Our_model_140_test.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "d971d3f4",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import sys\n",
    "import pandas as pd\n",
    "#from tensorflow import tf\n",
    "from tensorflow.keras import  layers\n",
    "from tensorflow.keras import regularizers\n",
    "from keras.models import Sequential, load_model\n",
    "from keras.layers import Dense, Dropout, Activation, GaussianNoise, GaussianDropout\n",
    "from keras.layers import Embedding, Flatten\n",
    "from keras.layers import Conv1D, GlobalMaxPooling1D, MaxPooling1D\n",
    "from keras.callbacks import ModelCheckpoint, ReduceLROnPlateau\n",
    "from utlil import utils\n",
    "from keras.preprocessing.sequence import pad_sequences\n",
    "\n",
    "from keras.layers import LSTM, Bidirectional\n",
    "from matplotlib import pyplot as plt\n",
    "# Performs classification using CNN."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "9ae171ce",
   "metadata": {},
   "outputs": [],
   "source": [
    "from keras.layers import LeakyReLU\n",
    "from keras import initializers, regularizers, constraints, optimizers, layers, callbacks\n",
    "from keras import backend as K\n",
    "from keras.engine import InputSpec, Layer\n",
    "from keras.optimizers import Adam\n",
    "from keras import initializers, regularizers, constraints, optimizers, layers, callbacks\n",
    "from keras import backend as K\n",
    "from keras.engine import InputSpec, Layer\n",
    "from keras.optimizers import Adam\n",
    "from keras.callbacks import ModelCheckpoint, TensorBoard, Callback, EarlyStopping\n",
    "use_gpu=True\n",
    "from keras import backend as K\n",
    "import keras.initializers\n",
    "import keras.regularizers\n",
    "import keras.constraints\n",
    "from sklearn.metrics import f1_score, classification_report, accuracy_score, confusion_matrix\n",
    "from numpy import dstack\n",
    "import tensorflow as tf\n",
    "from keras.layers.core import Lambda\n",
    "import pandas as pd  \n",
    "import numpy as np\n",
    "import time\n",
    "from ast import literal_eval\n",
    "from operator import add\n",
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.axes_grid1.inset_locator import zoomed_inset_axes\n",
    "from sklearn.model_selection import StratifiedKFold\n",
    "from collections import Counter\n",
    "from sklearn.utils import resample\n",
    "plt.style.use('fivethirtyeight')\n",
    "import re\n",
    "from keras.utils import np_utils\n",
    "from keras.wrappers.scikit_learn import KerasClassifier\n",
    "from keras.models import Sequential\n",
    "from keras import layers\n",
    "from keras.layers import Dense\n",
    "from keras.layers import Dropout, Dense, Embedding, LSTM, SpatialDropout1D, Input, MaxPooling1D, Flatten, GRU, Conv2D, Reshape, MaxPool2D, Concatenate, Bidirectional, GlobalAveragePooling1D, GlobalMaxPooling1D\n",
    "from tensorflow.compat.v1.keras.layers import CuDNNLSTM\n",
    "from keras.layers import Dense, Input, LSTM, Embedding, Dropout, Activation, Conv1D, GRU,  BatchNormalization\n",
    "from keras.layers.merge import concatenate\n",
    "from keras.models import Model\n",
    "from keras.utils.vis_utils import plot_model\n",
    "from keras.callbacks import ModelCheckpoint\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from keras.layers import Conv1D, GlobalMaxPooling1D\n",
    "from keras.layers import Input, Dense, concatenate, Activation\n",
    "from keras.models import load_model\n",
    "from sklearn.metrics import roc_curve, auc\n",
    "from keras.callbacks import ModelCheckpoint\n",
    "import os\n",
    "import gc\n",
    "import csv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "493d2361",
   "metadata": {},
   "outputs": [],
   "source": [
    "path = 'D:/ACR-SA-master/Data/Sentiment140/'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "53762a4e",
   "metadata": {},
   "outputs": [],
   "source": [
    "FREQ_DIST_FILE = path+'processed-freqdist.pkl'\n",
    "BI_FREQ_DIST_FILE = path+'processed-freqdist-bi.pkl'\n",
    "TRAIN_PROCESSED_FILE =  path+'train.csv'\n",
    "TEST_PROCESSED_FILE = path+'test.csv'\n",
    "GLOVE_FILE =  '.../dataset/glove-seeds.txt'\n",
    "dim = 200"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "80468893",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "def get_glove_vectors(vocab):\n",
    "    \"\"\"\n",
    "    Extracts glove vectors from seed file only for words present in vocab.\n",
    "    \"\"\"\n",
    "    print ('Looking for GLOVE seeds')\n",
    "    glove_vectors = {}\n",
    "    found = 0\n",
    "    with open(GLOVE_FILE, 'r',encoding='utf-8') as glove_file:\n",
    "        for i, line in enumerate(glove_file):\n",
    "            utils.write_status(i + 1, 0)\n",
    "            tokens = line.strip().split()\n",
    "            word = tokens[0]\n",
    "            if vocab.get(word):\n",
    "                vector = [float(e) for e in tokens[1:]]\n",
    "                glove_vectors[word] = np.array(vector)\n",
    "                found += 1\n",
    "    print ('\\n')\n",
    "    return glove_vectors\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "916b7451",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "def get_feature_vector(tweet):\n",
    "    \"\"\"\n",
    "    Generates a feature vector for each tweet where each word is\n",
    "    represented by integer index based on rank in vocabulary.\n",
    "    \"\"\"\n",
    "    words = tweet.split()\n",
    "    feature_vector = []\n",
    "    for i in range(len(words) - 1):\n",
    "        word = words[i]\n",
    "        if vocab.get(word) is not None:\n",
    "            feature_vector.append(vocab.get(word))\n",
    "    if len(words) >= 1:\n",
    "        if vocab.get(words[-1]) is not None:\n",
    "            feature_vector.append(vocab.get(words[-1]))\n",
    "    return feature_vector\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "05dd1131",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "def process_tweets(csv_file, test_file=True):\n",
    "    \"\"\"\n",
    "    Generates training X, y pairs.\n",
    "    \"\"\"\n",
    "    tweets = []\n",
    "    labels = []\n",
    "    print ('Generating feature vectors')\n",
    "    with open(csv_file, 'r') as csv:\n",
    "        lines = csv.readlines()\n",
    "        total = len(lines)\n",
    "        for i, line in enumerate(lines):\n",
    "            if test_file:\n",
    "                tweet_id, sentiment, tweet = line.split(',')\n",
    "            else:\n",
    "                tweet_id, sentiment, tweet = line.split(',')\n",
    "            feature_vector = get_feature_vector(tweet)\n",
    "            if test_file:\n",
    "                tweets.append(feature_vector)\n",
    "                labels.append(int(sentiment))\n",
    "            else:\n",
    "                tweets.append(feature_vector)\n",
    "                labels.append(int(sentiment))\n",
    "            utils.write_status(i + 1, total)\n",
    "    print ('\\n')\n",
    "    return tweets, np.array(labels)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "ac306c81",
   "metadata": {},
   "outputs": [],
   "source": [
    "#train = len(sys.argv) == 1\n",
    "np.random.seed(1337)\n",
    "vocab_size = 90000\n",
    "batch_size = 1000\n",
    "max_length = 40\n",
    "vocab = utils.top_n_words(FREQ_DIST_FILE, vocab_size, shift=1)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "fe07df96",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Looking for GLOVE seeds\n",
      "Processing 2973/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 7574/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 12418/0"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "Processing 17269/0"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
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    {
     "name": "stderr",
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     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
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     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
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     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
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     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
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     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
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      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
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      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
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      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
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    {
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      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
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    {
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      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
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    {
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     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
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      "Processing 82735/0"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
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      "Processing 89206/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
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      "Processing 95686/0"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
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      "Processing 101637/0"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
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     "output_type": "stream",
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      "Processing 108259/0"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 120733/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 126685/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 133286/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 140037/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 147071/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 151906/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 158429/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 165624/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 172378/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 177587/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 184133/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 190816/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 197768/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 203456/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 210049/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 216432/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 223313/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 229034/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 235529/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 241883/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 248633/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 254526/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 260042/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 266254/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 272589/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 279668/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 285503/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 291847/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 298374/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 305346/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 311038/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 317332/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 323883/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 330800/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 335910/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 342226/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 349042/0\r"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 355435/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 361828/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 367443/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 373496/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 379161/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 386426/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 392580/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 399651/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 405418/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 412036/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 418477/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 425384/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 431089/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 437667/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 444105/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 450144/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 456737/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 462191/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 468410/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 474850/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 481939/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 487699/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 493963/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 500464/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 507277/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 512790/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 519211/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 526001/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 532240/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 538617/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 544829/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 551370/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 557577/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 563934/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 570133/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 577146/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 582855/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 588393/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 594871/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 602837/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 608610/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 614945/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 621527/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 628600/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 634325/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 640555/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 646977/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 654029/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 659724/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 665973/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 672266/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 678823/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 684199/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 690585/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 697202/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 703451/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 710000/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 715482/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 722470/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 728054/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 734400/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 741027/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 747987/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 753663/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 760058/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 766775/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 773708/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 779174/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 785842/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 791151/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 797172/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 804689/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 813825/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 820739/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 826978/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 833489/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 839609/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 845989/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 850994/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 852717/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 859126/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 865257/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 870478/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 877492/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 883461/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 889888/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 896416/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 903575/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 909032/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 915372/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 922111/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 928749/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 934556/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 940931/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 946742/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 953617/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 959215/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 965600/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 972208/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 978026/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 984153/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 990808/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 997235/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 1003629/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "Processing 1009992/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "Processing 1016462/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 1021116/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "Processing 1027892/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "Processing 1034785/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "Processing 1041016/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 1047201/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "Processing 1054059/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "Processing 1059939/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "Processing 1066604/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 1073230/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "Processing 1078987/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 1084605/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 1092711/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 1098460/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 1104918/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 1110254/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 1118010/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 1122787/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 1129154/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 1136879/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 1141621/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 1147915/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 1155065/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 1162258/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 1166959/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 1173416/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 1180256/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 1184351/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 1190005/0"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 1193517/0\n",
      "\n",
      "Generating feature vectors\n",
      "Processing 3292/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 9754/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 16364/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 23789/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 29728/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 36309/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 44273/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 50091/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 57927/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 65492/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 71418/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 78276/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 85441/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 91049/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 97807/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 104869/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 110803/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 117796/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 123949/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 130755/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 137919/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 143673/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 150427/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 157560/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 163506/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 170087/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 177362/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 183186/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 190261/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 196208/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 202740/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 209777/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 215415/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 221152/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 227753/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 234760/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 240811/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 247589/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 254941/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 260806/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 268257/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 271087/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 274493/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 277842/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 281125/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 286297/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 289285/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 292789/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 295102/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 299206/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 301984/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 306525/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 309501/943720\r"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 314800/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 320652/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 326163/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 332404/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 339306/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 345462/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 352739/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 360332/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 366488/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 372780/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 380023/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 386211/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 393369/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 399164/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 405970/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 413095/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 418773/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 425185/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 432436/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 438808/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 445374/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 452655/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 458767/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 465947/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 471044/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 477514/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 484679/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 490598/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 495193/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 501964/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 510723/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 517029/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 523479/943720\r"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 530589/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 536725/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 544063/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 550217/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 556918/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 563544/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 569473/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 576439/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 583620/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 589511/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 596357/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 603408/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 609203/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 616533/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 622746/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 629480/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 636470/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 642486/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 648690/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 655814/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 661537/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 668384/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 675729/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 681631/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 688410/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 694529/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 701395/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 708411/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 714255/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 721175/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 728390/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 734347/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 741716/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 751039/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 758043/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 765343/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 772055/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 779391/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 785523/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 792210/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 799172/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 805283/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 812484/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 818382/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 824927/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 832278/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 838244/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 844930/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 851873/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 857364/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 864460/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 870267/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 877174/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 884335/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 890210/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 896795/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 904178/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 910201/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 916942/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 923921/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 930000/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 937319/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 943642/943720"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    }
   ],
   "source": [
    "glove_vectors = get_glove_vectors(vocab)\n",
    "tweets, labels = process_tweets(TRAIN_PROCESSED_FILE, test_file=False)\n",
    "embedding_matrix = np.random.randn(vocab_size + 1, dim) * 0.01\n",
    "# Seed it with GloVe vectors\n",
    "for word, i in vocab.items():\n",
    "    glove_vector = glove_vectors.get(word)\n",
    "    if glove_vector is not None:\n",
    "        embedding_matrix[i] = glove_vector\n",
    "tweets = pad_sequences(tweets, maxlen=max_length, padding='post')\n",
    "shuffled_indices = np.random.permutation(tweets.shape[0])\n",
    "tweets = tweets[shuffled_indices]\n",
    "labels = labels[shuffled_indices]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "318877c9",
   "metadata": {},
   "outputs": [],
   "source": [
    "  def dot_product(x, kernel):\n",
    "      if K.backend() == 'tensorflow':\n",
    "          return K.squeeze(K.dot(x, K.expand_dims(kernel)), axis=-1)\n",
    "      else:\n",
    "          return K.dot(x, kernel)\n",
    "\n",
    "  from keras.layers import Layer\n",
    "\n",
    "  class AttentionWithContext(keras.layers.Layer):\n",
    "\n",
    "    def __init__(self,\n",
    "                W_regularizer=None, u_regularizer=None, b_regularizer=None,\n",
    "                W_constraint=None, u_constraint=None, b_constraint=None,\n",
    "                bias=True, **kwargs):\n",
    "\n",
    "        self.supports_masking = True\n",
    "        self.init = keras.initializers.get('glorot_uniform')\n",
    "\n",
    "        self.W_regularizer = keras.regularizers.get(W_regularizer)\n",
    "        self.u_regularizer = keras.regularizers.get(u_regularizer)\n",
    "        self.b_regularizer = keras.regularizers.get(b_regularizer)\n",
    "\n",
    "        self.W_constraint = keras.constraints.get(W_constraint)\n",
    "        self.u_constraint = keras.constraints.get(u_constraint)\n",
    "        self.b_constraint = keras.constraints.get(b_constraint)\n",
    "\n",
    "        self.bias = bias\n",
    "        super(AttentionWithContext, self).__init__(**kwargs)\n",
    "\n",
    "    def get_config(self):\n",
    "        config = super().get_config().copy()\n",
    "        config.update({\n",
    "                'W_regularizer': self.W_regularizer,\n",
    "                'u_regularizer': self.u_regularizer,\n",
    "                'b_regularizer': self.b_regularizer,\n",
    "                'W_constraint': self.W_constraint,\n",
    "                'u_constraint': self.u_constraint,\n",
    "                'b_constraint': self.b_constraint,\n",
    "                'bias': self.bias,\n",
    "        })\n",
    "        return config\n",
    "\n",
    "    def build(self, input_shape):\n",
    "        assert len(input_shape) == 3\n",
    "\n",
    "        self.W = self.add_weight(shape=(input_shape[-1], input_shape[-1],),\n",
    "                                initializer=self.init,\n",
    "                                name='{}_W'.format(self.name),\n",
    "                                regularizer=self.W_regularizer,\n",
    "                                constraint=self.W_constraint)\n",
    "        if self.bias:\n",
    "            self.b = self.add_weight(shape=(input_shape[-1],),\n",
    "                                    initializer='zero',\n",
    "                                    name='{}_b'.format(self.name),\n",
    "                                    regularizer=self.b_regularizer,\n",
    "                                    constraint=self.b_constraint)\n",
    "\n",
    "        self.u = self.add_weight(shape=(input_shape[-1],),\n",
    "                                initializer=self.init,\n",
    "                                name='{}_u'.format(self.name),\n",
    "                                regularizer=self.u_regularizer,\n",
    "                                constraint=self.u_constraint)\n",
    "\n",
    "        super(AttentionWithContext, self).build(input_shape)\n",
    "\n",
    "    def compute_mask(self, input, input_mask=None):\n",
    "        # do not pass the mask to the next layers\n",
    "        return None\n",
    "\n",
    "    def call(self, x, mask=None):\n",
    "        uit = dot_product(x, self.W)\n",
    "\n",
    "        if self.bias:\n",
    "            uit += self.b\n",
    "\n",
    "        uit = K.tanh(uit)\n",
    "        ait = dot_product(uit, self.u)\n",
    "\n",
    "        a = K.exp(ait)\n",
    "\n",
    "        # apply mask after the exp. will be re-normalized next\n",
    "        if mask is not None:\n",
    "            # Cast the mask to floatX to avoid float64 upcasting in theano\n",
    "            a *= K.cast(mask, K.floatx())\n",
    "\n",
    "        # in some cases especially in the early stages of training the sum may be almost zero\n",
    "        # and this results in NaN's. A workaround is to add a very small positive number ε to the sum.\n",
    "        # a /= K.cast(K.sum(a, axis=1, keepdims=True), K.floatx())\n",
    "        a /= K.cast(K.sum(a, axis=1, keepdims=True) + K.epsilon(), K.floatx())\n",
    "\n",
    "        a = K.expand_dims(a)\n",
    "        weighted_input = x * a\n",
    "        return K.sum(weighted_input, axis=1)\n",
    "\n",
    "    def compute_output_shape(self, input_shape):\n",
    "        return input_shape[0], input_shape[-1]\n",
    "      \n",
    "  def createHierarchicalAttentionModel(maxSeq, embWeights=None, embeddingSize = None, vocabSize = None,wordRnnSize=100, sentenceRnnSize=100,dropWordEmb = 0.2, dropWordRnnOut = 0.2, dropSentenceRnnOut = 0.5):\t\n",
    "    '''\n",
    "    maxSeq: maximum size for sentences\n",
    "    '''\n",
    "    # Sentence level logic\n",
    "    wordInp = Input(shape=(maxSeq,),dtype='int32')\t\n",
    "    if embWeights is None:\n",
    "      x = Embedding(vocabSize, embeddingSize, input_length=maxSeq,trainable=True)(wordInp)\n",
    "    else:\n",
    "      x = Embedding(embWeights.shape[0], embWeights.shape[1], weights=[embWeights], trainable=False)(wordInp)    \n",
    "    \n",
    "    # if dropWordEmb!=0.0:\n",
    "    # \tx = Dropout(dropWordEmb)(x)\n",
    "    wordRNN = Bidirectional(CuDNNGRU(wordRnnSize,return_sequences=True))(x)\n",
    "    # if dropWordRnnOut>0.0:\n",
    "    # \twordRNN = Dropout(dropWordRnnOut)(wordRNN)\n",
    "    word_dense = TimeDistributed(Dense(200))(wordRNN)\n",
    "    word_attention = AttentionWithContext()(word_dense)\n",
    "    modelSentEncoder = Model(wordInp,word_attention)\n",
    "\n",
    "\n",
    "    # Document level logic\n",
    "    docInp = Input(shape=(1,maxSeq),dtype='int32')\t\n",
    "    sentEncoder = TimeDistributed(modelSentEncoder)(docInp)\t\n",
    "    sentRNN = Bidirectional(CuDNNGRU(sentenceRnnSize,return_sequences=True))(sentEncoder)\n",
    "    # if dropSentenceRnnOut!=0:\n",
    "    # \tsentRNN = Dropout(dropSentenceRnnOut)(sentRNN)\n",
    "    sent_dense = TimeDistributed(Dense(200))(sentRNN)\n",
    "    sent_attention = AttentionWithContext()(sent_dense)\n",
    "    docOut = Dense(1,activation='sigmoid')(sent_attention)\n",
    "    model = Model(input=docInp,output=docOut)\n",
    "    model.compile(loss='binary_crossentropy',optimizer='adam',metrics=['accuracy'])\n",
    "    plot_model(model, show_shapes=True, to_file=path+'model/140_model.png')\n",
    "    return model\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "aab330f1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Generating feature vectors\n",
      "Processing 5077/104857"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 9157/104857"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 13208/104857"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 17198/104857"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 21328/104857"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 25424/104857"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 29497/104857"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 33547/104857"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 37464/104857"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 43840/104857"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 48040/104857"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 53973/104857"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 61503/104857"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 68228/104857"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 74078/104857"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 83917/104857"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 90380/104857"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 96879/104857"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing 103783/104857"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "IOPub message rate exceeded.\n",
      "The notebook server will temporarily stop sending output\n",
      "to the client in order to avoid crashing it.\n",
      "To change this limit, set the config variable\n",
      "`--NotebookApp.iopub_msg_rate_limit`.\n",
      "\n",
      "Current values:\n",
      "NotebookApp.iopub_msg_rate_limit=1000.0 (msgs/sec)\n",
      "NotebookApp.rate_limit_window=3.0 (secs)\n",
      "\n"
     ]
    }
   ],
   "source": [
    "x_test_new,y_test_new = process_tweets(TEST_PROCESSED_FILE, test_file=True)\n",
    "x_test_new = pad_sequences(x_test_new, maxlen=max_length, padding='post')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "c9df1056",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Our model loaded\n"
     ]
    }
   ],
   "source": [
    "\n",
    "max_len = 40\n",
    "dataset_name = 'sentiment140'\n",
    "\n",
    "loaded_our_model1 = load_model(path + 'model/our_model_Sentiment140_data.hdf5', custom_objects={'AttentionWithContext': AttentionWithContext , \"tf\": tf})\n",
    "print('Our model loaded')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "ef2e14ff",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "our model complete!\n"
     ]
    }
   ],
   "source": [
    "\n",
    "yhat_our1 = loaded_our_model1.predict(x_test_new)\n",
    "print('our model complete!')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "43d3221f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x576 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "fpr_our, tpr_our, threshold = roc_curve(y_test_new, yhat_our1)\n",
    "roc_auc_our = auc(fpr_our, tpr_our)\n",
    "fig = plt.figure(figsize=(9,8))\n",
    "ax = fig.add_subplot(111)\n",
    "plt.gcf().set_facecolor('white')\n",
    "ax.plot(fpr_our, tpr_our, label='ACR-SA  = %0.4f' % roc_auc_our, linewidth=2.3, color = 'red')\n",
    "ax.set_facecolor('white')\n",
    "ax.set_xlabel('False Positive Rate', fontsize=18)\n",
    "ax.set_ylabel('True Positive Rate')\n",
    "ax.set_title('')\n",
    "ax.legend(loc='lower left',  ncol = 2,bbox_to_anchor=(0.05, 0.0, 0.0, 0.0),framealpha= 0.4)\n",
    "axins = zoomed_inset_axes(ax, 1, loc = 'center right') # zoom-factor: 2.5, location: upper-left\n",
    "axins.plot(fpr_our, tpr_our, label='ACR-SA  = %0.4f' % roc_auc_our, linewidth=2.3, color = 'red')\n",
    "axins.patch.set_facecolor('#d9d9d9')\n",
    "axins.patch.set_alpha(0.3)\n",
    "axins.spines['bottom'].set_color('0.7')\n",
    "axins.spines['bottom'].set_linewidth('1')\n",
    "axins.spines['bottom'].set_linestyle('--')\n",
    "axins.spines['top'].set_color('0.7')\n",
    "axins.spines['top'].set_linewidth('1')\n",
    "axins.spines['top'].set_linestyle('--')\n",
    "axins.spines['right'].set_color('0.7')\n",
    "axins.spines['right'].set_linewidth('1')\n",
    "axins.spines['right'].set_linestyle('--')\n",
    "axins.spines['left'].set_color('0.7')\n",
    "axins.spines['left'].set_linewidth('1') \n",
    "axins.spines['left'].set_linestyle('--')  \n",
    "\n",
    "x1, x2, y1, y2 = 0, 0.3, 0.7, 1 # specify the limits\n",
    "#x1, x2, y1, y2 = 0.2, 0.5, 0.6, 0.9 # specify the limits\n",
    "\n",
    "axins.set_xlim(x1, x2) # apply the x-limits\n",
    "axins.set_ylim(y1, y2) # apply the y-limits\n",
    "\n",
    "plt.yticks(visible=False)\n",
    "plt.xticks(visible=False)\n",
    "plt.grid(visible=False)\n",
    "\n",
    "from mpl_toolkits.axes_grid1.inset_locator import mark_inset\n",
    "mark_inset(ax, axins, loc1=1, loc2=3, fc=\"#d9d9d9\", ec=\"0.3\", alpha = 0.3, ls = '-.')\n",
    "\n",
    "plt.savefig(path+ dataset_name + '-AUC_all.png',dpi=300,bbox_inches = 'tight',pad_inches = 0.1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "274f2470",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\t Recall, Specifity, Precision, F1, Accuracy\n",
      "negative - :  [0.9638, 0.6976, 0.9098, 0.936, 0.8999]\n",
      "positive + :  [0.6976, 0.9638, 0.8587, 0.7698, 0.8999]\n"
     ]
    }
   ],
   "source": [
    "classifiers = [yhat_our1]\n",
    "classifiers_name = ['negative -' ,'positive +']\n",
    "dataset_name = 'Sentiment140'\n",
    "\n",
    "y_test_list = y_test_new.tolist()\n",
    "results = []\n",
    "for c,i in zip(classifiers,range(len(classifiers))):\n",
    "  labels = (c > 0.5).astype(np.int)\n",
    "  labels = labels.flatten().tolist()\n",
    "  \n",
    "  data = []\n",
    "  cnf_matrix = confusion_matrix(y_test_list, labels)\n",
    "\n",
    "  FP = cnf_matrix.sum(axis=0) - np.diag(cnf_matrix)  \n",
    "  FN = cnf_matrix.sum(axis=1) - np.diag(cnf_matrix)\n",
    "  TP = np.diag(cnf_matrix)\n",
    "  TN = cnf_matrix.sum() - (FP + FN + TP)\n",
    "  \n",
    "\n",
    "  FP = FP.astype(float)\n",
    "  FN = FN.astype(float)\n",
    "  TP = TP.astype(float)\n",
    "  TN = TN.astype(float)\n",
    "\n",
    "  # Sensitivity, hit rate, recall, or true positive rate\n",
    "  TPR = TP/(TP+FN)\n",
    "  # Specificity or true negative rate\n",
    "  TNR = TN/(TN+FP) \n",
    "  # Precision or positive predictive value\n",
    "  PPV = TP/(TP+FP)\n",
    "  # Negative predictive value\n",
    "  NPV = TN/(TN+FN)\n",
    "  # Fall out or false positive rate\n",
    "  FPR = FP/(FP+TN)\n",
    "  # False negative rate\n",
    "  FNR = FN/(TP+FN)\n",
    "  # False discovery rate\n",
    "  FDR = FP/(TP+FP)\n",
    "  # Overall accuracy\n",
    "  ACC = (TP+TN)/(TP+FP+FN+TN)\n",
    "  F1 = (2 * TPR * PPV)/(TPR + PPV)\n",
    "  data.append(TPR)\n",
    "  data.append(TNR)\n",
    "  data.append(PPV)\n",
    "  #data.append(NPV)\n",
    "  #data.append(FPR)\n",
    "  #data.append(FDR)\n",
    "  data.append(F1)\n",
    "  data.append(ACC)\n",
    "  \n",
    "  results.append([round(d[0],4) for d in data])\n",
    "  results.append([round(d[1],4) for d in data])\n",
    "\n",
    "print(\"\\t Recall, Specifity, Precision, F1, Accuracy\")\n",
    "for r,name in zip(results,classifiers_name):\n",
    "  print(name,': ',r)\n",
    "with open(path+\"Results_my_method.txt\", \"w\") as filehandle:  \n",
    "    filehandle.writelines(f\"{name} %s\\n\" %r for r,name in zip(results,classifiers_name))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "dfd4ba37",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}