpu_memory_fraction: 0.6\n",
      "}\n",
      ", '_task_type': None, '_task_id': 0}\n"
     ]
    }
   ],
   "source": [
    "import tensorflow as tf\n",
    "n_input = 101 * 101 * 60\n",
    "features = [tf.contrib.layers.real_valued_column(\"x\", dimension= n_input)]\n",
    "\n",
    "linear_model_samller = tf.contrib.learn.LinearRegressor(\n",
    "    feature_columns = features,\n",
    "    model_dir=\"my_model/linear_model_smaller\",\n",
    "    config= tf.contrib.learn.RunConfig(\n",
    "        keep_checkpoint_max = 50,\n",
    "        gpu_memory_fraction=0.6))\n",
    "\n",
    "linear_model_larger = tf.contrib.learn.LinearRegressor(\n",
    "    feature_columns = features,\n",
    "    model_dir=\"my_model/linear_model_larger\",\n",
    "    config= tf.contrib.learn.RunConfig(\n",
    "        keep_checkpoint_max = 50,\n",
    "        gpu_memory_fraction=0.6))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:From <ipython-input-3-1e263b6f5b46>:3: calling LinearRegressor.predict (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:694: calling LinearRegressor.predict_scores (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with as_iterable is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From <ipython-input-3-1e263b6f5b46>:3: calling LinearRegressor.predict (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:694: calling LinearRegressor.predict_scores (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with as_iterable is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From <ipython-input-3-1e263b6f5b46>:3: calling LinearRegressor.predict (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:694: calling LinearRegressor.predict_scores (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with as_iterable is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From <ipython-input-3-1e263b6f5b46>:3: calling LinearRegressor.predict (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:694: calling LinearRegressor.predict_scores (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with as_iterable is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From <ipython-input-3-1e263b6f5b46>:3: calling LinearRegressor.predict (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:694: calling LinearRegressor.predict_scores (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with as_iterable is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From <ipython-input-3-1e263b6f5b46>:3: calling LinearRegressor.predict (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:694: calling LinearRegressor.predict_scores (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with as_iterable is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From <ipython-input-3-1e263b6f5b46>:3: calling LinearRegressor.predict (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:694: calling LinearRegressor.predict_scores (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with as_iterable is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From <ipython-input-3-1e263b6f5b46>:3: calling LinearRegressor.predict (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:694: calling LinearRegressor.predict_scores (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with as_iterable is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From <ipython-input-3-1e263b6f5b46>:3: calling LinearRegressor.predict (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:694: calling LinearRegressor.predict_scores (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with as_iterable is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From <ipython-input-3-1e263b6f5b46>:3: calling LinearRegressor.predict (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:694: calling LinearRegressor.predict_scores (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with as_iterable is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From <ipython-input-3-1e263b6f5b46>:3: calling LinearRegressor.predict (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:694: calling LinearRegressor.predict_scores (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with as_iterable is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From <ipython-input-3-1e263b6f5b46>:3: calling LinearRegressor.predict (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:694: calling LinearRegressor.predict_scores (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with as_iterable is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From <ipython-input-3-1e263b6f5b46>:3: calling LinearRegressor.predict (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:694: calling LinearRegressor.predict_scores (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with as_iterable is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From <ipython-input-3-1e263b6f5b46>:3: calling LinearRegressor.predict (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:694: calling LinearRegressor.predict_scores (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with as_iterable is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From <ipython-input-3-1e263b6f5b46>:3: calling LinearRegressor.predict (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:694: calling LinearRegressor.predict_scores (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with as_iterable is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From <ipython-input-3-1e263b6f5b46>:3: calling LinearRegressor.predict (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:694: calling LinearRegressor.predict_scores (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with as_iterable is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From <ipython-input-3-1e263b6f5b46>:3: calling LinearRegressor.predict (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:694: calling LinearRegressor.predict_scores (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with as_iterable is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From <ipython-input-3-1e263b6f5b46>:3: calling LinearRegressor.predict (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:694: calling LinearRegressor.predict_scores (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with as_iterable is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From <ipython-input-3-1e263b6f5b46>:3: calling LinearRegressor.predict (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:694: calling LinearRegressor.predict_scores (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with as_iterable is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From <ipython-input-3-1e263b6f5b46>:3: calling LinearRegressor.predict (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:694: calling LinearRegressor.predict_scores (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with as_iterable is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From <ipython-input-3-1e263b6f5b46>:8: calling LinearRegressor.predict (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:694: calling LinearRegressor.predict_scores (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with as_iterable is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From <ipython-input-3-1e263b6f5b46>:8: calling LinearRegressor.predict (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:694: calling LinearRegressor.predict_scores (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with as_iterable is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From <ipython-input-3-1e263b6f5b46>:8: calling LinearRegressor.predict (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:694: calling LinearRegressor.predict_scores (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with as_iterable is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From <ipython-input-3-1e263b6f5b46>:8: calling LinearRegressor.predict (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:694: calling LinearRegressor.predict_scores (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with as_iterable is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From <ipython-input-3-1e263b6f5b46>:8: calling LinearRegressor.predict (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:694: calling LinearRegressor.predict_scores (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with as_iterable is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From <ipython-input-3-1e263b6f5b46>:8: calling LinearRegressor.predict (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:694: calling LinearRegressor.predict_scores (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with as_iterable is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From <ipython-input-3-1e263b6f5b46>:8: calling LinearRegressor.predict (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:694: calling LinearRegressor.predict_scores (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with as_iterable is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From <ipython-input-3-1e263b6f5b46>:8: calling LinearRegressor.predict (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:694: calling LinearRegressor.predict_scores (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with as_iterable is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From <ipython-input-3-1e263b6f5b46>:8: calling LinearRegressor.predict (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:694: calling LinearRegressor.predict_scores (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with as_iterable is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From <ipython-input-3-1e263b6f5b46>:8: calling LinearRegressor.predict (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:694: calling LinearRegressor.predict_scores (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with as_iterable is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From <ipython-input-3-1e263b6f5b46>:8: calling LinearRegressor.predict (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:694: calling LinearRegressor.predict_scores (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with as_iterable is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From <ipython-input-3-1e263b6f5b46>:8: calling LinearRegressor.predict (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:694: calling LinearRegressor.predict_scores (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with as_iterable is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From <ipython-input-3-1e263b6f5b46>:8: calling LinearRegressor.predict (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:694: calling LinearRegressor.predict_scores (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with as_iterable is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From <ipython-input-3-1e263b6f5b46>:8: calling LinearRegressor.predict (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:694: calling LinearRegressor.predict_scores (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with as_iterable is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From <ipython-input-3-1e263b6f5b46>:8: calling LinearRegressor.predict (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:694: calling LinearRegressor.predict_scores (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with as_iterable is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From <ipython-input-3-1e263b6f5b46>:8: calling LinearRegressor.predict (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:694: calling LinearRegressor.predict_scores (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with as_iterable is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From <ipython-input-3-1e263b6f5b46>:8: calling LinearRegressor.predict (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:694: calling LinearRegressor.predict_scores (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with as_iterable is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From <ipython-input-3-1e263b6f5b46>:8: calling LinearRegressor.predict (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:694: calling LinearRegressor.predict_scores (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with as_iterable is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From <ipython-input-3-1e263b6f5b46>:8: calling LinearRegressor.predict (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:694: calling LinearRegressor.predict_scores (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with as_iterable is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From <ipython-input-3-1e263b6f5b46>:8: calling LinearRegressor.predict (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:694: calling LinearRegressor.predict_scores (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with as_iterable is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n"
     ]
    }
   ],
   "source": [
    "smaller_list = []\n",
    "for i in range(20):\n",
    "    temp = linear_model_samller.predict(x={\"x\": test_x[i * 100: (i + 1) * 100]}, as_iterable=False)\n",
    "    smaller_list.append(temp)\n",
    "\n",
    "larger_list = []\n",
    "for i in range(20):\n",
    "    temp = linear_model_larger.predict(x={\"x\": test_x[i * 100: (i + 1) * 100]}, as_iterable=False)\n",
    "    larger_list.append(temp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "smaller_list = np.asarray(smaller_list, dtype=np.float32).reshape(2000)\n",
    "larger_list = np.asarray(larger_list, dtype=np.float32).reshape(2000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "result_list = []\n",
    "for i in range(0,2000):\n",
    "    if label_test_y[i] == 1.0:\n",
    "        temp = larger_list[i]\n",
    "    else:\n",
    "        temp = smaller_list[i]\n",
    "    result_list.append(temp)\n",
    "\n",
    "result_list = np.asarray(result_list, dtype=np.float32).reshape(2000, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([[ 28.74233627],\n",
       "        [  4.54018021],\n",
       "        [  3.84003711],\n",
       "        [  5.66004372],\n",
       "        [  5.4809866 ],\n",
       "        [  2.22062802],\n",
       "        [ 32.67314911],\n",
       "        [  2.62027097],\n",
       "        [  1.81727576],\n",
       "        [  1.1421504 ]], dtype=float32), array([[ 22.39999962],\n",
       "        [ 22.79999924],\n",
       "        [  3.70000005],\n",
       "        [  1.70000005],\n",
       "        [  3.5       ],\n",
       "        [ 27.79999924],\n",
       "        [ 20.10000038],\n",
       "        [ 28.20000076],\n",
       "        [  3.79999995],\n",
       "        [  2.0999999 ]], dtype=float32))"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result_list[0:10], test_y[0:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "10.449875"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "result_list[result_list<0] = 0\n",
    "np.sqrt(np.mean(np.square(result_list_zero - test_y)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x000001E2CC748518>]], dtype=object)"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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IiHSa46+P9Lh7darxU5nWRxVm9hngSyQnM/4r4P3A24Bl6ZDrSa60eBR4DLga+CFwJyQn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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1e2c9de36d8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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NwNTfKAcPHpzxTN2tW7eecN/1kZEROp0O4+PjU7bv2rWLoaGhKdvGxsbodDqMjo5O2b53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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1e2cc7e24a8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import pandas as pd\n",
    "pd.DataFrame(result_list).hist(bins=50)\n",
    "pd.DataFrame(test_y).hist(bins=50)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# Online Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "online_test_x = np.load(\"online_test_x.npy\")\n",
    "online_label_y = np.load(\"data/online_label_y.npy\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "INFO:tensorflow:Using config: {'_save_checkpoints_steps': None, '_master': '', '_is_chief': True, '_cluster_spec': <tensorflow.python.training.server_lib.ClusterSpec object at 0x00000208ED19BDA0>, '_keep_checkpoint_max': 50, '_environment': 'local', '_save_checkpoints_secs': 600, '_evaluation_master': '', '_keep_checkpoint_every_n_hours': 10000, '_tf_random_seed': None, '_task_id': 0, '_task_type': None, '_save_summary_steps': 100, '_tf_config': gpu_options {\n",
      "  per_process_gpu_memory_fraction: 0.6\n",
      "}\n",
      ", '_num_ps_replicas': 0}\n",
      "INFO:tensorflow:Using config: {'_save_checkpoints_steps': None, '_master': '', '_is_chief': True, '_cluster_spec': <tensorflow.python.training.server_lib.ClusterSpec object at 0x00000208F0EED390>, '_keep_checkpoint_max': 50, '_environment': 'local', '_save_checkpoints_secs': 600, '_evaluation_master': '', '_keep_checkpoint_every_n_hours': 10000, '_tf_random_seed': None, '_task_id': 0, '_task_type': None, '_save_summary_steps': 100, '_tf_config': gpu_options {\n",
      "  per_process_gpu_memory_fraction: 0.6\n",
      "}\n",
      ", '_num_ps_replicas': 0}\n"
     ]
    }
   ],
   "source": [
    "import tensorflow as tf\n",
    "n_input = 101 * 101 * 60\n",
    "features = [tf.contrib.layers.real_valued_column(\"x\", dimension= n_input)]\n",
    "\n",
    "linear_model_samller = tf.contrib.learn.LinearRegressor(\n",
    "    feature_columns = features,\n",
    "    model_dir=\"my_model/linear_model_smaller\",\n",
    "    config= tf.contrib.learn.RunConfig(\n",
    "        keep_checkpoint_max = 50,\n",
    "        gpu_memory_fraction=0.6))\n",
    "\n",
    "linear_model_larger = tf.contrib.learn.LinearRegressor(\n",
    "    feature_columns = features,\n",
    "    model_dir=\"my_model/linear_model_larger\",\n",
    "    config= tf.contrib.learn.RunConfig(\n",
    "        keep_checkpoint_max = 50,\n",
    "        gpu_memory_fraction=0.6))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:From <ipython-input-3-cc01f8d09d61>:3: calling LinearRegressor.predict (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:694: calling LinearRegressor.predict_scores (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with as_iterable is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From <ipython-input-3-cc01f8d09d61>:3: calling LinearRegressor.predict (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:694: calling LinearRegressor.predict_scores (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with as_iterable is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From <ipython-input-3-cc01f8d09d61>:3: calling LinearRegressor.predict (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:694: calling LinearRegressor.predict_scores (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with as_iterable is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From <ipython-input-3-cc01f8d09d61>:3: calling LinearRegressor.predict (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:694: calling LinearRegressor.predict_scores (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with as_iterable is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From <ipython-input-3-cc01f8d09d61>:3: calling LinearRegressor.predict (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:694: calling LinearRegressor.predict_scores (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with as_iterable is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From <ipython-input-3-cc01f8d09d61>:3: calling LinearRegressor.predict (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:694: calling LinearRegressor.predict_scores (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with as_iterable is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From <ipython-input-3-cc01f8d09d61>:3: calling LinearRegressor.predict (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:694: calling LinearRegressor.predict_scores (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with as_iterable is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From <ipython-input-3-cc01f8d09d61>:3: calling LinearRegressor.predict (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:694: calling LinearRegressor.predict_scores (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with as_iterable is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From <ipython-input-3-cc01f8d09d61>:3: calling LinearRegressor.predict (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:694: calling LinearRegressor.predict_scores (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with as_iterable is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From <ipython-input-3-cc01f8d09d61>:3: calling LinearRegressor.predict (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:694: calling LinearRegressor.predict_scores (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with as_iterable is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From <ipython-input-3-cc01f8d09d61>:8: calling LinearRegressor.predict (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:694: calling LinearRegressor.predict_scores (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with as_iterable is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From <ipython-input-3-cc01f8d09d61>:8: calling LinearRegressor.predict (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:694: calling LinearRegressor.predict_scores (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with as_iterable is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From <ipython-input-3-cc01f8d09d61>:8: calling LinearRegressor.predict (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:694: calling LinearRegressor.predict_scores (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with as_iterable is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From <ipython-input-3-cc01f8d09d61>:8: calling LinearRegressor.predict (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:694: calling LinearRegressor.predict_scores (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with as_iterable is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From <ipython-input-3-cc01f8d09d61>:8: calling LinearRegressor.predict (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:694: calling LinearRegressor.predict_scores (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with as_iterable is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From <ipython-input-3-cc01f8d09d61>:8: calling LinearRegressor.predict (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:694: calling LinearRegressor.predict_scores (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with as_iterable is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From <ipython-input-3-cc01f8d09d61>:8: calling LinearRegressor.predict (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:694: calling LinearRegressor.predict_scores (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with as_iterable is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From <ipython-input-3-cc01f8d09d61>:8: calling LinearRegressor.predict (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:694: calling LinearRegressor.predict_scores (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with as_iterable is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From <ipython-input-3-cc01f8d09d61>:8: calling LinearRegressor.predict (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:694: calling LinearRegressor.predict_scores (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with as_iterable is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From <ipython-input-3-cc01f8d09d61>:8: calling LinearRegressor.predict (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:694: calling LinearRegressor.predict_scores (from tensorflow.contrib.learn.python.learn.estimators.linear) with as_iterable=False is deprecated and will be removed after 2016-09-15.\n",
      "Instructions for updating:\n",
      "The default behavior of predict() is changing. The default value for\n",
      "as_iterable will change to True, and then the flag will be removed\n",
      "altogether. The behavior of this flag is described below.\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with x is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n",
      "WARNING:tensorflow:From D:\\Anaconda3\\lib\\site-packages\\tensorflow\\contrib\\learn\\python\\learn\\estimators\\linear.py:708: calling BaseEstimator.predict (from tensorflow.contrib.learn.python.learn.estimators.estimator) with as_iterable is deprecated and will be removed after 2016-12-01.\n",
      "Instructions for updating:\n",
      "Estimator is decoupled from Scikit Learn interface by moving into\n",
      "separate class SKCompat. Arguments x, y and batch_size are only\n",
      "available in the SKCompat class, Estimator will only accept input_fn.\n",
      "Example conversion:\n",
      "  est = Estimator(...) -> est = SKCompat(Estimator(...))\n"
     ]
    }
   ],
   "source": [
    "smaller_list = []\n",
    "for i in range(10):\n",
    "    temp = linear_model_samller.predict(x={\"x\": online_test_x[i * 200: (i + 1) * 200]}, as_iterable=False)\n",
    "    smaller_list.append(temp)\n",
    "\n",
    "larger_list = []\n",
    "for i in range(10):\n",
    "    temp = linear_model_larger.predict(x={\"x\": online_test_x[i * 200: (i + 1) * 200]}, as_iterable=False)\n",
    "    larger_list.append(temp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "smaller_list = np.asarray(smaller_list, dtype=np.float32).reshape(2000)\n",
    "larger_list = np.asarray(larger_list, dtype=np.float32).reshape(2000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "result_list = []\n",
    "for i in range(0,2000):\n",
    "    if online_label_y[i] == 1.0:\n",
    "        temp = larger_list[i]\n",
    "    else:\n",
    "        temp = smaller_list[i]\n",
    "    result_list.append(temp)\n",
    "\n",
    "result_list = np.asarray(result_list, dtype=np.float32).reshape(2000, 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "result_list[result_list < 0]= 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<matplotlib.axes._subplots.AxesSubplot object at 0x0000020949968160>]], dtype=object)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Jz1TcCWxZSISIiIgcG93ex+HDs+w7Arx3pv0t454FLsweIiIiUiH6rIpA2q+srbqYemJq\nAfWUWUwtoJ660MIhkO3bt4eeQqFi6ompBdRTZjG1gHrqQguHQK655prQUyhUTD0xtYB6yiymFlBP\nXWjhEEhsb/OJqSemFlBPmcXUAuqpCy0cREREJDctHERERCQ3LRwCab+PedXF1BNTC6inzGJqAfXU\nhRYOgUxMTISeQqFi6ompBdRTZjG1gHrqoqtbToeiW06LiIjMT9G3nNYZBxEREclNCwcRERHJTQuH\nQMbHx0NPoVAx9cTUAuops5haQD11oYVDIJs3bw49hULF1BNTC6inzGJqAfXUhRYOgezcuTP0FAoV\nU09MLaCeMoupBdRTF1o4BBLbuyxi6ompBdRTZjG1gHrqQgsHERERyU0LBxEREclNC4dAhoaGQk+h\nUDH1xNQC6imzmFpAPXWhhUMgo6MLvnlXqcTUE1MLqKfMYmoB9dSFbjndgW45LSIisdAtp0VERCQY\nLRxEREQkNy0cREREJLeuFg5m9lEz+6aZPZU9vmpm720bc5mZPWxmE2b2JTM7rW3/EjPbY2bjZva0\nmd1sZicXEVMlSZKEnkKhYuqJqQXUU2YxtYB66qLbMw7/DFxMejVgL3APcKuZrQEws4uBrcBHgDOA\nZ4C7zOyElue4GjgHOBc4EzgFuGUBDZW0devW0FMoVEw9MbWAesosphZQT10s+F0VZvZj4A/d/bNm\n9jDwSXe/Ktu3HDgE/J/uflP29ePAee7+hWzMamAMeJu7PzDDz9C7KkREROah6HdVHD/fbzSz44AP\nAMuAr5rZqUAPcPfkGHc/bGb3A33ATcDp2c9sHXPQzJrZmI4LhyI1m805Pyp1bGxssachIiJSSV0v\nHMzsTcDXgKXA08DvZn/8+wAnPcPQ6hDpggJgJfCcux+eZcyiaTabrF69hiNHJhb7R4mIiERpPu+q\nOAC8hfQahj8HrjezXy50VotkfHw8WzTsJX2JYabH5Ys+l3379i36zziWYuqJqQXUU2YxtYB66qLr\nhYO7v+Du33f3b7j7HwPfBC4CHgWM9KxCq5XZPrL/PSG71mGmMTNav349SZJMefT19U07uPv37+94\nNewVV1yR/dMa0usSJq872Amsatl2arb9urZnaAIJ6dqp1SCwrW3bBDAwbQ6NRoP+/n4ajcaU7Rs2\nbMjdsWXLlmn3UB8dHSVJkmkvw+zYsYNdu3ZNrWg2SZKEAwemdgwODrJt29SOiYkJkiRheHi4Y0fr\n1zF0TG6LoQPS4/Fnf/ZnUXRMHo/J37Wqd0yOi6ED0uOxZcuWKDomj0frv6er0tFoNF7629jT00OS\nJAwMTP9btBBFXBx5N/ADd988y8WR57v7X4e+ODLfRY+Q78LH/BdH7t27lzVr1sz401asWMGqVavm\nmL2IiEj3gl4caWZ/CtxB+p/ePwt8EDgLWJcNuRr4uJl9D3iI9Jz/D4Fb4aWLJYeAK83sSdJrJD4N\n3DfToqHaHgGOY9OmTbOOWrp0GQcPjmnxICIipdftxZEnA58DXgc8BfwjsM7d7wFw991mtgz4DHAS\n8HfA+9z9uZbnGABeBG4GlgB3AtPPb0XhJ8BR0msqZjrjMMaRI5sYHx/XwkFEREqvq4WDu384x5id\npBcNzLT/WeDC7FETk9dUiIiIVJs+qyKY6Re4VFmnC3aqKqYWUE+ZxdQC6qkLLRyCWTf3kApZty6e\nnphaQD1lFlMLqKcutHAIZmPoCRRq48Z4emJqAfWUWUwtoJ660MJBREREctPCQURERHLTwiGY4bmH\nVEj7Hc6qLKYWUE+ZxdQC6qkLLRyC2R16AoXavTuenphaQD1lFlMLqKcutHAI5obQEyjUDTfE0xNT\nC6inzGJqAfXUhRYOwSwLPYFCLVsWT09MLaCeMoupBdRTF1o4iIiISG5aOIiIiEhuWjgEs23uIRXS\n/nnyVRZTC6inzGJqAfXUhRYOwcT1SZgxfbJnTC2gnjKLqQXUUxdaOAQT14eDXnhhPD0xtYB6yiym\nFlBPXWjhICIiIrlp4SAiIiK5aeEQzIHQEyjUgQPx9MTUAuops5haQD11oYVDMNtDT6BQ27fH0xNT\nC6inzGJqAfXUhRYOwVwTegKFuuaaeHpiagH1lFlMLaCeutDCIZi43uYT09uWYmoB9ZRZTC2gnrrQ\nwkFERERy08JBREREctPCIZhdoSdQqF274umJqQXUU2YxtYB66kILh2AmQk+gUBMT8fTE1ALqKbOY\nWkA9ddHVwsHMPmZmD5jZYTM7ZGZfMLM3to35rJkdbXvc3jZmiZntMbNxM3vazG42s5OLCKqOS0NP\noFCXXhpPT0wtoJ4yi6kF1FMX3Z5xeAcwCPw68G7gFcB+M3tl27g7gJVAT/bY2Lb/auAc4FzgTOAU\n4JYu5yIiIiLH2PHdDHb39a1fm9mHgMeAXmC4Zdez7v54p+cws+XAZuA8d78329YPjJnZGe7+QDdz\nEhERkWNnodc4nAQ48ETb9rOzlzIOmNm1Zvbqln29pAuWuyc3uPtBoAn0LXA+FTIeegKFGh+Ppyem\nFlBPmcXUAuqpi3kvHMzMSF9yGHb377TsugM4H/hN0vsqnwXcno2H9KWL59z9cNtTHsr21cTm0BMo\n1ObN8fTE1ALqKbOYWkA9dbGQMw7XAr8CnNe60d1vcvfb3P3b7v5F4LeAM4CzF/CzAFi/fj1Jkkx5\n9PX1sW/fvinj9u/fT5Ik077/iiuu6PCso0BC5zMA17V93czGtn/wySCwrW3bBPCpDs/ZAPqBnVO2\nXnLJJbk7tmzZwtDQ0JRto6OjJEkybYW8Y8eOaW8pajabJEky7QNcBgcH2bZtasfExARJkjA8PDxl\ne6PRoL+//6Wvd+5MezZs2FDpjsmWGDogPR5nnXVWFB2Tx2Pyd63qHZMtMXRAejyeeuqpKDomj8fk\n71qVOhqNxkt/G3t6ekiShIGBgWnfsxDm7t1/k9k1wG8D73D3Zo7xjwF/7O5/YWbvBL4M/HzrWQcz\newi4yt3/S4fvXwuMjIyMsHbt2q7nO2l0dJTe3l5gBJjteT4PbJpjXFFjRoFeFtomIiLSyct/++h1\n99GFPl/XZxyyRcPvAO/MuWh4PfAa4JFs0wjwAvCuljGrST+84WvdzkdERESOna7eVWFm15K+tTIB\nnjGzldmup9z9iJmdCOwgfWvlo8BppLdI/C5wF4C7HzazIeBKM3sSeBr4NHCf3lEhIiJSbt2ecfgo\nsBz4W+DhlscHsv0vAm8GbgUOAn8B/E/gTHd/vuV5BoDbgJtbnuvc+QRU19DcQyqk/bW/KoupBdRT\nZjG1gHrqoquFg7sf5+4/0+Fxfbb/iLu/19173H2pu/+iu/9B+z0d3P1Zd7/Q3Ve4+8+6+79198eK\nDCu/Bb/MVCqjo/H0xNQC6imzmFpAPXWhz6oIZk/oCRRqz554emJqAfWUWUwtoJ660MJBREREctPC\nQURERHLTwkFERERy08IhmOl3iquyTne+q6qYWkA9ZRZTC6inLrRwCGZr6AkUauvWeHpiagH1lFlM\nLaCeutDCIZh1oSdQqHXr4umJqQXUU2YxtYB66kILBxEREclNCwcRERHJTQuHYPbNPaRC2j+atspi\nagH1lFlMLaCeutDCIZhG6AkUqtGIpyemFlBPmcXUAuqpCy0cgrkx9AQKdeON8fTE1ALqKbOYWkA9\ndaGFg4iIiOSmhYOIiIjkpoWDiIiI5KaFQzD9oSdQqP7+eHpiagH1lFlMLaCeutDCIZi47kgW0x3W\nYmoB9ZRZTC2gnrrQwiGYjaEnUKiNG+PpiakF1FNmMbWAeupCCwcRERHJTQsHERERyU0Lh2CGQ0+g\nUMPD8fTE1ALqKbOYWkA9daGFQzC7Q0+gULt3x9MTUwuop8xiagH11IUWDsHcEHoChbrhhnh6YmoB\n9ZRZTC2gnrroauFgZh8zswfM7LCZHTKzL5jZGzuMu8zMHjazCTP7kpmd1rZ/iZntMbNxM3vazG42\ns5MXGlMty0JPoFDLlsXTE1MLqKfMYmoB9dRFt2cc3gEMAr8OvBt4BbDfzF45OcDMLga2Ah8BzgCe\nAe4ysxNanudq4BzgXOBM4BTglnk2iIiIyDFyfDeD3X1969dm9iHgMaCXl6/2uwi43N1vy8acDxwC\n3g/cZGbLgc3Aee5+bzamHxgzszPc/YH554iIiMhiWug1DicBDjwBYGanAj3A3ZMD3P0wcD/Ql206\nnXTB0jrmINBsGVMD20JPoFDbtsXTE1MLqKfMYmoB9dTFvBcOZmakLzkMu/t3ss09pAuJQ23DD2X7\nAFYCz2ULipnG1MCq0BMo1KpV8fTE1ALqKbOYWkA9ddHVSxVtrgV+BXh7QXOpmQtDT6BQF14YT09M\nLaCeMoupBdRTF/M642Bm1wDrgbPd/ZGWXY8CRnpWodXKbN/kmBOyax1mGtPR+vXrSZJkyqOvr499\n+/ZNGbd//36SJJn2/VdccUWHZx0FEmC8w77r2r5uZmMPtG0fZPpLDxPApzo8Z4NOn4x5ySWX5O7Y\nsmULQ0NDU7aNjo6SJAnj41M7duzYwa5du6ZWNJskScKBA1M7BgcHp52am5iYIEmSaTdCaTQaHT85\nbsOGDepQhzrUoY5AHY1G46W/jT09PSRJwsDAwLTvWQhz9+6+IV00/A5wlrt/v8P+h4FPuvtV2dfL\nSV+GON/d/zr7+nHSiyO/kI1ZDYwBb+t0caSZrQVGRkZGWLt2bVfzbTU6Okpvby8wAsz2PJ8HNs0x\nrqgxo0AvC20TERHp5OW/ffS6++hCn6/b+zhcC3wQ+D3gGTNbmT2Wtgy7Gvi4mf22mf0qcD3wQ+BW\neOliySHgSjM728x6gb8E7qvXOyraz1pUW/squspiagH1lFlMLaCeuuj2pYqPAsuBvwUebnl8YHKA\nu+8mPXf/GdJ3U7wSeJ+7P9fyPAPAbcDNLc917nwCqmt76AkUavv2eHpiagH1lFlMLaCeuuj2Pg65\nFhruvhPYOcv+Z0mvDqzxlSfXhJ5Aoa65Jp6emFpAPWUWUwuopy70WRXBxPU2n5jethRTC6inzGJq\nAfXUhRYOIiIikttC7uNQOs1mc9rbYlqNjY0dw9mIiIjEJ5ozDs1mk9Wr19Db2zvjY9OmTaGn2WLq\ne3zHxsYYHR2d8dFsNgPNM5/29yxXWUwtoJ4yi6kF1FMX0ZxxGB8f58iRCWAvsGaGUbcD//exm9Ss\nJrL/fQQ4bs5FzdKlyzh4cKy0r7lNTEzMPagiYmoB9ZRZTC2gnrro+gZQIeS5AVS+mzvluSFT3nFF\nj5ltwTMGbNJNokREpGtF3wAqmjMO1beG2RczIiIi4UVzjYOIiIgsPi0cgpn53R9VNNu7WaomphZQ\nT5nF1ALqqQstHILZHHoChdq8OZ6emFpAPWUWUwuopy60cAhmZ+gJFGrnzp2hp1CYmFpAPWUWUwuo\npy60cAgmrgshY3q3R0wtoJ4yi6kF1FMXWjiIiIhIblo4iIiISG5aOAQzFHoChRoaiqcnphZQT5nF\n1ALqqQstHIJZ8M27SmV0NJ6emFpAPWUWUwuopy60cAhmT+gJFGrPnnh6YmoB9ZRZTC2gnrrQwkFE\nRERy08JBREREctPCQURERHLTwiGYJPQECpUk8fTE1ALqKbOYWkA9daGFQzBbQ0+gUFu3xtMTUwuo\np8xiagH11IUWDsGsCz2BQq1bF09PTC2gnjKLqQXUUxdaOIiIiEhuXS8czOwdZvZFM/uRmR01s6Rt\n/2ez7a2P29vGLDGzPWY2bmZPm9nNZnbyQmNERERkcc3njMOJwD8AFwA+w5g7gJVAT/bY2Lb/auAc\n4FzgTOAU4JZ5zKXC9oWeQKH27YunJ6YWUE+ZxdQC6qmLrhcO7n6nu/+Ju98K2AzDnnX3x939sezx\n1OQOM1sObAYG3P1ed/8G0A+83czOmE9ENTVCT6BQjUY8PTG1gHrKLKYWUE9dLNY1Dmeb2SEzO2Bm\n15rZq1v29QLHA3dPbnD3g0AT6Fuk+ZTQjaEnUKgbb4ynJ6YWUE+ZxdQC6qmL4xfhOe8gfdnhQeCX\ngE8At5tZn7s76UsXz7n74bbvO5TtExERkZIq/IyDu9/k7re5+7fd/YvAbwFnAGcv9LnXr19PkiRT\nHn19fR0ugE1wAAAU1UlEQVReh9pP5xssXddh22g2djzH+GY29kDb9kFgW9u2CeBTHZ6zQfrKTLtL\nmH7dQ+eOLVu2TPu419HRUZIkYXx8aseOHTvYtWvX1IpmkyRJOHBgasfg4CDbtk3tmJiYIEkShoeH\np1Y0GvT3T+/YsGHDtOOxf//+jjdSUYc61KEOdRTb0Wg0Xvrb2NPTQ5IkDAwMTPueBXH3eT+Ao0CS\nY9xjwL/L/vmdwIvA8rYxDwEXzfD9awEfGRnxmYyMjDjgMOLgMzz25hiTd9yxHJO2zdYvIiLSyct/\nH1nrC/ibP/lY9Ps4mNnrgdcAj2SbRoAXgHe1jFkNrAK+ttjzKY9OZx2qq9MquKpiagH1lFlMLaCe\nuuj6GgczOxE4jZffUfGLZvYW4InssYP0GodHs3G7gO8CdwG4+2EzGwKuNLMngaeBTwP3ufsDC8up\nkrjuSBbTHdZiagH1lFlMLaCeupjPxZGnA18hPe3hvPxC/udI7+3wZuB84CTgYdIFw5+4+/MtzzFA\n+nLFzcAS4E5gyzzmUmHtt7aoto0b4+mJqQXUU2YxtYB66qLrhYO738vsF1W+N8dzPAtcmD1ERESk\nIvRZFSIiIpKbFg7BDM89pELa3zZUZTG1gHrKLKYWUE9daOEQzO7QEyjU7t3x9MTUAuops5haQD11\noYVDMDeEnkChbrghnp6YWkA9ZRZTC6inLrRwCGZZ6AkUatmyeHpiagH1lFlMLaCeutDCQURERHLT\nwkFERERy08IhmPYPxaq29g9pqbKYWkA9ZRZTC6inLrRwCGZV6AkUatWqeHpiagH1lFlMLaCeutDC\nIZi4bpp54YXx9MTUAuops5haQD11oYWDiIiI5KaFg4iIiOSmhUMwB0JPoFAHDsTTE1MLqKfMYmoB\n9dSFFg7BbA89gUJt3x5PT0wtoJ4yi6kF1FMXWjgEc03oCRTqmmvi6YmpBdRTZjG1gHrqQguHYOJ6\nm09Mb1uKqQXUU2YxtYB66kILBxEREclNCwcRERHJTQuHYHaFnkChdu2KpyemFlBPmcXUAuqpCy0c\ngpkIPYFCTUzE0xNTC6inzGJqAfXUhRYOwVwaegKFuvTSeHpiagH1lFlMLaCeutDCQURERHI7PvQE\nuvFHf/RHvPrVr+6474knnjjGsxEREamfrhcOZvYOYBvQC7wOeL+7f7FtzGXAh4GTgPuAP3D377Xs\nXwJcCWwAlgB3ARe4+2Oz/ez9+5/A7PmO+44e/X63KYGNAytCT6Iw4+PjrFgRR09MLaCeMoupBdRT\nF/N5qeJE4B+ACwBv32lmFwNbgY8AZwDPAHeZ2Qktw64GzgHOBc4ETgFumesHu/8/HD16d8cHbJ5H\nSkhVm+/sNm+OpyemFlBPmcXUAuqpi67POLj7ncCdAGZmHYZcBFzu7rdlY84HDgHvB24ys+WkfzXP\nc/d7szH9wJiZneHuD8yrpHJ2hp5AoXbu3Bl6CoWJqQXUU2YxtYB66qLQiyPN7FSgB7h7cpu7Hwbu\nB/qyTaeTLlhaxxwEmi1jamBt6AkUau3aeHpiagH1lFlMLaCeuij6XRU9pC9fHGrbfijbB7ASeC5b\nUMw0RkREREpIb8cUERGR3IpeODwKGOlZhVYrs32TY07IrnWYacwM1gNJ26MP2Nc2bn+2r911HbaN\nZmPHc4xvZmMPtG0fJH2jSasJ4FMdnrMB9ANDbdsvIW/Hli1bGBqa+v2jo6MkScL4+NSOHTt2TLtt\narPZJEkSDhyY2jE4OMi2bVM7JiYmSJKE4eHhqRWNBv39/S99PTmfDRs2sG/f1I79+/eTJNXomGyJ\noQPS47F169YoOiaPx+Qcq94x2RJDB6TH461vfWsUHZPHo3XeVeloNBokSUJfXx89PT0kScLAwMC0\n71kQd5/3AzgKJG3bHgYGWr5eDvwU+LctXz8L/G7LmNXZc50xw89ZCziMOPgMj8t87jF7c4zJO26h\nYy7o4nlGHPCRkREvqwsuuCD0FAoTU4u7esosphZ39ZTVyMhI9neGtb6Av/mTj/ncx+FE4DTSMwsA\nv2hmbwGecPd/Jn2r5cfN7HvAQ8DlwA+BW7OFymEzGwKuNLMngaeBTwP3eW3eUQGwJ/QECrVnTzw9\nMbWAesosphZQT13M586RpwNfIV29OC+fj/8csNndd5vZMuAzpDeA+jvgfe7+XMtzDAAvAjeT3gDq\nTmDLvApERETkmJnPfRzuZY5rI9x9J7PcqMDdnwUuzB4iIiJSEXpXhYiIiOSmhUMwnd71UV2drgqv\nqphaQD1lFlMLqKcutHAIZuvcQyqk/S1/VRZTC6inzGJqAfXUhRYOwawLPYFCrVsXT09MLaCeMoup\nBdRTF1o4iIiISG5aOIiIiEhuWjgE03576Wprv21rlcXUAuops5haQD11oYVDMI3QEyhUoxFPT0wt\noJ4yi6kF1FMXWjgEc2PoCRTqxhvj6YmpBdRTZjG1gHrqQgsHERERyU0LBxEREclNCwcRERHJTQuH\nYPpDT6BQ/f3x9MTUAuops5haQD11oYVDMHHdkSymO6zF1ALqKbOYWkA9daGFQzAbQ0+gUBs3xtMT\nUwuop8xiagH11IUWDiIiIpLb8aEnIPmNjY3Nun/FihWsWrXqGM1GRETqSGccghnuYuwjwHFs2rSJ\n3t7eGR+rV6+h2Wwu1oRnNTzcTU+5xdQC6imzmFpAPXWhhUMwu7sY+xPgKLAXGJnhsZcjRyYYHx8v\neqK57N7dTU+5xdQC6imzmFpAPXWhlyqCuWEe37MGWFv0RApxww3z6SmnmFpAPWUWUwuopy50xiGY\nZaEnUKhly+LpiakF1FNmMbWAeupCCwcRERHJTQsHERERyU0Lh2C2hZ5AobZti6cnphZQT5nF1ALq\nqYvCFw5mtsPMjrY9vtM25jIze9jMJszsS2Z2WtHzKL+47rcQ0/0jYmoB9ZRZTC2gnrpYrDMO3wJW\nAj3Z4zcmd5jZxcBW4CPAGcAzwF1mdsIizaWkLgw9gUJdeGE8PTG1gHrKLKYWUE9dLNbbMV9w98dn\n2HcRcLm73wZgZucDh4D3Azct0nxERESkAIt1xuFfmdmPzOyfzGyvmf0CgJmdSnoG4u7Jge5+GLgf\n6FukuYiIiEhBFmPh8HXgQ8B7gI8CpwL/w8xOJF00OOkZhlaHsn01ciD0BAp14EA8PTG1gHrKLKYW\nUE9dFL5wcPe73P0Wd/+Wu38JWA/8PPCBhT/7eiBpe/QB+9rG7c/2tbuuw7bRbGynWzW3j29mY9t/\nmQaZ/i6JCeBTHZ6zAfQD29u2X0L+ji3AUNu29AOwnnzyySlbd+zYwa5du6ZsazabJEky7f8pBgcH\np11FPDExQZIk0+7Z3mg06O/vf+nr7dvTng0bNrBv39SO/fv3kyTTO7Zs2cLQ0NSO0dFRkiSZduvs\nY9Ux2RJDB6TH4/d///ej6Jg8HpO/a1XvmGyJoQPS43H22WdH0TF5PCZ/16rU0Wg0SJKEvr4+enp6\nSJKEgYGBad+zIO6+6A/gAeA/k559OAq8uW3/3wJXzfL9awGHEQef4XGZzz1mb44xecctdMwPCv5Z\nIw74yMiIh/CDH/wgyM9dDDG1uKunzGJqcVdPWY2MjGR/Q1jrBfxNX/T7OJjZq4DTgIfd/UHgUeBd\nLfuXA78OfHWx51Iucb3NJ6a3LcXUAuops5haQD11Ufi7Kszsk8DfAD8A/gVwKfA8L3+q09XAx83s\ne8BDwOXAD4Fbi56LiIiIFGsx3o75euCvgNcAjwPDwNvc/ccA7r7bzJYBnwFOAv4OeJ+7P7cIcxER\nEZECLcbFkRvd/fXu/kp3X+Xuv5e9RNE6Zqe7n+Luy9z9Pe7+vaLnUX675h5SIe0XAlVZTC2gnjKL\nqQXUUxf6rIpgJkJPoFATE/H0xNQC6imzmFpAPXWhhUMwl4aeQKEuvTSenphaQD1lFlMLqKcutHAQ\nERGR3LRwEBERkdy0cAim050qq6v9zmlVFlMLqKfMYmoB9dSFFg7BbA49gUJt3hxPT0wtoJ4yi6kF\n1FMXWjgEszP0BAq1c+fO0FMoTEwtoJ4yi6kF1FMXWjgEszb0BAq1dm08PTG1gHrKLKYWUE9daOEg\nIiIiuWnhICIiIrlp4RDM0NxDKqT9c+qrLKYWUE+ZxdQC6qkLLRyCGQ09gUKNjsbTE1MLqKfMYmoB\n9dTFYnw6puSyZ1GedWxsbM4xK1asKPxz5vfsWZyeEGJqAfWUWUwtoJ660MIhGo8Ax7Fp06Y5Ry5d\nuoyDB8cKXzyIiEj8tHCIxk+Ao8BeYM0s48Y4cmQT4+PjWjiIiEjXtHCIzhpiu0eEiIiUhy6ODCYJ\nPYFCJUk8PTG1gHrKLKYWUE9daOEQzNbQEyjU1q3x9MTUAuops5haQD11oYVDMOtCT6BQ69bF0xNT\nC6inzGJqAfXUhRYOIiIikpsWDiIiIpKbFg7B7Av608fGxhgdHZ3x0Ww2u3q+ffvC9hQpphZQT5nF\n1ALqqQstHILZFejnvnyjqN7e3hkfq1ev6WrxsGtXqJ7ixdQC6imzmFpAPXURdOFgZlvM7EEz+6mZ\nfd3Mfi3kfI6t1wb6ua03ihqZ4bGXI0cmGB8fz/2sr31tqJ7ixdQC6imzmFpAPXUR7AZQZrYB+BTw\nEeABYAC4y8ze6O75/2LJPM19o6i5PvdiMT7zQkREyi3knSMHgM+4+/UAZvZR4BxgM7A74Lwk5+de\n6DMv4tVsNuc846SFo0g9BVk4mNkrgF7gTye3ubub2ZeBvhBzklZ5Pveiup95Mdcfxaeeeopms1m5\nrqI0m01Wr17DkSMTs47TwlGknkKdcVgB/AxwqG37IWB1h/FL0//5b8Dfz/CU/zP739uBmU6x35dj\nTN5xCx1zH/D5Y/Sz5vtcD87yPOm+22+/nbGxMe677z4+//nPTxt13HHHcfTo0Vme59iOGR8fZ9u2\nS3j++SOzjjvttDfyyU/uYsWKFYs+p6LGzDSu/djM9VwPPvhgtmj4v4DXzTDqEY4cGeL666/n1FNP\nXdC8ux0z0+/aYv28xRxz33330Wg0FvX4H8sx3f6u5R1T5HN1M6Ysv2t5x61YsaLjdRktLzsvnfMH\n5WDuXsTzdPdDzV4H/Ajoc/f7W7bvAs5097628b9H+ldWRERE5ueD7v5XC32SUGccxoEXgZVt21cC\nj3YYfxfwQeAhYPb/VBQREZFWS4F/Sfq3dMGCnHEAMLOvA/e7+0XZ1wY0gU+7+yeDTEpERERmFfJd\nFVcC15nZCC+/HXMZcF3AOYmIiMgsgi0c3P0mM1sBXEb6EsU/AO9x98dDzUlERERmF+ylChEREake\nfVaFiIiI5KaFg4iIiORWiYVDDB+GZWY7zOxo2+M7oeeVl5m9w8y+aGY/yuaedBhzmZk9bGYTZvYl\nMzstxFzzmKvHzD7b4XjdHmq+szGzj5nZA2Z22MwOmdkXzOyNHcZV4vjk6anK8TGzj5rZN83sqezx\nVTN7b9uYShwXmLunKselEzO7JJvvlW3bK3N8WnXqKer4lH7h0PJhWDuA/wP4JumHYc18S7/y+hbp\nhaA92eM3wk6nKyeSXsB6ATDtwhgzuxjYSvqhZWcAz5AepxOO5SS7MGtP5g6mHq+Nx2ZqXXsHMAj8\nOvBu4BXAfjN75eSAih2fOXsyVTg+/wxcTPqJcr3APcCtZrYGKndcYI6eTBWOyxTZf4x+hPTvS+v2\nqh0fYOaezMKPj7uX+gF8HfgvLV8b8ENge+i5ddmxAxgNPY+CWo4CSdu2h4GBlq+XAz8FPhB6vvPs\n+Szw30LPbZ49K7Km34jk+HTqqfLx+THQX/XjMkNP5Y4L8CrgIPCbwFeAK1v2Ve74zNFTyPEp9RmH\nlg/Duntym6f1Vf0wrH+VnRr/JzPba2a/EHpCRTCzU0lXrq3H6TBwP9U8TpPOzk6VHzCza83s1aEn\nlNNJpGdRnoAojs+UnhaVOj5mdpyZnUd6v5qvVv24tPe07KrUcQH2AH/j7ve0bqzw8enY02LBxyfk\nDaDy6PbDsMrs68CHSFeCrwN2Av/DzN7k7s8EnFcRekj/xd7pOPUc++kU4g7gFtJP8/ol4BPA7WbW\nly1eS8nMDLgaGHb3yWtoKnt8ZuiBCh0fM3sT8DXS2/4+Dfyuux80sz4qeFxm6sl2V+a4AGQLn7cC\np3fYXbn/v5mjBwo6PmVfOETD3VvvEf4tM3sA+AHwAdLTR1Ii7n5Ty5ffNrP/BfwTcDbp6b+yuhb4\nFeDtoSdSkI49FTs+B4C3AD8H/BvgejM7M+yUFqRjj7sfqNJxMbPXky5K3+3uz4eez0Ll6Snq+JT6\npQq6/zCsynD3p4DvApW4QncOj5JeexLdcZrk7g+S/j6W9niZ2TXAeuBsd3+kZVclj88sPdOU+fi4\n+wvu/n13/4a7/zHpBWsXUdHjMktPp7GlPS6kL4O/Fhg1s+fN7HngLOAiM3uO9MxClY7PrD3Z2bsp\n5nt8Sr1wyFZNI8C7Jrdl8e9i6mtqlWNmryI9WLP+C7EKsl++R5l6nJaTXhVf6eM0KVvNv4aSHq/s\nj+zvAO9092brvioen9l6Zhhf6uPT5jhgSRWPywyOA5Z02lHy4/Jl4FdJT+2/JXv8PbAXeIu7f59q\nHZ+5ejq9G25+xyf0FaA5rhD9ADABnA/8MvAZ0qt4Xxt6bl12fBI4E3gD8K+BL5GuaF8Tem45539i\n9ov4VtIr3P9D9vUvZPu3Z8flt7Nf3n3A/wecEHru3fZk+3aT/gviDaT/4vh7YAx4Rei5d2i5FniS\n9G2MK1seS1vGVOb4zNVTpeMD/GnW8QbgTaSvKb8A/GbVjstcPVU6LrP0tb8LoVLHZ7aeIo9P8LCc\n8RcAD5G+DeZrwOmh5zSPhgbp20h/Svrx4X8FnBp6Xl3M/6zsD+yLbY+/bBmzk/TtSxOkn/t+Wuh5\nz6eH9KKvO0n/a+MI8H3gzynpYnWGjheB89vGVeL4zNVTpeMD/L/Z/H6azXc/2aKhasdlrp4qHZdZ\n+u5pXThU7fjM1lPk8dGHXImIiEhupb7GQURERMpFCwcRERHJTQsHERERyU0LBxEREclNCwcRERHJ\nTQsHERERyU0LBxEREclNCwcRERHJTQsHERERyU0LBxEREclNCwcRERHJ7f8HPD472YbnLNkAAAAA\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x20949a37668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "import pandas as pd\n",
    "pd.DataFrame(result_list).hist(bins=50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "result_list = result_list.reshape(2000)\n",
    "with open(\"answer.csv\", \"w\") as f:\n",
    "    for i in range(2000):\n",
    "        f.write(str(result_list[i]) + \"\\n\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1963,)"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "label_test_y[label_test_y == 0.0].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3.8047974"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.average(result_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4.5212235"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.sqrt(np.mean(np.square(0 - result_list)))"
   ]
  },
  {
   "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"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}