{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "hide_input": true,
    "inputHidden": true
   },
   "outputs": [
    {
     "data": {
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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%%html\n",
    "<span style=\"color:red; font-family:Helvetica Neue, Helvetica, Arial, sans-serif; font-size:2em;\">An Exception was encountered at 'In [25]'.</span>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "papermill": {
     "duration": 0.208964,
     "end_time": "2019-05-30T07:30:57.923300",
     "exception": false,
     "start_time": "2019-05-30T07:30:57.714336",
     "status": "completed"
    },
    "tags": [
     "parameters"
    ]
   },
   "outputs": [],
   "source": [
    "# Example parameters\n",
    "#ddir= \"/users/avsec/workspace/basepair/data/\"\n",
    "#model_file = f\"{ddir}/processed/chipnexus/exp/models/oct-sox-nanog-klf/models/filters=128/model.h5\"\n",
    "#dataspec_file = f\"{ddir}/processed/chipnexus/exp/models/oct-sox-nanog-klf/models/filters=128/dataspec.yaml\"\n",
    "#history_file = f\"{ddir}/processed/chipnexus/exp/models/oct-sox-nanog-klf/models/filters=128/history.csv\"\n",
    "#peak_width = 1000\n",
    "#seq_width = peak_width\n",
    "#gpu = 0\n",
    "#num_workers = 10"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "papermill": {
     "duration": 0.126531,
     "end_time": "2019-05-30T07:30:58.146563",
     "exception": false,
     "start_time": "2019-05-30T07:30:58.020032",
     "status": "completed"
    },
    "tags": [
     "injected-parameters"
    ]
   },
   "outputs": [],
   "source": [
    "# Parameters\n",
    "model_file = \"/oak/stanford/groups/akundaje/marinovg/papers/2019_organelles_TFs/2019-05-BPNet-modles/hg19.BPNet.cov.PKNOX1-single-task/model.h5\"\n",
    "dataspec_file = \"/oak/stanford/groups/akundaje/marinovg/papers/2019_organelles_TFs/2019-05-BPNet-modles/hg19.BPNet.cov.PKNOX1-single-task/dataspec.yaml\"\n",
    "hparams_file = \"/oak/stanford/groups/akundaje/marinovg/papers/2019_organelles_TFs/2019-05-BPNet-modles/hg19.BPNet.cov.PKNOX1-single-task/hparams.yaml\"\n",
    "history_file = \"/oak/stanford/groups/akundaje/marinovg/papers/2019_organelles_TFs/2019-05-BPNet-modles/hg19.BPNet.cov.PKNOX1-single-task/history.csv\"\n",
    "peak_width = 1000\n",
    "seq_width = 1000\n",
    "gpu = 2\n",
    "num_workers = 10\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "papermill": {
     "duration": 8.218707,
     "end_time": "2019-05-30T07:31:06.466882",
     "exception": false,
     "start_time": "2019-05-30T07:30:58.248175",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "import basepair\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from basepair.cli.schemas import DataSpec, TaskSpec\n",
    "from pathlib import Path\n",
    "from keras.models import load_model\n",
    "from basepair.config import create_tf_session, get_data_dir\n",
    "from basepair.datasets import StrandedProfile\n",
    "from basepair.preproc import AppendCounts\n",
    "from basepair.losses import MultichannelMultinomialNLL\n",
    "from basepair.config import valid_chr, test_chr\n",
    "from basepair.plots import regression_eval, plot_loss\n",
    "from basepair.cli.evaluate import eval_profile\n",
    "from basepair import samplers \n",
    "from basepair.math import softmax\n",
    "\n",
    "#ddir = get_data_dir()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "papermill": {
     "duration": 1.776726,
     "end_time": "2019-05-30T07:31:08.429030",
     "exception": false,
     "start_time": "2019-05-30T07:31:06.652304",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tensorflow.python.client.session.Session at 0x7f9c940f36d8>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "create_tf_session(\"\")  # don't use gpu"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "papermill": {
     "duration": 12.656263,
     "end_time": "2019-05-30T07:31:21.211928",
     "exception": false,
     "start_time": "2019-05-30T07:31:08.555665",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:From /users/avsec/bin/anaconda3/envs/chipnexus/lib/python3.6/site-packages/tensorflow/python/util/deprecation.py:497: calling conv1d (from tensorflow.python.ops.nn_ops) with data_format=NHWC is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "`NHWC` for data_format is deprecated, use `NWC` instead\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2019-05-30 00:31:09,197 [WARNING] From /users/avsec/bin/anaconda3/envs/chipnexus/lib/python3.6/site-packages/tensorflow/python/util/deprecation.py:497: calling conv1d (from tensorflow.python.ops.nn_ops) with data_format=NHWC is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "`NHWC` for data_format is deprecated, use `NWC` instead\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:From /users/avsec/bin/anaconda3/envs/chipnexus/lib/python3.6/site-packages/tensorflow/contrib/learn/python/learn/datasets/base.py:198: retry (from tensorflow.contrib.learn.python.learn.datasets.base) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Use the retry module or similar alternatives.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2019-05-30 00:31:17,193 [WARNING] From /users/avsec/bin/anaconda3/envs/chipnexus/lib/python3.6/site-packages/tensorflow/contrib/learn/python/learn/datasets/base.py:198: retry (from tensorflow.contrib.learn.python.learn.datasets.base) is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Use the retry module or similar alternatives.\n"
     ]
    }
   ],
   "source": [
    "model = load_model(model_file)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.105788,
     "end_time": "2019-05-30T07:31:21.420826",
     "exception": false,
     "start_time": "2019-05-30T07:31:21.315038",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Learning curves"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "papermill": {
     "duration": 0.104748,
     "end_time": "2019-05-30T07:31:21.619754",
     "exception": false,
     "start_time": "2019-05-30T07:31:21.515006",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "ds = DataSpec.load(dataspec_file)\n",
    "tasks = list(ds.task_specs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "papermill": {
     "duration": 0.10353,
     "end_time": "2019-05-30T07:31:21.868574",
     "exception": false,
     "start_time": "2019-05-30T07:31:21.765044",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'epoch': 13.0,\n",
       " 'counts/task1_loss': 0.7418434382338771,\n",
       " 'counts/task2_loss': 0.7811388644550765,\n",
       " 'loss': 12801.620822982693,\n",
       " 'profile/task1_loss': 6248.586868526375,\n",
       " 'profile/task2_loss': 6537.804099661966,\n",
       " 'val_counts/task1_loss': 0.6217629054644442,\n",
       " 'val_counts/task2_loss': 0.6558572359798825,\n",
       " 'val_loss': 13162.339309299825,\n",
       " 'val_profile/task1_loss': 6411.29219176342,\n",
       " 'val_profile/task2_loss': 6738.2709611271775}"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Best metrics\n",
    "dfh = pd.read_csv(history_file)\n",
    "dict(dfh.iloc[dfh.val_loss.idxmin()])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "papermill": {
     "duration": 0.552121,
     "end_time": "2019-05-30T07:31:22.550635",
     "exception": false,
     "start_time": "2019-05-30T07:31:21.998514",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 576x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_loss(dfh, [f\"{p}/{task}_loss\"\n",
    "                for task in tasks\n",
    "                for p in ['profile']\n",
    "               ], figsize=(len(tasks)*4, 4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "papermill": {
     "duration": 0.880882,
     "end_time": "2019-05-30T07:31:23.750747",
     "exception": false,
     "start_time": "2019-05-30T07:31:22.869865",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_loss(dfh, [f\"{p}/{task}_loss\"\n",
    "                for task in tasks\n",
    "                for p in ['counts']\n",
    "               ], figsize=(len(tasks)*4, 4))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.203688,
     "end_time": "2019-05-30T07:31:24.293874",
     "exception": false,
     "start_time": "2019-05-30T07:31:24.090186",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Evaluation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "papermill": {
     "duration": 0.525041,
     "end_time": "2019-05-30T07:31:24.952371",
     "exception": false,
     "start_time": "2019-05-30T07:31:24.427330",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "dl_valid = StrandedProfile(ds, \n",
    "                          incl_chromosomes=valid_chr, \n",
    "                          peak_width=peak_width,\n",
    "                          seq_width=seq_width,\n",
    "                          shuffle=False,\n",
    "                          target_transformer=AppendCounts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "papermill": {
     "duration": 6.123409,
     "end_time": "2019-05-30T07:31:31.236403",
     "exception": false,
     "start_time": "2019-05-30T07:31:25.112994",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "valid = dl_valid.load_all(num_workers=num_workers)\n",
    "y_true = valid[\"targets\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "papermill": {
     "duration": 0.675878,
     "end_time": "2019-05-30T07:31:32.439953",
     "exception": false,
     "start_time": "2019-05-30T07:31:31.764075",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "from basepair.BPNet import BiasModel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "papermill": {
     "duration": 0.181151,
     "end_time": "2019-05-30T07:31:33.122509",
     "exception": false,
     "start_time": "2019-05-30T07:31:32.941358",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# if [task for task, task_spec in ds.task_specs.items() if task_spec.bias_model]:\n",
    "#     bm = BiasModel(ds)\n",
    "#     valid['inputs'] = bm.predict([valid[\"inputs\"]])[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "papermill": {
     "duration": 124.147107,
     "end_time": "2019-05-30T07:33:38.301862",
     "exception": false,
     "start_time": "2019-05-30T07:31:34.154755",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
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     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 1120/18214 [>.............................] - ETA: 2:01"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 1152/18214 [>.............................] - ETA: 2:00"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 1184/18214 [>.............................] - ETA: 1:59"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 1216/18214 [=>............................] - ETA: 1:59"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 1248/18214 [=>............................] - ETA: 1:59"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 1280/18214 [=>............................] - ETA: 1:59"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 1312/18214 [=>............................] - ETA: 1:58"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 1344/18214 [=>............................] - ETA: 1:58"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 1376/18214 [=>............................] - ETA: 1:58"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 1408/18214 [=>............................] - ETA: 1:58"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 1440/18214 [=>............................] - ETA: 1:57"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 1472/18214 [=>............................] - ETA: 1:57"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 1504/18214 [=>............................] - ETA: 1:56"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 1536/18214 [=>............................] - ETA: 1:56"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 1568/18214 [=>............................] - ETA: 1:55"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 1600/18214 [=>............................] - ETA: 1:55"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 1632/18214 [=>............................] - ETA: 1:55"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 1664/18214 [=>............................] - ETA: 1:55"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 1696/18214 [=>............................] - ETA: 1:54"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 1728/18214 [=>............................] - ETA: 1:54"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 1760/18214 [=>............................] - ETA: 1:54"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 1792/18214 [=>............................] - ETA: 1:53"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 1824/18214 [==>...........................] - ETA: 1:53"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 1856/18214 [==>...........................] - ETA: 1:53"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 1888/18214 [==>...........................] - ETA: 1:53"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 1920/18214 [==>...........................] - ETA: 1:53"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 1952/18214 [==>...........................] - ETA: 1:52"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 1984/18214 [==>...........................] - ETA: 1:53"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 2016/18214 [==>...........................] - ETA: 1:53"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 2048/18214 [==>...........................] - ETA: 1:53"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 2080/18214 [==>...........................] - ETA: 1:52"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 2112/18214 [==>...........................] - ETA: 1:52"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 2144/18214 [==>...........................] - ETA: 1:52"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 2176/18214 [==>...........................] - ETA: 1:51"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 2208/18214 [==>...........................] - ETA: 1:51"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 2240/18214 [==>...........................] - ETA: 1:50"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 2272/18214 [==>...........................] - ETA: 1:50"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 2304/18214 [==>...........................] - ETA: 1:50"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 2336/18214 [==>...........................] - ETA: 1:50"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 2368/18214 [==>...........................] - ETA: 1:49"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 2400/18214 [==>...........................] - ETA: 1:49"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 2432/18214 [===>..........................] - ETA: 1:48"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 2464/18214 [===>..........................] - ETA: 1:48"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 2496/18214 [===>..........................] - ETA: 1:48"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 2528/18214 [===>..........................] - ETA: 1:47"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 2560/18214 [===>..........................] - ETA: 1:47"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 2592/18214 [===>..........................] - ETA: 1:47"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 2624/18214 [===>..........................] - ETA: 1:47"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 2656/18214 [===>..........................] - ETA: 1:47"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 2688/18214 [===>..........................] - ETA: 1:47"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 2720/18214 [===>..........................] - ETA: 1:46"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 2752/18214 [===>..........................] - ETA: 1:46"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 2784/18214 [===>..........................] - ETA: 1:46"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 2816/18214 [===>..........................] - ETA: 1:45"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 2848/18214 [===>..........................] - ETA: 1:45"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 2880/18214 [===>..........................] - ETA: 1:45"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 2912/18214 [===>..........................] - ETA: 1:45"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 2944/18214 [===>..........................] - ETA: 1:45"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 2976/18214 [===>..........................] - ETA: 1:44"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 3008/18214 [===>..........................] - ETA: 1:44"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 3040/18214 [====>.........................] - ETA: 1:44"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 3072/18214 [====>.........................] - ETA: 1:44"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 3104/18214 [====>.........................] - ETA: 1:44"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 3136/18214 [====>.........................] - ETA: 1:43"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 3168/18214 [====>.........................] - ETA: 1:43"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 3200/18214 [====>.........................] - ETA: 1:42"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 3232/18214 [====>.........................] - ETA: 1:42"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 3264/18214 [====>.........................] - ETA: 1:42"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 3296/18214 [====>.........................] - ETA: 1:42"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 3328/18214 [====>.........................] - ETA: 1:42"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 3360/18214 [====>.........................] - ETA: 1:41"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 3392/18214 [====>.........................] - ETA: 1:41"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 3424/18214 [====>.........................] - ETA: 1:41"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 3456/18214 [====>.........................] - ETA: 1:40"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 3488/18214 [====>.........................] - ETA: 1:40"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 3520/18214 [====>.........................] - ETA: 1:40"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 3552/18214 [====>.........................] - ETA: 1:40"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 3584/18214 [====>.........................] - ETA: 1:40"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 3616/18214 [====>.........................] - ETA: 1:40"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 3648/18214 [=====>........................] - ETA: 1:39"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 3680/18214 [=====>........................] - ETA: 1:39"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 3712/18214 [=====>........................] - ETA: 1:39"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 3744/18214 [=====>........................] - ETA: 1:39"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 3776/18214 [=====>........................] - ETA: 1:38"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 3808/18214 [=====>........................] - ETA: 1:38"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 3840/18214 [=====>........................] - ETA: 1:38"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 3872/18214 [=====>........................] - ETA: 1:38"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 3904/18214 [=====>........................] - ETA: 1:38"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 3936/18214 [=====>........................] - ETA: 1:37"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 3968/18214 [=====>........................] - ETA: 1:37"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 4000/18214 [=====>........................] - ETA: 1:37"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 4032/18214 [=====>........................] - ETA: 1:37"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 4064/18214 [=====>........................] - ETA: 1:36"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 4096/18214 [=====>........................] - ETA: 1:36"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 4128/18214 [=====>........................] - ETA: 1:36"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 4160/18214 [=====>........................] - ETA: 1:36"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 4192/18214 [=====>........................] - ETA: 1:35"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 4224/18214 [=====>........................] - ETA: 1:35"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 4256/18214 [======>.......................] - ETA: 1:35"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 4288/18214 [======>.......................] - ETA: 1:35"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 4320/18214 [======>.......................] - ETA: 1:35"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 4352/18214 [======>.......................] - ETA: 1:34"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 4384/18214 [======>.......................] - ETA: 1:34"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 4416/18214 [======>.......................] - ETA: 1:34"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 4448/18214 [======>.......................] - ETA: 1:33"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 4480/18214 [======>.......................] - ETA: 1:33"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 4512/18214 [======>.......................] - ETA: 1:33"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 4544/18214 [======>.......................] - ETA: 1:33"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 4576/18214 [======>.......................] - ETA: 1:32"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 4608/18214 [======>.......................] - ETA: 1:32"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 4640/18214 [======>.......................] - ETA: 1:32"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 4672/18214 [======>.......................] - ETA: 1:32"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 4704/18214 [======>.......................] - ETA: 1:32"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 4736/18214 [======>.......................] - ETA: 1:31"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 4768/18214 [======>.......................] - ETA: 1:32"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 4800/18214 [======>.......................] - ETA: 1:31"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 4832/18214 [======>.......................] - ETA: 1:31"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 4864/18214 [=======>......................] - ETA: 1:31"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 4896/18214 [=======>......................] - ETA: 1:31"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 4928/18214 [=======>......................] - ETA: 1:30"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 4960/18214 [=======>......................] - ETA: 1:30"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 4992/18214 [=======>......................] - ETA: 1:30"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 5024/18214 [=======>......................] - ETA: 1:30"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 5056/18214 [=======>......................] - ETA: 1:29"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 5088/18214 [=======>......................] - ETA: 1:29"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 5120/18214 [=======>......................] - ETA: 1:29"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 5152/18214 [=======>......................] - ETA: 1:29"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 5184/18214 [=======>......................] - ETA: 1:28"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 5216/18214 [=======>......................] - ETA: 1:28"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 5248/18214 [=======>......................] - ETA: 1:28"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 5280/18214 [=======>......................] - ETA: 1:28"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 5312/18214 [=======>......................] - ETA: 1:28"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 5344/18214 [=======>......................] - ETA: 1:27"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 5376/18214 [=======>......................] - ETA: 1:27"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 5408/18214 [=======>......................] - ETA: 1:27"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 5440/18214 [=======>......................] - ETA: 1:27"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 5472/18214 [========>.....................] - ETA: 1:27"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 5504/18214 [========>.....................] - ETA: 1:26"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 5536/18214 [========>.....................] - ETA: 1:26"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 5568/18214 [========>.....................] - ETA: 1:26"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 5600/18214 [========>.....................] - ETA: 1:26"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 5632/18214 [========>.....................] - ETA: 1:25"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 5664/18214 [========>.....................] - ETA: 1:25"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 5696/18214 [========>.....................] - ETA: 1:25"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 5728/18214 [========>.....................] - ETA: 1:25"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 5760/18214 [========>.....................] - ETA: 1:24"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 5792/18214 [========>.....................] - ETA: 1:24"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 5824/18214 [========>.....................] - ETA: 1:24"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 5856/18214 [========>.....................] - ETA: 1:24"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 5888/18214 [========>.....................] - ETA: 1:24"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 5920/18214 [========>.....................] - ETA: 1:23"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 5952/18214 [========>.....................] - ETA: 1:23"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 5984/18214 [========>.....................] - ETA: 1:23"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 6016/18214 [========>.....................] - ETA: 1:23"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 6048/18214 [========>.....................] - ETA: 1:23"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 6080/18214 [=========>....................] - ETA: 1:22"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 6112/18214 [=========>....................] - ETA: 1:22"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 6144/18214 [=========>....................] - ETA: 1:22"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 6176/18214 [=========>....................] - ETA: 1:22"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 6208/18214 [=========>....................] - ETA: 1:21"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 6240/18214 [=========>....................] - ETA: 1:21"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 6272/18214 [=========>....................] - ETA: 1:21"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 6304/18214 [=========>....................] - ETA: 1:21"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 6336/18214 [=========>....................] - ETA: 1:20"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 6368/18214 [=========>....................] - ETA: 1:20"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 6400/18214 [=========>....................] - ETA: 1:20"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 6432/18214 [=========>....................] - ETA: 1:20"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 6464/18214 [=========>....................] - ETA: 1:20"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 6496/18214 [=========>....................] - ETA: 1:19"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 6528/18214 [=========>....................] - ETA: 1:19"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 6560/18214 [=========>....................] - ETA: 1:19"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 6592/18214 [=========>....................] - ETA: 1:19"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 6624/18214 [=========>....................] - ETA: 1:19"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 6656/18214 [=========>....................] - ETA: 1:18"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 6688/18214 [==========>...................] - ETA: 1:18"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 6720/18214 [==========>...................] - ETA: 1:18"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 6752/18214 [==========>...................] - ETA: 1:18"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 6784/18214 [==========>...................] - ETA: 1:17"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 6816/18214 [==========>...................] - ETA: 1:17"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 6848/18214 [==========>...................] - ETA: 1:17"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 6880/18214 [==========>...................] - ETA: 1:17"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 6912/18214 [==========>...................] - ETA: 1:17"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 6944/18214 [==========>...................] - ETA: 1:16"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 6976/18214 [==========>...................] - ETA: 1:16"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 7008/18214 [==========>...................] - ETA: 1:16"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 7040/18214 [==========>...................] - ETA: 1:16"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 7072/18214 [==========>...................] - ETA: 1:15"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 7104/18214 [==========>...................] - ETA: 1:15"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 7136/18214 [==========>...................] - ETA: 1:15"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 7168/18214 [==========>...................] - ETA: 1:15"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 7200/18214 [==========>...................] - ETA: 1:15"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 7232/18214 [==========>...................] - ETA: 1:14"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 7264/18214 [==========>...................] - ETA: 1:14"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 7296/18214 [===========>..................] - ETA: 1:14"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 7328/18214 [===========>..................] - ETA: 1:14"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 7360/18214 [===========>..................] - ETA: 1:14"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 7392/18214 [===========>..................] - ETA: 1:13"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 7424/18214 [===========>..................] - ETA: 1:13"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 7456/18214 [===========>..................] - ETA: 1:13"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 7488/18214 [===========>..................] - ETA: 1:13"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 7520/18214 [===========>..................] - ETA: 1:13"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 7552/18214 [===========>..................] - ETA: 1:12"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 7584/18214 [===========>..................] - ETA: 1:12"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 7616/18214 [===========>..................] - ETA: 1:12"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 7648/18214 [===========>..................] - ETA: 1:11"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 7680/18214 [===========>..................] - ETA: 1:11"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 7712/18214 [===========>..................] - ETA: 1:11"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 7744/18214 [===========>..................] - ETA: 1:11"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 7776/18214 [===========>..................] - ETA: 1:11"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 7808/18214 [===========>..................] - ETA: 1:10"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 7840/18214 [===========>..................] - ETA: 1:10"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 7872/18214 [===========>..................] - ETA: 1:10"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 7904/18214 [============>.................] - ETA: 1:10"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 7936/18214 [============>.................] - ETA: 1:10"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 7968/18214 [============>.................] - ETA: 1:09"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 8000/18214 [============>.................] - ETA: 1:09"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 8032/18214 [============>.................] - ETA: 1:09"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 8064/18214 [============>.................] - ETA: 1:09"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 8096/18214 [============>.................] - ETA: 1:09"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 8128/18214 [============>.................] - ETA: 1:08"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 8160/18214 [============>.................] - ETA: 1:08"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 8192/18214 [============>.................] - ETA: 1:08"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 8224/18214 [============>.................] - ETA: 1:08"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 8256/18214 [============>.................] - ETA: 1:08"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 8288/18214 [============>.................] - ETA: 1:07"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 8320/18214 [============>.................] - ETA: 1:07"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 8352/18214 [============>.................] - ETA: 1:07"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 8384/18214 [============>.................] - ETA: 1:07"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 8416/18214 [============>.................] - ETA: 1:06"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 8448/18214 [============>.................] - ETA: 1:06"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 8480/18214 [============>.................] - ETA: 1:06"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 8512/18214 [=============>................] - ETA: 1:06"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 8544/18214 [=============>................] - ETA: 1:05"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 8576/18214 [=============>................] - ETA: 1:05"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 8608/18214 [=============>................] - ETA: 1:05"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 8640/18214 [=============>................] - ETA: 1:05"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 8672/18214 [=============>................] - ETA: 1:05"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 8704/18214 [=============>................] - ETA: 1:04"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 8736/18214 [=============>................] - ETA: 1:04"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 8768/18214 [=============>................] - ETA: 1:04"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 8800/18214 [=============>................] - ETA: 1:04"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 8832/18214 [=============>................] - ETA: 1:03"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 8864/18214 [=============>................] - ETA: 1:03"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 8896/18214 [=============>................] - ETA: 1:03"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 8928/18214 [=============>................] - ETA: 1:03"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 8960/18214 [=============>................] - ETA: 1:02"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 8992/18214 [=============>................] - ETA: 1:02"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 9024/18214 [=============>................] - ETA: 1:02"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 9056/18214 [=============>................] - ETA: 1:02"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 9088/18214 [=============>................] - ETA: 1:02"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 9120/18214 [==============>...............] - ETA: 1:01"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 9152/18214 [==============>...............] - ETA: 1:01"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 9184/18214 [==============>...............] - ETA: 1:01"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 9216/18214 [==============>...............] - ETA: 1:01"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 9248/18214 [==============>...............] - ETA: 1:00"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 9280/18214 [==============>...............] - ETA: 1:00"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 9312/18214 [==============>...............] - ETA: 1:00"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 9344/18214 [==============>...............] - ETA: 1:00"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 9376/18214 [==============>...............] - ETA: 1:00"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 9408/18214 [==============>...............] - ETA: 59s "
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 9440/18214 [==============>...............] - ETA: 59s"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 9472/18214 [==============>...............] - ETA: 59s"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 9504/18214 [==============>...............] - ETA: 59s"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 9536/18214 [==============>...............] - ETA: 59s"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 9568/18214 [==============>...............] - ETA: 58s"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 9600/18214 [==============>...............] - ETA: 58s"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 9632/18214 [==============>...............] - ETA: 58s"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 9664/18214 [==============>...............] - ETA: 58s"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 9696/18214 [==============>...............] - ETA: 57s"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 9728/18214 [===============>..............] - ETA: 57s"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 9760/18214 [===============>..............] - ETA: 57s"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 9792/18214 [===============>..............] - ETA: 57s"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 9824/18214 [===============>..............] - ETA: 57s"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 9856/18214 [===============>..............] - ETA: 56s"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 9888/18214 [===============>..............] - ETA: 56s"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 9920/18214 [===============>..............] - ETA: 56s"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 9952/18214 [===============>..............] - ETA: 56s"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      " 9984/18214 [===============>..............] - ETA: 56s"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "10016/18214 [===============>..............] - ETA: 55s"
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    },
    {
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "10048/18214 [===============>..............] - ETA: 55s"
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "10080/18214 [===============>..............] - ETA: 55s"
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "10112/18214 [===============>..............] - ETA: 55s"
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    },
    {
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "10144/18214 [===============>..............] - ETA: 55s"
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    {
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "10176/18214 [===============>..............] - ETA: 54s"
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    },
    {
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "10208/18214 [===============>..............] - ETA: 54s"
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    },
    {
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     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "10240/18214 [===============>..............] - ETA: 54s"
     ]
    },
    {
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "10272/18214 [===============>..............] - ETA: 54s"
     ]
    },
    {
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "10304/18214 [===============>..............] - ETA: 53s"
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    },
    {
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     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "10336/18214 [================>.............] - ETA: 53s"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "10368/18214 [================>.............] - ETA: 53s"
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    },
    {
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     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "10400/18214 [================>.............] - ETA: 53s"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "10432/18214 [================>.............] - ETA: 52s"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "10464/18214 [================>.............] - ETA: 52s"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "10496/18214 [================>.............] - ETA: 52s"
     ]
    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "10528/18214 [================>.............] - ETA: 52s"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "10560/18214 [================>.............] - ETA: 51s"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "10592/18214 [================>.............] - ETA: 51s"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "10624/18214 [================>.............] - ETA: 51s"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "10656/18214 [================>.............] - ETA: 51s"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "10688/18214 [================>.............] - ETA: 51s"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "10720/18214 [================>.............] - ETA: 50s"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "10752/18214 [================>.............] - ETA: 50s"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "10784/18214 [================>.............] - ETA: 50s"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "10816/18214 [================>.............] - ETA: 50s"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "10848/18214 [================>.............] - ETA: 50s"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "10880/18214 [================>.............] - ETA: 49s"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "10912/18214 [================>.............] - ETA: 49s"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "10944/18214 [=================>............] - ETA: 49s"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "10976/18214 [=================>............] - ETA: 49s"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "11008/18214 [=================>............] - ETA: 48s"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "11040/18214 [=================>............] - ETA: 48s"
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    },
    {
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "11072/18214 [=================>............] - ETA: 48s"
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    },
    {
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     "output_type": "stream",
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "11104/18214 [=================>............] - ETA: 48s"
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    },
    {
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     "output_type": "stream",
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "11136/18214 [=================>............] - ETA: 48s"
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    },
    {
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     "output_type": "stream",
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "11168/18214 [=================>............] - ETA: 47s"
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    },
    {
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     "output_type": "stream",
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
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      "17120/18214 [===========================>..] - ETA: 7s"
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "17152/18214 [===========================>..] - ETA: 7s"
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "17184/18214 [===========================>..] - ETA: 7s"
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      "17216/18214 [===========================>..] - ETA: 6s"
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      "17248/18214 [===========================>..] - ETA: 6s"
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      "17280/18214 [===========================>..] - ETA: 6s"
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      "17344/18214 [===========================>..] - ETA: 5s"
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      "17376/18214 [===========================>..] - ETA: 5s"
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      "17440/18214 [===========================>..] - ETA: 5s"
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      "17472/18214 [===========================>..] - ETA: 5s"
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "17504/18214 [===========================>..] - ETA: 4s"
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "17536/18214 [===========================>..] - ETA: 4s"
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      "17568/18214 [===========================>..] - ETA: 4s"
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "17600/18214 [===========================>..] - ETA: 4s"
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "17632/18214 [============================>.] - ETA: 3s"
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      "17664/18214 [============================>.] - ETA: 3s"
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "17696/18214 [============================>.] - ETA: 3s"
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "17728/18214 [============================>.] - ETA: 3s"
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "17760/18214 [============================>.] - ETA: 3s"
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "17792/18214 [============================>.] - ETA: 2s"
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "17824/18214 [============================>.] - ETA: 2s"
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "17856/18214 [============================>.] - ETA: 2s"
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     "output_type": "stream",
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "17888/18214 [============================>.] - ETA: 2s"
     ]
    },
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     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "17920/18214 [============================>.] - ETA: 2s"
     ]
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     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "17952/18214 [============================>.] - ETA: 1s"
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      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "17984/18214 [============================>.] - ETA: 1s"
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     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "18016/18214 [============================>.] - ETA: 1s"
     ]
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "18048/18214 [============================>.] - ETA: 1s"
     ]
    },
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     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "18080/18214 [============================>.] - ETA: 0s"
     ]
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     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "18112/18214 [============================>.] - ETA: 0s"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "18144/18214 [============================>.] - ETA: 0s"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "18176/18214 [============================>.] - ETA: 0s"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "18208/18214 [============================>.] - ETA: 0s"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r",
      "18214/18214 [==============================] - 124s 7ms/step\n"
     ]
    }
   ],
   "source": [
    "y_pred = model.predict(valid['inputs'], verbose=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "papermill": {
     "duration": 0.434945,
     "end_time": "2019-05-30T07:33:39.113114",
     "exception": false,
     "start_time": "2019-05-30T07:33:38.678169",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "papermill": {
     "duration": 1.364259,
     "end_time": "2019-05-30T07:33:40.795584",
     "exception": false,
     "start_time": "2019-05-30T07:33:39.431325",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for task in tasks:\n",
    "    plt.figure()\n",
    "    yt = y_true[f'counts/{task}'].mean(-1)\n",
    "    yp = y_pred[ds.task2idx(task, 'counts')].mean(-1)\n",
    "    regression_eval(yt, \n",
    "                    yp, alpha=0.1, task=task)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": 0.346455,
     "end_time": "2019-05-30T07:33:41.502405",
     "exception": false,
     "start_time": "2019-05-30T07:33:41.155950",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Profile evaluation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "papermill": {
     "duration": 0.420147,
     "end_time": "2019-05-30T07:33:42.260921",
     "exception": false,
     "start_time": "2019-05-30T07:33:41.840774",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "from joblib import Parallel, delayed\n",
    "import basepair"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "papermill": {
     "duration": 0.384575,
     "end_time": "2019-05-30T07:33:42.975224",
     "exception": false,
     "start_time": "2019-05-30T07:33:42.590649",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "task=tasks[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "papermill": {
     "duration": 2.96893,
     "end_time": "2019-05-30T07:33:46.344622",
     "exception": false,
     "start_time": "2019-05-30T07:33:43.375692",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "yp = softmax(y_pred[ds.task2idx(task, \"profile\")])\n",
    "yt = y_true[\"profile/\" + task]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "papermill": {
     "duration": 0.984136,
     "end_time": "2019-05-30T07:33:48.516330",
     "exception": false,
     "start_time": "2019-05-30T07:33:47.532194",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "x = np.ravel(yt / (1+yt.sum(axis=-2, keepdims=True)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "papermill": {
     "duration": 2.286157,
     "end_time": "2019-05-30T07:33:51.730473",
     "exception": false,
     "start_time": "2019-05-30T07:33:49.444316",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x216 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,3))\n",
    "plt.subplot(121)\n",
    "plt.hist(x[(x<0.04) ], bins=100);\n",
    "plt.subplot(122)\n",
    "plt.hist(x[(x<0.04) & (x>0.0001)], bins=100);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "papermill": {
     "duration": 0.492694,
     "end_time": "2019-05-30T07:33:52.517070",
     "exception": false,
     "start_time": "2019-05-30T07:33:52.024376",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8564729878115735"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.mean(x>0.0001)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "papermill": {
     "duration": 53.920997,
     "end_time": "2019-05-30T07:34:46.732091",
     "exception": false,
     "start_time": "2019-05-30T07:33:52.811094",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "out_df = Parallel(n_jobs=len(tasks))(delayed(basepair.cli.evaluate.eval_profile)(y_true[\"profile/\" + task], \n",
    "                                                                                 softmax(y_pred[ds.task2idx(task, \"profile\")]), \n",
    "                                                                                 binsizes=[1,10],\n",
    "                                                                                 pos_min_threshold=0.015,\n",
    "                                                                                 neg_max_threshold=0.005,)\n",
    "                 for task in tasks)\n",
    "df = pd.concat([out_df[i].assign(task=task) for i,task in enumerate(tasks)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "papermill": {
     "duration": 0.376309,
     "end_time": "2019-05-30T07:34:47.491356",
     "exception": false,
     "start_time": "2019-05-30T07:34:47.115047",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   auprc  binsize  frac_ambigous  imbalance  n_positives  random_auprc   task\n",
      "0    NaN        1       0.005878        0.0            0           NaN  task1\n",
      "1    NaN       10       0.007747        0.0            0           NaN  task1\n",
      "0    NaN        1       0.004944        0.0            0           NaN  task2\n",
      "1    NaN       10       0.006692        0.0            0           NaN  task2\n"
     ]
    }
   ],
   "source": [
    "# make sure to print all the rows\n",
    "print(df.to_string())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "papermill": {
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     "exception": true,
     "start_time": "2019-05-30T07:34:47.806120",
     "status": "failed"
    },
    "tags": []
   },
   "outputs": [
    {
     "ename": "FileNotFoundError",
     "evalue": "[Errno 2] No such file or directory: 'model/auprc.metrics.csv'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-25-e3f3f832ab2e>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mto_csv\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"model/auprc.metrics.csv\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m/users/avsec/bin/anaconda3/envs/chipnexus/lib/python3.6/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36mto_csv\u001b[0;34m(self, path_or_buf, sep, na_rep, float_format, columns, header, index, index_label, mode, encoding, compression, quoting, quotechar, line_terminator, chunksize, tupleize_cols, date_format, doublequote, escapechar, decimal)\u001b[0m\n\u001b[1;32m   3018\u001b[0m                                  \u001b[0mdoublequote\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdoublequote\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3019\u001b[0m                                  escapechar=escapechar, decimal=decimal)\n\u001b[0;32m-> 3020\u001b[0;31m         \u001b[0mformatter\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msave\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   3021\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3022\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mpath_or_buf\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/users/avsec/bin/anaconda3/envs/chipnexus/lib/python3.6/site-packages/pandas/io/formats/csvs.py\u001b[0m in \u001b[0;36msave\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    155\u001b[0m             f, handles = _get_handle(self.path_or_buf, self.mode,\n\u001b[1;32m    156\u001b[0m                                      \u001b[0mencoding\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mencoding\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 157\u001b[0;31m                                      compression=self.compression)\n\u001b[0m\u001b[1;32m    158\u001b[0m             \u001b[0mclose\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    159\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/users/avsec/bin/anaconda3/envs/chipnexus/lib/python3.6/site-packages/pandas/io/common.py\u001b[0m in \u001b[0;36m_get_handle\u001b[0;34m(path_or_buf, mode, encoding, compression, memory_map, is_text)\u001b[0m\n\u001b[1;32m    422\u001b[0m         \u001b[0;32melif\u001b[0m \u001b[0mencoding\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    423\u001b[0m             \u001b[0;31m# Python 3 and encoding\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 424\u001b[0;31m             \u001b[0mf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpath_or_buf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmode\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mencoding\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mencoding\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mnewline\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    425\u001b[0m         \u001b[0;32melif\u001b[0m \u001b[0mis_text\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    426\u001b[0m             \u001b[0;31m# Python 3 and no explicit encoding\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: 'model/auprc.metrics.csv'"
     ]
    }
   ],
   "source": [
    "df.to_csv(\"model/auprc.metrics.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "papermill": {
     "duration": null,
     "end_time": null,
     "exception": null,
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     "status": "pending"
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    "tags": []
   },
   "source": [
    "## Profile plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "papermill": {
     "duration": null,
     "end_time": null,
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     "start_time": null,
     "status": "pending"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "from basepair.plots import plot_profiles\n",
    "from basepair import samplers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "papermill": {
     "duration": null,
     "end_time": null,
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     "start_time": null,
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    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "tasks = list(ds.task_specs)\n",
    "task = tasks[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "papermill": {
     "duration": null,
     "end_time": null,
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    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "#idx_list = samplers.top_sum_count(y_true['profile/Nanog'], 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "papermill": {
     "duration": null,
     "end_time": null,
     "exception": null,
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    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "#idx_list = samplers.top_sum_count(y_true['profile/Oct4'], 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "papermill": {
     "duration": null,
     "end_time": null,
     "exception": null,
     "start_time": null,
     "status": "pending"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Total sum\n",
    "#idx_list = samplers.top_sum_count(sum([y_true[f'profile/{task}'].mean(-1) for task in tasks])[:,:,np.newaxis], 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "papermill": {
     "duration": null,
     "end_time": null,
     "exception": null,
     "start_time": null,
     "status": "pending"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "#idx_list = samplers.top_max_count(y_true['profile/Oct4'], 10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "papermill": {
     "duration": null,
     "end_time": null,
     "exception": null,
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    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "np.random.seed(42)\n",
    "idx_list = samplers.random(y_true[f'profile/{task}'], 20, )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "papermill": {
     "duration": null,
     "end_time": null,
     "exception": null,
     "start_time": null,
     "status": "pending"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "idx_list[:4]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "papermill": {
     "duration": null,
     "end_time": null,
     "exception": null,
     "start_time": null,
     "status": "pending"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "plot_profiles(y_true, y_pred, tasks, idx_list, preproc=None, figsize=(24, 8), tic_freq=50, \n",
    "              xlim=[int(np.floor(peak_width/5)),int(np.floor(peak_width/5*4))])"
   ]
  }
 ],
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   "output_path": "/oak/stanford/groups/akundaje/marinovg/papers/2019_organelles_TFs/2019-05-BPNet-modles/hg19.BPNet.cov.PKNOX1-single-task/results.ipynb",
   "parameters": {
    "dataspec_file": "/oak/stanford/groups/akundaje/marinovg/papers/2019_organelles_TFs/2019-05-BPNet-modles/hg19.BPNet.cov.PKNOX1-single-task/dataspec.yaml",
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    "history_file": "/oak/stanford/groups/akundaje/marinovg/papers/2019_organelles_TFs/2019-05-BPNet-modles/hg19.BPNet.cov.PKNOX1-single-task/history.csv",
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    "model_file": "/oak/stanford/groups/akundaje/marinovg/papers/2019_organelles_TFs/2019-05-BPNet-modles/hg19.BPNet.cov.PKNOX1-single-task/model.h5",
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