{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "hide_input": true,
    "inputHidden": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<span style=\"color:red; font-family:Helvetica Neue, Helvetica, Arial, sans-serif; font-size:2em;\">An Exception was encountered at 'In [25]'.</span>"
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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": 0.195094,
     "end_time": "2019-05-28T06:57:48.504129",
     "exception": false,
     "start_time": "2019-05-28T06:57:48.309035",
     "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": 0.121571,
     "end_time": "2019-05-28T06:57:48.768168",
     "exception": false,
     "start_time": "2019-05-28T06:57:48.646597",
     "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.ATF3/model.h5\"\n",
    "dataspec_file = \"/oak/stanford/groups/akundaje/marinovg/papers/2019_organelles_TFs/2019-05-BPNet-modles/hg19.BPNet.cov.ATF3/dataspec.yaml\"\n",
    "hparams_file = \"/oak/stanford/groups/akundaje/marinovg/papers/2019_organelles_TFs/2019-05-BPNet-modles/hg19.BPNet.cov.ATF3/hparams.yaml\"\n",
    "history_file = \"/oak/stanford/groups/akundaje/marinovg/papers/2019_organelles_TFs/2019-05-BPNet-modles/hg19.BPNet.cov.ATF3/history.csv\"\n",
    "peak_width = 1000\n",
    "seq_width = 1000\n",
    "gpu = 3\n",
    "num_workers = 10\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "papermill": {
     "duration": 8.217801,
     "end_time": "2019-05-28T06:57:57.150368",
     "exception": false,
     "start_time": "2019-05-28T06:57:48.932567",
     "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": 0.66579,
     "end_time": "2019-05-28T06:57:58.054182",
     "exception": false,
     "start_time": "2019-05-28T06:57:57.388392",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tensorflow.python.client.session.Session at 0x7fe4dc6d55f8>"
      ]
     },
     "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": 14.974326,
     "end_time": "2019-05-28T06:58:13.268928",
     "exception": false,
     "start_time": "2019-05-28T06:57:58.294602",
     "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": [
      "2019-05-27 23:57:59,025 [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": [
      "2019-05-27 23:58:05,755 [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": 0.118589,
     "end_time": "2019-05-28T06:58:13.554121",
     "exception": false,
     "start_time": "2019-05-28T06:58:13.435532",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Learning curves"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "papermill": {
     "duration": 0.159253,
     "end_time": "2019-05-28T06:58:13.805752",
     "exception": false,
     "start_time": "2019-05-28T06:58:13.646499",
     "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": 0.13912,
     "end_time": "2019-05-28T06:58:14.159623",
     "exception": false,
     "start_time": "2019-05-28T06:58:14.020503",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'epoch': 5.0,\n",
       " 'counts/task10_loss': 1.3897865706235029,\n",
       " 'counts/task11_loss': 0.8214942343395941,\n",
       " 'counts/task12_loss': 0.8903700806967306,\n",
       " 'counts/task13_loss': 1.670871629676652,\n",
       " 'counts/task14_loss': 1.1581648965699654,\n",
       " 'counts/task1_loss': 1.8989652467513876,\n",
       " 'counts/task2_loss': 2.3374893866477167,\n",
       " 'counts/task3_loss': 1.6104582470737487,\n",
       " 'counts/task4_loss': 1.0919090234014186,\n",
       " 'counts/task5_loss': 1.1768677803070673,\n",
       " 'counts/task6_loss': 1.8095156897009943,\n",
       " 'counts/task7_loss': 2.56742547606858,\n",
       " 'counts/task8_loss': 1.6433221652142682,\n",
       " 'counts/task9_loss': 0.9319537468203628,\n",
       " 'loss': 26802.41747027569,\n",
       " 'profile/task10_loss': 5339.249742960672,\n",
       " 'profile/task11_loss': 2156.623356949395,\n",
       " 'profile/task12_loss': 2233.8759707569707,\n",
       " 'profile/task13_loss': 1789.2225688777396,\n",
       " 'profile/task14_loss': 2153.521343328619,\n",
       " 'profile/task1_loss': 812.2347248983859,\n",
       " 'profile/task2_loss': 755.7069880058021,\n",
       " 'profile/task3_loss': 1089.1476694024168,\n",
       " 'profile/task4_loss': 1228.378120994948,\n",
       " 'profile/task5_loss': 1587.216679055505,\n",
       " 'profile/task6_loss': 1479.7798912136664,\n",
       " 'profile/task7_loss': 598.7959244423603,\n",
       " 'profile/task8_loss': 828.9345763747632,\n",
       " 'profile/task9_loss': 4539.744144230405,\n",
       " 'val_counts/task10_loss': 1.428492953700404,\n",
       " 'val_counts/task11_loss': 0.7369878582165251,\n",
       " 'val_counts/task12_loss': 0.8182405636320609,\n",
       " 'val_counts/task13_loss': 1.5039134598213024,\n",
       " 'val_counts/task14_loss': 1.0536303150703998,\n",
       " 'val_counts/task1_loss': 1.8651668490400488,\n",
       " 'val_counts/task2_loss': 2.5542078185382437,\n",
       " 'val_counts/task3_loss': 1.6362150655053609,\n",
       " 'val_counts/task4_loss': 0.9001942001502611,\n",
       " 'val_counts/task5_loss': 1.228237612718954,\n",
       " 'val_counts/task6_loss': 1.786137329077487,\n",
       " 'val_counts/task7_loss': 2.74763594034845,\n",
       " 'val_counts/task8_loss': 1.816626907899704,\n",
       " 'val_counts/task9_loss': 0.8952015218694614,\n",
       " 'val_loss': 26032.34259949158,\n",
       " 'val_profile/task10_loss': 5250.148482698545,\n",
       " 'val_profile/task11_loss': 2121.6843330201395,\n",
       " 'val_profile/task12_loss': 2225.853271141961,\n",
       " 'val_profile/task13_loss': 1815.8929201958053,\n",
       " 'val_profile/task14_loss': 2144.303205535589,\n",
       " 'val_profile/task1_loss': 772.2168427583713,\n",
       " 'val_profile/task2_loss': 660.8721473554742,\n",
       " 'val_profile/task3_loss': 1039.0824611497962,\n",
       " 'val_profile/task4_loss': 1308.587135775059,\n",
       " 'val_profile/task5_loss': 1381.5480063332752,\n",
       " 'val_profile/task6_loss': 1350.2577770602318,\n",
       " 'val_profile/task7_loss': 556.6028641838511,\n",
       " 'val_profile/task8_loss': 766.5231572347805,\n",
       " 'val_profile/task9_loss': 4429.0613905811715}"
      ]
     },
     "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": 2.639998,
     "end_time": "2019-05-28T06:58:16.950422",
     "exception": false,
     "start_time": "2019-05-28T06:58:14.310424",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 4032x288 with 14 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": 3.171332,
     "end_time": "2019-05-28T06:58:21.404772",
     "exception": false,
     "start_time": "2019-05-28T06:58:18.233440",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 4032x288 with 14 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": 0.099639,
     "end_time": "2019-05-28T06:58:21.640160",
     "exception": false,
     "start_time": "2019-05-28T06:58:21.540521",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Evaluation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "papermill": {
     "duration": 0.877816,
     "end_time": "2019-05-28T06:58:22.633566",
     "exception": false,
     "start_time": "2019-05-28T06:58:21.755750",
     "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": 81.207911,
     "end_time": "2019-05-28T06:59:43.974835",
     "exception": false,
     "start_time": "2019-05-28T06:58:22.766924",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "\r",
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
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    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "\r",
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    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "\r",
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    },
    {
     "name": "stderr",
     "output_type": "stream",
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      "\r",
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    },
    {
     "name": "stderr",
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      "\r",
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    },
    {
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    {
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    },
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    {
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      "\r",
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    },
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    {
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    {
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    {
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    {
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    },
    {
     "name": "stderr",
     "output_type": "stream",
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     "output_type": "stream",
     "text": [
      "\r",
      "100%|█████████▉| 1433/1434 [01:13<00:00, 21.56it/s]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\r",
      "100%|██████████| 1434/1434 [01:13<00:00, 19.41it/s]"
     ]
    },
    {
     "name": "stderr",
     "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": 0.87339,
     "end_time": "2019-05-28T06:59:45.095166",
     "exception": false,
     "start_time": "2019-05-28T06:59:44.221776",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "from basepair.BPNet import BiasModel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "papermill": {
     "duration": 0.276023,
     "end_time": "2019-05-28T06:59:45.697294",
     "exception": false,
     "start_time": "2019-05-28T06:59:45.421271",
     "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": 481.788405,
     "end_time": "2019-05-28T07:07:47.736667",
     "exception": false,
     "start_time": "2019-05-28T06:59:45.948262",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
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     "output_type": "stream",
     "text": [
      "\r",
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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\b\b\r",
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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\b\b\r",
      "   96/45888 [..............................] - ETA: 20:08"
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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\b\b\r",
      "  128/45888 [..............................] - ETA: 17:07"
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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\b\b\r",
      "  160/45888 [..............................] - ETA: 15:09"
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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\b\b\r",
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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\b\b\r",
      "  224/45888 [..............................] - ETA: 13:04"
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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\b\b\r",
      "  256/45888 [..............................] - ETA: 12:21"
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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\b\b\r",
      "  288/45888 [..............................] - ETA: 11:42"
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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\b\b\r",
      "  320/45888 [..............................] - ETA: 11:11"
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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\b\b\r",
      "  352/45888 [..............................] - ETA: 10:45"
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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\b\b\r",
      "  384/45888 [..............................] - ETA: 10:31"
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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\b\b\b\r",
      "  416/45888 [..............................] - ETA: 10:17"
     ]
    },
    {
     "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\b\r",
      "  448/45888 [..............................] - ETA: 10:07"
     ]
    },
    {
     "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\b\r",
      "  480/45888 [..............................] - ETA: 9:58 "
     ]
    },
    {
     "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",
      "  512/45888 [..............................] - ETA: 9:52"
     ]
    },
    {
     "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",
      "  544/45888 [..............................] - ETA: 9:42"
     ]
    },
    {
     "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",
      "  576/45888 [..............................] - ETA: 9:45"
     ]
    },
    {
     "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",
      "  608/45888 [..............................] - ETA: 9:39"
     ]
    },
    {
     "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",
      "  640/45888 [..............................] - ETA: 9:35"
     ]
    },
    {
     "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",
      "  672/45888 [..............................] - ETA: 9:25"
     ]
    },
    {
     "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",
      "  704/45888 [..............................] - ETA: 9:21"
     ]
    },
    {
     "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",
      "  736/45888 [..............................] - ETA: 9:18"
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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\b\r",
      "  768/45888 [..............................] - ETA: 9:17"
     ]
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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\b\r",
      "  800/45888 [..............................] - ETA: 9:16"
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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\b\r",
      "  832/45888 [..............................] - ETA: 9:11"
     ]
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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\b\r",
      "  864/45888 [..............................] - ETA: 9:07"
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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\b\r",
      "  896/45888 [..............................] - ETA: 9:04"
     ]
    },
    {
     "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",
      "  928/45888 [..............................] - ETA: 9:02"
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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\b\r",
      "  960/45888 [..............................] - ETA: 8:57"
     ]
    },
    {
     "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",
      "  992/45888 [..............................] - ETA: 8:56"
     ]
    },
    {
     "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",
      " 1024/45888 [..............................] - ETA: 8:52"
     ]
    },
    {
     "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",
      " 1056/45888 [..............................] - ETA: 8:51"
     ]
    },
    {
     "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",
      " 1088/45888 [..............................] - ETA: 8:50"
     ]
    },
    {
     "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",
      " 1120/45888 [..............................] - ETA: 8:45"
     ]
    },
    {
     "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",
      " 1152/45888 [..............................] - ETA: 8:43"
     ]
    },
    {
     "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",
      " 1184/45888 [..............................] - ETA: 8:42"
     ]
    },
    {
     "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",
      " 1216/45888 [..............................] - ETA: 8:42"
     ]
    },
    {
     "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",
      " 1248/45888 [..............................] - ETA: 8:41"
     ]
    },
    {
     "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",
      " 1280/45888 [..............................] - ETA: 8:41"
     ]
    },
    {
     "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",
      " 1312/45888 [..............................] - ETA: 8:38"
     ]
    },
    {
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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",
      " 1344/45888 [..............................] - ETA: 8:35"
     ]
    },
    {
     "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",
      " 1376/45888 [..............................] - ETA: 8:36"
     ]
    },
    {
     "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",
      " 1408/45888 [..............................] - ETA: 8:33"
     ]
    },
    {
     "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",
      " 1440/45888 [..............................] - ETA: 8:32"
     ]
    },
    {
     "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",
      " 1472/45888 [..............................] - ETA: 8:30"
     ]
    },
    {
     "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",
      " 1504/45888 [..............................] - ETA: 8:33"
     ]
    },
    {
     "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",
      " 1536/45888 [>.............................] - ETA: 8:31"
     ]
    },
    {
     "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",
      " 1568/45888 [>.............................] - ETA: 8:29"
     ]
    },
    {
     "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",
      " 1600/45888 [>.............................] - ETA: 8:29"
     ]
    },
    {
     "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",
      " 1632/45888 [>.............................] - ETA: 8:32"
     ]
    },
    {
     "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",
      " 1664/45888 [>.............................] - ETA: 8:30"
     ]
    },
    {
     "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",
      " 1696/45888 [>.............................] - ETA: 8:28"
     ]
    },
    {
     "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",
      " 1728/45888 [>.............................] - ETA: 8:27"
     ]
    },
    {
     "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",
      " 1760/45888 [>.............................] - ETA: 8:25"
     ]
    },
    {
     "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",
      " 1792/45888 [>.............................] - ETA: 8:25"
     ]
    },
    {
     "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",
      " 1824/45888 [>.............................] - ETA: 8:24"
     ]
    },
    {
     "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",
      " 1856/45888 [>.............................] - ETA: 8:25"
     ]
    },
    {
     "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",
      " 1888/45888 [>.............................] - ETA: 8:23"
     ]
    },
    {
     "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",
      " 1920/45888 [>.............................] - ETA: 8:21"
     ]
    },
    {
     "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",
      " 1952/45888 [>.............................] - ETA: 8:21"
     ]
    },
    {
     "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",
      " 1984/45888 [>.............................] - ETA: 8:19"
     ]
    },
    {
     "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",
      " 2016/45888 [>.............................] - ETA: 8:18"
     ]
    },
    {
     "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",
      " 2048/45888 [>.............................] - ETA: 8:17"
     ]
    },
    {
     "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",
      " 2080/45888 [>.............................] - ETA: 8:15"
     ]
    },
    {
     "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",
      " 2112/45888 [>.............................] - ETA: 8:12"
     ]
    },
    {
     "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",
      " 2144/45888 [>.............................] - ETA: 8:10"
     ]
    },
    {
     "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",
      " 2176/45888 [>.............................] - ETA: 8:10"
     ]
    },
    {
     "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",
      " 2208/45888 [>.............................] - ETA: 8:09"
     ]
    },
    {
     "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",
      " 2240/45888 [>.............................] - ETA: 8:09"
     ]
    },
    {
     "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",
      " 2272/45888 [>.............................] - ETA: 8:08"
     ]
    },
    {
     "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",
      " 2304/45888 [>.............................] - ETA: 8:07"
     ]
    },
    {
     "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",
      " 2336/45888 [>.............................] - ETA: 8:06"
     ]
    },
    {
     "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",
      " 2368/45888 [>.............................] - ETA: 8:05"
     ]
    },
    {
     "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",
      " 2400/45888 [>.............................] - ETA: 8:04"
     ]
    },
    {
     "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",
      " 2432/45888 [>.............................] - ETA: 8:03"
     ]
    },
    {
     "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",
      " 2464/45888 [>.............................] - ETA: 8:04"
     ]
    },
    {
     "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",
      " 2496/45888 [>.............................] - ETA: 8:04"
     ]
    },
    {
     "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",
      " 2528/45888 [>.............................] - ETA: 8:04"
     ]
    },
    {
     "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",
      " 2560/45888 [>.............................] - ETA: 8:03"
     ]
    },
    {
     "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",
      " 2592/45888 [>.............................] - ETA: 8:03"
     ]
    },
    {
     "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",
      " 2624/45888 [>.............................] - ETA: 8:05"
     ]
    },
    {
     "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",
      " 2656/45888 [>.............................] - ETA: 8:04"
     ]
    },
    {
     "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",
      " 2688/45888 [>.............................] - ETA: 8:03"
     ]
    },
    {
     "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",
      " 2720/45888 [>.............................] - ETA: 8:02"
     ]
    },
    {
     "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",
      " 2752/45888 [>.............................] - ETA: 8:00"
     ]
    },
    {
     "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",
      " 2784/45888 [>.............................] - ETA: 8:00"
     ]
    },
    {
     "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",
      " 2816/45888 [>.............................] - ETA: 7:59"
     ]
    },
    {
     "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",
      " 2848/45888 [>.............................] - ETA: 7:58"
     ]
    },
    {
     "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",
      " 2880/45888 [>.............................] - ETA: 7:56"
     ]
    },
    {
     "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",
      " 2912/45888 [>.............................] - ETA: 7:55"
     ]
    },
    {
     "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",
      " 2944/45888 [>.............................] - ETA: 7:54"
     ]
    },
    {
     "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",
      " 2976/45888 [>.............................] - ETA: 7:54"
     ]
    },
    {
     "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",
      " 3008/45888 [>.............................] - ETA: 7:53"
     ]
    },
    {
     "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",
      " 3040/45888 [>.............................] - ETA: 7:52"
     ]
    },
    {
     "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",
      " 3072/45888 [=>............................] - ETA: 7:51"
     ]
    },
    {
     "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",
      " 3104/45888 [=>............................] - ETA: 7:51"
     ]
    },
    {
     "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",
      " 3136/45888 [=>............................] - ETA: 7:50"
     ]
    },
    {
     "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",
      " 3168/45888 [=>............................] - ETA: 7:49"
     ]
    },
    {
     "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",
      " 3200/45888 [=>............................] - ETA: 7:49"
     ]
    },
    {
     "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",
      " 3232/45888 [=>............................] - ETA: 7:48"
     ]
    },
    {
     "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",
      " 3264/45888 [=>............................] - ETA: 7:48"
     ]
    },
    {
     "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",
      " 3296/45888 [=>............................] - ETA: 7:47"
     ]
    },
    {
     "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",
      " 3328/45888 [=>............................] - ETA: 7:47"
     ]
    },
    {
     "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",
      " 3360/45888 [=>............................] - ETA: 7:47"
     ]
    },
    {
     "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",
      " 3392/45888 [=>............................] - ETA: 7:47"
     ]
    },
    {
     "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",
      " 3424/45888 [=>............................] - ETA: 7:47"
     ]
    },
    {
     "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",
      " 3456/45888 [=>............................] - ETA: 7:46"
     ]
    },
    {
     "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",
      " 3488/45888 [=>............................] - ETA: 7:46"
     ]
    },
    {
     "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",
      " 3520/45888 [=>............................] - ETA: 7:46"
     ]
    },
    {
     "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",
      " 3552/45888 [=>............................] - ETA: 7:45"
     ]
    },
    {
     "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",
      " 3584/45888 [=>............................] - ETA: 7:45"
     ]
    },
    {
     "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",
      " 3616/45888 [=>............................] - ETA: 7:45"
     ]
    },
    {
     "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",
      " 3648/45888 [=>............................] - ETA: 7:44"
     ]
    },
    {
     "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",
      " 3680/45888 [=>............................] - ETA: 7:43"
     ]
    },
    {
     "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",
      " 3712/45888 [=>............................] - ETA: 7:43"
     ]
    },
    {
     "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",
      " 3744/45888 [=>............................] - ETA: 7:43"
     ]
    },
    {
     "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",
      " 3776/45888 [=>............................] - ETA: 7:42"
     ]
    },
    {
     "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",
      " 3808/45888 [=>............................] - ETA: 7:42"
     ]
    },
    {
     "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",
      " 3840/45888 [=>............................] - ETA: 7:41"
     ]
    },
    {
     "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",
      " 3872/45888 [=>............................] - ETA: 7:40"
     ]
    },
    {
     "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",
      " 3904/45888 [=>............................] - ETA: 7:40"
     ]
    },
    {
     "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",
      " 3936/45888 [=>............................] - ETA: 7:39"
     ]
    },
    {
     "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",
      " 3968/45888 [=>............................] - ETA: 7:38"
     ]
    },
    {
     "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",
      " 4000/45888 [=>............................] - ETA: 7:37"
     ]
    },
    {
     "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",
      " 4032/45888 [=>............................] - ETA: 7:36"
     ]
    },
    {
     "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",
      " 4064/45888 [=>............................] - ETA: 7:36"
     ]
    },
    {
     "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",
      " 4096/45888 [=>............................] - ETA: 7:35"
     ]
    },
    {
     "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",
      " 4128/45888 [=>............................] - ETA: 7:35"
     ]
    },
    {
     "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",
      " 4160/45888 [=>............................] - ETA: 7:34"
     ]
    },
    {
     "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",
      " 4192/45888 [=>............................] - ETA: 7:34"
     ]
    },
    {
     "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",
      " 4224/45888 [=>............................] - ETA: 7:33"
     ]
    },
    {
     "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",
      " 4256/45888 [=>............................] - ETA: 7:34"
     ]
    },
    {
     "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",
      " 4288/45888 [=>............................] - ETA: 7:33"
     ]
    },
    {
     "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",
      " 4320/45888 [=>............................] - ETA: 7:33"
     ]
    },
    {
     "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",
      " 4352/45888 [=>............................] - ETA: 7:33"
     ]
    },
    {
     "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",
      " 4384/45888 [=>............................] - ETA: 7:32"
     ]
    },
    {
     "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",
      " 4416/45888 [=>............................] - ETA: 7:31"
     ]
    },
    {
     "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",
      " 4448/45888 [=>............................] - ETA: 7:30"
     ]
    },
    {
     "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",
      " 4480/45888 [=>............................] - ETA: 7:30"
     ]
    },
    {
     "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",
      " 4512/45888 [=>............................] - ETA: 7:29"
     ]
    },
    {
     "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",
      " 4544/45888 [=>............................] - ETA: 7:29"
     ]
    },
    {
     "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",
      " 4576/45888 [=>............................] - ETA: 7:29"
     ]
    },
    {
     "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",
      " 4608/45888 [==>...........................] - ETA: 7:28"
     ]
    },
    {
     "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",
      " 4640/45888 [==>...........................] - ETA: 7:28"
     ]
    },
    {
     "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",
      " 4672/45888 [==>...........................] - ETA: 7:27"
     ]
    },
    {
     "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",
      " 4704/45888 [==>...........................] - ETA: 7:28"
     ]
    },
    {
     "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",
      " 4736/45888 [==>...........................] - ETA: 7:27"
     ]
    },
    {
     "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",
      " 4768/45888 [==>...........................] - ETA: 7:26"
     ]
    },
    {
     "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",
      " 4800/45888 [==>...........................] - ETA: 7:25"
     ]
    },
    {
     "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",
      " 4832/45888 [==>...........................] - ETA: 7:25"
     ]
    },
    {
     "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",
      " 4864/45888 [==>...........................] - ETA: 7:25"
     ]
    },
    {
     "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",
      " 4896/45888 [==>...........................] - ETA: 7:24"
     ]
    },
    {
     "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",
      " 4928/45888 [==>...........................] - ETA: 7:24"
     ]
    },
    {
     "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",
      " 4960/45888 [==>...........................] - ETA: 7:24"
     ]
    },
    {
     "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",
      " 4992/45888 [==>...........................] - ETA: 7:23"
     ]
    },
    {
     "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",
      " 5024/45888 [==>...........................] - ETA: 7:23"
     ]
    },
    {
     "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",
      " 5056/45888 [==>...........................] - ETA: 7:22"
     ]
    },
    {
     "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",
      " 5088/45888 [==>...........................] - ETA: 7:21"
     ]
    },
    {
     "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",
      " 5120/45888 [==>...........................] - ETA: 7:21"
     ]
    },
    {
     "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",
      " 5152/45888 [==>...........................] - ETA: 7:20"
     ]
    },
    {
     "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",
      " 5184/45888 [==>...........................] - ETA: 7:20"
     ]
    },
    {
     "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",
      " 5216/45888 [==>...........................] - ETA: 7:20"
     ]
    },
    {
     "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",
      " 5248/45888 [==>...........................] - ETA: 7:20"
     ]
    },
    {
     "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",
      " 5280/45888 [==>...........................] - ETA: 7:19"
     ]
    },
    {
     "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",
      " 5312/45888 [==>...........................] - ETA: 7:19"
     ]
    },
    {
     "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",
      " 5344/45888 [==>...........................] - ETA: 7:18"
     ]
    },
    {
     "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",
      " 5376/45888 [==>...........................] - ETA: 7:18"
     ]
    },
    {
     "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",
      " 5408/45888 [==>...........................] - ETA: 7:17"
     ]
    },
    {
     "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",
      " 5440/45888 [==>...........................] - ETA: 7:17"
     ]
    },
    {
     "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",
      " 5472/45888 [==>...........................] - ETA: 7:16"
     ]
    },
    {
     "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",
      " 5504/45888 [==>...........................] - ETA: 7:16"
     ]
    },
    {
     "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",
      " 5536/45888 [==>...........................] - ETA: 7:16"
     ]
    },
    {
     "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",
      " 5568/45888 [==>...........................] - ETA: 7:15"
     ]
    },
    {
     "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",
      " 5600/45888 [==>...........................] - ETA: 7:15"
     ]
    },
    {
     "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",
      " 5632/45888 [==>...........................] - ETA: 7:14"
     ]
    },
    {
     "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",
      " 5664/45888 [==>...........................] - ETA: 7:13"
     ]
    },
    {
     "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",
      " 5696/45888 [==>...........................] - ETA: 7:13"
     ]
    },
    {
     "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",
      " 5728/45888 [==>...........................] - ETA: 7:13"
     ]
    },
    {
     "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",
      " 5760/45888 [==>...........................] - ETA: 7:12"
     ]
    },
    {
     "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",
      " 5792/45888 [==>...........................] - ETA: 7:11"
     ]
    },
    {
     "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",
      " 5824/45888 [==>...........................] - ETA: 7:11"
     ]
    },
    {
     "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",
      " 5856/45888 [==>...........................] - ETA: 7:11"
     ]
    },
    {
     "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",
      " 5888/45888 [==>...........................] - ETA: 7:10"
     ]
    },
    {
     "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",
      " 5920/45888 [==>...........................] - ETA: 7:10"
     ]
    },
    {
     "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",
      " 5952/45888 [==>...........................] - ETA: 7:10"
     ]
    },
    {
     "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",
      " 5984/45888 [==>...........................] - ETA: 7:09"
     ]
    },
    {
     "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",
      " 6016/45888 [==>...........................] - ETA: 7:09"
     ]
    },
    {
     "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",
      " 6048/45888 [==>...........................] - ETA: 7:09"
     ]
    },
    {
     "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",
      " 6080/45888 [==>...........................] - ETA: 7:08"
     ]
    },
    {
     "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",
      " 6112/45888 [==>...........................] - ETA: 7:08"
     ]
    },
    {
     "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",
      " 6144/45888 [===>..........................] - ETA: 7:08"
     ]
    },
    {
     "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",
      " 6176/45888 [===>..........................] - ETA: 7:07"
     ]
    },
    {
     "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",
      " 6208/45888 [===>..........................] - ETA: 7:07"
     ]
    },
    {
     "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",
      " 6240/45888 [===>..........................] - ETA: 7:06"
     ]
    },
    {
     "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",
      " 6272/45888 [===>..........................] - ETA: 7:05"
     ]
    },
    {
     "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",
      " 6304/45888 [===>..........................] - ETA: 7:05"
     ]
    },
    {
     "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",
      " 6336/45888 [===>..........................] - ETA: 7:05"
     ]
    },
    {
     "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",
      " 6368/45888 [===>..........................] - ETA: 7:04"
     ]
    },
    {
     "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",
      " 6400/45888 [===>..........................] - ETA: 7:03"
     ]
    },
    {
     "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",
      " 6432/45888 [===>..........................] - ETA: 7:03"
     ]
    },
    {
     "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",
      " 6464/45888 [===>..........................] - ETA: 7:03"
     ]
    },
    {
     "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",
      " 6496/45888 [===>..........................] - ETA: 7:02"
     ]
    },
    {
     "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",
      " 6528/45888 [===>..........................] - ETA: 7:02"
     ]
    },
    {
     "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",
      " 6560/45888 [===>..........................] - ETA: 7:02"
     ]
    },
    {
     "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",
      " 6592/45888 [===>..........................] - ETA: 7:02"
     ]
    },
    {
     "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",
      " 6624/45888 [===>..........................] - ETA: 7:01"
     ]
    },
    {
     "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",
      " 6656/45888 [===>..........................] - ETA: 7:00"
     ]
    },
    {
     "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",
      " 6688/45888 [===>..........................] - ETA: 7:00"
     ]
    },
    {
     "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",
      " 6720/45888 [===>..........................] - ETA: 6:59"
     ]
    },
    {
     "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",
      " 6752/45888 [===>..........................] - ETA: 6:59"
     ]
    },
    {
     "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",
      " 6784/45888 [===>..........................] - ETA: 6:59"
     ]
    },
    {
     "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",
      " 6816/45888 [===>..........................] - ETA: 6:58"
     ]
    },
    {
     "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",
      " 6848/45888 [===>..........................] - ETA: 6:58"
     ]
    },
    {
     "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",
      " 6880/45888 [===>..........................] - ETA: 6:59"
     ]
    },
    {
     "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",
      " 6912/45888 [===>..........................] - ETA: 6:59"
     ]
    },
    {
     "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",
      " 6944/45888 [===>..........................] - ETA: 6:58"
     ]
    },
    {
     "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",
      " 6976/45888 [===>..........................] - ETA: 6:58"
     ]
    },
    {
     "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",
      " 7008/45888 [===>..........................] - ETA: 6:57"
     ]
    },
    {
     "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",
      " 7040/45888 [===>..........................] - ETA: 6:57"
     ]
    },
    {
     "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",
      " 7072/45888 [===>..........................] - ETA: 6:56"
     ]
    },
    {
     "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",
      " 7104/45888 [===>..........................] - ETA: 6:56"
     ]
    },
    {
     "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",
      " 7136/45888 [===>..........................] - ETA: 6:55"
     ]
    },
    {
     "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",
      " 7168/45888 [===>..........................] - ETA: 6:55"
     ]
    },
    {
     "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",
      " 7200/45888 [===>..........................] - ETA: 6:55"
     ]
    },
    {
     "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",
      " 7232/45888 [===>..........................] - ETA: 6:55"
     ]
    },
    {
     "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",
      " 7264/45888 [===>..........................] - ETA: 6:55"
     ]
    },
    {
     "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",
      " 7296/45888 [===>..........................] - ETA: 6:54"
     ]
    },
    {
     "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",
      " 7328/45888 [===>..........................] - ETA: 6:53"
     ]
    },
    {
     "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",
      " 7360/45888 [===>..........................] - ETA: 6:53"
     ]
    },
    {
     "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",
      " 7392/45888 [===>..........................] - ETA: 6:53"
     ]
    },
    {
     "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",
      " 7424/45888 [===>..........................] - ETA: 6:52"
     ]
    },
    {
     "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",
      " 7456/45888 [===>..........................] - ETA: 6:52"
     ]
    },
    {
     "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",
      " 7488/45888 [===>..........................] - ETA: 6:51"
     ]
    },
    {
     "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",
      " 7520/45888 [===>..........................] - ETA: 6:51"
     ]
    },
    {
     "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",
      " 7552/45888 [===>..........................] - ETA: 6:51"
     ]
    },
    {
     "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",
      " 7584/45888 [===>..........................] - ETA: 6:51"
     ]
    },
    {
     "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",
      " 7616/45888 [===>..........................] - ETA: 6:50"
     ]
    },
    {
     "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",
      " 7648/45888 [====>.........................] - ETA: 6:49"
     ]
    },
    {
     "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",
      " 7680/45888 [====>.........................] - ETA: 6:49"
     ]
    },
    {
     "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",
      " 7712/45888 [====>.........................] - ETA: 6:49"
     ]
    },
    {
     "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",
      " 7744/45888 [====>.........................] - ETA: 6:48"
     ]
    },
    {
     "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",
      " 7776/45888 [====>.........................] - ETA: 6:48"
     ]
    },
    {
     "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",
      " 7808/45888 [====>.........................] - ETA: 6:48"
     ]
    },
    {
     "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",
      " 7840/45888 [====>.........................] - ETA: 6:47"
     ]
    },
    {
     "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",
      " 7872/45888 [====>.........................] - ETA: 6:47"
     ]
    },
    {
     "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",
      " 7904/45888 [====>.........................] - ETA: 6:46"
     ]
    },
    {
     "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",
      " 7936/45888 [====>.........................] - ETA: 6:45"
     ]
    },
    {
     "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",
      " 7968/45888 [====>.........................] - ETA: 6:46"
     ]
    },
    {
     "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",
      " 8000/45888 [====>.........................] - ETA: 6:45"
     ]
    },
    {
     "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",
      " 8032/45888 [====>.........................] - ETA: 6:45"
     ]
    },
    {
     "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",
      " 8064/45888 [====>.........................] - ETA: 6:45"
     ]
    },
    {
     "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",
      " 8096/45888 [====>.........................] - ETA: 6:44"
     ]
    },
    {
     "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",
      " 8128/45888 [====>.........................] - ETA: 6:44"
     ]
    },
    {
     "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",
      " 8160/45888 [====>.........................] - ETA: 6:44"
     ]
    },
    {
     "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",
      " 8192/45888 [====>.........................] - ETA: 6:43"
     ]
    },
    {
     "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",
      " 8224/45888 [====>.........................] - ETA: 6:43"
     ]
    },
    {
     "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",
      " 8256/45888 [====>.........................] - ETA: 6:43"
     ]
    },
    {
     "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",
      " 8288/45888 [====>.........................] - ETA: 6:42"
     ]
    },
    {
     "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",
      " 8320/45888 [====>.........................] - ETA: 6:42"
     ]
    },
    {
     "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",
      " 8352/45888 [====>.........................] - ETA: 6:42"
     ]
    },
    {
     "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",
      " 8384/45888 [====>.........................] - ETA: 6:41"
     ]
    },
    {
     "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",
      " 8416/45888 [====>.........................] - ETA: 6:41"
     ]
    },
    {
     "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",
      " 8448/45888 [====>.........................] - ETA: 6:41"
     ]
    },
    {
     "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",
      " 8480/45888 [====>.........................] - ETA: 6:40"
     ]
    },
    {
     "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",
      " 8512/45888 [====>.........................] - ETA: 6:40"
     ]
    },
    {
     "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",
      " 8544/45888 [====>.........................] - ETA: 6:39"
     ]
    },
    {
     "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",
      " 8576/45888 [====>.........................] - ETA: 6:39"
     ]
    },
    {
     "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",
      " 8608/45888 [====>.........................] - ETA: 6:39"
     ]
    },
    {
     "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",
      " 8640/45888 [====>.........................] - ETA: 6:38"
     ]
    },
    {
     "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",
      " 8672/45888 [====>.........................] - ETA: 6:38"
     ]
    },
    {
     "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",
      " 8704/45888 [====>.........................] - ETA: 6:38"
     ]
    },
    {
     "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",
      " 8736/45888 [====>.........................] - ETA: 6:38"
     ]
    },
    {
     "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",
      " 8768/45888 [====>.........................] - ETA: 6:37"
     ]
    },
    {
     "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",
      " 8800/45888 [====>.........................] - ETA: 6:37"
     ]
    },
    {
     "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",
      " 8832/45888 [====>.........................] - ETA: 6:36"
     ]
    },
    {
     "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",
      " 8864/45888 [====>.........................] - ETA: 6:36"
     ]
    },
    {
     "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",
      " 8896/45888 [====>.........................] - ETA: 6:36"
     ]
    },
    {
     "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",
      " 8928/45888 [====>.........................] - ETA: 6:36"
     ]
    },
    {
     "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",
      " 8960/45888 [====>.........................] - ETA: 6:35"
     ]
    },
    {
     "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",
      " 8992/45888 [====>.........................] - ETA: 6:35"
     ]
    },
    {
     "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",
      " 9024/45888 [====>.........................] - ETA: 6:35"
     ]
    },
    {
     "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",
      " 9056/45888 [====>.........................] - ETA: 6:34"
     ]
    },
    {
     "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",
      " 9088/45888 [====>.........................] - ETA: 6:34"
     ]
    },
    {
     "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",
      " 9120/45888 [====>.........................] - ETA: 6:33"
     ]
    },
    {
     "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",
      " 9152/45888 [====>.........................] - ETA: 6:33"
     ]
    },
    {
     "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",
      " 9184/45888 [=====>........................] - ETA: 6:32"
     ]
    },
    {
     "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",
      " 9216/45888 [=====>........................] - ETA: 6:32"
     ]
    },
    {
     "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",
      " 9248/45888 [=====>........................] - ETA: 6:31"
     ]
    },
    {
     "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",
      " 9280/45888 [=====>........................] - ETA: 6:31"
     ]
    },
    {
     "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",
      " 9312/45888 [=====>........................] - ETA: 6:30"
     ]
    },
    {
     "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",
      " 9344/45888 [=====>........................] - ETA: 6:30"
     ]
    },
    {
     "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",
      " 9376/45888 [=====>........................] - ETA: 6:30"
     ]
    },
    {
     "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",
      " 9408/45888 [=====>........................] - ETA: 6:30"
     ]
    },
    {
     "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",
      " 9440/45888 [=====>........................] - ETA: 6:29"
     ]
    },
    {
     "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",
      " 9472/45888 [=====>........................] - ETA: 6:29"
     ]
    },
    {
     "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",
      " 9504/45888 [=====>........................] - ETA: 6:29"
     ]
    },
    {
     "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",
      " 9536/45888 [=====>........................] - ETA: 6:29"
     ]
    },
    {
     "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",
      " 9568/45888 [=====>........................] - ETA: 6:28"
     ]
    },
    {
     "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",
      " 9600/45888 [=====>........................] - ETA: 6:28"
     ]
    },
    {
     "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",
      " 9632/45888 [=====>........................] - ETA: 6:27"
     ]
    },
    {
     "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",
      " 9664/45888 [=====>........................] - ETA: 6:27"
     ]
    },
    {
     "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",
      " 9696/45888 [=====>........................] - ETA: 6:26"
     ]
    },
    {
     "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",
      " 9728/45888 [=====>........................] - ETA: 6:26"
     ]
    },
    {
     "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",
      " 9760/45888 [=====>........................] - ETA: 6:26"
     ]
    },
    {
     "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",
      " 9792/45888 [=====>........................] - ETA: 6:25"
     ]
    },
    {
     "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",
      " 9824/45888 [=====>........................] - ETA: 6:25"
     ]
    },
    {
     "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",
      " 9856/45888 [=====>........................] - ETA: 6:25"
     ]
    },
    {
     "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",
      " 9888/45888 [=====>........................] - ETA: 6:24"
     ]
    },
    {
     "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",
      " 9920/45888 [=====>........................] - ETA: 6:24"
     ]
    },
    {
     "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",
      " 9952/45888 [=====>........................] - ETA: 6:23"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      " 9984/45888 [=====>........................] - ETA: 6:23"
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      "10336/45888 [=====>........................] - ETA: 6:19"
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      "10432/45888 [=====>........................] - ETA: 6:18"
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      "10464/45888 [=====>........................] - ETA: 6:18"
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      "10496/45888 [=====>........................] - ETA: 6:17"
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      "10528/45888 [=====>........................] - ETA: 6:17"
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      "10560/45888 [=====>........................] - ETA: 6:16"
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      "10592/45888 [=====>........................] - ETA: 6:16"
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      "10624/45888 [=====>........................] - ETA: 6:15"
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      "10656/45888 [=====>........................] - ETA: 6:15"
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      "12128/45888 [======>.......................] - ETA: 5:58"
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      "12160/45888 [======>.......................] - ETA: 5:58"
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      "12192/45888 [======>.......................] - ETA: 5:57"
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      "12224/45888 [======>.......................] - ETA: 5:57"
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      "12256/45888 [=======>......................] - ETA: 5:57"
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      "12288/45888 [=======>......................] - ETA: 5:57"
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      "12320/45888 [=======>......................] - ETA: 5:56"
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      "12352/45888 [=======>......................] - ETA: 5:56"
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      "12384/45888 [=======>......................] - ETA: 5:56"
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      "12416/45888 [=======>......................] - ETA: 5:56"
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      "12448/45888 [=======>......................] - ETA: 5:55"
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      "12480/45888 [=======>......................] - ETA: 5:55"
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      "12512/45888 [=======>......................] - ETA: 5:54"
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      "12544/45888 [=======>......................] - ETA: 5:54"
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      "12576/45888 [=======>......................] - ETA: 5:53"
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      "12608/45888 [=======>......................] - ETA: 5:53"
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      "12640/45888 [=======>......................] - ETA: 5:53"
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      "12672/45888 [=======>......................] - ETA: 5:52"
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      "12704/45888 [=======>......................] - ETA: 5:52"
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      "12736/45888 [=======>......................] - ETA: 5:52"
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      "12768/45888 [=======>......................] - ETA: 5:51"
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      "12864/45888 [=======>......................] - ETA: 5:51"
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      "12896/45888 [=======>......................] - ETA: 5:50"
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      "12928/45888 [=======>......................] - ETA: 5:50"
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      "12960/45888 [=======>......................] - ETA: 5:50"
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      "12992/45888 [=======>......................] - ETA: 5:49"
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      "13024/45888 [=======>......................] - ETA: 5:49"
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      "13056/45888 [=======>......................] - ETA: 5:49"
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      "13088/45888 [=======>......................] - ETA: 5:48"
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      "13120/45888 [=======>......................] - ETA: 5:48"
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      "13152/45888 [=======>......................] - ETA: 5:48"
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      "13184/45888 [=======>......................] - ETA: 5:47"
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      "13216/45888 [=======>......................] - ETA: 5:47"
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      "13248/45888 [=======>......................] - ETA: 5:47"
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      "13280/45888 [=======>......................] - ETA: 5:46"
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      "13312/45888 [=======>......................] - ETA: 5:46"
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      "13344/45888 [=======>......................] - ETA: 5:46"
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      "13376/45888 [=======>......................] - ETA: 5:46"
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      "13408/45888 [=======>......................] - ETA: 5:45"
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      "13440/45888 [=======>......................] - ETA: 5:45"
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      "13472/45888 [=======>......................] - ETA: 5:44"
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      "13504/45888 [=======>......................] - ETA: 5:44"
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      "13536/45888 [=======>......................] - ETA: 5:44"
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      "13568/45888 [=======>......................] - ETA: 5:43"
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      "13600/45888 [=======>......................] - ETA: 5:43"
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      "13632/45888 [=======>......................] - ETA: 5:43"
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      "13664/45888 [=======>......................] - ETA: 5:42"
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      "13696/45888 [=======>......................] - ETA: 5:42"
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      "13728/45888 [=======>......................] - ETA: 5:42"
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      "13760/45888 [=======>......................] - ETA: 5:41"
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      "13792/45888 [========>.....................] - ETA: 5:41"
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      "13824/45888 [========>.....................] - ETA: 5:41"
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      "13856/45888 [========>.....................] - ETA: 5:41"
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      "13888/45888 [========>.....................] - ETA: 5:40"
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      "13920/45888 [========>.....................] - ETA: 5:40"
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      "13952/45888 [========>.....................] - ETA: 5:39"
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      "13984/45888 [========>.....................] - ETA: 5:39"
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      "14016/45888 [========>.....................] - ETA: 5:39"
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      "14048/45888 [========>.....................] - ETA: 5:38"
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      "14080/45888 [========>.....................] - ETA: 5:38"
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      "14112/45888 [========>.....................] - ETA: 5:38"
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      "14144/45888 [========>.....................] - ETA: 5:37"
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      "14176/45888 [========>.....................] - ETA: 5:37"
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      "14208/45888 [========>.....................] - ETA: 5:37"
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      "14240/45888 [========>.....................] - ETA: 5:36"
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      "14272/45888 [========>.....................] - ETA: 5:36"
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      "14304/45888 [========>.....................] - ETA: 5:36"
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      "14336/45888 [========>.....................] - ETA: 5:35"
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      "14368/45888 [========>.....................] - ETA: 5:35"
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      "14400/45888 [========>.....................] - ETA: 5:35"
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      "14432/45888 [========>.....................] - ETA: 5:34"
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      "14464/45888 [========>.....................] - ETA: 5:34"
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      "14496/45888 [========>.....................] - ETA: 5:34"
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      "14528/45888 [========>.....................] - ETA: 5:34"
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      "14560/45888 [========>.....................] - ETA: 5:33"
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      "14592/45888 [========>.....................] - ETA: 5:33"
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      "14624/45888 [========>.....................] - ETA: 5:33"
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      "14656/45888 [========>.....................] - ETA: 5:32"
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      "14688/45888 [========>.....................] - ETA: 5:32"
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      "14720/45888 [========>.....................] - ETA: 5:31"
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      "14752/45888 [========>.....................] - ETA: 5:31"
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      "14784/45888 [========>.....................] - ETA: 5:31"
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      "14816/45888 [========>.....................] - ETA: 5:30"
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      "14848/45888 [========>.....................] - ETA: 5:30"
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      "14880/45888 [========>.....................] - ETA: 5:30"
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      "14912/45888 [========>.....................] - ETA: 5:29"
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      "14944/45888 [========>.....................] - ETA: 5:29"
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      "14976/45888 [========>.....................] - ETA: 5:29"
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      "15008/45888 [========>.....................] - ETA: 5:28"
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      "15040/45888 [========>.....................] - ETA: 5:28"
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      "15072/45888 [========>.....................] - ETA: 5:28"
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      "15104/45888 [========>.....................] - ETA: 5:28"
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      "15136/45888 [========>.....................] - ETA: 5:27"
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      "15168/45888 [========>.....................] - ETA: 5:27"
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      "15200/45888 [========>.....................] - ETA: 5:27"
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      "15232/45888 [========>.....................] - ETA: 5:26"
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      "15264/45888 [========>.....................] - ETA: 5:26"
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      "15296/45888 [=========>....................] - ETA: 5:25"
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      "15328/45888 [=========>....................] - ETA: 5:25"
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      "15360/45888 [=========>....................] - ETA: 5:25"
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      "15392/45888 [=========>....................] - ETA: 5:24"
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      "15424/45888 [=========>....................] - ETA: 5:24"
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      "15456/45888 [=========>....................] - ETA: 5:24"
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      "15488/45888 [=========>....................] - ETA: 5:24"
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      "15520/45888 [=========>....................] - ETA: 5:23"
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      "15552/45888 [=========>....................] - ETA: 5:23"
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      "15584/45888 [=========>....................] - ETA: 5:22"
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      "15616/45888 [=========>....................] - ETA: 5:22"
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      "15648/45888 [=========>....................] - ETA: 5:22"
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      "15680/45888 [=========>....................] - ETA: 5:21"
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      "15712/45888 [=========>....................] - ETA: 5:21"
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      "15744/45888 [=========>....................] - ETA: 5:21"
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      "15776/45888 [=========>....................] - ETA: 5:20"
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      "15808/45888 [=========>....................] - ETA: 5:20"
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      "15840/45888 [=========>....................] - ETA: 5:20"
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      "15872/45888 [=========>....................] - ETA: 5:19"
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      "15904/45888 [=========>....................] - ETA: 5:19"
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      "15936/45888 [=========>....................] - ETA: 5:19"
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      "15968/45888 [=========>....................] - ETA: 5:19"
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      "16000/45888 [=========>....................] - ETA: 5:18"
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      "16032/45888 [=========>....................] - ETA: 5:18"
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      "16064/45888 [=========>....................] - ETA: 5:18"
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      "16096/45888 [=========>....................] - ETA: 5:17"
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      "16128/45888 [=========>....................] - ETA: 5:17"
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      "16160/45888 [=========>....................] - ETA: 5:16"
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      "16192/45888 [=========>....................] - ETA: 5:16"
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      "16224/45888 [=========>....................] - ETA: 5:16"
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      "16256/45888 [=========>....................] - ETA: 5:15"
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      "16288/45888 [=========>....................] - ETA: 5:15"
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      "16320/45888 [=========>....................] - ETA: 5:15"
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      "16352/45888 [=========>....................] - ETA: 5:14"
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      "16384/45888 [=========>....................] - ETA: 5:14"
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      "16416/45888 [=========>....................] - ETA: 5:14"
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      "16448/45888 [=========>....................] - ETA: 5:13"
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      "16480/45888 [=========>....................] - ETA: 5:13"
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      "16512/45888 [=========>....................] - ETA: 5:12"
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      "16544/45888 [=========>....................] - ETA: 5:12"
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      "16576/45888 [=========>....................] - ETA: 5:12"
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      "16608/45888 [=========>....................] - ETA: 5:11"
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      "16640/45888 [=========>....................] - ETA: 5:11"
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      "16672/45888 [=========>....................] - ETA: 5:11"
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      "16704/45888 [=========>....................] - ETA: 5:11"
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      "16736/45888 [=========>....................] - ETA: 5:10"
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      "16768/45888 [=========>....................] - ETA: 5:10"
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      "16800/45888 [=========>....................] - ETA: 5:10"
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      "16832/45888 [==========>...................] - ETA: 5:09"
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      "16864/45888 [==========>...................] - ETA: 5:09"
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      "16896/45888 [==========>...................] - ETA: 5:08"
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      "16928/45888 [==========>...................] - ETA: 5:08"
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      "16960/45888 [==========>...................] - ETA: 5:08"
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      "16992/45888 [==========>...................] - ETA: 5:07"
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      "17024/45888 [==========>...................] - ETA: 5:07"
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      "17056/45888 [==========>...................] - ETA: 5:07"
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      "17152/45888 [==========>...................] - ETA: 5:06"
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      "18240/45888 [==========>...................] - ETA: 4:54"
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      "18272/45888 [==========>...................] - ETA: 4:54"
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      "18304/45888 [==========>...................] - ETA: 4:54"
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      "18336/45888 [==========>...................] - ETA: 4:53"
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      "18368/45888 [===========>..................] - ETA: 4:53"
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      "18400/45888 [===========>..................] - ETA: 4:52"
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      "18432/45888 [===========>..................] - ETA: 4:52"
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      "18464/45888 [===========>..................] - ETA: 4:52"
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      "18496/45888 [===========>..................] - ETA: 4:51"
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      "18528/45888 [===========>..................] - ETA: 4:51"
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      "18560/45888 [===========>..................] - ETA: 4:51"
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      "18624/45888 [===========>..................] - ETA: 4:50"
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      "18656/45888 [===========>..................] - ETA: 4:50"
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      "18688/45888 [===========>..................] - ETA: 4:49"
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      "18720/45888 [===========>..................] - ETA: 4:49"
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      "18752/45888 [===========>..................] - ETA: 4:48"
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      "18784/45888 [===========>..................] - ETA: 4:48"
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      "18816/45888 [===========>..................] - ETA: 4:48"
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      "18848/45888 [===========>..................] - ETA: 4:47"
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      "18880/45888 [===========>..................] - ETA: 4:47"
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      "18912/45888 [===========>..................] - ETA: 4:47"
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      "18944/45888 [===========>..................] - ETA: 4:46"
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      "18976/45888 [===========>..................] - ETA: 4:46"
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      "19008/45888 [===========>..................] - ETA: 4:46"
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      "19040/45888 [===========>..................] - ETA: 4:45"
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      "19072/45888 [===========>..................] - ETA: 4:45"
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      "19104/45888 [===========>..................] - ETA: 4:44"
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      "19136/45888 [===========>..................] - ETA: 4:44"
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      "19168/45888 [===========>..................] - ETA: 4:44"
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      "19200/45888 [===========>..................] - ETA: 4:43"
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      "19232/45888 [===========>..................] - ETA: 4:43"
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      "19264/45888 [===========>..................] - ETA: 4:42"
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      "19296/45888 [===========>..................] - ETA: 4:42"
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      "19328/45888 [===========>..................] - ETA: 4:42"
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      "19360/45888 [===========>..................] - ETA: 4:41"
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      "19392/45888 [===========>..................] - ETA: 4:41"
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      "19424/45888 [===========>..................] - ETA: 4:41"
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      "19456/45888 [===========>..................] - ETA: 4:40"
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      "19488/45888 [===========>..................] - ETA: 4:40"
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      "19520/45888 [===========>..................] - ETA: 4:40"
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      "19552/45888 [===========>..................] - ETA: 4:39"
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      "19584/45888 [===========>..................] - ETA: 4:39"
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      "19616/45888 [===========>..................] - ETA: 4:38"
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      "19648/45888 [===========>..................] - ETA: 4:38"
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      "19680/45888 [===========>..................] - ETA: 4:38"
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      "19712/45888 [===========>..................] - ETA: 4:37"
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      "19744/45888 [===========>..................] - ETA: 4:37"
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      "19776/45888 [===========>..................] - ETA: 4:37"
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      "19808/45888 [===========>..................] - ETA: 4:36"
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      "19840/45888 [===========>..................] - ETA: 4:36"
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      "19872/45888 [===========>..................] - ETA: 4:36"
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      "19904/45888 [============>.................] - ETA: 4:35"
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      "19936/45888 [============>.................] - ETA: 4:35"
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      "19968/45888 [============>.................] - ETA: 4:34"
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      "20000/45888 [============>.................] - ETA: 4:34"
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      "20032/45888 [============>.................] - ETA: 4:34"
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      "20064/45888 [============>.................] - ETA: 4:33"
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      "20096/45888 [============>.................] - ETA: 4:33"
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      "20128/45888 [============>.................] - ETA: 4:33"
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      "20160/45888 [============>.................] - ETA: 4:32"
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      "20192/45888 [============>.................] - ETA: 4:32"
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      "20224/45888 [============>.................] - ETA: 4:32"
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      "20256/45888 [============>.................] - ETA: 4:32"
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      "20288/45888 [============>.................] - ETA: 4:31"
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      "20320/45888 [============>.................] - ETA: 4:31"
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      "20352/45888 [============>.................] - ETA: 4:31"
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      "20384/45888 [============>.................] - ETA: 4:30"
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      "20416/45888 [============>.................] - ETA: 4:30"
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      "20448/45888 [============>.................] - ETA: 4:30"
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      "20480/45888 [============>.................] - ETA: 4:29"
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      "20512/45888 [============>.................] - ETA: 4:29"
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      "20544/45888 [============>.................] - ETA: 4:29"
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      "20576/45888 [============>.................] - ETA: 4:29"
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      "20608/45888 [============>.................] - ETA: 4:28"
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      "20640/45888 [============>.................] - ETA: 4:28"
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      "20672/45888 [============>.................] - ETA: 4:28"
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      "20704/45888 [============>.................] - ETA: 4:28"
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      "20736/45888 [============>.................] - ETA: 4:27"
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      "20768/45888 [============>.................] - ETA: 4:27"
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      "20800/45888 [============>.................] - ETA: 4:26"
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      "20832/45888 [============>.................] - ETA: 4:26"
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      "20864/45888 [============>.................] - ETA: 4:26"
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      "20896/45888 [============>.................] - ETA: 4:25"
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      "20928/45888 [============>.................] - ETA: 4:25"
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      "20960/45888 [============>.................] - ETA: 4:25"
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      "20992/45888 [============>.................] - ETA: 4:24"
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      "21024/45888 [============>.................] - ETA: 4:24"
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      "21056/45888 [============>.................] - ETA: 4:24"
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      "21088/45888 [============>.................] - ETA: 4:23"
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      "21120/45888 [============>.................] - ETA: 4:23"
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      "21152/45888 [============>.................] - ETA: 4:22"
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      "21184/45888 [============>.................] - ETA: 4:22"
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      "21216/45888 [============>.................] - ETA: 4:22"
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      "21248/45888 [============>.................] - ETA: 4:21"
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      "21280/45888 [============>.................] - ETA: 4:21"
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      "21312/45888 [============>.................] - ETA: 4:21"
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      "21344/45888 [============>.................] - ETA: 4:20"
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      "21376/45888 [============>.................] - ETA: 4:20"
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      "21408/45888 [============>.................] - ETA: 4:20"
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      "21440/45888 [=============>................] - ETA: 4:19"
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      "21472/45888 [=============>................] - ETA: 4:19"
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      "21504/45888 [=============>................] - ETA: 4:19"
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      "21536/45888 [=============>................] - ETA: 4:19"
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      "21600/45888 [=============>................] - ETA: 4:18"
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      "21632/45888 [=============>................] - ETA: 4:18"
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      "21696/45888 [=============>................] - ETA: 4:17"
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      "21728/45888 [=============>................] - ETA: 4:16"
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      "21760/45888 [=============>................] - ETA: 4:16"
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      "21792/45888 [=============>................] - ETA: 4:16"
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      "21824/45888 [=============>................] - ETA: 4:15"
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      "21856/45888 [=============>................] - ETA: 4:15"
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      "21888/45888 [=============>................] - ETA: 4:15"
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      "21952/45888 [=============>................] - ETA: 4:14"
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      "21984/45888 [=============>................] - ETA: 4:14"
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      "22016/45888 [=============>................] - ETA: 4:13"
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      "22048/45888 [=============>................] - ETA: 4:13"
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      "22080/45888 [=============>................] - ETA: 4:13"
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      "22144/45888 [=============>................] - ETA: 4:12"
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      "22176/45888 [=============>................] - ETA: 4:12"
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      "22208/45888 [=============>................] - ETA: 4:11"
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      "22240/45888 [=============>................] - ETA: 4:11"
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      "22272/45888 [=============>................] - ETA: 4:11"
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      "22304/45888 [=============>................] - ETA: 4:10"
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      "22336/45888 [=============>................] - ETA: 4:10"
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      "22368/45888 [=============>................] - ETA: 4:10"
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      "22400/45888 [=============>................] - ETA: 4:09"
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      "22432/45888 [=============>................] - ETA: 4:09"
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      "22464/45888 [=============>................] - ETA: 4:09"
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      "22496/45888 [=============>................] - ETA: 4:08"
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      "22528/45888 [=============>................] - ETA: 4:08"
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      "22560/45888 [=============>................] - ETA: 4:08"
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      "22592/45888 [=============>................] - ETA: 4:07"
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      "22624/45888 [=============>................] - ETA: 4:07"
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      "22656/45888 [=============>................] - ETA: 4:07"
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      "22688/45888 [=============>................] - ETA: 4:06"
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      "22720/45888 [=============>................] - ETA: 4:06"
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      "22752/45888 [=============>................] - ETA: 4:06"
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      "22784/45888 [=============>................] - ETA: 4:05"
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      "22816/45888 [=============>................] - ETA: 4:05"
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      "22848/45888 [=============>................] - ETA: 4:05"
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      "22880/45888 [=============>................] - ETA: 4:04"
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      "22912/45888 [=============>................] - ETA: 4:04"
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      "24384/45888 [==============>...............] - ETA: 3:48"
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      "24480/45888 [===============>..............] - ETA: 3:47"
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      "24512/45888 [===============>..............] - ETA: 3:47"
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      "24576/45888 [===============>..............] - ETA: 3:46"
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      "24608/45888 [===============>..............] - ETA: 3:46"
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      "24672/45888 [===============>..............] - ETA: 3:45"
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      "24704/45888 [===============>..............] - ETA: 3:45"
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      "24736/45888 [===============>..............] - ETA: 3:45"
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      "24768/45888 [===============>..............] - ETA: 3:45"
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      "24800/45888 [===============>..............] - ETA: 3:44"
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      "24832/45888 [===============>..............] - ETA: 3:44"
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      "24864/45888 [===============>..............] - ETA: 3:44"
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      "24896/45888 [===============>..............] - ETA: 3:43"
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      "24928/45888 [===============>..............] - ETA: 3:43"
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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\b\r",
      "24960/45888 [===============>..............] - ETA: 3:43"
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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\b\r",
      "24992/45888 [===============>..............] - ETA: 3:42"
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      "25024/45888 [===============>..............] - ETA: 3:42"
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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\b\r",
      "25056/45888 [===============>..............] - ETA: 3:42"
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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\b\r",
      "25088/45888 [===============>..............] - ETA: 3:41"
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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\b\r",
      "25120/45888 [===============>..............] - ETA: 3:41"
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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\b\r",
      "25152/45888 [===============>..............] - ETA: 3:41"
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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\b\r",
      "25184/45888 [===============>..............] - ETA: 3:40"
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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\b\r",
      "25216/45888 [===============>..............] - ETA: 3:40"
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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\b\r",
      "25248/45888 [===============>..............] - ETA: 3:40"
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      "25280/45888 [===============>..............] - ETA: 3:39"
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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\b\r",
      "25312/45888 [===============>..............] - ETA: 3:39"
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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\b\r",
      "25344/45888 [===============>..............] - ETA: 3:39"
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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\b\r",
      "25376/45888 [===============>..............] - ETA: 3:38"
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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\b\r",
      "25408/45888 [===============>..............] - ETA: 3:38"
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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\b\r",
      "25440/45888 [===============>..............] - ETA: 3:38"
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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\b\r",
      "25472/45888 [===============>..............] - ETA: 3:37"
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      "25504/45888 [===============>..............] - ETA: 3:37"
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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\b\r",
      "25536/45888 [===============>..............] - ETA: 3:37"
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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\b\r",
      "25568/45888 [===============>..............] - ETA: 3:36"
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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\b\r",
      "25600/45888 [===============>..............] - ETA: 3:36"
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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\b\r",
      "25632/45888 [===============>..............] - ETA: 3:36"
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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\b\r",
      "25664/45888 [===============>..............] - ETA: 3:35"
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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\b\r",
      "25696/45888 [===============>..............] - ETA: 3:35"
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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\b\r",
      "25728/45888 [===============>..............] - ETA: 3:35"
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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\b\r",
      "25760/45888 [===============>..............] - ETA: 3:34"
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      "25824/45888 [===============>..............] - ETA: 3:34"
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      "25856/45888 [===============>..............] - ETA: 3:33"
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      "25888/45888 [===============>..............] - ETA: 3:33"
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      "25920/45888 [===============>..............] - ETA: 3:33"
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      "25952/45888 [===============>..............] - ETA: 3:32"
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      "25984/45888 [===============>..............] - ETA: 3:32"
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      "26016/45888 [================>.............] - ETA: 3:32"
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      "26048/45888 [================>.............] - ETA: 3:31"
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      "26080/45888 [================>.............] - ETA: 3:31"
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      "26112/45888 [================>.............] - ETA: 3:31"
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      "26144/45888 [================>.............] - ETA: 3:30"
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      "26176/45888 [================>.............] - ETA: 3:30"
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      "26208/45888 [================>.............] - ETA: 3:30"
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      "26240/45888 [================>.............] - ETA: 3:29"
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      "26272/45888 [================>.............] - ETA: 3:29"
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      "26304/45888 [================>.............] - ETA: 3:29"
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      "26336/45888 [================>.............] - ETA: 3:28"
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      "26368/45888 [================>.............] - ETA: 3:28"
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      "26400/45888 [================>.............] - ETA: 3:28"
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      "26432/45888 [================>.............] - ETA: 3:27"
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      "26464/45888 [================>.............] - ETA: 3:27"
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      "26496/45888 [================>.............] - ETA: 3:27"
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      "26528/45888 [================>.............] - ETA: 3:27"
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      "26560/45888 [================>.............] - ETA: 3:26"
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      "26592/45888 [================>.............] - ETA: 3:26"
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      "26624/45888 [================>.............] - ETA: 3:26"
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      "26656/45888 [================>.............] - ETA: 3:25"
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      "26688/45888 [================>.............] - ETA: 3:25"
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      "26720/45888 [================>.............] - ETA: 3:25"
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      "26752/45888 [================>.............] - ETA: 3:24"
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      "26784/45888 [================>.............] - ETA: 3:24"
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      "26816/45888 [================>.............] - ETA: 3:24"
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      "26848/45888 [================>.............] - ETA: 3:23"
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      "26880/45888 [================>.............] - ETA: 3:23"
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      "26912/45888 [================>.............] - ETA: 3:23"
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      "26944/45888 [================>.............] - ETA: 3:22"
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      "26976/45888 [================>.............] - ETA: 3:22"
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      "27008/45888 [================>.............] - ETA: 3:22"
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      "27040/45888 [================>.............] - ETA: 3:21"
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      "27072/45888 [================>.............] - ETA: 3:21"
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      "27104/45888 [================>.............] - ETA: 3:20"
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      "27136/45888 [================>.............] - ETA: 3:20"
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      "27168/45888 [================>.............] - ETA: 3:20"
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      "27200/45888 [================>.............] - ETA: 3:19"
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      "27264/45888 [================>.............] - ETA: 3:19"
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      "27296/45888 [================>.............] - ETA: 3:18"
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      "27328/45888 [================>.............] - ETA: 3:18"
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      "27360/45888 [================>.............] - ETA: 3:18"
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      "27392/45888 [================>.............] - ETA: 3:17"
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      "27424/45888 [================>.............] - ETA: 3:17"
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      "27456/45888 [================>.............] - ETA: 3:17"
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      "27488/45888 [================>.............] - ETA: 3:16"
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      "27520/45888 [================>.............] - ETA: 3:16"
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      "27552/45888 [=================>............] - ETA: 3:16"
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      "27584/45888 [=================>............] - ETA: 3:15"
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      "27616/45888 [=================>............] - ETA: 3:15"
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      "27648/45888 [=================>............] - ETA: 3:15"
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      "27680/45888 [=================>............] - ETA: 3:14"
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      "27712/45888 [=================>............] - ETA: 3:14"
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      "27744/45888 [=================>............] - ETA: 3:13"
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      "27776/45888 [=================>............] - ETA: 3:13"
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      "27808/45888 [=================>............] - ETA: 3:13"
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      "27840/45888 [=================>............] - ETA: 3:12"
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      "27872/45888 [=================>............] - ETA: 3:12"
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      "27904/45888 [=================>............] - ETA: 3:12"
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      "27936/45888 [=================>............] - ETA: 3:11"
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      "27968/45888 [=================>............] - ETA: 3:11"
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      "28000/45888 [=================>............] - ETA: 3:11"
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      "28032/45888 [=================>............] - ETA: 3:10"
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      "28064/45888 [=================>............] - ETA: 3:10"
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      "28096/45888 [=================>............] - ETA: 3:10"
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      "28128/45888 [=================>............] - ETA: 3:10"
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      "28160/45888 [=================>............] - ETA: 3:09"
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      "28192/45888 [=================>............] - ETA: 3:09"
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      "28224/45888 [=================>............] - ETA: 3:08"
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      "28256/45888 [=================>............] - ETA: 3:08"
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      "28288/45888 [=================>............] - ETA: 3:08"
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      "28320/45888 [=================>............] - ETA: 3:07"
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      "28352/45888 [=================>............] - ETA: 3:07"
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      "28384/45888 [=================>............] - ETA: 3:07"
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      "28416/45888 [=================>............] - ETA: 3:06"
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      "28448/45888 [=================>............] - ETA: 3:06"
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      "28480/45888 [=================>............] - ETA: 3:06"
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      "28512/45888 [=================>............] - ETA: 3:05"
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      "28544/45888 [=================>............] - ETA: 3:05"
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      "28576/45888 [=================>............] - ETA: 3:05"
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      "28608/45888 [=================>............] - ETA: 3:04"
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      "28640/45888 [=================>............] - ETA: 3:04"
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      "28704/45888 [=================>............] - ETA: 3:03"
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      "28736/45888 [=================>............] - ETA: 3:03"
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      "28800/45888 [=================>............] - ETA: 3:02"
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      "28832/45888 [=================>............] - ETA: 3:02"
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      "28864/45888 [=================>............] - ETA: 3:01"
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      "28896/45888 [=================>............] - ETA: 3:01"
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      "28928/45888 [=================>............] - ETA: 3:01"
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      "28960/45888 [=================>............] - ETA: 3:00"
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      "28992/45888 [=================>............] - ETA: 3:00"
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      "29024/45888 [=================>............] - ETA: 3:00"
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      "29056/45888 [=================>............] - ETA: 2:59"
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      "29120/45888 [==================>...........] - ETA: 2:59"
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      "29152/45888 [==================>...........] - ETA: 2:58"
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      "29184/45888 [==================>...........] - ETA: 2:58"
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      "29216/45888 [==================>...........] - ETA: 2:57"
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      "29248/45888 [==================>...........] - ETA: 2:57"
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      "29280/45888 [==================>...........] - ETA: 2:57"
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      "29312/45888 [==================>...........] - ETA: 2:56"
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      "30368/45888 [==================>...........] - ETA: 2:45"
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      "30400/45888 [==================>...........] - ETA: 2:45"
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      "30432/45888 [==================>...........] - ETA: 2:44"
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      "30464/45888 [==================>...........] - ETA: 2:44"
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      "30496/45888 [==================>...........] - ETA: 2:44"
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      "30528/45888 [==================>...........] - ETA: 2:43"
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      "30560/45888 [==================>...........] - ETA: 2:43"
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      "30592/45888 [===================>..........] - ETA: 2:43"
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      "30624/45888 [===================>..........] - ETA: 2:42"
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      "30656/45888 [===================>..........] - ETA: 2:42"
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      "30688/45888 [===================>..........] - ETA: 2:42"
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      "30720/45888 [===================>..........] - ETA: 2:41"
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      "30752/45888 [===================>..........] - ETA: 2:41"
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      "30784/45888 [===================>..........] - ETA: 2:41"
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      "30816/45888 [===================>..........] - ETA: 2:40"
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      "30848/45888 [===================>..........] - ETA: 2:40"
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      "30880/45888 [===================>..........] - ETA: 2:40"
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      "30912/45888 [===================>..........] - ETA: 2:39"
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      "30944/45888 [===================>..........] - ETA: 2:39"
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      "30976/45888 [===================>..........] - ETA: 2:38"
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      "31008/45888 [===================>..........] - ETA: 2:38"
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      "31040/45888 [===================>..........] - ETA: 2:38"
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      "31072/45888 [===================>..........] - ETA: 2:37"
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      "31104/45888 [===================>..........] - ETA: 2:37"
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      "31136/45888 [===================>..........] - ETA: 2:37"
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      "31168/45888 [===================>..........] - ETA: 2:36"
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      "31200/45888 [===================>..........] - ETA: 2:36"
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      "31232/45888 [===================>..........] - ETA: 2:35"
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      "31264/45888 [===================>..........] - ETA: 2:35"
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      "31296/45888 [===================>..........] - ETA: 2:35"
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      "31328/45888 [===================>..........] - ETA: 2:34"
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      "31584/45888 [===================>..........] - ETA: 2:32"
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      "31616/45888 [===================>..........] - ETA: 2:31"
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      "31648/45888 [===================>..........] - ETA: 2:31"
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      "31680/45888 [===================>..........] - ETA: 2:31"
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      "31712/45888 [===================>..........] - ETA: 2:30"
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      "31744/45888 [===================>..........] - ETA: 2:30"
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      "31776/45888 [===================>..........] - ETA: 2:29"
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      "31808/45888 [===================>..........] - ETA: 2:29"
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      "31840/45888 [===================>..........] - ETA: 2:29"
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      "31872/45888 [===================>..........] - ETA: 2:28"
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      "31904/45888 [===================>..........] - ETA: 2:28"
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      "31936/45888 [===================>..........] - ETA: 2:28"
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      "31968/45888 [===================>..........] - ETA: 2:28"
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      "32000/45888 [===================>..........] - ETA: 2:27"
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      "32032/45888 [===================>..........] - ETA: 2:27"
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      "32064/45888 [===================>..........] - ETA: 2:26"
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      "32096/45888 [===================>..........] - ETA: 2:26"
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      "32128/45888 [====================>.........] - ETA: 2:26"
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      "32224/45888 [====================>.........] - ETA: 2:25"
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      "32256/45888 [====================>.........] - ETA: 2:24"
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      "32608/45888 [====================>.........] - ETA: 2:21"
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      "33504/45888 [====================>.........] - ETA: 2:11"
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      "33632/45888 [====================>.........] - ETA: 2:09"
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      "33664/45888 [=====================>........] - ETA: 2:09"
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      "33760/45888 [=====================>........] - ETA: 2:08"
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      "34080/45888 [=====================>........] - ETA: 2:04"
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      "34464/45888 [=====================>........] - ETA: 2:00"
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      "34560/45888 [=====================>........] - ETA: 1:59"
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      "34592/45888 [=====================>........] - ETA: 1:59"
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      "34624/45888 [=====================>........] - ETA: 1:59"
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      "34656/45888 [=====================>........] - ETA: 1:58"
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      "34688/45888 [=====================>........] - ETA: 1:58"
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      "34720/45888 [=====================>........] - ETA: 1:57"
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      "34752/45888 [=====================>........] - ETA: 1:57"
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      "34784/45888 [=====================>........] - ETA: 1:57"
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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\b\r",
      "34816/45888 [=====================>........] - ETA: 1:56"
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      "34848/45888 [=====================>........] - ETA: 1:56"
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      "34880/45888 [=====================>........] - ETA: 1:56"
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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\b\r",
      "34912/45888 [=====================>........] - ETA: 1:55"
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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\b\r",
      "34944/45888 [=====================>........] - ETA: 1:55"
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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\b\r",
      "34976/45888 [=====================>........] - ETA: 1:55"
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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\b\r",
      "35008/45888 [=====================>........] - ETA: 1:55"
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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\b\r",
      "35040/45888 [=====================>........] - ETA: 1:54"
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      "35072/45888 [=====================>........] - ETA: 1:54"
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      "35104/45888 [=====================>........] - ETA: 1:54"
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      "35136/45888 [=====================>........] - ETA: 1:53"
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      "35168/45888 [=====================>........] - ETA: 1:53"
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      "35200/45888 [======================>.......] - ETA: 1:53"
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      "35232/45888 [======================>.......] - ETA: 1:52"
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      "35264/45888 [======================>.......] - ETA: 1:52"
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      "35296/45888 [======================>.......] - ETA: 1:52"
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      "35328/45888 [======================>.......] - ETA: 1:51"
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      "35360/45888 [======================>.......] - ETA: 1:51"
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      "35392/45888 [======================>.......] - ETA: 1:51"
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      "35424/45888 [======================>.......] - ETA: 1:50"
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      "35456/45888 [======================>.......] - ETA: 1:50"
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      "35488/45888 [======================>.......] - ETA: 1:50"
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      "35520/45888 [======================>.......] - ETA: 1:49"
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      "35552/45888 [======================>.......] - ETA: 1:49"
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      "35584/45888 [======================>.......] - ETA: 1:49"
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      "35616/45888 [======================>.......] - ETA: 1:48"
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      "35648/45888 [======================>.......] - ETA: 1:48"
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      "35680/45888 [======================>.......] - ETA: 1:48"
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      "35712/45888 [======================>.......] - ETA: 1:47"
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      "35744/45888 [======================>.......] - ETA: 1:47"
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      "35776/45888 [======================>.......] - ETA: 1:46"
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      "35840/45888 [======================>.......] - ETA: 1:46"
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      "35872/45888 [======================>.......] - ETA: 1:45"
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      "35904/45888 [======================>.......] - ETA: 1:45"
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      "36512/45888 [======================>.......] - ETA: 1:39"
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      "36544/45888 [======================>.......] - ETA: 1:38"
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      "36576/45888 [======================>.......] - ETA: 1:38"
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      "36608/45888 [======================>.......] - ETA: 1:38"
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      "36640/45888 [======================>.......] - ETA: 1:37"
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      "36672/45888 [======================>.......] - ETA: 1:37"
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      "36704/45888 [======================>.......] - ETA: 1:37"
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      "36736/45888 [=======================>......] - ETA: 1:36"
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      "36768/45888 [=======================>......] - ETA: 1:36"
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      "36800/45888 [=======================>......] - ETA: 1:36"
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      "36832/45888 [=======================>......] - ETA: 1:35"
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      "36864/45888 [=======================>......] - ETA: 1:35"
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      "36896/45888 [=======================>......] - ETA: 1:34"
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      "36928/45888 [=======================>......] - ETA: 1:34"
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      "36960/45888 [=======================>......] - ETA: 1:34"
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      "36992/45888 [=======================>......] - ETA: 1:33"
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      "37024/45888 [=======================>......] - ETA: 1:33"
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      "37056/45888 [=======================>......] - ETA: 1:33"
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      "37088/45888 [=======================>......] - ETA: 1:32"
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      "37120/45888 [=======================>......] - ETA: 1:32"
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      "37152/45888 [=======================>......] - ETA: 1:32"
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      "37184/45888 [=======================>......] - ETA: 1:31"
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      "37216/45888 [=======================>......] - ETA: 1:31"
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      "37248/45888 [=======================>......] - ETA: 1:31"
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      "37280/45888 [=======================>......] - ETA: 1:30"
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      "37344/45888 [=======================>......] - ETA: 1:30"
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      "37376/45888 [=======================>......] - ETA: 1:29"
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      "37504/45888 [=======================>......] - ETA: 1:28"
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      "37536/45888 [=======================>......] - ETA: 1:28"
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      "37568/45888 [=======================>......] - ETA: 1:27"
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      "37600/45888 [=======================>......] - ETA: 1:27"
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      "37632/45888 [=======================>......] - ETA: 1:27"
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      "37664/45888 [=======================>......] - ETA: 1:26"
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      "37696/45888 [=======================>......] - ETA: 1:26"
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      "37728/45888 [=======================>......] - ETA: 1:26"
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      "37760/45888 [=======================>......] - ETA: 1:25"
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      "37792/45888 [=======================>......] - ETA: 1:25"
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      "37824/45888 [=======================>......] - ETA: 1:25"
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      "37856/45888 [=======================>......] - ETA: 1:24"
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      "37888/45888 [=======================>......] - ETA: 1:24"
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      "37920/45888 [=======================>......] - ETA: 1:24"
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      "37952/45888 [=======================>......] - ETA: 1:23"
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      "37984/45888 [=======================>......] - ETA: 1:23"
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      "38016/45888 [=======================>......] - ETA: 1:23"
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      "38048/45888 [=======================>......] - ETA: 1:22"
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      "38080/45888 [=======================>......] - ETA: 1:22"
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      "38112/45888 [=======================>......] - ETA: 1:22"
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      "38144/45888 [=======================>......] - ETA: 1:21"
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      "38176/45888 [=======================>......] - ETA: 1:21"
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      "38400/45888 [========================>.....] - ETA: 1:18"
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      "39104/45888 [========================>.....] - ETA: 1:11"
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      "39168/45888 [========================>.....] - ETA: 1:10"
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      "39200/45888 [========================>.....] - ETA: 1:10"
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      "39232/45888 [========================>.....] - ETA: 1:10"
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      "39264/45888 [========================>.....] - ETA: 1:09"
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      "39296/45888 [========================>.....] - ETA: 1:09"
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      "39328/45888 [========================>.....] - ETA: 1:09"
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      "39360/45888 [========================>.....] - ETA: 1:08"
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      "39392/45888 [========================>.....] - ETA: 1:08"
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      "39424/45888 [========================>.....] - ETA: 1:08"
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      "39456/45888 [========================>.....] - ETA: 1:07"
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      "39488/45888 [========================>.....] - ETA: 1:07"
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      "39520/45888 [========================>.....] - ETA: 1:07"
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      "39552/45888 [========================>.....] - ETA: 1:06"
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      "39584/45888 [========================>.....] - ETA: 1:06"
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      "39616/45888 [========================>.....] - ETA: 1:06"
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      "39648/45888 [========================>.....] - ETA: 1:05"
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      "39680/45888 [========================>.....] - ETA: 1:05"
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      "39712/45888 [========================>.....] - ETA: 1:05"
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      "39744/45888 [========================>.....] - ETA: 1:04"
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      "39776/45888 [=========================>....] - ETA: 1:04"
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      "39808/45888 [=========================>....] - ETA: 1:04"
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      "39840/45888 [=========================>....] - ETA: 1:03"
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      "39872/45888 [=========================>....] - ETA: 1:03"
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      "39904/45888 [=========================>....] - ETA: 1:03"
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      "39936/45888 [=========================>....] - ETA: 1:02"
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      "39968/45888 [=========================>....] - ETA: 1:02"
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      "40032/45888 [=========================>....] - ETA: 1:01"
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      "40064/45888 [=========================>....] - ETA: 1:01"
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      "40096/45888 [=========================>....] - ETA: 1:00"
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      "40128/45888 [=========================>....] - ETA: 1:00"
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      "40160/45888 [=========================>....] - ETA: 1:00"
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      "40192/45888 [=========================>....] - ETA: 59s "
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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",
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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",
      "45888/45888 [==============================] - 481s 10ms/step\n"
     ]
    }
   ],
   "source": [
    "y_pred = model.predict(valid['inputs'], verbose=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "papermill": {
     "duration": 0.779219,
     "end_time": "2019-05-28T07:07:49.322130",
     "exception": false,
     "start_time": "2019-05-28T07:07:48.542911",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "papermill": {
     "duration": 12.710738,
     "end_time": "2019-05-28T07:08:02.758442",
     "exception": false,
     "start_time": "2019-05-28T07:07:50.047704",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/users/avsec/bin/anaconda3/envs/chipnexus/lib/python3.6/site-packages/matplotlib/pyplot.py:514: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
      "  max_open_warning, RuntimeWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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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"
    },
    {
     "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"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Oe0QI7U6M71q898tP8vLnbKWU84hNTN53GJu9snX2y9GM4fBolSdOV/nkI2d49S3beMVNW8+pnlJKXR004V+Ggu/QDhNyC/pAtsOEgp/uzkfHqvz110bp8z2a7Q6TzYTJ5jP947fk4O/vP8EXj1R44f4BMo6NZ9ss0cGmZwyQcYVTUw3+9hujNIKIf/W8nZr0lbrKaMK/DPuHixwenQLSkn07TGh0Qg7sThti73migu855DyLMzOdNKN22cBMC2wnoBMlvO/eabb3Zxm92OWxPVbMCtvKReIk4exsi/d96Sk+8dAprtlS5MXXDvPia4c1+St1FdCEfxlKOY8DuwcYqdR48PgUh49PE8UJXzs6watu3katHbKt6HK82iZM0p08V1nj2RDFMNOMKeWE2RZYpkVthevv59+LB7sGCri2MF0PmapHZDywbZicbfGpR85Qa4e88uZtmvSVWue00fYylXIeriU8eHyaUi7D/uEC7dDw3nufxrOEZgyubeMKOAv2sunW24hAtRVR8KCxSiMdlBzYVs7huRbNIKbeibAtyLk2/fkMA8UslmV4ulKbb5BWSq1fWsJ/Fj7+yCnKuQxD3aEKhtx0d7b7Io5ONWmFERYQJCCk1TmhSWt4DNAO01/c8w2T0EtZCzJu+n+1FRAlCc0gohnG2DZsKvqUsi6OLUgIjXZEvb3yDcpKqStLS/jPQqWWdrNcqN+3cV2bHzmwHd+yiEl38pa8UPZhrubGlfQHYKWTvQW0Eqh1oNmBIIxohBFRYij6FnsH8uwZLuI5NlFsMEDed+YbpJVS61dPv8Ui8n8BbyUt0D4CvMUYc/HhHNeR4aLHTDueL9kDnJhqUam1cax+3v7SaxifbfPpR05TqbVwPZebSi5PjzeZXulM35Us+pvLuNy6a4DbdpYQA4dPzNDsRCSRoRWGZDyPfcNF9g8XVydgpdQV07OELyLbgV8CnmuMaYnIh4A3AHf3apsr7VU3b+O99z4NpCX7s7MBDxybwrLhQ/cfx7EEz7W5eUc/Q8VNVJshn3nsDJ01MJqFAxR9wbFtMHC62uKu6zaxqT/Ll799lol6wHBfVnvpKHUV6fV5ugNkRSQEcsCpJdZfV27ZOcBbX5zW5Z+stjk11aQVBAz35yhkHI5PNWnPtillXToxfO3pCWYbMavUIeccpazQl/PwXAtLDM0gjerVt27n1bduX+XolFK90LOEb4wZE5E/Ao4DLeAzxpjPLF5PRN4OvB1g165dvQqnZ27ZOTA/ENrr330vhaxHox0x24ppBRGOwLdOzTDUFxCEMY4Nq5nxsxa4LpQLPr7n4FqQGCHn2VpPr9RVrmeNtiJSBl4D7AW2AXkR+anF6xlj3mOMOWiMOTg8PNyrcFbEZL3DxHTAaDXg5EyHmQ5MtqHSMjx9tsl0K6G+ysX7VgJF36bVjmh1AnwbELhmc5/W0yt1letlke7lwFFjTAVARD4K3Al8sIfbXFW1RpvaBern10K9/ZyxmRiIKbSgMtshO9FkfKZNKevwAzdrdY5SV6tedss8DrxQRHIiIsD3Akd6uL1V1x07DRfwZFVDWZIAnQiiBLb3Z4iN4b9/5gk+9cjYaoemlOqRniV8Y8zXgY8AD5J2ybSA9/Rqe6ut2gyIkzTZh0Cwhkr052NIh3vIuBaVZsymvix9WZcPfm10tUNTSvVIT1vpjDG/Dfx2L7exFsxNeFLwhbPNNZ7pFzBAbAydKI25lLE4NbtK4zwopXpOu2VcornJxj93ZJxvjc8Qhgm2WJSyDskami5yuZLEkHHS+qdqJ2GwkFnliJRSvaIJ/xJUmwGffOQUXzgyzuhkg0Y7xBjDZCPmhA3OGq+3P58ggOFhm7OzLWZbIW+7a99qh6SU6hFN+JdgpFLj6UqNRhATY8hnPTphjGXHWALxas1gchk8YLhP6M9maUQw6Nu87a592ktHqauYJvxLUG9HNNrpQGPtTkwQhdSCmNY6HEiyP2fxV2+/iz1DhdUORSm1QjThX4KC75D3HaIwod4JAYjXWbK3gLwNrm1psldqg9GEv0zVZsCZmTZj022OTc0SxdCIzpm9cM2zgIILSQKDRW2cVWqj0YS/DA+fmOKDXx1lbKZJwbMp5XwmZ9vrKtlDmvA7IVgW/Ovv2rva4SilVpgm/CUcm6jzga+NMl5tc2yixqnZeN0l+jkR6RnJG27fxuvu2L3a4SilVpgm/CXcN1IhCGK+dWaayjq6qGoxH+gvOuzsy/K2l1y72uEopVaBTnG4hMl6wGwrYHIdJ3uAvrzF83aW2T5UYHK1Zk1XSq0qLeEvYbDgESbPTAm4HlnAUMEnTgwDOeecCcmrzYCRSo16O6LgOwzmM0w2OvP39w8XdbYrpa4SWsJfwp37h3Gd9b2bEmCq3qEVxRSz3vxEJ3NjAMUxlHMeM42Ijx0+yXQjoJzziGM4PDpFtblKE/Aqpa6o9Z3JVsCeoQJvvWsv/moH8ixNNWIG8y62xfxEJyOVGvmMSy7jYFkWk80O5azHdDPAsixyGYd8xmWkUlvl6JVSV4Im/GXYUc6zeWD991s/NtFiazE7X0VTb0f47jOHQDOIKfj2/Py2AL5rnVMFpJRavzThL+HYRJ3f++dHOTu9vhs6cxkYynucnm3NV9EUfId2+EzrRM6zqbdjcp49/1g7THSuW6WuEvpNvoB7nxznf997lMdPzVKthazvdJ+W1G1XaHZiRio1bt89yP7hIodHp+aXD+YynJxusmOgnyRJaIcJjU7Igd0Dqxy9UupK0IR/Hh+5f5T/+fknma53aIXpDFbr2bY+jxfuLVPvRBwanSRM0lL9/uEiB3YPMFKpMd0M6M87vPbADiYbHaabAQXf4cDuAe2lo9RVQhP+Iscm6vzZPU+BMcSAbUG4Tvtk5lzwLdheztKKEmY6Mf0Zl2qzM98D58DuAW7fPXjO83RQNaWuTprwF7lvpEIYGeIkRgTa6zTZA/Q5kM1mSIzhyfEaliVMJzDVijg53aTRiRipHOfA7rL2t1dqA9BG20Um6wHlvEO9HdNZx93PB7Nwy+4h7tgzyOZilkYnIkkMAzkXzxb+z4NjTDU62Bba316pDUIT/iKDBY+bt/XTXqd1977A9cM+d+7fxOvu2IVtCbOtgKGCh2dbiGWxqS9Dn29zbKJBwXe1v71SG4Qm/EXu3D/MQF+WweL6rO1yHRgq+vTnXLaVcrz0OZuZbXWYrAdU6m3ixNAOwbOE6UaHHeUcoP3tldoI1mdW64FjE3XuG6kwWQ+wRRgqZhibXX8J0BhodSJssTgz0yRJDLZlsbkvy7aSz2w74vhkjU19PtdvKVL003p77W+v1NVPv+Gkyf5jh09Sznps7fept2O292f55lhjtUO7ZPUIvj1eZ6YV8uWRs0giDOY9HMfBcx125DxcESrNDrfsKGl/e6U2EE34pD1zylmPUj4t7ZbyNsk6HQ3ZJU368XSHvpyQJOA5hr19GZIkodqMKeUdtpSz7BjMaX97pTYQTfikPXO29qfDo1Vm29zzxDhff7q6ylFdnhAQwLIh47rEiaEWJMy0Qg7uHmTvpgLVRoDnynf0v1dKXd004ZP2zDk+2eTJ8RqPn55hfDpYlz105hjAFnBsoei7TDcCxmda1IOIaiNguhXw2ht2rHaYSqkVtuET/sMnprj3iQpffXqSOErIZtK5X9c9Sf/kPBvfzdIMQupBhOcKr71hh15Nq9QGtKET/sMnpnjvvU8zVQ/YO5jlyKkG7eb6TfgCZEhL+MbATL1DwXUo5Fzu2LOFn3vpNVpPr9QGtqET/scfOUU5l2GiHjCUz1Kuh0zOrL+rTR0g50C54NKf85hthgRxTGwMjmtx6/Z+Xv+CXZrsldrgNnTCr9QCdpR88q5NECVkPWvdDYNsd28ZF/p8j9ffsQeAE1NNgihiWynH6+7QZK+U2uAJf7joMdOO2TmY5/GxWTzLXvpJa4gLeA70Zx0yrs1AMUPWswiihM39PrsH8vTnHU32Silggw+t8KqbtzHd7BAnhuuGc5ydXl8XWgmQ921KOZe9gwU29ftM1AIsS9g9kEfEzM9fq5RSG7qEf8vOAd764rQu/6vHpplcZ9X3pZyFjVDIeNy6u8xrbtvOZKNDvR1R8J0LDnlcbQaMVGpLrqeUurps6IQPadKfbYf8/aETqx3KJfEtCJOEvO8QmYTX3LadPUOFJbtbVpsBh0enyGdcyjmPdpjMT4SiSV+pq1tPE76IlID3AjeR9hb8GWPMV3u5zcvxF18+Sq25vmY6iROYaUOnE9AJIx4dq1LKeUsm7ZFKjXwmHRIZIJex5h9f6spbPTNQan3rdR3+O4FPGWNuAG4FjvR4e5fs2ESdx0/XsGW1I7k0Cc8MoTDTTPjIAyf58pOVJScxqbcjfPfcj305QyPPnRnEMZRznk6aotQ61LMSvoj0Ad8N/DSAMSYA1lx2uG+kQn/OJUwimo31U8o3gCuQcSyynsWTZ2uMTTcYqfjzJfXzlcgLvkM7TOZL9rD00MjVZsAnHhmj3owoFzNsL2fp6w6rvJwzA6XU2tDLEv4+oAK8X0QOi8h7RSS/eCURebuIHBKRQ5VKpYfhnN9kPeDgzj7ieMU3fckKCz6tBOgY6MQJYgHGMD7Tni+pX6hEPpjP0OiENDsRSZLQ7EQ0OuEFe/PMvU6tFTFQ9IgTwxOna8y2A500Ral1ppcJ3wGeB7zLGHMAaAD/afFKxpj3GGMOGmMODg8P9zCc8/Ndm4l2vC7qovO+4JBW5bhAzkrr8ivVCN+xiBLmS+oL6+oty5qfxnCy0eHA7gFsG6abAbbNRRts515nIJ8hitP9lfVsxqZbOmmKUutML7+tJ4GTxpivd+9/hPMk/NVUbQbYAk+frXNyqr3a4VyUBcy0DZ4F7SQd7ydJ0uRvANe2GCp68yX1ejuivCiJ+67FdDOglPOWXQ0z9zo7ylm+dSad89axYarWYSjv6aQpSq0jPSvhG2POACdE5PruQ98LPN6r7V2Ob56YptoMGCh4a35IBRfIZyCXgT4XPNJEnwCegO/YvOa2HfMl9bm6+oUup0Q+9zrFrMcNW4rYljBZDyjkdNIUpdabXp+P/yLwVyLiAU8Db+nx9i7Jk+M1gjBZF5cbdwCrDbFJS/ViQ5+blu/LuQylQuac5Lt/uMjh0SkgLdlf7jSGC18nn3HYPZhnqOBpslfqCljprs49TfjGmIeAg73cxrN1otrigaPrY3arlklPyRJAYvAdQ85zyXs2e8q5+R4zcxOyj023iJKEfUNFrtlcuKwkXcp57B0uzE/wPljwuHP/sCZ7pZ6l1bgIckO3uBV8l/uePEtrHc1fO1dJ4wBBDHuKPnuGssx0Au57aoLx6TYPjVXZ1p9l71Ceejvm1EyLF+wbvKyDqNoMOFqpc81wHzdtS88Ujlbqy7rISyl1Yc/mIsjLtWETfrUZcORUlfpar7w/jwzpKJmFrMO1Wwo8NT5LZKATwSMnZyhkbHYP5HFsm1I+HQH0vpHKZc1ytRoHpVIbwcU6VvTKeqi+7omRSo0Tkw3Wz6VWz8h5kJj0oqvRiQZRAnnXppRzGKnUGDlb5xtHJ2h00j7yBd9msn55B9HlXpmrlLq4K9Wx4lJs2IR/ptphch0OCzCYhaxvsWswx65yliAxFH2XvZuKNIOEnOcQxzET9Q7HJho0OhH1dsxg4fKqX1bjoFRqI9g/XLykiyCvhA2Z8KvNgIfHpogjwzq4wHbeYAaKWY+c6/GCPWW2DRTY1ufznC19aV98R9gzmKMVQhiDY8HIeI3pVsCd+y/vorbVOCiV2ghKOe+SLoK8EjZcMW2uZZzEECbro7XWAgoubCrl6M96FDIOvudwcGeZsekGp6ZbNNsxed/CsWy2lbP0Zx1mmgGea/PaAzsuq/4enjkoRyo1ppsBBV/73yt1pVzKRZBXwoZL+COVGsYIE42Q2Xa42uEsiwdkXYuM49CXddhWyuJ5NpaBbeU8jSBhutlhshFjCdy6q8yLrhnEFgvb5rKT/ZyVPiiVUr2x4ap06u2IiUabmUZAO1wfFToG8D0HMGzty1LKevT7Dqdn29x17TDXbS6Sy7jUWiFJYiAxPDleY7zW1qoXpdS8i5bwRaQByg7AAAAgAElEQVRGmm/OyxjTd8Uj6rGC7/DVpxo8OjZDtb0+qnQ6wPhMQBglHAojcr5HIWNzw5Y0mec9m+977lYePzXDdCNgotGhkLMpJ1rtopR6xkUTvjGmCCAivwucAf6S9Mr+NwLrsujoWsIjp6pUm9GFf8nWkLnB0doGZloRjU5E3u+Qz2Toy3k8dGKafMblyJkZmmGE69iUXYus47C5P6v95ZVS85ZbpfMKY8yfGmNqxphZY8y7gB/tZWC98uipGfYP5lgnhftzeG7aE6cVGMI4RBLDU+M1gjjmiTN1BCGXsRARnhivE8Sx9pdXSs1bbsKPReSNImKLiCUib4R11aNx3lNn6zx1dna1w1iWudL9nIG8T973yGUcPNshNGn/+KOVBn2+Q5gknJ5pc2K6STMIefRUVfvLK6XmLTfh/yTw48B49/Zj3cfWncl6h6l1UupdmOwFsETIZWxynoUI5D2PazcXmW50yHrC6NkG9XaEGCi4FkdO1XAt4YHRSe55YpwHRid1DlqlNrBlFf+MMceA1/Q2lJUxnPM43F5/JycZgelGG9u2cW2h4LmIJOweTGeNvPfJswwWPWIDWccmm3EYKghfG5nitl3lFRuNTym1di2rhC8i14nI50Tk0e79W0TkN3sbWm/s21Ik563d3qge6a+wDfgW+N2/VnfeWhFDf9bjOTv6+K5rhjlaqbN7ME/Bd7l5R4kX7hvkOdv62NznUyq4GMx3THM4Uqmt6ntUSq2O5Wa+Pwd+HQgBjDEPA2/oVVC9dNO2fsI1XKMTkDaO2KRTGHoeXLMpz45ShjCBPt/ltl0lrt1UJIwTYmOYbHS4dWeZOIFaJ8a2La7fWiQIDKWse87r68BnSm1cy23RyxljviEiCx9bl1kjTAx7h/OMrOE5bNNxccB3oJDNkMu42JZFrhPSjiLibuKPYxidqNMJ87zo2iFMYshn3PkZrixLGCxmznltHfhMqY1ruSX8CRHZT7cdUUReB5zuWVQ9VG9HeLYsveIq8gDXhlIhQ84Vqq02s+2AMEwIQsNUo8OJyQa+Z2NbNqdmmoxUajSDhKcqs5yYamLb8PIbt2CL6MBnSilg+SX8fwu8B7hBRMaAo6QXX607Bd8hCNfuKPgukHHSXjlbij5nZtuEccxALottC0lsmG0GjCLsHS5Q645kGcewcyDLcJiZT+pzs1LpwGdKKVh+wh81xrxcRPKAZYxZt61++4eL1NbwGDq2wFDRoz/nctOOEp3RaXxbcB2HsBazbTBLK4iYbATYtoVn2fSXLjwjlQ58ppSas9wqnaMi8h7ghUC9h/H0XCnnsanPX+0wLigy4NgWP3xgBz/xgj30Zx1m2zEJCbfsKJFxHXIZj2s3F9g9kKcTRewfzp/zGtowq5Q6n+WW8K8Hfoi0aud9IvLPwN8aY+7tWWQ9cmyizmhl7f5mxaRnIcN5n1LO40137uPB0WmCKCFOEjzPod4O2dLnY9vpUMiufe7HqA2zSqnzWe6FVy3gQ8CHRKQMvBO4h7T34LpRbQb8y2NnaK7hKp2hvM0tu0rzA5/dtrNMrRlSbYVEicGxhFLW5a7rN1HKec9M6ALzvXManZADuwdW+Z0opdaaZRcDReQlwOuBVwL3kw61sK6MVGo0gmh+cu+1RIB+F3KeTbMTEsQxcWgo5Tzuun4TI5Ua9XZEwXfmG2RBZ6RSSi3fshK+iBwFHiIt5f9HY0yjp1H1SL0d0Ykiknht9dLJkCb8ROCGrf0MFDI8cnKGG7em0w0s1fCqDbNKqeVYMuGLiA283xjzuysQT0+JgbHpDtXm2kr4c9EMFzPcvqtMznXphJ11MV6/Umr9WLKXjjEmBl66ArH0VLUZUO2EnKo26ax2MAsUXbhtdz8ve+4wg0Wfb4/X6EQJt2zvT4v9Sil1hSy3Dv8+Efn/gL8D5qtzjDEP9iSqHhip1Mi5NpX6Wkr34FpQa4Vs6vO5ZXsJxxZyno3rOPjrqklcKbXWLTfh39n9u7BaxwAvu7Lh9M6ZmQ5nqk3CaO1UlDhAvQO5dkTOtfEciyCMmWp0GCp42tNGKXVFLbdb5rqv0jkz3eTwiWkmZ9fGBCAWMJCz6cQxrgMDBRdjDEGcUMxqTxul1JW33PHwN4vI+0Tkk937zxWRn+1taFdOtRnw6JlZDo1OpeM7rwEGaIQxloEwNnSChL6sxx17BvnBm7drsldKXXHLHVrhbuDTwLbu/W8D/74XAfXCSKXGeLWFK2md+WpzgIILfVmHgWIGMYZOlHDj1r75C6qUUupKW276GzLGfIhuD0JjTMQ6msS83o6I44R6J6K9Bnpkeg4UPCA2ZBybG7eX2Nrvk8/qcAhKqd5ZbsJviMggz4yH/0JgpmdRXWkGOnFCZ43U5/TnLDoJdEzCznKOO/YOUMymE5ocHp3SicaVUj2x3CLlrwD/COwXka8Aw8DrehbVFSbAlnKWR8ZWf9C0PgcGsz7bd+QYzLr05zPkMx62JfNDHM8NbayUUlfScnvpPNgdS+d60vz5hDFmWeXl7pW6h4AxY8yrLzvSZ8EI3Lytjy8fqdBY5YooP2PRiRJu3tFPtR4y3QhoxzU2FzyOnDZs6/dprZEzEaXU1WW5vXR+DMgaYx4DfgT4OxF53jK38cvAkcuM74oo+A7FbIYtZZ+iu/T6vTLkw7Wb+/nuGzaxuZhjth0y1QzYWcqxqT9LHMPDJ6qrF6BS6qq23Dr83zLG1ETkxcArgL8A3rXUk0RkB/Aq4L2XH+LlqTYDHhid5J4nxmm00nlsN+Uz1Fax9Fxrw+lqk1YnZKbdodIImGmFPHJyionZFmAQsXUMHaVUTyw34c9VhLwKeJcx5h9I59peyp8Av8Yz44OtiLkx4uMYyjkP33M4MVnn2GRzJcP4DgmwvZSl1jb8/aGTuCLcuqOPKBHuHZliuhlw044+HUJHKdUTy034YyLybtIx8D8hIpmlnisirwbOGmMeWGK9t4vIIRE5VKlUlhnOxY1UauQz6TyvlmWRyzg8eHyWKFn5cfDnGkmKDgzkLU7Ptsl4FjsH84QmIeN4XLe1yA2bC9Q7EZ5t62xVSqmeWG7C/3HSC69+wBhTBQaA/7jEc14E/LCIHAP+FniZiHxw8UrGmPcYYw4aYw4ODw8vP/KLqLcj/EVXWNXaAdEqjKMzt8XIQBglzDZDGp2Ikm/jYNGJI4IgwXctJmoBjU7I/uHiiseplLr6LSvhG2OawDHglSLyi8BWY8xnlnjOrxtjdhhj9gBvAD5vjPmpZxnvshR8h3Z4bi1S0fdwnJWvLLF4ppSfAJYluLZFtR1TLnrsHixg2TBZDyjldQwdpVTvLLeXzn8mbagdBIaA94vIb/YysGdj/3CRRiek2YlIkoRmJ+JF1wwwUMiSWeFYQtKEnyQQJXDTjn48K21n6Ms4nK42mJjt0EkMr7p5myZ7pVTPiDFLV3OIyBHggDGm3b2fBR40xjznSgZz8OBBc+jQoSvyWtVm8B3zwD46Ns0ffuoIR8Ya9OpaVofusAkCte7Q+/1ZYSDvs29TjqFcBs+1eeG+Qe57epJ2J2aw4HL91n76fVdL+EqpSyIiDxhjDi5n3eW2Dh4DfKDdvZ8BRi49tJVTynnsHy4yUqnx1Hidf3jwJNVmSDuMsQV61ffRsyDnpRdX9Wcgl3G5bkuBwVyWjGdRa4VUmyH3PFFh72COm3eVKfppgm92Ir3KVinVMxdN+CLyP0lTYwd4TEQ+2130cuDeHsf2rMx1zZxthXxtZIJKLeD0TIORyd7OeNVMoFlPyFuADUEz5MmzdU7aTYwl2JbFTdv7GZ9pEScJkYEDu9Ok77sW0zqOjlKqR5Yq4c/VrzwOfI603TEGvtDLoK6Eua6ZD4xOkXRL85MrOb2hlZb2XVdIEqjFETnPZSDn4dgWA3mfdpgw2444Od3kOVs92mGiXTKVUj2zVHb5a+D3gZ8BRkkbeXcC7wd+o7ehPTv1dkQ551FtRWAMjU7IMporrpgwgr6sjSD4jk0YC1nXwnMgiAyb+1xGKg1aYUS9nTYwNzqhTmuolOqZpXrp/AFQBvYaY243xhwA9gH9wB/2OrhnY65rZinrgAiRSXDsleuW6bhgWRZipV0xPVewLRuw8BzBsRy292dxbYs4AdtGG2yVUj21VAn/1cB1ZkFXHmPMrIj8PPAt1vCsV/uHixweneLaTUXGpltpSdu1sFrxiozzkJH0QivXsbBtyDsuYguJSXAEqs0O5XyGazcVdJYrpdSKWCrhG3OefpvGmFhE1vQYX6Wcx4HdA4xUarxw/xCeYzEybpFxOjw91bu6/E15GO7PEwYxfb5HzrMY7suwuZgjm7FpBRHNIGao6HPL9n5u2VXWZK+UWhFLJfzHReTNxpgPLHxQRH6KtIS/ppVyHrfvHuT23YO8/vm7qTYDPvHIGN94aopvn52lEyc0WxGJwGw7QhKIDeQyUM56ZFyHpytNBosOWcehGYZEcYLYNnsG8rxw3xD1IGK2GVDMuewqZblxe3m+Ll4TuVJqLVkq4f9b4KMi8jPAA6RdNO8AssBrexzbFVfKeWwv5bh1V0wtCGkHESOtEMe2sa20odW1oZDxSBBmW0H38Yid5QK1tk3Os8i4NoP5DGMzTZ6zuY+tfRlGJ1ucnW2zb1OkyV4ptSZdNOEbY8aAF4jIy4AbSWe7+qQx5nMrEVwvFHyHIE7YP5zn0bFZXMchiGJyrs1EEGMDzXZAJ0mHQ7CBMIbTsy2u3VSgL+PQidO6eTGGh05U2dzvc+3mAtvLWQq+o8leKbUmLXeKw88Dn+9xLCti/3CRQ8emKeUyFHyH67YUODHVoB0mOMS0Y2jG4FuQzwiY9LQm7AScnGpyw5Z+Duwe4GilzkwzYFNflhu39RFEhtGJBp1VGJFTKaWWY7nDI181SjmPV9y4BdcR+rMeBc/hus1FyjmP67bm6Pe7O8WAbVn05zyGiz6e52As4fn7hxgu+oRxTCc09GddLMvC92xsy2KmtYIXdyml1CXYkJd17hkq8GMHd/PN49N888Q0Z2ttkgQSBEts3GodA2Rch+3lHFnP5my1jeNa2GJIkgRjBCOGvpxLkiQEsSFODP3+So/HqZRSy7PhSvhzSjmPl9ywmR8+sIMognacgImJ4xiw0oTvdEdZMxAaw8FdJSxLmKgF5D2blz1nM0XfpdaJsS1hz1CeLSV/ld+ZUkqd34Ys4c85NlHnb75xjLO1NjOtkHYUU8p7JMYw2Qyo1jtYQD7jMFjIUG1HjM+0uXlnie+/aQtHK3XyGRfftWiHyfxsVecbmlkbcpVSq21DJvxqM+ArT1T47LdO0+zE7Ch5HK/WabQi+rMuQ8UMQZLgWhbGpGcDm/t82kHE5741zj3frnDjtgLfd+NWbBummwFiwBLhK09NcHq6yd7hAsPFDO0w4fDolHbVVEqtug2X8OeGTT58cppixmG6EXFkvAnGophxGJ9ts6U/y55ygYl6i2OTTWxbaLRCRmfa2Bjyvs3h4xFfP1rlRftKHNg7hIlhc3+WMzMtHNvi+FSTbMamrzvWvY5zr5RabRsu4c8Nm1xth4RhTNazmGxEzLTaiIGs55GxLepBxHg9wHcFMYaHx2q4LviOxfGJCNfpUPQdvvr0NLNtw9ayz2BfhnZs6Ms6BLFhbLpF31Yd514ptTZsuIQ/N2wyccJsM2S6FRHHCcZAKzSYJGCm1WG2EyHAQCFLYAwJEITpgGixAU/AJAnTzYAzs21ynsXYdIucaxNEBs8Rap0YQMe5V0qtCRsuC80Nm1zO+3zzxDS+l15p69g2PjEF3+NMrUMSx0zVE07XonNfoHtdlSWk0xjmXU5V65yqNjg122HPYI7RiQYg7Ch77CzlEDE6zr1SatVtuG6Z+4eL6WQoYijmPCr1DiemAmabEUliGJ/qMDYTcrqecLFLqGY6MN2BsakOZ2sB9XbI2FSD+0Yq+E467v5YNeCTj56iUu8wUqlR1WodpdQq2nAJf27YZBPHTNQCXAv6s2mJfaoNzUt8vRBoBtDuJLSDGE8c6mHEHfsG2NKfjq1jjCGO4fDolCZ9pdSq2XBVOtVmwDePT/PoqVmynjA2FdGK0ol6L1cMzEQwM50W+wd8ECPsGs7jWA7tKCGXSXe19tZRSq2WDZXwq82ALz15lrGpJsakdfDNiCs+A9ZsGx4em6UZxly/pY+cZwNobx2l1KraUFU6I5Ua1XpIOZch7zskicHrwTS3CRCGEcen6nSihB3lHKC9dZRSq2tDZZ96OyI2CQ8dn+b+p6eoR0s/53IkQDWAehDzjZEJZhsBOwbyDBQzvOLGLb3ZqFJKLWFDlfALvsOho5N89IHTPUv2C3kCzXbI0ckGj5+ZoejZHK3UteFWKbUqNlTCdy3hnicqBMBKjGqTy8Bgf5YtpSwl3+PUTIt8xmWkUluBrSul1Lk2RJVOtRnw6UdO86H7R+dL9itRxp5pQ+10g6fHG5RywnitSNa1ODHd4qHRKtduKnDLrrIOqqaUWhFXfcKvNtOLnz796GmQtGS/UhUqYfdvxkC1aWjHs8TATVv6yHkWj52eZaYVctf1mzTpK6V67qqv0hmp1Bg5U8d3bQbzHpvL7orH4KS9MjEmnSA947lkMy7lvMd0O9QqHqXUirjqE369HdEMI/oyNlnPoz+bIb9C79omPaPIeTYZD2yxyHsu0u0K6tlCHCfU2yvQgqyU2vCu+iqdgu9gWzDVjphshkzXOzSv9JVWFxCTJn3LMsQhNMOEkUqNIE44XW2S92zyGYd9Q4WVCUgptaFd9SX8wXwG20CtHVFrd5iqh3MDXq6IABivJ8zOVegbOD3d5KnxWU5MtrARZluhdtVUSvXcVZ/wJxsd7rphC7uH8tTbEeEKle4X84Ghfpcdg3kKGY9GmNCfc9k2mGVzf1br8ZVSPdezhC8iO0XkCyJyREQeE5Ff7tW2LqbejhguZrh+az/b+/OUcj0YS+ECMt1NlX3YWvYYyGcYKmS5ZkuBbf1ZtpVzgIXvWlqPr5TquV7W4UfAfzDGPCgiReABEfmsMebxHm7zO8xNeJLzbBAhYwusQKWOLPgbx4Bl4do2riM02zGebeFYaYOujrGjlFoJPSvhG2NOG2Me7P5fA44A23u1vQuZm/BkIOexrZzF8zzsFdiuAToGBnPgOmBJQt4FEydUmx2KWYe85zCQ82h0QvYPF1cgKqXURrYixUoR2QMcAL6+EttbaG7Ck5FKjRfuHwRj6MvU+OapxhXflkN6WuMAvg19WZtizuP2XWXKeZdT1Q7tMOb5ewfZWs6xrT9LKe+yf7ioF14ppXpOjOlt9YaIFIB7gN83xnz0PMvfDrwdYNeuXbePjo72NJ5qM+DDh47z6MkqD5+qMjPboR5c+OpbCyhlYKjPx7EsthR99m4q4joWOwdy2AK2bbF7II9tp72C7hupMFkPGCx43Ll/mD3a7VIp1SMi8oAx5uCy1u1lwhcRF/hn4NPGmD9eav2DBw+aQ4cOXZFtH5uozyferGsTJBF/9dVjjM08m7mtzs8ByjmLfMbBsS2Giz4HdvWze7DIeK3F5GyHgu/i2zZYIGLIOg5bSlm2lHwt4SulLtulJPyeVemIiADvA44sJ9lfSccm6nzs8EnKWY+Sb/O5xyt8aWTqis9sNScCKs2EajNgMC8EQcyZmSb5zATXDBcp+jYPnZwijmFLv49n29giNKMI37U53JziwO4BTfpKqZ7qZT/8FwFvAl4mIg91bz/Yw+3Nu2+kkib7vMfJasCx6UbPkv1CMYDlgiW0g4R6O72gKkzAwsKzbaaaEUkCg30+jSBhqhnokMlKqRXRsxK+MeZenumduKIm6wFb+30Azsy0iOKVubY2AeIkIUKIjSGKEzpxQhAbBIMIdKKYGBfPhk6Y0AxinetWKbUirsorbQcLHvX2M3X1WW9l3qYF2JaFYwu2CI5tkbEtPFswCMYInuNgYxHEaWOv9sNXSq2UqzLh37l/mOlWQLURMJR3KfruirxRGyAJITH4nkXBdynlPOIkodoIGK+10jMAEzE52ybvWdoPXym1Yq7KYuWeoQKvPbCD+0YqZDIu12wqsmswzxcePcNMD0Yw6Heg3OdhW4Ig5/TSOT7Z4MjpWfZvLpLzLKIYgtiwreyzb6io/fCVUivmqkz4kCb9uf7vxybq/MtjZ3ju5j6q7Q622FQaHa7dVCBO4DOPnSaODQf3ltnSl8OyhIGcx/hsm9t2lfFdi3aY0OiEl9yb5oHRSV5y/WZymWd2dbMTYdtw++7BK/6+lVLqQq7ahL/QZKPDLTvL5DIOs+2AJ07XyHoWJ6fqHJtoEUWGW3f1k3Edzsy22dLn88R4lf5sZj5R5zJppdBIpXZJibrejigv+oHQRlql1Gq4KuvwF6u3I3w3fat9vsf1W4sMFX2aEewo57hjX5k+P0PGtcm4FtVmh8laSCl77nSIlzOq5dzgbQtpI61SajVsiKwzP2Jm5pmkv2fQYrYVUsw41IOI8dk2BA6ODWdnQ4zAdCPggdEpcq7NjnIW27IuOVHvHy5yeHQK4DuqhpRSaiVtiBL+3IiZzU5EkiQ0OxGNTsi1m4sMFjNYYrG5zwcxnJhqMT7TxhY4Od0iCCPCKOGhE9OcqbXme9NUmwEPjE5yzxPjPDA6ecEZq+YGb7NtmG4G2DZ6Va1SalVsiBL+whEzp5sBBd+ZL2EfHp1i50CWyVqHWifCEbhxex9b+rK0opiT1SabCpD3XUqZtJtltRlweHSKfMalnPNohwmHRy88PEIp52kDrVJq1W2IhH8xYgnHxusAFDyHV9y0nRPVJr5nkfMd8hkH2xKu31ycb2gdqdTIZ9xn3aCrlFIraUNU6cyVyOMYyjmPOIYvP3GWLz15lpzr8Py9g9yyo0yzE5FxIOfaBFE6HINnC80gph0mGNJulvc9NcGxyRqz7WeqcXSaQqXUWrchEv7CErllWeQyDtPtkGo9JNdttB2dalCpB3zhWxVKWZdWGNMOYjphjAiMz7SotSPiGDYVMjQ7CU+cfibpa88bpdRatyES/sJumXPiOCE2yXy//DhOuHZTnpl2yEilwba+DEGUcLYesKecoy/nsrnok8s47BrMY0hHhjs51ZhvBNbhEZRSa9mGKJIu7pYJ6cBlJDA23eL/b+/eY+Q6yzuOf39z29usd9e3+BILX3BtQVtsx0SQBBRa6oYIkqZ/VIkqEUglRKtIRBWoqVKhVPxRaNT+gUovtE2BlkIENK1LQUmKkEnaBMVJnMRubHxprBiv7Y29u97d2d25Pf3jnJ3OrueMd2Bu8Xk+0mhnzrxnzjPvnH3mzDtnnrdcLjM6mWdytsBgXxpR5o2JWXa/baRS9uDAsfNcmpnjwE8mmcwVyGTEqr4epuZh29pBP/PGOdf1YpHwq8+Fz5dKnHpzhtHxHJhxdnKO2XyR3kyKFb0ptqwcBCuzbqh/0RewU3NFfnjsPKsGelg92EMuX+LUxRk+sOM6/6LWOfeWEIshnYXTMufyRV44PQ5l2HX9MOl0ktGJWQqlMulUAiUS9KaTJBNJJufmFz3Gucs5ehJJMqkEEmRSCXoSSc5dznXoWTnnXGNikfAhSPoDfSneu3U1ezav5HK+xIahPrauzTLYl2HDij4Ge1KcuTRN2Yyh3sXDM7P5Mjs3ZElJ5ObLpCR2bsgym2/HXFrOOffzi8WQzoLqQma5fInBniRrs72MTc+RSIq5+RJlg82rsgwNLO6aVdkM+YKxeU22smxiJs+qrI/bO+feGmJzhA+LC5n1Z5Lki2WGBtL0Z9KsX9HH2sFeEsDhn44zPVdcVC6helKVYqnExEye8dk8N21bs+ztL7ccg3POtUKsEn51TZ31Q71M5IrkCyXevWWEidl5jpydYGU2ww2bR+hLp3jp9KVKUl6YVCWTFqOTc2TS4q7d11dq7l9NrR9/VT++c861WqyGdKpr6pQKxs4Ng5VZ1lf0pfnwuzaybqh/0ToL5RImcnkuzsyzcbifHetWNDxLlZdjcM51WqwSPkQXMjtw7HzkRCWNFkurxSdCcc51WqyGdOqpN1FJrdIMAz1pTo5NNeXxnXOuHTzhh6Jq5m9bM1izNEOjxdLqPb5zzrWDJ/xQvYlKmnF07hOhOOc6zccTqkSN7zdrmkKfCMU510l+hL8MfnTunLsW+BH+MvnRuXPurc6P8J1zLiY84TvnXEx4wnfOuZjwhO+cczHhCd8552LCE75zzsWEJ3znnIuJliZ8SbdJOibphKQHW7kt55xz9bXsh1eSksCXgF8DzgDPS9pvZv/TzO1M5PKcHJvi3OQ8k7PzDPVmWDfcu6he/etvTvPvh85w4NgYoxM5Ls8WmVp+3bNICeC6LPSm01yeL1EuBfV10ukEpRL0p1NsHOnj5u1r+OVNw6wa6OHizDzTc0WyvalK4bSTY1OLltX6Be/C87xaO+eci9LKX9reCJwws1MAkr4J3Ak0LeFXZpEy49xEjmQiwbn5OXrTSV7KBfXqJ3J5/uGZUxx6Y5yz49NczsF8k7ZfBkanAQqVjhyfLyIgm4RcpsBMocB4rkCpVGYqX+KXNg6xdrCXuUKZp49dwBKwbrCvbp39ZtTjd865Vg7pbATeqLp9JlzWNAt16sdnCgz0pBkeyDDQm+JSLl+pV//fJ8e4MD3P1HyBTDrTtGS/VBFIJYPrBpQTkEgk6UulmS0Weeb4m4z0ZRifKVRq6o/PFZiYLly1zn4z6vE751wrE75qLLMrGkmfkHRQ0sGxsbGGNrBQpz5XKJFJBZvLJEUuX6rUq784nadcKlEqGAm7YvNNVf3wZYOSGWBYucylXIFsb5JcoVRpUyqVKdnissu16uw3ox6/c861MuGfATZV3b4eOLu0kZl92cz2mtneNWvWNLSBhTr1/ekk+WKQbfMloz+TrNSrX5XNkEgmSaZFWbXeg5qn+r2HoccAAAhZSURBVOETgqQECCUSrOxPMz1Xoj+drLRJJhMktfglqFVn32fLcs41QysT/vPAdklbJGWAu4H9zdzAwixSIwNpZuYLTMzkmZkrsrI/U5lN6qZta1ib7WGwJ02+kKenmQFUSQHF8OBdQKIM5XKJ2WKBvlSKW7avZnw2z8hAujLj1UhvmuFs+qqzYPlsWc65ZmjZIaKZFSXdDzwBJIFHzexIM7exUKf+5NgU80ULz9LpYXggXTmLZbg/w8dv2RqepZNgNNn5s3TGc3myvSnet2MtEIzRLyyr9UVs9fOs18455+qRtXhcuxF79+61gwcPdjoM55x7y5D0gpntXU5b/6Wtc87FhCd855yLCU/4zjkXE57wnXMuJjzhO+dcTHTVWTqSxoDT4c3VwJsdDCeKx9WYboyrG2MCj6tRHlfgbWa2rF+tdlXCrybp4HJPNWonj6sx3RhXN8YEHlejPK7G+ZCOc87FhCd855yLiW5O+F/udAARPK7GdGNc3RgTeFyN8rga1LVj+M4555qrm4/wnXPONZEnfOeci4mOJnxJmyT9UNJrko5I+lSNNrdKmpR0KLx8tk2xvS7p1XCbV5TwVOCLkk5IekXSnjbEtKOqHw5JuizpgSVt2tJfkh6VdEHS4aplKyU9Jel4+HckYt17wzbHJd3b4pgekXQ0fI0elzQcsW7d17sFcT0s6adVr9PtEeveJulYuJ892Ia4HquK6XVJhyLWbUl/ReWELti3ouLq+P7VEDPr2AVYD+wJrw8CPwHesaTNrcB3OxDb68DqOvffDnyfYL6T9wA/bnN8SeAcwY8u2t5fwPuBPcDhqmV/CjwYXn8Q+EKN9VYCp8K/I+H1kRbGtA9Ihde/UCum5bzeLYjrYeDTy3iNTwJbgQzw8tL/j2bHteT+PwM+287+isoJXbBvRcXV8f2rkUtHj/DNbNTMXgyvTwGv0eSJzlvoTuBrFngOGJa0vo3b/1XgpJmdvmrLFjCzHwGXliy+E/hqeP2rwG/UWPXXgafM7JKZjQNPAbe1KiYze9LMFqa7eY5gqs22iuir5bgROGFmp8wsD3yToI9bHpckAb8FfKNZ21tmTFE5odP7Vs24umH/akTXjOFL2gzsBn5c4+73SnpZ0vclvbNNIRnwpKQXJH2ixv0bgTeqbp+hvW9WdxP9z9iJ/gK4zsxGIfgHAdbWaNPJfruP4FNZLVd7vVvh/nAo4NGIIYpO9tX7gPNmdjzi/pb315Kc0DX7Vp1c1W371xW6YhZsSVngO8ADZnZ5yd0vEgxbTIfjnP8KbG9DWDeb2VlJa4GnJB0Nj4gqYddYpy3nuCqYI/gO4A9r3N2p/lqujvSbpIeAIvD1iCZXe72b7a+AzxE8988RDJ/ct6RNx/Yx4B7qH923tL+W5oTgA8fVV6uxrKn9FZWrunD/qqnjR/iS0gQd+HUz+5el95vZZTObDq9/D0hLWt3quMzsbPj3AvA4wcframeATVW3rwfOtjqu0IeAF83s/NI7OtVfofMLw1rh3ws12rS938Iv7z4M/LaFA6pLLeP1biozO29mJTMrA38bsb2O7GOSUsBvAo9FtWllf0XkhI7vW1G5qhv3ryidPktHwN8Dr5nZn0e0WRe2Q9KNBDFfbHFcA5IGF64TfDFzeEmz/cBHFXgPMLnwkbMNIo++OtFfVfYDC2dG3Av8W402TwD7JI2Ewxj7wmUtIek24A+AO8wsF9FmOa93s+Oq/r7nrojtPQ9sl7Ql/FR3N0Eft9oHgaNmdqbWna3srzo5oaP7VlRc3bp/RerkN8bALQQfuV4BDoWX24FPAp8M29wPHCE4Q+E54KY2xLU13N7L4bYfCpdXxyXgSwRnUbwK7G1Tn/UTJPChqmVt7y+CN5xRoEBwZPU7wCrgB8Dx8O/KsO1e4O+q1r0POBFePt7imE4QjOsu7F9/HbbdAHyv3uvd4rj+MdxvXiFIZuuXxhXevp3gjJCT7YgrXP6Vhf2pqm1b+qtOTuj0vhUVV8f3r0YuXlrBOediouNj+M4559rDE75zzsWEJ3znnIsJT/jOORcTnvCdcy4mPOG7a4akUliN8LCkb0nq/zke61ZJ3w2v36E6lSolDUv6vZ9hGw9L+vTPGqNzjfKE764ls2a2y8x+EcgT/D6hIvyRXMP7vJntN7PP12kyDDSc8J1rN0/47lr1NPB2SZvDGuZ/SVBnaJOkfZKelfRi+EkgC5Xa80clPUNQWoBw+cck/UV4/ToFdc9fDi83AZ8HtoWfLh4J231G0vNhcbQ/rnqshxTUt/9PYEfbesM5POG7a1BYC+ZDBL9khSCxfs3MdgMzwB8BHzSzPcBB4Pcl9RLUtPkIQaXIdREP/0XggJm9i6CW/BGC+uwnw08Xn5G0j6Bg3Y3ALuAGSe+XdANBeYTdBG8o727yU3eurq6olulck/Tp/2doepqg9skG4LQFcxZAMFnNO4D/CksOZYBngZ3A/1pYDljSPwG1ytj+CvBRADMrAZO6srTxvvDyUng7S/AGMAg8bmHNFUntqIvjXIUnfHctmTWzXdULwqQ+U72IYJKMe5a020XzSukK+BMz+5sl23igidtwrmE+pOPi5jngZklvB5DUL+kXgKPAFknbwnb3RKz/A+B3w3WTklYAUwRH7wueAO6r+m5gY1gH/UfAXZL6wuqJH2nyc3OuLk/4LlbMbAz4GPANSa8QvAHsNLM5giGc/wi/tI2aOvJTwAckvQq8ALzTzC4SDBEdlvSImT0J/DPwbNju28CgBVPkPUZQVfE7BMNOzrWNV8t0zrmY8CN855yLCU/4zjkXE57wnXMuJjzhO+dcTHjCd865mPCE75xzMeEJ3znnYuL/AKM17vwMdvaBAAAAAElFTkSuQmCC\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"
    },
    {
     "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"
    },
    {
     "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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J07DoPvntYbrSSQThkZNlyvWAWgC/+KkH+OHdJ3nd3kGOjNWY6vQbEkXbcM5+GiHgg5uEy9a5FLIuV6zPcnKiwV33nmSk4tGfc/iBazdy63UbNSgopZbMkgUCY8zdIrJ9zrI7Z3z8NvDjS3X8pTJaaeJIyOGSR+iH1OPHfQ84MlLjQ195kvX5FGEYLTufdbkEuYzD6YkGY+UGHxuvEQQBvTmH3nSKUs3jI3cf5BPfHCKTSrK5J83r9g7ygp3rl/o0lVIdpJ11BG8HPtPG48/roaNj/NvDJyiWPQbyDq+4fhNdboKHj04iNlR9EKKXAUarTa7oz/Ktg2fmDQIAoxWfUs0n6wob8llOTNSpeSGW5dOfTROEIcfGG+RScF1Xinor5ENfeRLgvMFg5qB1OTfBjoG85iiUUufUlkAgIv8f4AOfOs827wTeCbB169ZlStnTHjo6xl/f8xQ9mRRbCi6PnZjkHfvuo9oMqYVMl/VM9cLI2lDxAjzfZ6Q+//5zNqwvpHETQsuEDI/VGGtEeytPtJisj2EDKQtsO8Fo1adUqzFZ9Xj3Z/fzgdfvOWswODxS4fZ7DvLA0Qkmai1sW7isP8er92zhBTsHNCAopZ5hSTuUxUVD/2qMuW7GsrcC7wJeaoypLWQ/7ehQ9lN/dS/7h8dp+FHEShCV9VsC9bP8ZAkgYUE2CaPNhR1jqu5gat8zcxFTuYyMBZkUNEMhn0pgGZ9y03D5ujyDBZcHj09QbQasyzu84aZtHDpd5luHx2mZkMALCEwIls11mwq8fPcmXqjBQKmOsSI7lInIrUSVw7csNAi0w+e+M8w3h8YJAdeKmn+2plaeI276gB9Ca4FBAJ6uQD7b0HFTh6mFYPuQS9lkUgnqTciloViu8cCxMlu6ExRci/G6xx/fdYBu1yaXTiLGxkonEKDW8hgerTBebTJULHPjtr6FJ1IpteYtZfPRTwPfAnaJyDEReQdRK6I8cJeIPCAiH16q41+MUs3js/cN8947HiEguhm35jb3mcfcpqKXYmaUtiWg3vRptAzr82mKEwEW0JNLk0m79GbS2MZwouQjIRgTIlY0YB0h+GFIEIbnHLFUKdW5lrLV0BvPsvgjS3W8S1WqeXx+3xG++MhJ6jNu/kt527Ti19xjJIDNvQ5JW7AtmKj5lJsBrmNwk8Kx8TpNZl88sSBpCwZDKwxptGCsWqccZ2VSwBOnytww2LOEZ6SUWo10GOrYULHMd4+W8MPlGYRPgC4HHDvqaTyTDwyPeRwsNml4IT9w1Xq60g5Nz8cyIWL86e0eOl7moeNlHjlRoVQz9GTAFouTpeZ0EICoGOquR09y6MzSzKymlFq9Oj4QTM0DcO/BEYZOTXLkHLN+LaYNeSi4kLSEXCp66j+bjAXlRou7h0bJOIJjC9UgJJlMkj3L9g1gIOeyfSCHIQo2KYEeF9Z1JUknbP7xgeNn+aZSqpN19FhDU/MDZ1NJ1uVTlL0WExdQ2XuxGg1IuzBRi2YNyzpwZU+ak5NNirWQfAJ68ynC0OCHIX4YUqz7DPa4HDxdZ+wccxUDPHGmwZa+LD1Zi76sQzIZ5TeCIKDaaDFaWYYTVEqtKh0dCIaKZQJjeOzkBE+eKlNrBktaJzCl3Ipu9A27SX/WIWFb+EbozbrUvRoJC8ZrTcIwbrVkoOzBeL1+rkZL00LgzsdHydqQSob0xOVOfgihgb5caqlPTym1ynR0IDhVanKoOEGx6tOddVjX5VJtRBWxSykAjow1SSejyeSzLpwqQy2OQjbQ5YLnw8hFVlnUAmiUPIIgiOY59gxO0uItz9W5DZRSs3V0IJhoNBmt+eTdBLWmz0TDW/IgMMWH6crcZj26+U8JgInG7IHqkszoyzCPHtcilTBMVAyt0OA3QwYLaf7Li694xnDZSinV0YGg23VoegFNP+CB4XFGy4vZC2DhbMBJQMt/ukfxzCDgCtgWtBaQPNeC3qxDQkL80OcDr382t+zSQeqUUufW0YFgQ8FlW3+Oux49wZHRGn6bpm/2iZ74U0QBIGlHRTsO0TDV2XQCPwipVufv3ZZJQtZNUqo0yDo2Dx4d5479x3nq9ARYNlcMZHnp1Rv4Ph1qQikV6+hAsGMgz4PD45yc9PCDZ84ZsFwM0c0/m7IYrYbTT/4hUXFQo+lTXmCZ1VgT/FNlJClcvaGb/YfHKZabtMIAQ8gTp0pUmwHlpq/zHCilgA4PBKWaxz1DI5RrTRptyg1MmWgCzdmhyALSNlQaT/c+nhr2em7Qmjn5zWQAm7JwslSjVPNoeGAnIOPY9GSSVJotDp6eZGh9TscdUkp1biA4PFLh0/cdYXi0SnOhtbDLLJOChG3TikcwShAFAceBwI9nOQN6XZnuEV3xooDQ9OFMzXu6OawPnh9QqQcIhm19WR13SCkFdHDP4nuHihwfqzFSbixbS6ELVWqCCUPc+CoJ0TDYQWv2YHgGARFmTJOAa9uz+kRMDXXtGzg12cSyIOd27HOAUmqGjg0EB89UeOzEOAlL2p2U8xqtG1IObM7bJOwoGDRNdMOfSnmtERK0zPQ8yYUUpFMJZp6ZTzTfQQgEBvKpaOYypZTqyEfCUs3je6fK1P2AarPNlQPzCIGr1xW4bms3Dx0r8dTpCZI+9OQc9m7rpemH3PvkGarN6GL2ZqE7lwYjpAQ8M7s+IQQkgHw6qRXFSimgAwPB1PhCXW6CpGXTCNvTd2Ch0gK5TILdgz2s73Lhmg3sXJ9ndzyc9P7hMX702Vt44sQE3zk8zki1iS1Cud4ikxJaDYNF1DLJscAW6M7afOOJEV5wxQA3DPa29fyUUu3XMYFgakL3B4ZLJG2LdCqBWQUFY64DqaTNxoJLwoKP3fMUn7j3ELlUgpfv3sQrb9jMaLXJZQNdBMCBE5M0WgE9mQRNP8VTZyqcqYWkgFwKCjmX/qxLNmXzbw+f0ECglOqMQDBzlFHLgqbv893DYxwfP/conitF1YOxSoPb/+Mp7js0SsMPaDShhceTdx7kwMlJ/ueP7o6bgW6aDniVhk/OTXDwdIW/+dZhMIZkwqIn49Cbc/A8n2J55Z+/UmrpdUQgGCqWyaaSZFIJLAvueXyEQ2Mrta3QbL6Bg2cmOWLbVL2AegtSVjShTaMFX3r4DM/edpS3vWAHAIWM84y+AZf1ZzGhoRCPPNryQ7wQNua1jkAp1SGthioNHzcZnerR0ToPHhtrc4oWLgQqTUNx0qfaiqe3tCFp2zhWNEDdlx4+ec7v7xjIs2ewwHitxXi5Qa3mUZyoY4zwius3LddpKKVWsI7IEeTcBI1WSCZl8ejJSVL21NBuq0NtRocAH/Bb0WT2oYnGKKo2z90xrJBx+LG9W8m4Se5+4jQjdY/L+rK8du+g1g8opYAOCQQ7BvLsHx5j6MwkT5wYZ7zR7hRdukkvGrW0Lwtbe9Pn3baQcXjDTdt4w006F4FS6pk6omiokHFIJoR/3H98QUM5rxbZJKzvzvKm521vd1KUUqvYkgUCEfmoiJwRkUdmLOsVkbtE5Mn4356lOv5c//FkkXwqQV9u7VSQNlowVmnyp18+yAe//ASHRyrtTpJSahVayhzB7cCtc5b9d+ArxpidwFfiz8vi+FidY6UqZ0prp8mkbUdjDx0fq/K1x87wsbuHNBgopS7YkgUCY8zdwNzmOa8GPh6//zjwmqU6/kylmocfhoxXW9RXTx3xvHqyDt1Zl5RrM15vcqLc4N6hYruTpZRaZZa7jmC9MeYkQPzvuuU46FCxzC271lFurJ0KAgfoTttYIri2hQVMVD1GK2snx6OUWh4rtrJYRN4pIvtEZF+xeGlPuZWGz7WbCiTs+bddLTzgqZE641UP34BlCaEla6oORCm1PJY7EJwWkY0A8b9nzrWhMeY2Y8xeY8zegYGBSzpozk1wptygtUInoFmoTV1JCqmo7wBAM4CjpSYjkzVsS+jPODx/x6X9VkqpzrPcgeCfgbfG798K/NNyHHTHQJ6nzlSxV2z+Z2HGKi1sS1jXZZO1IRP3ApmowzWbuvnZ77+CfYdGedWHvs4Lfu8uXvWhr/O57wy3N9FKqRVvyTqUicingRcD/SJyDPht4PeBz4rIO4AjwOuW6vgzFTIOm3vSdGWESnl11hYL0axkYWAIEjbXD3ZhjKHheYzXfd736hv48qMn+cCdB8i5NutzCSa8gA/ceQCAH3+OdiZTSp3dkgUCY8wbz7HqpUt1zPPZUHAxYgGrs8K4P20zUQ8IQrCsgCdOjuMFYELY1udSyDh8/FuHyLk267qinsbrXIA6H//WIQ0ESqlzWuWFJQtXnGxwcnJ1BoGeFGzuTXPt5hw+cHIiwPPABOCFMFZr8aWHjzNebdHtzL6k3Y7FeHWVV44opZZURwSCUs3jU/cdaXcyLtpEE4IwYMe6PPmU4AiQADcF12/KM9iX5ZPfHqYnm2TCC2d/1wvpySbPvmOllKJDAsFDR8Z54mSp3cm4aCHw8Mk6X330JMWqISGwtSfN3m39bOzNUEhZjFaavPV5l1FpBJyZrNNsNDkzWafSCHjr8y5r9ykopVawNT/6aKnm8YWHTzBaDeffeIUbi/uKBQaOjNfxQ8NlfTlKzZC+XGq6HuDj3zrE6UqLnmySd73oCq0fUEqd15oOBKWax91PnuHgaJXVHwaeJhaEPpwcb2AJGIT/8sLLgah1kN74lVIXYk0XDX3ze0X+c2iE46NrZyA2C9i1Pk/SjjqUJSyLX/3BXdx6/eZ2J00ptUqt2RxBqebx5SdOUm0EnCyvztZCZyOAnbAY7M2QTSX476+85hlzFCul1IVYszmCB4+OM171maivraaTA2lo1D0qXostvWn6sql2J0kptcqt2UDw5Oky67pSjFXXzmicfS5k0i5iW/zQdZt4xe7NjFab7U6WUmqVW7NFQwDphJBzV/cpDnYlufHyPpIJi72DPVy75elJ3cIwZLy2dgKdUqo91myO4Ir1eUr1gK7U6h17erA7yfN29jNYcBksZOjLzy4GarTCVR/olFLtt2YDwbMGe3CTQiblsNpCQT4BG3IJdm/poRXCZN0n7yYYKlY5NVEjDENqTZ9qs8WOgfwzvl+qedw/PMo3Dpzm/uFRSpprUEqdx5p9nCxkHJ69rZ/HT62+HsU518ZJ2HhhyPZ8hqdGahwaOc367jSlSoPrtvSyoZBiz7ZeCpnZE9FM9Z0oVVoEJsQWi+OlOi/aue4Z2yqlFKzhQABwxfosqYTwGTm6auYqTgKjlYB1ecOBk5PUWgEDWZe0Y9FoBZypgMGcs8nog0fGOT5WoyeTioKJbzh4ukyx1OCKDXlyboIdA3kNCkqpaWu2aAiiCWlOl5vkM6uncMgnGijbdZI0WgGeH5KwhVTSJmnb9GYSfOepkXN+/8nTZbpdB9exsSyLwBhKFY/hsSo9GYcggP3DY1pcpJSatqYDQSHjsKWQpiezekbfNEA6AX4g9GQcGk2foWKFUxMNjDEkxKIZnDt7IyKIPL3+TLkxHUQsyyKTSpBNJRkqlpfhbJRSq8GaDgQQTUjjOqurBKwnk2TXhhw5N0HDD/B8H88PqTZbnKk0uGJd7pzf3bkuR6nu02gFhGHIRL1FMwzZ2p+e3sZNWlQa/nKcilJqFVjzgWDHQJ7hkVU21pAI/V0pdq7Pk7SiYq2ca2NZQmDgZddsOOdXb9jaw5ZCGi+IgkBCoJBOsnN91/Q22uxUKTXTmr8bFDIOzVXS+VaALhtCE3D/4TG+/8r1vOTqddS9gIZv6HIttg3k2d5/7hxBIePwwl3rGCqWqTR8Lu/PMVlvkRCLMAxptEJOT9TpSif5xoHTWnmslFr7gQDAShDVwq5wmwtJBgs5mq2Asufx0IkSP//SK8m70U261vSxF1DvXcg4s1oVlWoeQ8Uy4zUPMWAsSDsJ3KRFoxWyf3jsrE1RlVKdoSMCQcaB6goPBC6QcZKUmx7dGYeElaTpG+wZT/LVZos923oveN8zA8P9w6O4ToIgDDlwqkqtFSAGLBnnlqvWL/JZKaVWgzVdRzDVwzaZWPmn6QNhaLBFSNsWRoQuN0Hd8xmvedg2i/LUXmn4tHyfJ06VCUJDPmWTsIQHj45rk1KlOlRb7pAi8isi8qiIPCIinxbsvuLeAAAgAElEQVQRd7GPUap5UXv5agvHXrnNR6dKekLAIiAMDaVaC9uyedk168mlE9yyaz03butblKKbnJtgqFgjnbSn+xpYtlDIpbRJqVIdatkDgYhsBn4R2GuMuY7oXviGxT7OULFMNpVkrObRClZuuZABcjZ0uTBWa8Xt/i1euXsD120uLHozzx0DecbrHsaEcZFTQN0LuLw/q01KlepQ7aojSABpEWkBGeDEYh+g0vDpyTh87+QExydX7gxlIZBKQn/OZUtPjh0bMlze30W95XOm3KAnu7gVuIWMw54tBQ6P1/CaARnHZtfGPAmxsLWuWKmOtOyBwBhzXEQ+ABwB6sCdxpg7F/s4OTdBoxXywJHxxd71oqu34JotPWQdC88HJyE0WsJQscpPbF/8aShv2NpDYAzZVHK65dDFVkQrpVa/dhQN9QCvBi4DNgFZEXnLWbZ7p4jsE5F9xWLxgo+zYyBPtdni9ETjktO81CxgsDdDEEK57nF6okkmZbOlkF6SJp2FjMOebb3YNotaEa2UWp3aUTT0MuCQMaYIICKfB54PfHLmRsaY24DbAPbu3XvBY4dO3exCSy49xUusFsBEvUU2ZXPFujyWJfRnXbqzS3d55vY1UEp1rna0GjoCPFdEMiIiwEuBx5fiQIWMw9UbuubfcAWwgU2FLD05BwGGRibPOumMUkottmUPBMaY+4DPAd8FHo7TcNtSHW/3lu6l2vWicS3Y1p/FsqDcaJF2LDZ1Z7WoRim1LNrSasgY89vAby/HsaJMx8qWTEC56ZF1HK7cELfgWT1TKCilVrnzBgIRKRM1dT8rY8yKLncp1Tzu/t6FVzQvJwfoySX5woMn6c873PfUCFdvyvPqZw22O2lKqQ5x3kBgjMkDiMjvAKeAvyEaJPPNwIovwB4qljlWqrY7GefU48DO9Xl84OR4jYl6k/VdabKuzbefGqWQcbR4SCm15BZaNPRDxpibZ3z+CxG5D3j/EqRp0Rw8U2FyBY0215WM2/AH0JNJYAQOFauMVZu0goBUIsGVG7rpcpM8cnScjd0ut+y6sIHgpkYarTR8HWJaKbUgC60sDkTkzSJii4glIm8mmlp3RXuqWD5PwdbyyiQglRB2DeTIOIIxMHSmSrMVEAQBYQg1z8cSyLo2CcviydOzx/6ZGkTvGwdOc//w6DMGiZsaXykKNDo/sVJqYRYaCN4EvB44Hb9eFy9b0Vo+NFZAuOp1oS/j8JKrN7JjfRfZVJJHj5fIOBZu0iYwgiWwscvlzGSDcj0acfTgmcr0DX8hN/mp8ZUyqYTOT6yUWrAFFQ0ZYw4T9QZeVZIJaLU7EUDStsi4FoVcEiPwrK09HDg1SRCGZBybrnQCWyz6cw6jVQ9Dhe50iqs25qdv+JYl0zd5gEwqiuFDxfJ0x7Cp8ZVmcpMW45ojUEqdx4JyBCJypYh8RUQeiT/fICK/ubRJuzSlmsdEbSWEAai3QrpTSRwrwfBoBSchbO3NsLErzd7L+njJVevZNpCjHhiarYD1eZcd67JcuaFr+qn+ydNl3OTsyzV3Evqp8ZVm0vmJlVLzWWjR0F8B7yF+wDbGPMQSDB29WGbORdBuFuCHUGsFOI5Fyk5wbLzOVZu66Mmm2Nid5rotBW7aXuDygTzPvbyXZ23rYc+2HrriKSqnAsB8N/mp8ZVqTZ8wDKk1farNlvZQVkqd10IfFTPGmP+c0zlr5TTHmWN6LoIVEAhCIAzgyFiNk6Ua3akEo1WPF+1azw9ck+aRExOcnGjQl0vx8zdsYbTaJAiYLgKC6IZ/xfroJg+cc8TQqfGVpuYnzrkJHUxOKTWvhQaCERHZQdwGR0R+HDi5ZKm6RFNl5bXWyigbT9kQGrjrkZOkEjZ9OYdtvRmu39zNm26+bNa2hYzD/uEx4Ow3/Plu8jqYnFLqQi00EPwc0XhAV4nIceAQUaeyFWmqrLzbdYBaW9MiQCDQnbbwfKHebNG9LssDxyYoVjze9oLL2d6fm95+vqd6vckrpRbbQgPBsDHmZSKSBSxjzIpuj7hjIM/+4TH6cu0vEnEAvwV1OyRhQSqVpN4KaQU+jxyf5F8eOM4vvGzXrO/oU71SajkttLL4kIjcBjwXqCxhehbF1FN1YNrfm6xJVJni+dAKodlqMVbx8IMQTMh/Hn5mxzCllFpOCw0Eu4AvExURHRKRPxORFyxdsi5dIePQ9ML5N1xiCSCbhIoPEw2wxMZNWhgD9ZaPCeELDx8/Z29hpZRaagsKBMaYujHms8aYHwP2AF3AN5Y0ZYthBYxAHQKhRD90CHh+QEKEmh8QGkHEUKkHOiSEUqptFjwxjYjcIiL/P9GEMi7RkBMr2pbeTFuPL0AmCX1Zhz43XmZBYAyFdJINXSnWdWXoyTk6JIRSqm0WVFksIoeAB4DPAr9mjFm5YzvHSjWvLQPOOUR1AgZIAZZAKmkjksKyfbb1Zrl2c4F8JsGJUo28Y7O5Jz39fR0SQim13OYNBCJiAx8zxvzOMqRn0QwVy9Rayz/inAGSRF2whWgu4roXIGK4amM3V23Mc/lAjlLNI5NKsmewb7oHMSx8SAgdbloptVjmLRoyxgTA9y9DWhbVqVKTU6Xl70PQIsoRpAUQmIpFL9q5jluv3wACZ8pN8ukkP/7sLeTT9gUPCaHDTSulFtNC+xHcKyJ/BnwGmC4WMsZ8d0lStQhOTNTww/bUFgdA3cCV61wuH8jjByFPjVTxQvihazbSn3dotEJGKx6XDeQYrTYvaEiImcNNw9lHIlVKqYVaaCB4fvzvzOIhA7xkcZOzeMarTYKwfc1H8ynwWgbbsnASCUqNOqcnaqRTVlwxHN28R6vNC75563DTSqnFtND5CFZd0VDNC8gk7bYdf6IJmWRALpVgU2+GMAypej7HxmtcvfHpUUUv5uY9NYTGVDABHW5aqbVkuesAFzofwXoR+YiIfDH+fI2IvONiDyoiBRH5nIg8ISKPi8jzLnZf59Kfcyk1W6QWe8cXoNryGR6tcqhYZbTaJGUJNe/pCuyLvXnrcNNKrV3tqANcaD+C24F/BzbFn78H/PIlHPeDwJeMMVcBu4HHL2FfZ3XD5m6yiQR9ufblCppNqDV8giBExMIHGotw854aQsO2YbzmYdvocNNKrRHtmHJ2oY+j/caYz4rIewCMMb6IXFTbTBHpAl4E/HS8Lw9Y9FB3w9Yedq7PcrRUI6q+XV4JouajPoakBc/d0UuzFZKwrUWZK0AHplNqbWpHHeBCA0FVRPp4ej6C5wITF3nMy4Ei8DER2Q3cD/zSYndSK2Qc9l7ez2PHJxgeby7mrueVFuhKQyHrcvPlvWzty5NxbDZ2uwSh4ZZd65c1PUqp1aMddYALLRr6b8A/AztE5JvAJ4BfuMhjJoBnA39hjNlD1Bz1v8/dSETeKSL7RGRfsVi8yEMJA13uRX73Yo8IIpByHHpyLlv7cty4rZerN3bj2LZW6CqlzqsddYALHXTuu8AtRM1Ifwa4Np63+GIcA44ZY+6LP3+OKDDMPeZtxpi9xpi9AwMDF3WgiXqTSW95i4UMUSDwAh/jG/YPj/PYiXFOT9S1QlcpNa921AEutNXQ64C0MeZR4DXAZ0TkGTfvhTDGnAKOisjUbCwvBR67mH3NxxaL0+P1hY+stwgsoJC28AOL/q4UgmG82mLoTIXLBnJaoauUmtdUHeAtu9Zz47a+Jb9vLLSc4r3GmL+P5yD4IeADwF8AN1/kcX8B+JSIOMBTwNsucj/nFZiQdMombUN1iTMGVvzKuoJYNlkHRmstbtnZz/ftXEet6XN4NGpGquMDKaVWkoU+LE/dRl9BVLb/T0QDbV4UY8wDcbHPDcaY1xhjxi92X+fT7TpknARL1a/MAbLxvgVIJSDjWNRaARtyKRwb+uM6Ci8IePDoOKVqi9OTde5/aozPfecIh0dW/IRvSqk1bqGB4LiI/CXRHARfEJHUBXy3bTYUXDb3pUksUf1syoGca5ERSEg010BPOsWV6/N059LkUsnpIaYPFaukEhZHxmqERujvSpGwLe585JQOFqeUaquF3sxfT9Sh7FZjTAnoBX5tyVK1SHYM5Mkmkwsu/7pQqQQkEzZb+lwKGYvNBZe0Y2NbwmTN4wVXDJBzEtSaPuPVJqmERdqxcZM2lmXRlU5gMDoRjVKqrRY61lBNRA4DPywitwLfNMbcuaQpWwSFjEM6KTQWuX5AiH+40OKajT1ASK0ZEGDYVEjTm3HY2O2yuSc93Xls99YeDpyYpDv99Iionh/NVFZp+IubQKWUugALnaHst4DXAZ+PF31MRP7eGPO7S5ayRXJktA5AxoLaIgxGagNpC6wEXLYuxxXrM3S5DgbYvbUwPclMrelj21GuZGrwqGOlOr4J2NCdwfMN9VbAYG9a+xYopdpqoXegNwJ7jDENABH5faK5i1d8IDg2VqOQTjLcbC3K/pICjRAKSZubLuvBdRIkbYtdG/OzZhpzkxZHx2pM1lpkU0kGezMEAXzz4Gm8EDbmXQZ709gi2rdAKdVWCw0Eh4kmrG/En1PA0FIkaDGVah4+IU7SwiaaOexSJIAwngd5sNulGRhu2lIg5yYI5hQ/NVohEw2PgXzX9AQyl6/PkXMTnCrX2FBIaxNSpdSKcN5AICJ/StRZtgk8KiJ3xateBtyzxGm7ZEPFMtds6ObRE5NEp3Bppu7XfTmH7QM5Jqo+k7UW2/qyHCpGzUDdpEWjFVJttuhOp3CTs+vj+/MOto2ON6SUWjHmyxHsi/99DPgKEBL1KfjaUiZqsVQaPi+9Zj3HS3XcJFQuoXSoz4W+rEsrDBnsydGddtg+kGd9d5rRapM923oZKpZnjSw6VCzrBDJKqRVvvjvS3wL/C3g7MEzU3HQQ+Bjw/y5t0i5dzk2QTibYe1kflbrH907Vpsu2LkTWhl0bC5QbLTbmXJK2cLzUYF13Gi8ICFrmrMNC7xjIs394DJidU9izrXcRzk4ppRbHfP0I3g/0AJcZY26MRwu9HOgG/nCpE3eppkbxyzoWfTmXDb2pC+oFlwT6UvC6vYP879fu5qpN3RBadLlJtvakOD3R4DuHxjDn+L5OIKOUWg3myxG8ErjSGDN9rzPGTIrIfwWe4NJmKVtyUzfih46XqLV8TBiSsqC+wGakIbChO81Vm7sYrTbZMZAjk7Tpch2SSaHS8Bmt1BF6zpsGnUBGKbWSzfeAbGYGgRkLAzjng/CKUsg4ZJ0Ez985QMZJkriALEEhAzs2dEEIp0pRz+Cd63JYNlSbPqmExcbu7NIlXimllsF8OYLHROSnjDGfmLlQRN5ClCNYNWqNgK39OSYbHvVJ/7xNSdMC+bQwkEuza32OUt2n7PmkkjYJ2+Ky/hwADS/A87XyVym1us13B/s54PMi8naiKSUN8BwgDfzoEqdt0excn+fAqUmarRal6vmDAEDdQFgzZFyfI6N10klhaLROXzZJwra5akOWTNJhouGxuTejHcKUUqvaeQtKjDHHjTE3A79D1KnsCPA7xpibjDHHlyF9i2L3YA9JEQ4Wq8/o+HU+k1WPew6OcPB0hVzK4tpN3WAMjx4vM1ZvcM3Gbl60c51W/iqlVrWFDjr3VeCrS5yWJVPIOIRi6Ms4TFY8zjfGm0M83aQV9SKuNj1GazbXDhYY6EqTd5O0AsM1m7u0ElgptSas+DkFFkulEdCbdXCcp0f/nDr5udHQTYIlUPfikUZti219Ub2Ak7DwQ6Mjhiql1oyOqeW0baHaDOjLujT9Oi0f/DB6+reJcwGAm4J0MgGhwSck4yQY7M1Ojxfk+SEJS7SCWCm1ZnRMjmDPYA9Vr0UmaZOybYyJBqFLxZMNO0A6AZYBEwTk0gn6cmm29+XYUkhTa/jUmi1KNZ9COqkVxEqpNaNjHmuvHyxwaqLGoycm6Ws5IB5OK6o5zqdtbMvGtYRaK6AZhriJBN+/q58fvH4T47UWT56OZhG7alOeZw32aAWxUmrN6JhAsGMgz4lNPXRnXArpBJWmz75D4yDQl02yqSdL0w8YqzSxLYu3v/Bytsf9BSAaLbRU8xgqlnnw6LgOIa2UWjM6pmiokHF44a51XLuxi5oX0vQDrt3SRTppkUol6E4n2dyT4Yr1Xdyyax2j1dnDVpdqHvuHxwgC6Mk4BAHsHx7TieeVUqte23IEImITDXN93BjzyuU4ZiHj8KKr1nPD1h72D4+RTSVJWMJkrcXjJya5cmOeXRvz5JwE43Nu8EPFMtlUcrrSeGpo6aFiWZuRKqVWtXYWDf0S8DjQtdwHnnlTH+hK4zo2TDY5OlrFAuqej21bs4p/Kg2fnjnFQG7SekbAUEqp1aYtRUMisgV4BfDX7Th+peFPzxzWnU7y5KkKQWBotgIeP1nme2fKDBbSs4p/cm6CRmv2sKU6yYxSai1oVx3BnwC/TjTS87KbeVOfqHvsXN9FwoZSw6eQTXDtpgKTzYBMKkE2lWSoWJ6e26DW9AnDkFrTp9psaTNSpdSqt+yBQEReCZwxxtw/z3bvFJF9IrKvWCwuahpm3tQrjRZuUljXleHazd3sXJenkElSi5uWukmLSsPXSWaUUmtWO8o1vg/4ERF5OeACXSLySWPMW2ZuZIy5DbgNYO/evYs698HUTX2oWCYIodwIcJMWI+Umk3WPgZxL3k0Cs4t/dJIZpdRatOw5AmPMe4wxW4wx24E3AF+dGwSWw9RN/WXXbIhmLzOwrTdNqerz6IkSXSlbi3+UUh2hY/oRnMtotcn1m7vJujZGhKs35rlyXZ6jpboW/yilOkJbm7wYY74OfL2daag0fNblXTZ0Z6aXhWHIeM3TYiClVEfo+ByBNgtVSnW6jg8E2ixUKdXpOj4QaLNQpVSn0/IPtFmoUqqzdXyOQCmlOp0GAqWU6nAaCJRSqsNpIFBKqQ6ngUAppTqcBgKllOpwGgiUUqrDaSBQSqkOp4FAKaU6nAYCpZTqcBoIlFKqw+lYQ8DhkQr3DhUZrXj05Ryev2OA7f25didLKaWWRcfnCA6PVLhj/zG8lmFjt4vXMtyx/xiHRyrtTppSSi2Ljg8E9w4V6Uk7FLIOCdumkHXoSTvcO1Rsd9KUUmpZdGzRUKnm8c2DRf7228N4vk86mcBN2GTTSXrTNl0Zt91JVEqpZdGRgaBU8/jSIye598kiLT+gFRjGqg2SCZtNoYEgwVg14PBIResKlFJrXkcWDQ0Vyxw8M4kxwhXrumh4AQlbsAgZr3uUfcM1m7u1eEgp1RE6MhBUGj61ho9lhRSySfJph6QFfmAwIezoz7C9P8NoxWt3UpVSasl1ZNFQzk2QcROUGyF+AIV0EjeZwLKE7nSC9d1pKo2AvpzOW6yUWvuWPUcgIoMi8jUReVxEHhWRX1ruNOwYyHPFui5EDGOVBo5tcWayxshkA8KQIDCM1z2ev2NguZOmlFLLrh05Ah/4VWPMd0UkD9wvIncZYx5brgQUMg63XreRvJvgy4+d5sxkmW19OfJugmzKYbLe4sf3btGKYqVUR1j2QGCMOQmcjN+XReRxYDOwbIEAomDwihs2s6HbJQggk3r6p6g1fVqhmf5cqnkMFctUGj45N8GOgTyFjBYbKaXWhrZWFovIdmAPcN9Z1r1TRPaJyL5icela71QaPm5y9s/gJi0qDR+IgsD+4TGCAHoyDkEA+4fHKNW0IlkptTa0LRCISA74B+CXjTGTc9cbY24zxuw1xuwdGFi6svqcm6DRCmcta7RCcm6UQxgqlsmmkmRSCSzLIpNKkE0lGSqWlyxNSim1nNoSCEQkSRQEPmWM+Xw70jBlx0CearNFrekThiG1pk+12WLHQB6YP8eglFKrXTtaDQnwEeBxY8wfL/fx5ypkHPZs68W2YbzmYduwZ1vvdB3AfDkGpZRa7dqRI/g+4CeBl4jIA/Hr5W1Ix4LMl2NQSqnVrh2thu4BZLmPey5TlcHZVJKejEOjFbJ/eGw6VzCVYxgqlhmveeTcxKwcg1JKrXYdOcTETPNVBmvTUaXUWtfxBd2Vhk/PnBu7m7QYr3mUah7/ceAMpXoLPzQkLOHEWJ0X7lqnwUAptWZ0fI7gfJXBDxwd53ipQdKOxiBK2sLxUoMHjo63KbVKKbX4Oj4QnK8y+ODpMl1pG9eJio1cJ0FX2ubgae1DoJRaOzo+EMzXfBQzp1577mellFrlOr6OAKJgcOO2vmcs37k+z2PHS1iW4CQtvFbIRL3JNZsLbUilUkotDQ0E57F7sIfJhs94tUm91cK2LLb05dg92NPupCml1KLRQHAehYzDC3cOaPNRpdSapoFgHucqNlJKqbWi4yuLlVKq02kgUEqpDqeBQCmlOpwGAqWU6nAaCJRSqsNpIFBKqQ6ngUAppTqcBgKllOpwGgiUUqrDaSBQSqkOp4FAKaU6nAYCpZTqcBoIlFKqw7Vl9FERuRX4IGADf22M+f12pKNU8xgqljlVanBqosHxiSpPnqowWW/RnU7ynMt7edXuLWzvz8363uGRCvcOFRmtePTlHJ6/Y4BCxtHhqpVSq9Ky5whExAb+HPhh4BrgjSJyzXKno1Tz2D88Rqna4tBImf3DY9zzxBmGRys0PZ9yo8W3hkb52D1PcXikMv29wyMV7th/DK9l2Njt4rUMn77vCF966ARBAD0ZhyAg2nfNW+7TUkqpC9aOoqGbgIPGmKeMMR7wd8CrlzsRQ8Uy2VSSsZpHtRlS9nxagJtMkM+62JZFQoSRise9Q8Xp7907VKQn7VDIOiRsm0LWwQsDhooVMqlokvtMKkE2lWSoqJPcK6VWvnYEgs3A0Rmfj8XLZhGRd4rIPhHZVywW566+ZJWGj5u0qHkBfhjS9AMIDSJgW2Di7VpBwGjl6Sf70YpHzrVn7cvGUPWCWcvcpEWl4S96upVSarG1IxDIWZaZZyww5jZjzF5jzN6BgYFFT0TOTdBohWQcm4RlkUrYYAnGQBA+ncikbdOXe7qsvy/nUGnMvukHCFlndnBotEJyrk4Ap5Ra+doRCI4BgzM+bwFOLHcidgzkqTZb9GYcsimLvJMgCTRaPuVqgyAM8Y2hP64MnvL8HQOM1z1KVQ8/CChVPRzLZsdAjlrTJwxDak2farPFjoH8cp+WUkpdsHY8sn4H2CkilwHHgTcAb1ruRBQyDnu29TJULHNZf550Msm6Qmq61VDePXuroe39OX50zxbuHSpycqJBX87hjTdvnW41NF7zyLkJ9mzr1VZDSqlVYdkDgTHGF5GfB/6dqPnoR40xjy53OmDGxPTbLux72/tzz2hSCugk90qpVakthdjGmC8AX2jHsZVSSs2mPYuVUqrDaSBQSqkOp4FAKaU6nAYCpZTqcGLMM/pyrTgiUgSGl2DX/cDIEux3KWhal4amdfGtlnTC2k/rNmPMvD1yV0UgWCoiss8Ys7fd6VgITevS0LQuvtWSTtC0TtGiIaWU6nAaCJRSqsN1eiC4rd0JuACa1qWhaV18qyWdoGkFOryOQCmllOYIlFKq42kgUEqpDtexgUBEfkVEHhWRR0Tk0yLitjtNU0TkoyJyRkQembGsV0TuEpEn43972pnGKedI6x+KyBMi8pCI3CEihXamccrZ0jpj3btFxIhIfzvSNictZ02niPyCiByI/27f3670zXSO6/8sEfm2iDwQzzJ4UzvTOEVEBkXkayLyePwb/lK8fEX93zpPOpfs/1VHBgKR/9vevYZKVYVhHP8/ZIWmZhe0EsEwL5WYlwIprTSTirLLp6IoMYgsKLvYBSPyU5JREBFFBMfSontJEWV+0ArtZt5CySKzzC4UmJiV2dOHtbTjcfaxY57Zm/b7g2H2zOwz8zjMmnf2Gudd6gvcAJxseyipHfal5abaTQtwTpvr7gAW2h4ILMyXq6CFPbMuAIbaHgZ8BtzZ7FAFWtgzK5L6AWcDG5odqEALbXJKGkda23uY7ROB+0vI1UgLez6n9wEzbQ8H7s6Xq+BP4BbbxwOjgeslnUD1xlZRzk4bV7UsBFkXoKukLkA3SlglrYjtxcDPba6+EJiTt+cAFzU1VIFGWW2/ZXvngs1LSavQla7geQV4ELiNBkumlqEg51Rglu3f8z4/ND1YAwVZDfTM24dSkbFle5PtZXl7C7CGtF56pcZWUc7OHFe1LAS2N5I+UW0ANgGbbb9Vbqq96mN7E6QXCtC75Dz/1hTgjbJDFJE0Cdhoe0XZWfZiEDBW0vuSFkk6pexA7ZgGzJb0NWmcVeWIcBdJ/YERwPtUeGy1ydnafh1XtSwEeQ7wQuBY4BjgEElXlJvq/0fSDNJh7ryyszQiqRswgzR9UXVdgMNIUwXTgeckqdxIhaYCN9nuB9wEPFFynt1I6g68CEyz/UvZeYoU5eyMcVXLQgBMAL60/aPt7cBLwKklZ9qb7yUdDZDPKzE1UETSVcD5wOWu7o9VBpA+DKyQtJ50qL1M0lGlpmrsG+AlJx8Af5GakFXRVaQxBfA8UIkviwEkHUh6c51ne2fGyo2tgpydNq7qWgg2AKMldcufqs4izcNV2XzSACOfv1pilnZJOge4HZhk+9ey8xSxvcp2b9v9bfcnvdmOtP1dydEaeQUYDyBpEHAQ1e2a+S1wRt4eD6wrMcsueaw/Aayx/UCrmyo1topyduq4sl3LEzATWAusBp4CDi47U6tsz5C+u9hOenO6GjiC9D8a1uXzw8vO2U7Wz4GvgeX59GjZOYuytrl9PXBkFXOS3vjn5tfrMmB82TnbyToG+BhYQZrbHlV2zpx1DOmL7JWtXpvnVW1stZOz08ZVtJgIIYSaq+vUUAghhCwKQQgh1FwUghBCqLkoBCGEUHNRCEIIoeaiEIRakLQjd8NcLen5/Kvifb2vMyW9lrcnSSpsUiapl6Tr9uEx7pF0675mDKEjohCEuthme7hTt9k/gGtb36ikw+PB9nzbs9rZpRfQ4UIQQjNFIQh19A5wnKT+uef7I6Qfactdc+kAAAHeSURBVPWTNFHSEknL8pFDd0i/6sy94N8FLtl5R5ImS3o4b/fJfeJX5NOpwCxgQD4amZ33my7pw9xXfmar+5qR1xt4GxjctGcj1F4UglArue34ucCqfNVg4EnbI4CtwF3ABNsjgY+Am5UWLXocuAAYCxT1InoIWGT7JGAk8Cmpt/0X+WhkuqSJwEBS/53hwChJp0saRVoTYwSp0FS5u2j4n+lSdoAQmqSrpOV5+x1SL5djgK9sL83XjwZOAN7LjT0PApYAQ0hNCtcBSJoLXNPgMcYDVwLY3gFsbrDa1cR8+iRf7k4qDD2Al517yEia/5/+tSF0QBSCUBfbnFbM2iW/2W9tfRWwwPZlbfYbzv5btEbAvbYfa/MY0/bjY4TQITE1FMI/lgKnSToO0noFudPnWuBYSQPyfpcV/P1CUi9+JB0gqSewhfRpf6c3gSmtvnvoK6k3sBi4WFJXST1I01AhNEUUghAy2z8Ck4FnJK0kFYYhtn8jTQW9nr8s/qrgLm4ExklaReq+eaLtn0hTTaslzXZaCe9pYEne7wWgh9PShM+Sukq+SJq+CqEpovtoCCHUXBwRhBBCzUUhCCGEmotCEEIINReFIIQQai4KQQgh1FwUghBCqLkoBCGEUHN/A2myeCGmSl5wAAAAAElFTkSuQmCC\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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ppdRqicg9xpgDSy3XsSsCY8zrF5n1wk7ts9dWc1DXM3+lVK+t25vFG81sq+FULMJAMkq9GXDo5NSKy/bnJ5Oa6/GFB85zfLJCOurw3Bu28LKbt+lVg1JqzWgXE2tkNF8iFYuQjDlYlkUy5pCKRRjNl5ZeuWV+FxRHz87w+597hNGJMsOJKAL866ExPn7w1JxuKZRS6kpoIlgj5bpHPDL37YxHrBX1DzQ/mdx7cgrHgphjk0xGGcjEGUhGOHS6uKIEo5RSl6OJYI2k4w715tz+gOrNgHR8+aVv85NJodokZoNnHm9TnIrblGpN7YBOKbVm9B7BGtmXy3DoZFgBarFGYIdPT/Gp+8+SL7nkMlFecct2bt31+PzZZJKMhclgIBnh1FSTvujjNbsqdZ9MIrKiBKOUUpejR5M1kk1G2b9ncNFGYIdPT/H+rx9jIBljZzbOdN3n/V8/xstvrvHohTL3nZqiGcBAOsoLrhvh6lyap+wZ5NhElYbnU626NPyAYs3jhU8aYV8u0+NXrJR6ouhYO4K19ERoR/CeTz9AvWkYzsQuTjt+ocTD52cYTEcZSIQJY6Likk1GeN71W7lmS0prDSmlVq3n7QjUXPmSy85sfM60qWqDsWKVQtWlGUDUFqK28Mh5l++dLnDDtiwvvmkr73zpk/TAr5TqGL1Z3CW5TJTpuj9n2snJKtMNAEPcFmaqTY4XXEo1wEChUuejB8/wsXu0uqhSqnM0EXTJK27ZTqHaYKLUoNn0mCg1yJca9EUg6jgEIszWA2oC/ckYw+kEMQfuO1XQ6qJKqY7RRNAlt+4a5G3Pvpp4RDhTrBOPCNv6EwylItRdn5rbpNlWI3Q4E8eyBQGtLqqU6ii9R9BFt+4anFNd9Pz0QSZnXKbrTc5MVwGDBfTHIRV38L0AA1pdVCnVUXpF0EOvPbAL1wRsG0jwjN1ZtvTZOEAyYjM1U2OiXKPhwW27B7S6qFKqY/Q0s4eefe0WAD78nyc5NlVnx0CK2/fEODNV40Kpzu6hNC+/dbtWF1VKdZQmgh579rVbSEQdfB+SbUNWVhseto12Ua2U6jhNBB12+PQUf/WNYzxwZhoDPHlnP2951tVz7hWU6x4D88744xGLglYZVUp1gd4j6KDDp6f4nc8e5b6T08QiFnEbDp6c4nc/e5TDpx8fmG0tOqxTSqnV0kTQQZ+6/yxT5Qb9iQj9yRj96QTJaIRHzxd59yce5MPfPs6JiTL7chkqjSbVhkcQBFQbHpVGU28QK6W6Qk85OyhfcvGCgGTUBuBCscrxyQYBcL4yQ7l5nPtPTfNjL7jmsh3WKaVUJ2ki6JBi1WW66nJhus74dB3bgsn63GWOXqhxpjDG2HSVd7/qVr0xrJTqCU0EHVCsuvzGv97PNx6ZpL5E565lFx6bKPHPh87wA/t3kk1G54xZvC+X0SsDpVRHaSJYI+2DzoxemOHw2QrL7eB7uuwxWarzv/7pPsZnapQaTaKWxbb+JPu2ZXjj0/fMqWWklFJrSRPBGpg/6Myn7ju37CQAUPHg774zBkCM8A5+PeLjFUuIZfH+bxznf74oyt7h9Jz1ilWXD3/7GP923znKDZ9t/TF+9NlX87JbdqzZa1NKPfFpIlgDn7r/LBMzdb728AVKdbiS7uF8wABxC4yxKNbqDNSjfHM0PycRFKsuf/nVR/jYPWeJ2OAInJ6q8p5PHwHQZKCUWjatProGvjM6ycHj01ecBCBcPwBqLgTGUHUD4g5Mluc2LhvNl/jikXFsC/oSMVLJGH2JGK7v88GvH7vCKJRSm4kmgjVwbLyMy5UngVkeUDfhlUHUgUw8ylB67g3jct1jqtIgFbGwbcESwXGEuCWcC0e7UUqpZdFEcIVOTJQpNzuz7XLNYBmLqXqTm7f3z5mXjjvEojb14PEWySYIi5bSMbszASmlnpD0HsEV+uR9Zzq27aGMxbVb+9iVTfDQ2AwPnZvhyNg0Dd+wI5vgSVv6uOdUAagTsy1qzQDPh1c+fVvHYlJKPfFoIrhCh09NM5iEfHXtt/2kbYM89/oR6k2Pb45OMFN3uXakj2QUzhUbDKXj3L5nkKPnp5mueQymIrzwSVv44adfvfbBKKWesHqSCETkncDbCIvB7wd+1BhTv/xa60d7m4HDY5NUOhR5YAIeOT/DY+MzHD07TSIaJRWLsHsozVDa5uHz0zx8YZpyzcMA2WSaZ16T0wZoSqkV6XoiEJEdwE8DNxpjaiLyEeB1wN3djmU12tsMDCUdAiNUg5W0Gli+rzw6ReTRKfoTgtuEqO3xyPgMpVqTph9w74lpmkAEaADfOjHNg397kNfevoM3P+uaS9odKKXUQnpVNOQACRFpAkngbI/iWLFP3X+WgWSM4UyME+NlMjGHiQ6OG9AEJmrhWMZ2M2B6ss7x8fqcGkrtdYRKLvz7kTwRx+H1T9+ryUAptaSu1xoyxowBvwecAs4B08aYz89fTkTeLiIHReRgPp/vdpiLypdc8D2+d3KKLx45x/FCdwaPCYCiC1V/8Wqq0vq/WHVpeoZvjq6f900ptX51PRGIyABwJ3AVsB1Iicgb5y9njLnLGHPAGHMgl8t1O8xFRWw4dHqGs8UqxXVWXd+0/S/WpY3QlFJqIb1oR/Ai4LgxJm+MaQIfB+7oQRyrMpyK4ZmAU5O1i2fg6006YmECLmmEppRSC+lFIjgFPENEkiIiwAuBIz2IY1VqXoDxPcoeK+pYrpumKgFnJivcsW/9XEkppdavXtwj+DbwUeBewqqjFnBXt+NYjRMTZb712ATHJtZvkYsA0QhcKNW1GqlSall6UmvIGPPrwK/3Yt9X4pujefIzVXwDNmF3DuvJSNoh5dgghiaG0XxJRz1TSi1J+xpagdELJUoNSDmwHrvziTgWjmMRGBhMRinX16obPKXUE5l2MbECExWXuA2WLeENAn993SWwg4BKw5CI2TzvuhzpuH68Sqml6RXBCgylYuwcStLwDdON9ZUEAC6UPHLpKK976i6uGeljXy7T65CUUhuAnjKuwDVb0iRjDvbD43zvbLnX4Vxi60CM/2f/TvbvGdBB75VSy6ZXBCtwx74crheQiq/DGwSACQKu3ZLh9j1DmgSUUsumiWAF9g6nuW1HlvGZddakuCWTiOp9AaXUimkiWKFUwsH11mdtnJF0TO8LKKVWTBPBCp2frnOquD4TwSPnp7VISCm1YpoIVui+U1O9DmFR50vrrYmbUmoj0ESwQvePTfc6hEWtvwqtSqmNQBPBChw+PcWD5yq9DmNRAfCjH/wWX3/0Qq9DUUptIJoIlunrj17gpz58cF2fdWccODFe5nc/dUSTgVJq2TQRLMPh01O878ujXCg0ex3KZZU8cH1Dg4B/Oni61+EopTYIrXS+DJ+6/ywJx150iMj1ZGzGZcSDfDLW61CUUhuEXhEsQ77kkk3YOBvk3cpXIZfRRKCUWp4NcmjrrVwmiodFaoNU0TfAaw/s6nUYSqkNYtMlgmLV5Z6Tk3z14Qvcc3KSYnXp0caec22Os9NVRvoTXYjwyo3E4dnXbul1GEqpDWJTJYJi1eXQySl8HwaSUXwfDp2cWjIZJKIOz7pmiCDoUqArlLZhJAFDcUhH4YeesafXISmlNpBNlQhG8yVSsQjJmINlWSRjDqlYhNF86bLrlesejabPbbuzXYp0eSzg2VcPkEpY1H2wLIvvv3U7//W51/U6NKXUBrKpag2V6x4DySgzdZexQo2q65OIWKSiDlzmJDodd5gsNXn0wkz3gl2GmA37cimef8MIANdsyXDbrgHtb0gptSKbKhGk4w4TJZeTUxUSEYtMzGam5lGoNilW3UUPoPtyGQQ4enZ9tSpORoThvjhve+41vQ5FKbWBbaqioX25DKMTMwgQjdi4nsFg2JdLXSweWuxm8rVb+6iuo2bFFnDVSIahtJ79K6WuzKa6Isgmo2zvT1FuuJTqTZJRmxuG+0hFHQpV9+LN5FQswkAySr0ZcOjkFJYlDGXW1wF3MC7ctL2fO/bleh2KUmqD21SJAGBrNobvx0jGHEp1lzOFKlPlBplEBODizWSAZCy8YPrWaJ6Hz62v+wNP3j3Aq2/fyUzN5T2ffoB8ySWXifKKW7Zz667BXoenlNpANlXREITFQ5VGk/PTVR4aK1Kp+0Rsm62ZJN87VaDphx1JlOouR84VefBsgcNnprn/bLHHkT9uJOXwY8+/jntOFvjtzxxl9HwZywRMV1ze//VjHD69fsdMUEqtP5suEWSTUfbvGWS8VMcPhFTc4YbtfYz0xxlIxRjNVyjVXY6em8H3IebYBCZgfGZ9dDhnASKGpu/xyfvOkoo7bMkmsG2Hhm9IOhafuv9sr8NUSm0gm65oCMJksCObZGB7FMt6PBdelUtxz8kpHr1QImbbgKFYbRIYob5OGpMFQDzm8NkHzlGouAwkLJpehGjEBsDzPfKlpVtLK6XUrE13RTArHXeoN+ce3aO2zZN3DeB6AQ0/oFB1OV2sUqisrwNrvdHk4XMlRtIRaq7hQqmB2/RxbKFY9citsxvbSqn1bdMmgtl7BdWGRxAEVBselUaT23YNsH/PALsGE4zPNIiIELGl1+HO0XADolGHXH+Suh/guh4TpSr5coOaF/CKW7b3OkSl1AZy2UQgIiURmVnssdqdikhWRD4qIkdF5IiIPHO121qt2XsFtg2nCzUey89QdX1G8yWGUjGOjVdwvYB608ex10++tAA3gIbbpNzwuGPfMLGIzYVSEwfDj79gn9YaUkqtyGXvERhjMgAi8m7gPPC3gABvADJXsN8/Bj5rjHmNiESB5BVsa9WyySj7chlmqk1y6T7iEYt6M+B4vkx/KkJ/zebRC3Uw6+QGAeE9gqoHR86WGO6LMpyOMtIf5/rtGV7/tL3sHU73OkSl1Aaz3FPdlxpj/twYUzLGzBhj3ge8ejU7FJE+4LnABwCMMa4xpmd1MxfriM4PAm7fM8zOoSTGrK+iIYCyB6Wqy5FzMwynHJ66d4jj+fKyutVWSql2y00Evoi8QURsEbFE5A2Av8p9Xg3kgQ+KyCEReb+IpFa5rStWrnvEI3PfhnjEwhaL4/kycREKtUaPoru8mTrU3CYzDZ+t/cll9aSqlFLzLTcR/DDwg8CF1uO1rWmr4QBPAd5njNkPVIB3zV9IRN4uIgdF5GA+n1/lrpa2UO2hfKnBdLXJ3lyKvbk0A+u0N88mYIzhzFQVCBNYub4RRlZWSq0ny0oExpgTxpg7jTHDxpicMeZVxpgTq9znGeCMMebbrecfJUwM8/d5lzHmgDHmQC7Xuf50Fqo99MBYEYNhrFhnrFjl2Pj6OsuOEGZTASquR90Le8OrNwPS8U3ZNEQpdQWWlQhE5DoR+aKIPNB6fquI/MpqdmiMOQ+cFpHrW5NeCDy0mm2thfbaQ4WqS90Nu6UulBuMXijxL4fOkK+to25HCa8EAiBpQ71p2JGNX6z+ui93JffwlVKb0XKLhv4S+EXCYxDGmMPA665gvz8FfEhEDgO3Af/nCrZ1xbLJKLfvGeJ514fj/Db9gABhpt6kWF0fXUu0s4GkA/0Jh1wqyt6hNLYN+/cM6qA0SqkVW245QtIY8x2RObVnVl0YbYy5Dziw2vU76dHxMnuHkoyXXfIzDdZDfSEb6I+DH4AIJBwhGo2Qiju8/JZtvPEZV2kCUEqt2nITwYSI7AMMgIi8BjjXsah6qOo2Kdc9ml5AqeFh1kGpkA8MJOLsGkoyXq5RaxpG+mK8+ik7eclN2zUJKKWuyHITwU8AdwE3iMgYcJywUdkTSrHqEhiYqXsMJaNs7YtyZJ105Fl264z0DXDr7izb+xJsG0gAYTuIfbnMxWRQrLqM5kuU6x7puDNnnlJKLWS5ieCkMeZFrfr+ljFmfVWjWSOj+RI378gSsWcYLzUoux7r5Q5B1HHYNZjiqlwaAyQizsWW0IdOTrF/T9itxEIjrOm9A6XU5Sw3ERwXkc8C/wh8qYPx9FS57pHLxEjEBvjmI3lSjo3DFdwMWQM2kHDg2q1Zbt2VZaxYZUsmcckoarMNyRYaYW00X+L2PUPdD14ptSrdvrJfbq2h64F/JywiOi4ifyoiz+5YVD0y27isLx4l158gEXUY6EkvSI+HEAfBAAAgAElEQVRLOBB1IB21cSwo1TxOTFSYqT/elcRsQ7LFWklrIzOlNo7ZsdN9HwaSUXw/vNLvZPcxy21QVjPGfMQY8/8C+4E+4Ksdi6oHilWXSs3jP49NcO+JKQI/oOb6WNK7nkctIGLD9duy3LZ7kLPTdQZTMWxLGCvULi4325BsoVbS2shMqY1lsf7POtl9zLKPciLyPBH5c+BeIE7Y5cQTwmwGjkcdbt8zABaMl+pEIhaW9K4CaS4JOwaSvOD6HNlUhKrrs3MggR8EFEqNOeMo7MtlFh1jQRuZKbVx9OLKflmniiJyHLgP+Ajw88aYSsci6oH2DJzE4Sm7Y1S39PGfx/KcnqpwrlztekwxYKgvydOvHqYvEcVtBiSjNplElD3DKcZLdQpVl3TcmXMzeP+eQUbzpQXnKaXWv9kr+9l7fND5K/sltywiNvBBY8y7OxZFj5Xr3iUdyxXKdQ6fnqbR7H5DAgtwbBhMxnjqVUOcmKhijM+tu7JUGx62CC+/ZceCB/jZVtIL0aqlSq1/+3IZDp2cArhYM7DSaF6sGdgJSxYNGWN84AUdi6DHilWXsWKVbz02wZFz08zUXc4VqvzrA2eZrjUYK9aW3sgaCwDLhuFMjDOFKrsGE9y4I4sXsOquJHpxA0optXLz+z/rRvcxy73W+KaI/Clh9dGLxULGmHs7ElWXzB4cRzJxao0KlbrHkbEZjpyfZrriMpiKY+hNk4lcKs5rDuwiattUGk2evGvgir4I7cVfoFVLlVrPLndl3wnLTQR3tP5vLx4ywPetbTjd1X5wTEUdzhRqTFUanMhXuHl7H5OVJnYP4nKA3YMJssnYnFhX8sWYXwx0vlhn1+DcurDxiEVBrwiU2vSWlQiMMU/IoqH2ewOZRJQnJaIEQcB3jk8RcWyK9Qq2TddblGXiMNwfv/h8OQfs9gO/AUp1jy2Z+MUWxmOFGvGIzZb+xMV1tGqpUgqWPx7BFhH5gIh8pvX8RhH5r50NrfMWq3d/665+pqoulYaH1eXaoxaweyBBf+LxYqClDtjzy/9PT1Y5M1nGN8HFeshXj6Q4ni9r1VKl1CWW247gbuBzwPbW80eAn+lEQN20WL37O2/byVP3DhLpQWMyBzhTqHFmssJXHz7HvaemuDBdu+wBe34DlADoT4Q3mgFKNZfJUoOpWpPH8jOcnqrq+AVKqYuWe6QbNsZ8hLBCC8YYj9UPXr8uzBalVJvBJQfHvcNpXnbLdg7sGcC2un+XoNaEwb4YpyerVGtNzBKf0vwGKMmoDWKouj6lmsvR8yVqzYC9QwmuyfWRjNpadVQpddFyE0FFRIZ4fDyCZwDTHYuqw9qLUnYNLHxwzCajDKZj9HWxDN0CXMI2BE+/apjbdg8xlImzNZO4bPPy+UVcOwYSzNR8BDg1WUEIP7idg6muNFdXSm0sy00E/xP4JLBPRL4B/A3hcJMb0nL78qh6PsOZ7p01pyOtgelb9yWijlBt+ks2L59fxOWIxY5snD1DKcbLDZIxi+u3ZeiLh69FO6JTSrVbbq2he0XkeYS9kArwsDFmvXTVv2ILtSReqGbOUDoK0r0rgplm2O10phWb6xmSEZvxUp3xUp2vPnxhwRbBsw1Q2ruWeM71I2STUdJxB9/nYvsB0NpCSqm5lltr6LVAwhjzIPAq4B9F5CkdjayDZotSZuouR85Nc8/JKe47U0Tm9SZxx74c6Wh3qw3NHp7PFqpUGk0ijnD/2DRbMonLtgiebYDyvOu3cPueoYuJQjuiU0otZblFQ79qjCm1xiB4KfDXwPs6F1Zn7ctluDBd43uninieT0SESr1JsdGcc4DdO5zmpbdsI9KluGICjgMx2+L8TJWt2SRV1+PWHVm29CdW1SVtL5qrK6U2luUmgtkaQq8A3meM+QSwYY8k2WSUvkSEVNTBDSDiWNy2a+CSm7LFqksQQCZ2mY2toYaBHdkoW/oTDKUTPOuaYXZkk+TmBbDSMv7FrhaUUgqW38XEmIj8BfAi4LdFJMYKxjJYlwRu253Fsh5/GUEQzLlPMJovMV1rErEtWjVnOyoGJKJRml5A3BFG86WedEmrlNpclnsw/0HCBmUvM8YUgUHg5zsWVRcsZzSvct3jwnSdRCxCNy4KEhGYrLhs7U8RscOzfi3jV0p12nKHqqwCJ4D/IiI/BWwzxny+k4F12nIOsOm4g+cHpKIWnW5XFgViUYvhdIwDV2Vp+mFS0jJ+pVSnLXeEsl8DXgt8vDXpgyLyT8aY3+xYZB22UJXL+QfYfbkM6ajdKhpaezYQj0AiauN5PtuySa4ZSeP5BsS6mJS63SWtUmpzWW5B8+uB/caYOoCIvJdw7OINmwhg6QNsNhnlpl0DnJluUKx7jE01WMvGEz7QaELM8onYFpPlJjdsE5qBz0tv2qZn/UqprlhuIjhBOGB9vfU8Box2IqD1Jh132L87y/bBBMVKg289NsGJ4tr14W8Bfck4W/rj5Pqi9CcjvPbAHk0CSqmuuWwiEJE/IeympgE8KCJfaM16EfD1Dse2LqTjDk0v4LqRNHUvSdX18c0Up6ev/NogE4Ht2QRvftY+UjEbz/c5N13XJKCU6qqlrggOtv5/CPgiYR1KH/hyJ4NaT/blMhw6UWCm5jFWqFKpNpmqrD4JzFZEjQCJiHD9tgypWHgnulz3w24tlFKqi5a6C/ph4CbCewFvAd7W+vvm1rxVExFbRA6JyL9dyXY6LZuM8qKbtjJdczlybgY3COiLrv7mcUB4JTCcsRGx2D2YwvN9ihWXQs3ljn25tQteKaWWYakrgt8B0sBVxpgSgIj0Ab8H/C5XNjjN/wCOAH1XsI1VK1ZdDp8q8Oh4GWMM127J8OTdCw8Qv3c4zW27BijVmzx6oUQjMKRtKC8xIsNsrSABTACeD7YD/akoyYgQs20ey5c4PlEhl45x4GqtFqqU6r6lEsErgeuMMRe7YzPGzIjIjwNHWWUiEJGdhN1V/BZhF9ddVay6fO3hcc4Ua2QTDsYID52bZrrR5LnXjix8MBY4sHeQgycKVF1DEIR3zBtti1iE7QGcSNg4rD8eY+tAknozwLaEXDocE/ncdAPfN1y7NUPMsXEDn2dcM8hgMsGhk1PaTkAp1VVLlXGY9iTQNtGnNUjNKv0R8Atcpt8GEXm7iBwUkYP5fP4KdnWp0XyJQr3JQCpKIhYhGXcYSMYolpuLd+Zm4PhEBYwh5oBlzU0CAMkIiBW+qduyGXJ9CXLpOBIYak0P3xjylQaJiMPWgRheEDCYiTKYinL/2IwOGqOU6omlEsFDIvLm+RNF5I2EVwQrJiKvBMaNMfdcbjljzF3GmAPGmAO53NqWm5frHr4fELUf72I66gi+CRbtzE1a/zqOxUhfjERk7rwIELUtLCt8PpiKMJSOEYlYeMYwkIzwtKuGScei7BxMcHUugxsYIraQjDpMt25A66AxSqluW6po6CeAj4vIW4F7CK8CngokgB9Y5T6fBXy/iLycsG1Cn4j8nTHmjavc3oql4w62beH6hngrFbqewRZr0c7cjMAtO/t5YKxAsdYknYhQbTTxCLNpPAoxx6LRDLAssCwhHXfIpeOUs012DCR46lVDTFTqNL0Ax7ZIxRyavsH1fPpTYWbRDuWUUt122SsCY8yYMebpwLsJG5WdAt5tjHmaMWZsNTs0xvyiMWanMWYv8DrgS91MAhBWCR2IRyhUXGqNJtW6R6HaIJuOLNqZWzruELVtXnXbLp60NUM6FqE/Ed4QtgUiAmBAIBZ18D2fuC1MlOvkMjH2jWSoNjxu2dHHVMVlquRyzXCSqZLLVMXllh192qGcUqonljtU5ZeAL3U4lq7JJqM85/qRObWGbtzWv2itIWi1Jzg5RX8yyitv2c4Xjl7gsIFU0kOApm8wAdyyI8OTtqWpeYa6b7h2JMMLb9xCNhllNF8iEYnw/BtGOFesU2/6XDWSYls2TiIS0Q7llFI9IQvcC153Dhw4YA4ePLj0gh1WrLqM5kuU6x7puMNQKsbJiQqPXighIlw7kubWBZLJ/PXmjzmslFKdICL3GGMOLLWcFkavwEKd1O0dTvO8G7Ysuk6x6nLo5BS+MUyWGhRrTe45XuAlN29l73C60yErpdSSNvYoYxvAaL6Ebwynp2oYhFwmRtSx+PcHz18yAL1SSvWCJoIOK9c9JksNEhGbeNTGsiz6Eg5BYLS9gFJqXdCioVVabrl/Ou5QrDXnDEDv+oZsOqLtBZRS64JeEazCxXJ/HwaSUXwfDp2cWrCoZ18ugyDM1MIhMetNn5rrM5SKa3sBpdS6oIlgFUbzJVKxCMmYg2VZl+0aIpuM8pKbt+L5ARMzDSwx7B5MYgnaXkAptS7oKekqlOseA/OKgeIRi8IiN3/3Dqd5zVN3axVSpdS6pIlgFdJxh3ozIBl7/IJqqa4hdAB6pdR6pUVDq7Avl6HSaFJthOX+2jWEUmoj00SwCtlklP17BrFtOF2o8Vh+hqrrM5ovadsApdSGo4lglbLJKPtyGXwT4HkwXqrz4JkZ/uPRcU0GSqkNRe8RXIHvnSrw2IUSrhcwVXY5OVWlXGvwT989xVP3DrIvl2FrNr7gjWHtf0gptV5oIrgCh88UmC67+GJ4bLxEvenj+gEnx8tMlhpkE5PsGEywcyDJnft3XuxbaLYdQioWYSAZpd4MdIhKpVTPaCJYodlB7w+PTfOv941hWzDTaNJwDfGoQ7XhUq5DtN5krFBlvFTjkQtlHj43w+uetodbdw/MaYcAXKx9NJovac0ipVTXaSJYgdlB7x8dL1OoNBALzs3U8ZqAgOu5lMMRJ4kG0PBhquqCJZwpBBw5P4NvDFXXZ9dgcs62L9cOQSmlOkkTwTLMlud/89EJHhybZqJcJxZxqHuQcBxmPI+qF47jOavc6kaoWTPEnCaxtMWFksv+3RGOjZeZrLoYA4ExWGJoNALSSYdi1dXiIaVUV2kiWMJseX5g4PhEhTPFCtNVl0w8QrnmYkyACRZfPwDGSz6pqIcYQ9PzyFdc+gMHW4TThRq+b9iejTGSSeu9AqVU12n10SXMludPVV1K9SaFqstM3eNMoUajGVCoh8stllEN4AhMVz12DycYzVfZPpDgtl0DjM/Umaw0KFZdClWPVHTxPouUUqpTNBEsoVz3iEcsTk9WODZeolzzaDah2QRjwgN9PQgHsE8sso2kA7Yj7MymKNRcrh5OAVBtBlw9mOK6rWkCA0fPl2h6nnZPrZTqKk0ES0jHHcZLdR7LV3CDgFTUJh6zcCIgVvgG2kDUASty6fpJC+Jxi539SbKpCPt3ZonaNmcKNfoSDtgWnoG+hEMiYjOar2r31EqprtJEsIR9uQzHxiskIzYJx6LmBYgxpGIOEVvYkrZJRiEVs5AA4q31HCAC9CdsBJvXPX0PACXX5/DpAmeKVbb3xynVm5TqHrlMFGMCCjVX+yxSSnWVnnouIZuMsmMgQbFWZ7gvwWSliSVCxBIaGAIj7BhIMNNoYjsBNT/Mrj7h/54xPHvvAMVqE9+HXQMJYo7wH4/kEWPYO5zCEoNvhADYvzOrN4qVUl2liWAZtmbjxCPDFFt1RKdrTXwTYASSUYuhdJK4XSNm2VjSIGLZZJIRLCATixKPOZQb3sUGZFv7kzz3uhwn8hVu2tZPPGJRbwZUGk1u3T3Q2xerlNp0NBEsw1AqxqETBaquTyZmM111KdWaOLbNtr4k2aTDRMlQrDdxPWiY8LKg4fpMWQ3GpitkYg5nClX6E1GGMzEGkxH6khFsGwpVl3Tc0WqjSqme0ESwhGLV5Xi+zN5cirOFCkema8SiDs/fNUCt6TNerjNRahB1bPYMpzg1XqLWhErdx7Gg0TQExqfg+Rw5O8NIJkbdCzDGELUt7WxOKdVzmgiW0N4v0O7hDOdKLjaCj2EgE+PkZBVjQTxiM1P36EvEsKVJxQ0IDMSjQioepeH51JoeWHEmSjXGSzWyiSh/+LkjfN+NW3nyrgFNCEqpntBaQ0uYbUcAIJYwkomRiAnTdZ90zGFfLoWNIRWzSUQscn0xPMCxIOYI6XgU24LBZJQgMJTqTS5M13DdgOFUBEF4aKzI1x7N6zgGSqme0CuCJbSPT5yM2CQjNjHHZvuAzVXDadymT7HWJB2PEIna1BsBg+ko0zWXtONgW0IqFkEsIWZbpGIOvmOR64tiOzbZiMNAKk6h0tDeR5VSPaFXBEtoH594e38MJyJMVhqkozbVuocXgO8bwLAtEydmC9lYhK19cbZkEyQiNsYYGp5PNGLhNn1sy6YvHqHRDMj1xYlGLPwg0BbFSqme6PoVgYjsAv4G2ErYJ9tdxpg/7nYcyzU7PvFoPrwJfGD3EOWcx/lSnarrsbUvzk07+ihWmpwpVBnpi7OlL07EFrzAMFlxabge/ckI2/oTlOoetWZALGKxczBFKuZQd31sy9IWxUqpnujFkccDftYYc6+IZIB7ROQLxpiHehDLktqHlCxXwwQwWXUp11wycYfJSpO6l+DUZIWvPnKByVLYFWkmBtdv68MYKNY8HstXiEdmSEccEGGsaFOoNIg7Ecpuk1wmzlAqzj1Mak0ipVRXdT0RGGPOAedaf5dE5AiwA1h3iaB9SMl6w+NLj1zAGAMCxYqHCQzZpM0n75viRL6G1xqQwAemGvDdEzNhVxM22BaUmiBAMhpOO1uMcuO2fpIxh0jEJpuw8X20K2qlVFf19B6BiOwF9gPfXmDe20XkoIgczOfz3Q4NmFt19P6z0wylYlgCk2WX4UyUgXSM8XKTC8UaTRNmVZvHs6tHmBTEhkorCQB4LmAs6m7AWLHGcDpOfzzC2ekGyZh2Ra2U6q6eJQIRSQMfA37GGDMzf74x5i5jzAFjzIFcLtf9AJlbdbRY80hGLbxAcL0AxxJiDmHjMMKbHbMjlDlt72oAND1oEnZVPdsPkcHgBwH5SgMbOFesMlEOq4/GI5beOFZKdU1PEoGIRAiTwIeMMR/vRQzLMVt1FCCbcKi6AY5liDoWXmBoeNAXj5CM2USBiAO2PXcb1sV/gLBUCQNYItiW4FgW2IJlCWU3TAT1ZqA3jpVSXdP1RCAiAnwAOGKM+YNu738l2quO3rK9n8lKg8DAUDrKRMmlUG5w45YUe4bSRCLgeeD74UA18HhRURCEb3SDMAkkouCbAASuHkyGNYncgJRjU214VBpN7YpaKdU1vTjtfBbwJuB+EbmvNe2XjDGf7kEsl9VedTQec/i+67ZcrDWUjoa1hgaSMd70zKs4erbIv33vLOdnXOIGBjM2ewZTGAP5cpOpSo1GE9IxsG2bqG2R60tyy64BhjJR6m6ALYJtozeKlVJdJcaYpZfqsQMHDpiDBw/2OowrUqy6fOPRPN85Nkm50cR2LO7YN8zVw+mLXVBrAlBKrSURuccYc2Cp5bQguoPa2yCk4w7PujbHK568Y8487YJaKdVrmgg6pL0NwkAySr0ZzGkfkE1GtV8hpdS6oH0NdUh7GwTLsrR9gFJq3dJE0CHtbRBmafsApdR6pImgQ9rbIMzS9gFKqfVIE0GHtLdBCIJA2wcopdYtTQQdMtsGYXZwem0foJRar7ScooO0ZpBSaiPQKwKllNrkNBEopdQmp4lAKaU2OU0ESim1yWkiUEqpTU4TgVJKbXKaCJRSapPTRKCUUpucJgKllNrkNBEopdQmp4lAKaU2OU0ESim1yWkiUEqpTU4TgVJKbXKaCJRSapPTRKCUUpucJgKllNrkNBEopdQmp4lAKaU2OU0ESim1yWkiUEqpTa4niUBEXiYiD4vIYyLyrl7EoJRSKuR0e4ciYgN/BrwYOAN8V0Q+aYx5aC33U6y6jOZLlOse6bjDvlyGbDK66PS12Nf56QbnC1Wmqi7nilWOTVQYn6nTNAERgaF0gpG+BFdlE/RnoiSjEa4dSXPr7oFLYuhEnEoptZBeXBE8DXjMGHPMGOMC/wDcuZY7KFZdDp2cwvdhIBnF9+HQySlOTJQXnF6sule8r0LF5fj4NA+em+bgySm+e2KKo2fLTFc9CuWAC6WAY+MVHstP87mjFzhyrkRgAh48N8PXHh6fE8Ni8V9JnEoptZheJIIdwOm252da09bMaL5EKhYhGXOwLItkzCEVi/DN0fyC00fzpSveV6HSpOwGWLZFzQ0oVpskYxY+YAskoxAAxXKTvmSEs8UaZddnIBWlUG/OiWGx+K8kTqWUWkwvEoEsMM1cspDI20XkoIgczOfzK9pBue4Rj8x9afGIxWTZXXB6ue6taPsL7ava9AkCg+8Z/MDH8yFiQxCAMeEjCMD1IeFY1Js+ddcnagu+H8yJYbH4ryROpZRaTC8SwRlgV9vzncDZ+QsZY+4yxhwwxhzI5XIr2kE67lBvBnOm1ZsBQ+nogtPT8dXfKpndVzJiY1mC7Qi2ZePY0PTBskAkfFgWRG2oeQHxiE08auP6Btu25sSwWPxXEqdSSi2mF4ngu8C1InKViESB1wGfXMsd7MtlqDSaVBseQRBQbXhUGk3u2JdbcPq+XOaK9zWQipCOWgR+QCJqkU1GqDYCbMA3UHXDNzubjjBTbbI9myAdtSlUXAbikTkxLBb/lcSplFKL6foppjHGE5GfBD4H2MBfGWMeXMt9ZJNR9u8ZZDRfolB1Sccd9u8ZJJuMkk1GF5y+Fvu6aqSfRCTCtv4E5/rjS9YassTipm2X1hq6XPxKKbXWxJhLiufXnQMHDpiDBw/2OgyllNpQROQeY8yBpZbTlsVKKbXJaSJQSqlNThOBUkptcpoIlFJqk9NEoJRSm9yGqDUkInngZK/jWMQwMNHrIFZJY+++jRo3aOy9ciWx7zHGLNkid0MkgvVMRA4up3rWeqSxd99GjRs09l7pRuxaNKSUUpucJgKllNrkNBFcubt6HcAV0Ni7b6PGDRp7r3Q8dr1HoJRSm5xeESil1CaniUAppTY5TQRXQESyIvJRETkqIkdE5Jm9jmm5ROSdIvKgiDwgIn8vIvFex7QYEfkrERkXkQfapg2KyBdE5NHW/wO9jHEhi8T9u63vy2ER+WcRyfYyxsUsFHvbvJ8TESMiw72IbSmLxS4iPyUiD7e+97/Tq/gWs8j35TYR+ZaI3NcasfFpndi3JoIr88fAZ40xNwBPBo70OJ5lEZEdwE8DB4wxNxOOC/G63kZ1WXcDL5s37V3AF40x1wJfbD1fb+7m0ri/ANxsjLkVeAT4xW4HtUx3c2nsiMgu4MXAqW4HtAJ3My92EXkBcCdwqzHmJuD3ehDXUu7m0vf8d4D/bYy5Dfi11vM1p4lglUSkD3gu8AEAY4xrjCn2NqoVcYCEiDhAkgWGC10vjDH/AUzNm3wn8Netv/8aeFVXg1qGheI2xnzeGDM7+PS3CIdqXXcWec8B/hD4BRYYZ3y9WCT2Hwfea4xptJYZ73pgS1gkbgP0tf7up0O/U00Eq3c1kAc+KCKHROT9IpLqdVDLYYwZIzwjOgWcA6aNMZ/vbVQrtsUYcw6g9f9Ij+NZjbcCn+l1EMslIt8PjBljvtfrWFbhOuA5IvJtEfmqiDy11wEt088Avysipwl/sx25gtREsHoO8BTgfcaY/UCF9Vk8cYlWefqdwFXAdiAlIm/sbVSbi4j8MuABH+p1LMshIkngl/m/7d1NaB1lFMbx/4MlUmnAqtQvCpFUU3RhbDahfqclKGhBd0WwRUGqG60YXOjCrix0JyKKOy0Wba0adCHqQquk9SM2TZRCLLY2iFJciGjFUo+L99ReQlPujWkm13l+MNy5cyczJ+HOnJl38p63NE+0o0XAUqAfGALekKRqQ2rKw8DmiFgObCZbIOaaE8HsTQFTEbEv3++iJIZ2sBb4PiKORcQJYDewuuKYWvWzpMsB8nXB3erPRNIG4C7gvmifjjzdlAuHMUmHKU1ao5IuqzSq5k0Bu6P4HPibUsxtodtAOT4BdgJ+WLyQRMRPwFFJPbloDfBthSG14gegX9IFeVW0hjZ50N1gmHKQkK/vVBhL0yTdATwJrIuIP6qOp1kRMR4RyyKiKyK6KCfWVXkctIO3gQEASdcAHbRHNdIfgVtzfgCYPCd7iQhPs5yAXuBL4ADli7a06phaiH0LcBCYAF4Fzq86prPEuoPyLOME5QT0IHAx5b+FJvP1oqrjbDLu74CjwP6cXqw6zmZjn/b5YeCSquNs4e/eAWzP7/soMFB1nE3GfRPwFTAG7AP6zsW+XWLCzKzm3DRkZlZzTgRmZjXnRGBmVnNOBGZmNedEYGZWc04EVguSTmYFxwlJO7On7Gy3dZukd3N+naQZe5RnhdpHZrGPZyQ9MdsYzVrhRGB1cTwieqNUW/0L2NT4oYqWj4eIGI6IrWdZ5UKg5URgNp+cCKyO9gArJHXlOBIvUDoZLZc0KGlE0mjeOSyB0iM4xxH4FLj31IYkbZT0fM5fmmMMjOW0GtgKdOfdyLZcb0jSFzkmwZaGbT2V9fI/BHowmydOBFYrWXb7TmA8F/UAr8TpwoFPA2sjYhWl1/jjOWjPy8DdwM3ATPV1ngM+jojrKXWnvqEUIjyUdyNDkgaBqyk1Y3qBPkm3SOqjjAlxAyXRtEt1TPsfWFR1AGbzZLGk/Tm/h1LF8QrgSETszeX9wLXAZ1mYsgMYAVZSivRNAkjaDjx0hn0MAPcDRMRJ4NczjJw2mNPX+X4JJTF0Am9F1h+SNPyffluzFjgRWF0cjzLK07/yZP974yLgg4hYP229XuZuIBYBz0bES9P28dgc7sOsJW4aMjttL3CjpBVQavBnpcqDwFWSunO99TP8/EeU+vFIOi9HsfuNcrV/yvvAAw3PHq6UtAz4BLhH0mJJnZRmKLN54URgliLiGLAR2CHpACUxrIyIPylNQe/lw+IjM2ziUeB2SeOUipHXRcQvlKamCUnboowE9xowkuvtAjojYhR4nVKR9E1K85XZvHD1UTOzmvMdgZlZzT91cDoAAAAnSURBVDkRmJnVnBOBmVnNORGYmdWcE4GZWc05EZiZ1ZwTgZlZzf0DSkmma0vkUYYAAAAASUVORK5CYII=\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"
    },
    {
     "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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BfiGjNRieDDAm5P7hMvefKXOh0mSq7mPb6B22SqkVozX8FXJ8tMoDw1M8NFqhHiTP1evx4hu1xUAztmgFMQ+fKzNd93nO3j6uHSp0r8BKqU1HA/5V6ryD9oGzZT76rSephFe3LxuYrvm4FkzXfTAw0JvmruPj/HblEVKuzZZ8ipddP8Trbt6mNX6l1FXRJp2r0HkH7dhMi498a/iqgz0kTT6NEPwwxrEtQuDEaJVjF2aYqLaoN1oEUcw/HTnLxw8/qdkzlVJXRQP+VTgxViGXcnl8ZIb/ducjPFluPe19xsD5SshEPWay1uTYyDTVRkDadfC8FGJblLIuR4bLmkhNKXVVtEnnKhwdnubzD5zj6Lnpufb6lWKAWjOi6YNrQzOKKFkQRDGlvMfodItq82n8nFBKbVoa8Jfp6PAkX3x4hBPjFVxJAvRKC8KkmUcicG0hig2ubVFrRhQyro7LV0pdFW3SWaZ/fuAcO0sZGn5MtUtN6c0YPAHXBdsI9WYLE8VM1QMO7iqyf1BH7yillk+rist0drJBEIZUVrgpZ5YABQ92lLL0ZT38yNDwQ1zb4rsObltwlM5Sc+4rpTY3DfjLUK77TDcCHjs/3bVjOEDGtdk3kOM1N2+jN+0uevNVue7ztWNjfO2xUe4+OU7dNxQzDj/x8mt5y+17ulZOpdTGowF/GU6MVejPukwt8YaqqxED1w7mueP6IXb1Za9YW79/eIovPHSebxyfIJsSip5FtRnw2597nHza4XW37OhaWZVSG4u24S9DtRmSTbs40r1j7C66XLs1z1BPmiOnp/jY4Sf58mOjlx17f2y0wtHhKXIpoZhNk8mm6MunwYr4y2+e7l5BlVIbjgb8ZcinHbKeTdyFoTkOyZsxXA64f7jMw2fLZN3keI+eq/C1xy5cNujX/Ji0c+lbmbaFierTvz9AKfXMoU06y7B/sEDKsehGGJ0dWR8D952tgRnh+fv72dOfp5h1ODfT4M/veoKJSotWZNi/Jc+rb9zKtUMFUo7Q8GNc12DiZMy+5dj051NdKKlSaqPSGv4yFLMe56caq3Ks+85V+crjF3h0ZIbphs8DZ6a4+4kJPMemlHE4eaHO33zzNH1Zl9fcsIVaEDNVbdBstWiFIXFs8fYXaKetUuoireEvw9HhST7TntxkNZwcbbC71GSm4TNWDcg5FqcmatT8CNcWBqMUD56b5qdfcyOlngyfvv8c1VbItt4MP/qSfdphq5S6hAb8JSrXfT7wuUdpLJbcfoWFwJnJKo0g5tRUCwN4wL7BNEO9GR4fmaYn61LMevzUKw7wU684sHqFU0ptOBrwl+j+4SnuOz21qse0gMcvNOjMnOMDj481McZQyqW1Y1YptWRdbcMXkZ8TkYdE5EER+RsRSXfzeN1Srvt888Q4M126u/ZyUjYslCbNAMfHW6Q9m/6su7qFUkptWF0L+CKyA/gZ4JAx5maSeT5+oFvH66b7hqcYr6xuTdoGmu3mI6f9uFMM9KQ9XNfW/PhKqSXpdpOOA2REJACywLkuH2/FHR2e5Lc+/TAPj9ZX9bidXQUxSarkqOPJrAW2Zcg4Nr/88ft45Nw00w2fjOfxkmcN8hMvv5a9A/lVLbNSan3rWsA3xpwVkQ8ATwIN4PPGmM/PX09E3gG8A2D37t3dKs5VOTo8ya/+04M8PlrvShrkpYqB1rzO4jiGOx8aBQO1CFwg54EfBnz+wfNM11v8wutv0qCvlJrTzSadEvAmYB+wHciJyNvnr2eM+ZAx5pAx5tDg4GC3inNVfv8Lj3PvkxVWuel+SZpALUyCPUAA1H0YrRkmGjGffmic937iKKfGq2tZTKXUOtLNTttXASeNMWPGmAD4OPCiLh5vRR0dnuRrj0+sdTGWZX5L/tHhKf7oS8c06CulgO4G/CeBF4hIVkQEeCXwSBePt6L++YFzNNeyHWcFiAWnp+rcdWJsrYuilFoHuhbwjTF3Ax8Dvg080D7Wh7p1vJU2VtnYI18yNmQ8h0YrZKJbU3MppTaUro7SMca8D3hfN4/RLQVv/kDIjcMCcinBsSwyKYf+vM5+pZTS5GkLKtd9Bns35D1iQHJj1njdMDrtYzDcvL13rYuklFoHNOAv4MRYhd60x67ixso8MXuJMiTDNItZYTCf4vRkQ2/OUkppLp2FVJshM02fnGezcHKD9akJDGSEPQMFbEuwLOjPp5mqtTgxVuG5e/rXuohKqTWkNfwF5NMOU/WA+vy7nTaAemCwbaERRKRti0LaIYpjqs2Nc+FSSnWHBvwF7B8sEIYxk7WNFySDEGr1AD+MGOrJUMx62JZFPq0/5pTa7DTgL6CY9dhVyuJuwESUAVDxQ27a2sN1QwVaQUgpl2L/YGGti6aUWmNa7buMrcUMxWyKqcbGyjefBV587QD7tyQB/sYdRW7bVaKY1aGZSm12GvDnOTVe5a4TYxwdngaz8W61NRY8dG6aH3z+Hm7d1bfWxVFKrSPapNPh1HiVv/nmaY5fqOIAMxtwKGPOgzCM+ecHNlwmaqVUl2nA73DnwyNUmhGWQD2ImG6udYmWz7GFlOds+NQQSqmVp006HU5cqJJ24dR4k9Hp5gYagX+RHxk822KwoG32SqlLaQ2/Q8oWzk01GJ1pUWmuxyz4V1YPIOvZvOGW7WtdFKXUOqMBv8PzrhngfNknDCPOTW3MJpF8Cn7uNQe0w1Yp9RQa8Du8+LpBhnrTzDT8p0wmshFkBHaXdLy9UmphGvDnuXYoT8bbeHdcZQUO7S2xtZjRETpKqQVpwO9wYqzCob19bOlJszW71qVZHmNBZGJca+NP3qKU6g4N+B2qzZAthTQ3bO+lv5hf6+IsSyOCb5+eZmTG1xE6SqkFacDvkE87NIOY51/TT9bZOKdG2v82DYxM13SEjlJqQRsnqq2C/YMFaq2AYsajlN0Y7fgO0DkZ49lywP/7iaN87J7Ta1UkpdQ6pQG/QzHrcXBPHxcqDR44V17r4ixJIX1pwO9NQSOI+MDnH9Ogr5S6hAb8ecp1n3ueGGeqsjEmP2n4MJvPM+PA9v48W3oy5NM2f/avJ9e0bEqp9UUDfody3edzD41Q9WOa6zhRZsFN5q91gEy75SktcO2WPIX2E72exVRtY94trJTqDg34HU6MVcDEDE/U1rooi6oGIC6846V7OfKrb+CW7Tl2DqTngj3AtB9Tym2Mfgil1OrQgN9Wrvv867FxPnv0LN96cmati7MoB0gZuHV3EYAfeeE+qs2ICzMNWs0WF2YaVJsRP/LCfWtbUKXUuqIBnyTYf+2xC5yarPHEeH2ti3NFxazN7df0c2R4CoC33L6Hd73mABnXZrQaknFt3vWaA7zl9j1rXFKl1Hqi6ZFJmnKmmgFxDNPr/CbVDBDFEdmUdckdta+6aRv7tuSpNkPyaUfnsFVKPYUGfJI7bMem65wcr6x1Ua5IbBCBw09O8p237QTg6PAkH/v2GZqtiP68y4FtvczUAw7u6dO5bJVSc7RJh+QO25MTDbKuTXadn5F6BLUmTMxEvOGW7Zwar/InXzvJhekmrTDibLnJVx8bZ7oZJJ3QSinVts7D2+rYP1ggNjFp16I3Z195gzVmDPTkLG7d1ccXHh6hXGtRSDnk0y4Z16Ha9Ln/ySmqzY04Z5dSqluesU065brPibHKJW3al2veKGY9nrO7jydGq4xVAkYrVeJVLu9SuUDKhZu29gJw/EKVvqyHWBYigusIPSmX0+N18uln7NurlLoKz8iIMDvqptwICGODYwnnJhu89MCWywb9V924lU+0zrC7FfLEhSrVdXqjrQVkXIvICH9990mCICSfcagEEYTgWNAIQkTQjlul1CWekQH/vuEpzpabFLMOuZSNH8acLTe5b3iKOw4MXbLuqfEqd50YY6LqYwmcmaoSrdfqPeDZUA9iWmHE1x8fp9IIyPoRQ4UUjTBmshbS8GNef+s27bBVSl2iq234IlIUkY+JyKMi8oiIvLCbx5t1fLRCT8Ym7TlYlkXac+jJ2BwfvbQT89R4lU8cOYMfGLb1pulNezSCmHgdp1WIDAz2pCikLDzXJjYxcWxIuQ6ubbOrlOX1N2/ldTdvW+uiKqXWmW7X8H8P+Kwx5i0i4gGrN4+UkcUfA3edGKOU8SjmkppwMWcTRdFcMrL1qB7DExMtTk602NeX5pr+LH5keN2t25bUX6GU2ry6FvBFpAd4GfBvAYwxPqzO3ODXDRV4+GwZyxI818IPYqYbLW7cUZxbp1z3OTo8TS5lU677DPakAai2NkbCMQOcnGxSa7a4ZqiX5+7pn1tWrvvce3pCLwBKqUt0s0nnGmAM+LCIHBGR/yUiuS4eb85tu0rs7M/jRxHT9RZ+FLGzP89tu0pAEhCPnJ6kkLYRIDSGU+M1Tk9UqQfruD1nHgOM1w0Z7+J1e/a1RRGUsh5RBEdOT1Kur/NbiJVSXdfNgO8AzwE+aIw5CNSAX5q/koi8Q0QOi8jhsbGxFTlwMevx0usGuWlHL9cMFrhpRy8vvW5wrpZ7YqxCLuVy+74Bqn6EH8Y4Fjx0Zpraem7PWYAN7O27eB2dfW3ZVNJ/kU055FKu3oSllOpqG/4Z4Iwx5u7244+xQMA3xnwI+BDAoUOHVqx6Xcx6lzRzdKo2Q0pZj+2pLM/b18fXj40xUW1xeqKOI0nH6Hpmwdx9AoMFi2u3Xgz4s6+tU9q1mNIavlKbXtdq+MaYEWBYRA60n3ol8HC3jrccs5OVV5o+0/WA5+0d4KXXDuC6QmudB3u4GOwd4Nl7+3nR/sG5ZbOvrVMziPUmLKVU11Mr/DTwVyJyFHg28OtdPt6SzE5Wfmy0Qsq2qbUCHh6p4Efr9G6rNnve/6/fmuFl1w0xUWvNtdHPvrZ6KySOY+qtkFor0JuwlFLdHZZpjLkPONTNY1wtsYSHz82QdS38KMYYiNfhHVc2yVW5mBVu3F6imHbIpR0qrYibdvRww7YemkHMkdOTc9kxD+7pS1I+133yaUezZiqlgGfonbbzdebVwcBMI2CoN8Nz9hSpt2LuOj6G51jAU8fqryUBPIFUCt50204O7CgyVmlxYnSGnGczVvGp+SGF9MXO6Ofu6V+0/0IptXktGvBFpEIy+m9BxpieFS/RCpsdpphLuZSyHvc9Wabmh/T3pNjZl+Ox88noleGJGhOV9dekk/bg+qFetvRm2VHKUG2G9GRc0raNseDR8zNcv62HnOdcsWN2OQnllFLPPIsGfGNMAUBE/jMwAvwFScXzbcCGaBTuHKYIyQ23xYzD2akGN2zr5cC2Ag+dmeTuU7XVuStsGYQkFfJQTwqxDCdGq6QcIe3a1IOIZw300Aoivn7sAr3pFPlMchPZQkF8/oVvfjOQUmr1rXYlbKmdtq81xvxPY0zFGDNjjPkg8OaulWoFVZshaffiy8y6NsYIdT+pzYuBajPClfXVnAPJaJzQACK8+sZttMKIVhixtZhmayFNKwg5W65TrgXYlmFLIX3Zm6x0fL5S68ta3CS51IAficjbRMQWEUtE3gasv/aPBcwfprizlGG66SMCcRxz/5NTnJlusasvv+5mgxEgDOCaLXn2DuQ5uKfETdtLPHfPALftKTFR82n5hmLO48YdRbb2Zi8bxOdf+CAZn6+TpCi1NtaiErbUGPdDwPcBo+2/t7afW/fmD1O0LYsdfVn2lrJM1X1Gppts7Umxq5QlvY4ifs6GjAWZFHMpITpfS95z6E177BvM8JLrBuc6bi8XxHV8vlLry1pUwpb0bTfGnALe1LVSdNFCwxRfdt3FiVCOjVQwxnCu0mQ9teoEEfSkYWtPFgN85bFR8mmHfYN5Jmqt5LVkbLYU0nPBHi4fxPcPFjhyehJIPlTNIKbWSiY6V0qtvtlKWDZ1Meh3uxK2pDqtiDxLRL4oIg+2H98qIr/ctVKtsNlhii8/MDQ3bHHWdUMFevIucZwE2fUgBWTT0JtL8/IbBsm6zlwb38mxKvsHC7z8wBDfccsObJEl3WQ1e+GzbZiq+9g22mGr1Bpai5skl9qI8cfAu4EAwBhzFPiBbhVqNd22u8R1Qz24jrBeEiPHQC5l870Hd/LyA9su28a33CC+2IVPKbW61qISttTfDlljzLfk0jaPZ0RvXzF38vH5AAAgAElEQVTrceuOIv9weJisDbV1UMv3HLhpR4lqK8KPIrIdb9P8RGhXuslKx94rtX6t9k2SS63hj4vIfto3YYnIW4DzXSvVKpuotejJemRT66MR37WgP5em0gx56Nz0JcuW08anufGVUp2WWsP/SZIUxteLyFngJMnNV88II9MtJqotmusgVaYFFLIpthRSWGK45/g4YoRizmUgl0bELNjRulBNfv5NZ7OdQ7MpGJRSm8tSA/5pY8yr2jNWWcaYZ9TdOufKdaLYrIvmHBvYUkiRTzkMT9Yp9WTozTpM1VpM1QNee9PWpzTJXO4u2rofs6svc8m6mhtfqc1rqQH/pIh8Fvg74EtdLM+aKNdaWHIxz/xaGshb9Odczk3VCSLDTdt7uGlHMg6/3gqZqLXYO5C/ZJvL1eTPz8wwGKRWddiXUmr9Wmob/gHgCyRNOydF5A9E5CXdK9bqqrUiBnJr25FpAUM5h3w6Rd5zeejcNK0gRIBKI6mRX+6mjMvdwNGb9i477Gt2ovOvPDbKvacntF1fqU1gSQHfGNMwxnzEGPO9wEGgB/hKV0u2igYKac5PN9e0DA5gWSGFlE3as+nLpbhxR4GUY/PoSIVKw79s7fxyd9FuLaYXHPYFaGeuUpvQkn/bi8jLge8HXg/cQ5JqYUO53BDFW3f08qVHR9a0bAaIY5uaH7GzL82ztvVQ9wNOT1Sp+yHnpurcurvES68bfMq2i91Fu9Cwr3tPT2hnrlKb0FLvtD0J/CzwNeBmY8z3GWP+vqslW2GLDVHcPZAj565tu3YIhFGMMYbRaZ/txQymPWjIsW1aYQzxwqOIlnsDhyZSU2pzumKUExEb+LAx5j+vQnm6ZrEhigAvv2GQe56YYi0admZH/6ddi3oY0wgizpcb9OfS7CjZNP0Q27YY6s1ctha+nBs41iKHh1Jq7V2xhm+MiYD/axXK0lWXq9WOTLe46/g4J0ZrbOlbm45bF9je69CbddnXn8O1bR48WyYIA5p+SCOI2VHKrFgtXCc6V2pzWmqV7i4R+QOSYZm12SeNMd/uSqm6IJ92GKu0mKz71P2IrGfj2sL4TIvpuo8tYBkhBbRWuWwZF1yxMdjs7styx4FB7j41weOjdW7dXeTAQI6etJekRV6BWrhOdK7U5rTU6PGi9r+dzToGeMXKFqd7+nMpvvr4GKWMRz5tU22GPHxumhdfO0ClFXJsdIbARGsyFt+2wXKFnGdzx4EhtpWy3JGyuff0FHv6cklTT7sWvlLpjHWic6U2n6Xmw9/wTToTtRb7BnIcu1Dh+IWA3pxLKZ+iFUXMNANsbNKWQ7wGOeHSrkPOdji4t8S2UhYAz7Y5uLM41xGrtXCl1NO1pIAvIkPArwPbjTGvF5EbgRcaY/6kq6VbQSPTLSYqLXYVc+wfEPzQ8Oi5MuemmlSaITMtn6rvr8m8jTv682Tt5FbfOI6fMqxSKaVWwlLvtP1T4HPA9vbjx0mGaW4Y040WtmWR9mys9r9betOcm2lwrtyg1vKZaax+g04K2JL36C+k8RyLe05OcnR4Cms9Tb+llHpGWGrAHzDGfIR2uhljTMgGmcR8Vm/aI4oNzSBq16IjUo7DYC5FT8phphmvySTmvTmbCNg9kKGYc7llZ5HnXdNPxnP07lel1IpaaoyriUg/F/PhvwCYXnyT9WVrMc3egRy2JVRaEbYl7B3IUcp63Lqrl/6ch7OKEd8DdvXYbC14eNgIwv6BnlWdwV4ptbksdZTO/wP8I7BfRL4BDAJv6VqpumD/YIEj9cm5US+z7eTXDRU4PVVnZ1+OkZk6BN3Jie8BaQeMwFBvmgNbeyhXffw4ppSzuXawwEDh0vZ6TWWslFpJSx2l8+12Lp0DJDeGPmaMWS9TwF7RbA6dehBzfmaG3rQ3l1gMYKYRMJBzcW0HujSzrQ/47QFAdqVJpRmQSzvcONTDjTtKbC2m9e5XpVRXLTWXzluBjDHmIeC7gb8Tked0tWQrpDOHzq5ShmsHe8h69lzitGLW45ZdRfoLafKrNMVhuQX1RkQQxBwfq3HXiTFcS/TuV6VUVy211fpXjDGVdg781wJ/Bnywe8VaOZ05dC7XNj5Ra3HzjiKu7bKtYFNKXcxvsxIE6HGhN5WMyrEBP4Iwhqxr02iFfOuJSfYN5ld1Bnul1Oay1PaC2RE5bwA+aIz5pIi8vztFWlnVZkgpu3jbeLUZMlFrEhpDrZm8VKHdQ/002O199HjguTaNIMKQnMwY8KMQsQxhHBPHholaS+9+VUp1zVJr+GdF5I9IcuB/WkRSy9h2TV1ucpDOtvF82qFcDUg7gm1BaJ5+Dd8CCinoSScXmDiGOL545cy40JdPU2/F1FoRxbyr6YmVUl211KD9fSQ3Xr3OGFMG+oCfX8qGImKLyBER+dRVlvFpWUpmyP2DBRphhGs7tEIIQ3Cf5uWsx4NdpRzbe7O0whhjIkxHwM85kHYsgjjGsoT+XFo7aJVSXbXUUTp1ETkFvF5EXgd8wxjz+SUe4z8Bj5BMi7jqlpoZcqg3TSnnsbU3xVilhR8mV8Orufe2PwMv2DfAnoEcAKfG65yerHO2XKMvZdGTStMKY4Igpph2cCzhifEKr96y7em/YKWUuoyl5tJ5L/BW4OPtpz4sIh81xvzaFbbbSdLu/19IxvKviStlhjwxVuGagQLeTTYfbQSkPZt6K2Sk7OPaEMTQipfepi/AmXKLgd40z9s9wPP3D5JPO5wvNzk2WqEVxkxUm5y4UKXiByDCsZEKdT/iTc/eyd6B/Iq8bqWU6rTUhosfBG43xrzPGPM+4AXA25aw3e8Cv8AiFWUReYeIHBaRw2NjY0sszsqqNkP8KGK6GfCcPSWynkspk8JzwHWS0TTL6cAtN2C80uDOh0b52LfP0GyFRFFynHKtSSuMmG6EBBE4YnH91gKDhTQjU00+eeSMplNQSnXFUgP+KSDd8TgFnFhsAxH5TuCCMebexdYzxnzIGHPIGHNocPCpE3Svhnza4YnxGhnPxnEsDu4s0pPz6Mm6pFx72QmTbaDaComN4eTYNHc+PEJoYvwwZlspx43be0AMpazNnsECoRHSKYe+vMdEtaXpFJRSXbFowBeR3xeR/04yCdRDIvKnIvKnwINA9Qr7fjHwxnbb/98CrxCRv3z6RV55+wcLlKst4shQ90M8N8mmeWBLDz0Zb9kjdmKgGYBlDGFsKDdDHjtf4cJMg9HpJnU/xrMs0o5Nb8bGD5MfQAawLZ1MXCnVHVdqwz/c/vdh4IsksSwC/uVKOzbGvBt4N4CI3AG8yxjz9qsuaRcVsx637SpxeqKeDJ0Uw56+LOenGvRmPHJOg3qYzD27lOkPLcCyALFIORbFnEdsDI9fqLKjlKGQshnIpzh6tgyWUMp6tIKImh+xrVdH6yiluuNKkeWvSTpcfww4TRLLdgEfBt7T3aKtrtt2l4iNYXspzenxGq0w4kIlGTq5bzDDExcaNJeYEDoCsg7UmgGZVJaMLTw5XiHj2gzmPfzQcO1QgYlai7OTdfqyHmEY0Ztx2NGb0XQKSqmuuFLA/69AHthnjKkAiEgP8AHgt1jiJCjGmC8DX77qUq6CzuGbrdAw3WjxwmsGuTDT5MRYlVI2zcNnp2iFIALFvE2zZWgEMa0AUm6yH8+BoH1hGCpl2deXIYwNI+UGh/b1cXB3H2emGrQiOLi7xK6+HH1ZDxHhui15bt1d0nQKSqmuuFLA/07gWcaYuUEqxpgZEfkPwKNssFmvruRywzdns23ed7qMa1tcN5SnkPGYafocv1DF9yMO7i3N1cz/7BtPMDrdophzsQzM+BEDPRls26aQ8bghkwT0eivEttF0CkqpVXGlgG86g33Hk5GIdCdx/Do0eyHYP1jgyOlJbMsijmMcsdhVzMzdyFWu+3z6gbOcnWrQk3GJ4pgIi5xrMZTP4AcR9VZ4ST7+2RTNSinVbVcK+A+LyL8xxvx555Mi8naSGv4z3mztvtoMyacd9g3mmai1nnLX7mwa5kojZEvBw4+SHu69/TkyrjBWaXHz1p65bJiXu+NXKaW65UoB/yeBj4vIjwH3kowcvB3IAN/T5bKtqXLd5/4np7h/eIpiPsU1AzmiCE6OVS8J8rMXg7PlOkOFDH25FI5tMTLdRAyMTNfpz6UQhNu0fV4ptYYWDfjGmLPA80XkFcBNJFkDPmOM+eJqFG6tzNbWhycbDOTTWLZwbLTKgW2FuVz6s807uZRLKevx6PkZJqtlbNtmeKKOZyeZN0enfXrTLq+5easGe6XUmlpq8rQvAV/qclnWjdlJU4w0SHsWlpXcn3Z2qsGBoQJT7Zr97MQqlYbP2EyLx0dn6M973LCth6l6wHi1xfVDPbz59t0a7JVSa25D5LRfbdVm0rGadW38MOmb9myh7kdzufRn16k0fB4dqRCamFzaphEaRis+A4U01wwWuG6ooMFeKbUuaMBfwOykKTtLGRpBRNOPaAURIszl0p9d58xUg4xrk3IdtvVmyacd4himai1u2dmLWZ1pcpVS6oo04C9gdtIU27J41pYcfhhzoeqzt5SdG0ZZbYR888QYR8+U8cMQC4gMPGd3iVt29jDYk8GzbU2ToJRaNzQaLaDzrttGADft7GH/YNI0c3R4ko8dPkMziMh5Ns0g5IGzM+wbzFFIO1jI3K+BkUqDYsrlK4+Nkk87c/tQSqm1oAH/Mha66/bUeJX//bUnaIQxKduiEYQYYyjlUkxWfUo5h+MXZvBsm5t29BLHhrTnzN1odeT0pI69V0qtGQ34y/DFh0aYqgVsKaZxbSGMYXy6wUy9wp7BHrKeSyGVoph3KaQc0p5DNpWc4mwqaT07MVbRVApKqTWhAX8Zjo1V6Mu5WAKWWHg2xMYw04q5dVeRG7b1AkmOnAfOlLl936VpE9KuxZTOZqWUWiMa8K+g827a6XpAPmVTaYY0/RZRbDg/3SDrWuwoZea2SbsWxhiaQTxXswfmhnQqpdRa0OjToTO4Y5JpCk9cqJBybVxbEBHuPjlB2nXJuhaOYxFFUCqleXykgogQG0MriAijiKPDU+wbzDNYSGmyNKXUmtOA33ZqvMrnHxzBYKg2A448OcW56QYp28J1LFK2TTOIqNQDxvyAnpxFLu2xtTfNdN3ns0fPsasvw+h0QCMM2N2fxbYtHr9Q4bl7+rh2KL9gh+385Gw6kkcp1S06Dp8k6H7hoRE8x0IwfOXxMUbLDSxgstZifMbnidEZTo3XqLWb4FthTK0RcLZcJ21bGIHjF6pMNpo0g5BGEDOQS+GIxch0Y8FAPpuzJ4qglPWIIjhyepKytvMrpbpAa/gkI2fi2NCTd/jcwxOMVpoYAy0/xLbANzFTPtgkJywA/BY0iGjVI05P+fRnLYhi/Bg8x+LCjM9UzafuB9x7OuaJ8Sov2j/ItUP5ueDfmY8HdCSPUqq7NOCT5M4p5l3OlescH5nBMjGubdMw0GgmOaHh4gzutP/tnOJ2oh4DSTrRfBzTsmIeOz9DT9rCj2IuzLS488ERnhjLM1CY5NU3bqPaDCnNq/XrSB6lVLds+iadct3nbLnO2XKTu45P4DgWGc/FD2OCpO+WoL2uAcL23+UYoBJBMk+YodKMyKc86q2ItGszUW3iWjafe2gEQzJyp5OO5FFKdcumDvizbehDhQw9KZcwionCkImaz2QtIjAXg/1y1UJoNA2tyOBHMY4NhYxFLYjpybpgYoQkGVu9FRLHMfVWOJecTSmlVtqmDvizbehDvRl292VxHIuc51JIu/RmBUsgRdJ2vxyzJzUEejIunmsTRoZKIyKXcvCDeK4D9+CevrlpD20bTb2glOqaTd120NmGXm4GvGh/P194eJRWEFBvGeJ2433GhTiCerzIzjrMrhYA/XmPMIwI45jjYzWu3ZLj68cusKOUJTKG23aVtINWKbUqNnUNfzanPUDdj3Btm+l6wFTdEETgkpygRgBhvPyafga4MNMik/IIQkPWtYiNIZ9ymK75ZF1Hh2EqpVbNpg74s3nvkzb0iHtOTVJptejNQD4tWA6IlQT6iOX9HEpb0F9KsbsvSyHl8KaDO9k3mGOoN8PW3gzP2tZDEJm5OXKVUqrbNnWTTmfe+2ozotEMwVikbEEsITYhzXb7TG8KUimbqUpEy1wcquny1I7dlEB/3sETodkKqPkRGc/m2q09DBVSWJZFHMdUWpEOw1RKrZpNHfDhYt77ajNkstri/EydIALbEfpdhyBO8uLs7u9hZzHFI+cqYAkT1SZ+ECFi0wgi/PDicM182sKxbCITM1GP6c16BJEh69n4kSFtgR8asq6twzCVUqtm00SaxXLWzI7FH6m2SDk2E9UGGc8m5dpIDDbJKJtTY3UuVOrM1KE1t+foKceaacS0whauBcV8imsHcnzp0VH8IKKQcUnbFo0opi/ncM8pm0N7k05bzaOjlOqmTdGGv1jOmtllWc+hUvdxLIu+nEcQR0zWfFpxzLO2FHjpdf3YDjTCzmC/sADwAwhC2F7MUsynKWYdsODYSIVzlTpBGDJTDwljuDDTYKrmaweuUqqrNkUNf7GcNQC5lMt41WdXKUdMjULGY59bwHMsxqpNdg/kiBGaARQ8B8skOXZqPvjm4nFSgOsm7ft5z6Y349KXdQnimN5sijiGZiukP5tmsJDGYNjem6XWipiqBezpz2keHaVU12yKGn61GZJ2L32padei2gznltWDiHzG5dadRXb3Z0h5DilbKKQcXCeZk7YZRpg4xphkrL09b5ymASyBrGeBBWnPRhD8wOBY0AwiXFvwo5goNkRxjOtAaAz1IJork1JKdcOmqOHPjre/3OxTzSAm69o4ArZtMVDIMNQLvh8RTNSwLCHlWqQdmxnLQiTG4qnj8mMgjMCWmB19OUq5NK0oxhLDmYmQiXqLODbkY7AtwWARhOCIaAeuUqrrNkUN/9Lx9pfmrJldVsq55FI2kxWf6bpPzrVxXGGwmMFzLPKezbaeNGFsiCJotqCzMu4AngWeC9m0w43berh9TwkLw4Vqi2YYMphJg4EgDgmjEEdgvNokl7Ip5VzNo6OU6qquVSdFZBfw58BWksrvh4wxv9et4y2mc7z9VN0nn3YuyVkzu2zflh5SXp2mH2GJcGh3P3sGcpwer3FstMI1g3nCOOZsudEelpk0yVgkE6CkHZuhngzP3ltidynHrv4s+wbzHHlyknIjwJiYA9sK1IOIIDbs6E2TS7lsLWYo5TwdpaOU6qputh+EwDuNMd8WkQJwr4jcaYx5uIvHvKzZ8fYLKdd9HhuZYaLq05/3ePWNW9k7kOfUeJV/vO8M95yaYqYWEJuIrOuwuy/Hc3eX2NGXRUQ4NVbl+m091IOYyWqTJycq/MvD5ynXAxxb2F3KMVTM0gpjJqqVJEePMewqZbluS55bd5c00Culuq5rAd8Ycx443/5/RUQeAXYAaxLwL+fUeJVPHDlDKeOxrTdNtRnxiSNnuH1viTsfHOHxC1WaQUS15TM60yLtwY44T8MPOTVZY2dvFt/EHD0zQ7nu41gxh09O0QgNaQeCwHD/mQq5CxUcG/wIMLCtmGF4ooIfxkw3Al56YIsGfaVUV61KG76I7AUOAncvsOwdInJYRA6PjY2tRnEucdeJMUoZj2LOw7FtijmPUsbjo4eHGau2cC0LWyw8zybtWkSx0Apiqn6EhUXNj/CDmIYfkPVsHj5fxYgh61m4tk3KS66pky1oBRc7eiutiHIzIohippqB5tNRSnVd1wO+iOSBvwd+1hgzM3+5MeZDxphDxphDg4OD3S7OU0xUffLpS8fb5NM2Y5UWURwDBoMhjg0p18YYQyuIaIUhURzTiiIynsNgIUXGs6i2AjCQ82zM7NbtsfoRYDsW2bSLZ1uMlOuEcUwUxTocUynVdV0dAygiLkmw/ytjzMe7eayr1Z/3qDYjirmLQb/ajBgspAjCJOALgmVJu2PWwXWS8fWIsL2YJZ+yiWJD2nXYUkgx0wgxkmwj7X06QC7lkHIskGREjx+BY1nYtqXDMZVSXde1Gr6ICPAnwCPGmN/p1nGerhftH2Sq4VOu+YRRRLnmM9XweeuhXQzmUwRxTGRifD/C9wNsCwZyLvsHcpSyHj1pl1u29+I6FpP1Fof2lACoNHwsYuI4IgYyDmQ8IYwMUWTwQ0POAde2KKVdHY6plOq6blYrXwz8MPCAiNzXfu49xphPd/GYy7Z3IM/3HNzJXSfGOD/dpD/v8T3X72TvQJ6dpdzcKJ04gsGeNP05j3zaZWcpw74teXo8FyNwaHcflaGQkekmIDx4ZprJZkDWEvZvSVNvhYgIpAxBnDTv3Lq7j0N7SjpKRym1KsQYc+W1VsmhQ4fM4cOH17oYXXFqvMpdJ8bmhn6+aP8gewfya10spdQGJyL3GmMOLWVdbTi+SoulW17I3oG8Bnil1JraFKkVVtpi6ZaVUmq90oB/FTrTLVuWRTbl6Ny0Sql1TwP+VVgs3bJSSq1XGvCvwmy65U6a2lgptd5pwL8Ki6VbVkqp9UoD/lWYTbds2zBV97FtLkm3rJRS65G2QVylxdItK6XUeqQ1fKWU2iQ04Cul1CahAV8ppTYJbcN/GpabXkEppdaS1vCvkqZXUEptNBrwr5KmV1BKbTTapHOVqs2Q0rzmm7RrMdVRw9cmH6XUeqI1/Kt0pfQK2uSjlFpvNOBfpSulV9AmH6XUeqMB/ypdKb2CZtRUSq032ob/NCyWXmG2ySebuhj0NaOmUmotaQ2/SzSjplJqvdGA3yWaUVMptd5o+0IXaUZNpdR6ojV8pZTaJDTgK6XUJqEBXymlNgkN+EoptUlowFdKqU1CA75SSm0SGvCVUmqT0ICvlFKbhAZ8pZTaJDTgK6XUJtHVgC8irxORx0TkuIj8UjePpZRSanFdy6UjIjbwP4BXA2eAe0TkH40xD6/kcRaaRhC45Ln+XIqJWmvZUw3O3/fsfkamW5wr13lirMITF6rYlsWuvgw3bOvl3lOT/OsTY1QbhthAxoO0JxSzafZvKbCnP0PO80g7FtcNFbhtd2nBsuj0iEqplSbGmO7sWOSFwPuNMa9tP343gDHmNy63zaFDh8zhw4eXfIzZaQRzKZe0a9EMYkYqDSSGod4MaddirNLi6Nkyt+zoZUshTTOIqbWCK2aunL/vC5UmD5ydZt9AjjMTNe4/U+bR8zMMFtIIhkorZLLWpFJPtm917MsCMg7kXKGQS3PL9h5u2tFLGBt29GV52XVbLinLQq9rKWVWSm0+InKvMebQUtbtZpPODmC44/GZ9nMrZqFpBMvVgKlmMPfcZN2nlPGYqgXLmmpw/r6nagGljMfxkQq1VsRYpUVv1sN1bERs4hgm6hAC4lx6YmPAEWiFBhPHzDRCqn5EKZuiXA2eUhadHlEp1Q3dDPiywHNP+TkhIu8QkcMicnhsbGxZB1hoGsHIxETRxcnF635EPm1TD6K555Yy1eD8fdeDZD/lRkhooBFEZFyLKDYYDP+nvXuNkasu4zj+/c3Mbru7XbJFWhBsbGlLGyFQSjUNBiK3Bo226iuIxhJMjJrgLdRLaoy+UBtr4iXEC2otRKyXCtpoVGpfAJoWwdLSImhjtLWIUrU2Srfs7fHF+bcOuzs4szu7Z2fO75NsZubs2XOeZ3f2mXP9P8MRBFlxj+HssdoIMBQwMjJC/+AQpwZH6KyI4RgZE4vbI5rZVJjKgn8UWFD1+mXAX0bPFBF3RsSqiFg1b968hlZwuo1gtbJKlMv/S6u7s8x/Tg3T3VE+M62eVoOjl93dkS2nr6tCRdDVUaZ/cIRySQhRlhDZL1Tlsb/YEtlWfqlUoqujwuyOEgNDQVmlMbGMl5fbI5rZZE1lwX8EWCppkaRO4CZgRzNXMF4bwb45Hcyd3XFm2tndnRzvH2BuT0dDrQZHL3tuTwfH+wdYcl4vPbPKzOudxYmTAwwODRMxTKkEL+nOzoLH0Au38EtkW/ezKkKlEmd1VZjTWeb4yefpm9MxJha3RzSzqTBlJ20BJL0O+DxQBrZExCdfbP5GT9qCr9Ixs2Jr5KTtlBb8Rk2k4JuZFdlMuUrHzMxmEBd8M7OCcME3MysIF3wzs4JwwTczK4gZdZWOpGPA4bzj+D/OAf6edxBN1o45gfNqNe2Y13Tk9PKIqOuu1RlV8FuBpEfrvQSqVbRjTuC8Wk075jXTcvIhHTOzgnDBNzMrCBf8xt2ZdwBToB1zAufVatoxrxmVk4/hm5kVhLfwzcwKwgXfzKwgXPDrJKlP0nZJT0l6MvXsbXmS3i/pCUkHJW2TNDvvmCZC0hZJz0o6WDXtbEk7JR1Kj3PzjHEiauS1Ob0PH5d0n6S+PGNs1Hg5VX3vdkkh6Zw8YpuMWnlJuk3S79L/2Wfyig9c8BvxBeBnEbEcuAx4Mud4Jk3SBcB7gFURcQlZ34Kb8o1qwrYCN46a9mFgV0QsBXal161mK2Pz2glcEhGXAr8HPjLdQU3SVsbmhKQFwA3AkekOqEm2MiovSdcA64BLI+Ji4LM5xHWGC34dJJ0FXA18AyAiBiLiX/lG1TQVoEtSBehmnDaUrSAiHgT+OWryOuCu9Pwu4I3TGlQTjJdXRNwfEacbHO8hax/aMmr8rQA+B3yQcXpft4Iaeb0L2BQRz6d5np32wKq44NfnQuAY8E1Jj0n6uqSevIOarIh4mmyL4wjwDHAiIu7PN6qmOjcingFIj/Nzjmcq3Ar8NO8gJkvSWuDpiNifdyxNdhFwlaSHJT0g6ZV5BuOCX58KsBL4ckRcDjxHax4eeIF0THsdsAg4H+iR9NZ8o7J6SdoIDAH35B3LZEjqBjYCH8s7lilQAeYCq4ENwPckKa9gXPDrcxQ4GhEPp9fbyT4AWt31wB8j4lhEDAL3AlfmHFMz/U3SSwHSY667080kaT3weuAt0fo30ywm2+jYL+lPZIeo9ko6L9eomqQO97gAAAMjSURBVOMocG9kfg2MkA2olgsX/DpExF+BP0taliZdB/w2x5Ca5QiwWlJ32uq4jjY4GV1lB7A+PV8P/CjHWJpG0o3Ah4C1EXEy73gmKyIORMT8iFgYEQvJiuTK9H/X6n4IXAsg6SKgkxxHBHXBr99twD2SHgdWAJ/KOZ5JS3ss24G9wAGy98OMuhW8XpK2AbuBZZKOSno7sAm4QdIhsqs/NuUZ40TUyOsOoBfYKWmfpK/kGmSDauTU8mrktQW4MF2q+R1gfZ57ZB5awcysILyFb2ZWEC74ZmYF4YJvZlYQLvhmZgXhgm9mVhAu+NY2JA2nyxQPSvp+uoNzost6jaQfp+drJdW8szqNpPruCazj45Jun2iMZo1ywbd20h8RK9LInwPAO6u/qUzD7/mI2BERL3YNfx/QcME3m24u+NauHgKWSFqY+hd8iewGswWS1kjaLWlv2hOYA9kdrGmc+V8Cbz69IEm3SLojPT83jUG/P31dSXZD1+K0d7E5zbdB0iNpzPpPVC1rYxob/RfAMsymkQu+tZ001PNrye4ehqyw3l018N1HgesjYiXwKPCB1Pjla8AbgKuAWuO4fBF4ICIuIxtP6QmygfT+kPYuNkhaAywFXkV2V/YVkq6WdAVZv4HLyT5Qch050YqnkncAZk3UJWlfev4QWf+C84HDEbEnTV8NvAL4VRq0sJPsdvjlZAPJHQKQ9C3gHeOs41rgbQARMQycGKeT1pr09Vh6PYfsA6AXuO/0+DeSdkwqW7MGueBbO+mPiBXVE1JRf656ErAzIm4eNd8Kmtd4Q8CnI+Kro9bxviauw6xhPqRjRbMHeLWkJZCNxZ5GMXwKWCRpcZrv5ho/v4usixGSyqkb2r/Jtt5P+zlwa9W5gQskzQceBN4kqUtSL9nhI7Np44JvhRIRx4BbgG1p5NM9wPKIOEV2COcn6aTt4RqLeC9wjaQDwG+AiyPiH2SHiA5K2py6hn0b2J3m2w70RsRe4LvAPuAHZIedzKaNR8s0MysIb+GbmRWEC76ZWUG44JuZFYQLvplZQbjgm5kVhAu+mVlBuOCbmRXEfwFmXfOJbvkpswAAAABJRU5ErkJggg==\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": 1.103775,
     "end_time": "2019-05-28T07:08:04.783995",
     "exception": false,
     "start_time": "2019-05-28T07:08:03.680220",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Profile evaluation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "papermill": {
     "duration": 0.82218,
     "end_time": "2019-05-28T07:08:06.943383",
     "exception": false,
     "start_time": "2019-05-28T07:08:06.121203",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "from joblib import Parallel, delayed\n",
    "import basepair"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "papermill": {
     "duration": 0.84441,
     "end_time": "2019-05-28T07:08:08.608555",
     "exception": false,
     "start_time": "2019-05-28T07:08:07.764145",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "task=tasks[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "papermill": {
     "duration": 7.959773,
     "end_time": "2019-05-28T07:08:17.405585",
     "exception": false,
     "start_time": "2019-05-28T07:08:09.445812",
     "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": 2.241633,
     "end_time": "2019-05-28T07:08:20.479714",
     "exception": false,
     "start_time": "2019-05-28T07:08:18.238081",
     "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": 4.080737,
     "end_time": "2019-05-28T07:08:25.279390",
     "exception": false,
     "start_time": "2019-05-28T07:08:21.198653",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAs4AAADNCAYAAACo5/arAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAHtdJREFUeJzt3XGwnXV95/H3p1BAUQQhuJRAQ2vaGth21QzQurPriELEDmGnsg1tJXXZZnTRtmu7NdauWFxnsN1dtozoLisUcFpjStslU4IxgzBudwUJoiJQym1k5YqVSJDaOmppv/vH+V08uZ5z7pPce+65uXm/Zs7c53yf3/P7fXOS+8v3Pvf5PU+qCkmSJEmjfd+kE5AkSZIOBhbOkiRJUgcWzpIkSVIHFs6SJElSBxbOkiRJUgcWzpIkSVIHEy2ck1yf5IkkX+jQ9tQkdyS5L8nnk5y/GDlKkiRJMPkzzjcA6zq2/S1ga1W9FNgAfGBcSUmSJEmzTbRwrqpPAnv7Y0l+OMnHktyb5H8n+bGZ5sAxbfsFwOOLmKokSZIOcYdPOoEBrgXeVFWPJDmL3pnlVwHvBj6e5K3A0cCrJ5eiJEmSDjVLqnBO8jzgp4A/SjITPrJ9vRi4oar+S5KfBD6c5Iyq+scJpCpJkqRDzJIqnOldOvL1qvpnA/ZdSrseuqo+leQo4ATgiUXMT5IkSYeoSS8O3EdV/Q3wxSQXAaTnJ9ruLwHntPhLgKOAPRNJVJIkSYecVNXkBk8+AryS3pnjrwKXA58APgicBHw/sKWqrkiyBvifwPPoLRT8jar6+CTyliRJ0qFnooWzJEmSdLBYUpdqSJIkSUuVhbMkjdmop6Qm+fUkleSE9j5Jrk4y1Z6S+rK+thuTPNJeG/viL09yfzvm6rTbEiV5YZKdrf3OJMfNNYYkabiJ3VXjhBNOqFWrVk1qeEk6YPfee+/XqmrFfhxyA/B+4Kb+YJJTgNfQW/w847XA6vY6i96aj7OSvJDeOpC19NZ53JtkW1U91dpsAu4CttO7A9FtwGbg9qq6Msnm9v7tw8YY9QdwzpZ0MDuAeXugiRXOq1atYteuXZMaXpIOWJL/tz/tq+qTSVYN2HUV8BvALX2x9cBN1VuAcleSY5OcRG8h9c6q2tty2AmsS3IncExVfarFbwIupFc4r2/HAdwI3EmvcB44RlV9ZdifwTlb0sFsf+ftYbxUQ5ImIMkFwJer6nOzdp0MPNb3frrFRsWnB8QBXjRTDLevJ84xhiRphKX2ABRJWvaSPBd4J3DuoN0DYnUA8ZEpdDkmySZ6l4Bw6qmnztGlJC1/nc44J1mX5OG2kGTzgP2nJrkjyX1tocn5C5+qJC0bPwycBnwuyaPASuAzSf4JvbO/p/S1XQk8Pkd85YA4wFfbZR60rzNPWh3W1z6q6tqqWltVa1esmPelgZJ00JuzcE5yGHANvcUka4CL28NI+v0WsLWqXgpsAD6w0IlK0nJRVfdX1YlVtaqqVtErZF9WVX8NbAMuaXe+OBt4ul1msQM4N8lx7e4Y5wI72r5vJDm73U3jEr57zfQ2YObuGxtnxQeNIUkaoculGmcCU1W1GyDJFnoLSx7sa1PAMW37BQw4cyFJh6r+p6QmmQYur6rrhjTfDpwPTAHfBN4IUFV7k7wHuKe1u2JmoSDwZnp37ngOvUWBt7X4lcDWJJfSu3PHRaPGkCSN1qVwHrSIZPZti94NfDzJW4GjgVcP6mghrpdbtfnWZ7cfvfJ1B9SHJC2mqrp4jv2r+rYLuGxIu+uB6wfEdwFnDIg/CZwzID50DC0s/8+Slpcu1zh3WURyMXBDVa2kdxbjw0m+p2+vl5MkSdLBqkvh3GURyaXAVoB2L9GjgBMWIkFJkiRpKehSON8DrE5yWpIj6C3+2zarzZdovw5M8hJ6hfOehUxUkiRJmqQ5C+eqegZ4C70V3Q/Ru3vGA0muaDfwB/g14JeSfA74CPCL7Ro6SZIkaVno9ACUqtpObxV2f+xdfdsPAq9Y2NQkSZKkpcNHbkuSJEkdWDhLkiRJHVg4S5IkSR1YOEuSJEkddFocKEnSocan/kmazTPOkiRJUgcWzpIkSVIHFs6SJElSBxbOkiRJUgcWzpI0RkmuT/JEki/0xX43yV8k+XySP01ybN++dySZSvJwkvP64utabCrJ5r74aUnuTvJIko8mOaLFj2zvp9r+VXONIUkazcJZksbrBmDdrNhO4Iyq+nHgL4F3ACRZA2wATm/HfCDJYUkOA64BXgusAS5ubQHeB1xVVauBp4BLW/xS4KmqejFwVWs3dIyF/kNL0nJk4SxJY1RVnwT2zop9vKqeaW/vAla27fXAlqr6dlV9EZgCzmyvqaraXVXfAbYA65MEeBVwczv+RuDCvr5ubNs3A+e09sPGkCTNwcJZkibr3wC3te2Tgcf69k232LD48cDX+4rwmfg+fbX9T7f2w/qSJM3BwlmSJiTJO4FngD+YCQ1oVgcQP5C+BuW3KcmuJLv27NkzqIkkHVIsnCVpApJsBH4a+Pmqmilcp4FT+pqtBB4fEf8acGySw2fF9+mr7X8BvUtGhvX1Parq2qpaW1VrV6xYcSB/TElaViycJWmRJVkHvB24oKq+2bdrG7Ch3RHjNGA18GngHmB1u4PGEfQW921rBfcdwOvb8RuBW/r62ti2Xw98orUfNoYkaQ6Hz91EknSgknwEeCVwQpJp4HJ6d9E4EtjZW6/HXVX1pqp6IMlW4EF6l3BcVlX/0Pp5C7ADOAy4vqoeaEO8HdiS5D8B9wHXtfh1wIeTTNE707wBYNQYkqTRLJwlaYyq6uIB4esGxGbavxd474D4dmD7gPhuBtwVo6q+BVy0P2NIkkbzUg1JkiSpAwtnSZIkqQMLZ0mSJKkDC2dJkiSpAxcHSpK0jK3afOuz249e+boJZiId/DzjLEmSJHVg4SxJkiR1YOEsSZIkdWDhLEmSJHVg4SxJkiR1YOEsSZIkdWDhLEmSJHXQqXBOsi7Jw0mmkmwe0uZfJ3kwyQNJ/nBh05QkSZIma84HoCQ5DLgGeA0wDdyTZFtVPdjXZjXwDuAVVfVUkhPHlbAkSZI0CV3OOJ8JTFXV7qr6DrAFWD+rzS8B11TVUwBV9cTCpilJB68k1yd5IskX+mIvTLIzySPt63EtniRXt9/wfT7Jy/qO2djaP5JkY1/85Unub8dcnSQHOoYkabguhfPJwGN976dbrN+PAD+S5P8kuSvJukEdJdmUZFeSXXv27DmwjCXp4HMDMHte3AzcXlWrgdvbe4DXAqvbaxPwQegVwcDlwFn0TmhcPlMItzab+o5bdyBjSJJG61I4Z0CsZr0/nN4E/ErgYuBDSY79noOqrq2qtVW1dsWKFfubqyQdlKrqk8DeWeH1wI1t+0bgwr74TdVzF3BskpOA84CdVbW3/XZvJ7Cu7Tumqj5VVQXcNKuv/RlDkjRCl8J5Gjil7/1K4PEBbW6pqr+vqi8CD9MrpCVJg72oqr4C0L7OrA0Z9lu+UfHpAfEDGUOSNMKciwOBe4DVSU4DvgxsAH5uVpv/Re9M8w1JTqB36cbuhUxUkg4Rw37Lt7/xAxlj30bJJnqXcnDqqafO0eXBYdXmW5/dfvTK100wE0kHoznPOFfVM8BbgB3AQ8DWqnogyRVJLmjNdgBPJnkQuAP4D1X15LiSlqRl4Kszl0e0rzOLqof9lm9UfOWA+IGMsQ8vr5OkfXW6j3NVba+qH6mqH66q97bYu6pqW9uuqnpbVa2pqn9aVVvGmbQkLQPbgJk7Y2wEbumLX9LufHE28HS7zGIHcG6S49qiwHOBHW3fN5Kc3e6mccmsvvZnDEnSCF0u1ZAkzUOSj9BbPH1Ckml6d8e4Etia5FLgS8BFrfl24HxgCvgm8EaAqtqb5D30Lp8DuKKqZhYcvpnenTueA9zWXuzvGJKk0SycJWnMquriIbvOGdC2gMuG9HM9cP2A+C7gjAHxJ/d3DEnScJ0u1ZAkSZIOdRbOkiRJUgcWzpIkSVIHFs6SJElSBxbOkiRJUgcWzpIkSVIHFs6SJElSBxbOkiRJUgcWzpIkSVIHFs6SJElSBxbOkiRJUgcWzpIkSVIHFs6SJElSBxbOkiRJUgcWzpI0IUn+fZIHknwhyUeSHJXktCR3J3kkyUeTHNHaHtneT7X9q/r6eUeLP5zkvL74uhabSrK5Lz5wDEnSaBbOkjQBSU4GfhlYW1VnAIcBG4D3AVdV1WrgKeDSdsilwFNV9WLgqtaOJGvacacD64APJDksyWHANcBrgTXAxa0tI8aQJI1g4SxJk3M48JwkhwPPBb4CvAq4ue2/Ebiwba9v72n7z0mSFt9SVd+uqi8CU8CZ7TVVVbur6jvAFmB9O2bYGJKkESycJWkCqurLwH8GvkSvYH4auBf4elU905pNAye37ZOBx9qxz7T2x/fHZx0zLH78iDH2kWRTkl1Jdu3Zs+fA/7CStExYOEvSBCQ5jt7Z4tOAHwCOpndZxWw1c8iQfQsV/95g1bVVtbaq1q5YsWJQE0k6pFg4S9JkvBr4YlXtqaq/B/4E+Cng2HbpBsBK4PG2PQ2cAtD2vwDY2x+fdcyw+NdGjCFJGsHCWZIm40vA2Ume2647Pgd4ELgDeH1rsxG4pW1va+9p+z9RVdXiG9pdN04DVgOfBu4BVrc7aBxBbwHhtnbMsDEkSSNYOEvSBFTV3fQW6H0GuJ/efHwt8HbgbUmm6F2PfF075Drg+BZ/G7C59fMAsJVe0f0x4LKq+od2DfNbgB3AQ8DW1pYRYywrqzbfyqrNt046DUnLyOFzN5EkjUNVXQ5cPiu8m94dMWa3/RZw0ZB+3gu8d0B8O7B9QHzgGJKk0TzjLEmSJHVg4SxJkiR1YOEsSZIkdWDhLEmSJHVg4SxJkiR10KlwTrIuycNJppJsHtHu9UkqydqFS1GSJEmavDkL5ySHAdfQexTsGuDiJGsGtHs+8MvA3QudpCRJkjRpXc44nwlMVdXuqvoOsAVYP6Dde4DfAb61gPlJkiRJS0KXwvlk4LG+99Mt9qwkLwVOqao/G9VRkk1JdiXZtWfPnv1OVpIkSZqULoVzBsTq2Z3J9wFXAb82V0dVdW1Vra2qtStWrOiepSRJkjRhXQrnaeCUvvcrgcf73j8fOAO4M8mjwNnANhcISpIkaTnpUjjfA6xOclqSI4ANwLaZnVX1dFWdUFWrqmoVcBdwQVXtGkvGkiRJ0gTMWThX1TPAW4AdwEPA1qp6IMkVSS4Yd4KSJEnSUnB4l0ZVtR3YPiv2riFtXzn/tCRJkqSlxScHStKEJDk2yc1J/iLJQ0l+MskLk+xM8kj7elxrmyRXtwdRfT7Jy/r62djaP5JkY1/85Unub8dcnSQtPnAMSdJoFs6SNDm/B3ysqn4M+Al6l8NtBm6vqtXA7e099B5Ctbq9NgEfhF4RDFwOnEXvvvuX9xXCH2xtZ45b1+LDxpAkjWDhLEkTkOQY4F8A1wFU1Xeq6uv0HjB1Y2t2I3Bh214P3FQ9dwHHJjkJOA/YWVV7q+opYCewru07pqo+VVUF3DSrr0FjSJJGsHCWpMn4IWAP8PtJ7kvyoSRHAy+qqq8AtK8ntvbDHkY1Kj49IM6IMfbhQ6skaV8WzpI0GYcDLwM+WFUvBf6O0ZdMDHsY1f7GO/OhVZK0LwtnSZqMaWC6qu5u72+mV0h/tV1mQfv6RF/7QQ+jGhVfOSDOiDEkSSNYOEvSBFTVXwOPJfnRFjoHeJDeA6Zm7oyxEbilbW8DLml31zgbeLpdZrEDODfJcW1R4LnAjrbvG0nObnfTuGRWX4PGkCSN0Ok+zpKksXgr8Aftqay7gTfSO6GxNcmlwJeAi1rb7cD5wBTwzdaWqtqb5D30nvIKcEVV7W3bbwZuAJ4D3NZeAFcOGUOSNIKFsyRNSFV9Flg7YNc5A9oWcNmQfq4Hrh8Q3wWcMSD+5KAxDlarNt/67PajV75ugplIWu68VEOSJEnqwMJZkiRJ6sDCWZIkSerAwlmSJEnqwMJZkiRJ6sC7akiSDjr9d9KQpMXiGWdJkiSpAwtnSZIkqQMv1ZAkLQk+yETSUmfhLElaciyiJS1FXqohSZIkdeAZZ0mSpDHyNyjLh2ecJUmSpA4snCVJkqQOLJwlaYKSHJbkviR/1t6fluTuJI8k+WiSI1r8yPZ+qu1f1dfHO1r84STn9cXXtdhUks198YFjSJJGs3CWpMn6FeChvvfvA66qqtXAU8ClLX4p8FRVvRi4qrUjyRpgA3A6sA74QCvGDwOuAV4LrAEubm1HjbHoVm2+9dmXJC11Fs6SNCFJVgKvAz7U3gd4FXBza3IjcGHbXt/e0/af09qvB7ZU1ber6ovAFHBme01V1e6q+g6wBVg/xxiSpBEsnCVpcv4b8BvAP7b3xwNfr6pn2vtp4OS2fTLwGEDb/3Rr/2x81jHD4qPG2EeSTUl2Jdm1Z8+eA/0zStKy4e3oJGkCkvw08ERV3ZvklTPhAU1rjn3D4oNOjIxq/73BqmuBawHWrl07sM1i85IOSZNk4SxJk/EK4IIk5wNHAcfQOwN9bJLD2xnhlcDjrf00cAowneRw4AXA3r74jP5jBsW/NmKMJcliWdJS0elSjWErs/v2vy3Jg0k+n+T2JD+48KlK0vJRVe+oqpVVtYre4r5PVNXPA3cAr2/NNgK3tO1t7T1t/yeqqlp8Q7vrxmnAauDTwD3A6nYHjSPaGNvaMcPGkCSNMGfhPMfK7Bn3AWur6sfpLTj5nYVOVJIOEW8H3pZkit71yNe1+HXA8S3+NmAzQFU9AGwFHgQ+BlxWVf/Qzia/BdhB764dW1vbUWNIkkbocqnGsyuzAZJsobeK+8GZBlV1R1/7u4BfWMgkJWk5q6o7gTvb9m568+7sNt8CLhpy/HuB9w6Ibwe2D4gPHEOSNFqXwnnQyuyzRrS/FLhtPklJkpY3r1uWdDDqUjh3XoGd5BeAtcC/HLJ/E7AJ4NRTT+2YoiRJkjR5XRYHjlqx/awkrwbeCVxQVd8e1FFVXVtVa6tq7YoVKw4kX0mSJGkiupxxfnZlNvBleiuzf66/QZKXAv8DWFdVTyx4lpKkg56XZ0g62M15xnnYyuwkVyS5oDX7XeB5wB8l+WySbWPLWJIkSZqATg9AGbQyu6re1bf96gXOS5IkSVpSOj0ARZIkSTrUWThLkiRJHVg4S5IkSR1YOEuSJEkdWDhLkiRJHVg4S5IkSR1YOEuSJEkdWDhL0gQkOSXJHUkeSvJAkl9p8Rcm2Znkkfb1uBZPkquTTCX5fJKX9fW1sbV/JMnGvvjLk9zfjrk6SUaNIUkazcJZkibjGeDXquolwNnAZUnWAJuB26tqNXB7ew/wWmB1e20CPgi9Ihi4HDgLOBO4vK8Q/mBrO3PcuhYfNoYkaQQLZ0magKr6SlV9pm1/A3gIOBlYD9zYmt0IXNi21wM3Vc9dwLFJTgLOA3ZW1d6qegrYCaxr+46pqk9VVQE3zepr0BiSpBEsnCVpwpKsAl4K3A28qKq+Ar3iGjixNTsZeKzvsOkWGxWfHhBnxBiSpBEsnCVpgpI8D/hj4Fer6m9GNR0QqwOI709um5LsSrJrz549+3OoJC1Lh086AUk6VCX5fnpF8x9U1Z+08FeTnFRVX2mXWzzR4tPAKX2HrwQeb/FXzorf2eIrB7QfNcY+qupa4FqAtWvX7lfRPSmrNt866RQkLWOecZakCWh3uLgOeKiq/mvfrm3AzJ0xNgK39MUvaXfXOBt4ul1msQM4N8lxbVHgucCOtu8bSc5uY10yq69BYyxLqzbf+uxrrjaSNIpnnCVpMl4BvAG4P8lnW+w3gSuBrUkuBb4EXNT2bQfOB6aAbwJvBKiqvUneA9zT2l1RVXvb9puBG4DnALe1FyPGkCSNYOEsSRNQVX/O4OuQAc4Z0L6Ay4b0dT1w/YD4LuCMAfEnB40hSRrNSzUkSZKkDiycJUnaD14PLR26vFRDknRIsviVtL884yxJkiR14BlnSdLYeFZX0nLiGWdJkiSpA884S5I0h8U+cz4z3qNXvm5Rx5U0mmecJUmSpA484yxJUuM12ZJGsXCWJOkA9BfZXlIhHRosnCVJmieLaOnQYOEsSZLGyh8stFy4OFCSJEnqwDPOkiQtoGELDAfFPfsqHVw6Fc5J1gG/BxwGfKiqrpy1/0jgJuDlwJPAz1bVowubqiRpIc01t2v89ucuHl7uIE3enIVzksOAa4DXANPAPUm2VdWDfc0uBZ6qqhcn2QC8D/jZcSR8MFuISc+b4ktaCB3ndkkLzP/HD25dzjifCUxV1W6AJFuA9UD/5LoeeHfbvhl4f5JUVS1grhPVpeg9VL4ZPOshLQtd5nZN2P5c9tFvrv+nRrXpmo/zvw5FXQrnk4HH+t5PA2cNa1NVzyR5Gjge+NpCJDmXST0Ktct+JxaNw6HyQ5rGqsvcroNUl/8X5/t/54Eevz/H9c9x+/N/67jaLsRxOrhlrpPCSS4Czquqf9vevwE4s6re2tfmgdZmur3/q9bmyVl9bQI2tbc/Cjx8ADmfwCIV5B2Zz2jmM5r5jLZU8/nBqlox6WTmo+PcPp85e6n+3S0VSy0fWHo5mc9oSy0fWHo59eezIPN2lzPO08Apfe9XAo8PaTOd5HDgBcDe2R1V1bXAtQeWak+SXVW1dj59LCTzGc18RjOf0cxnrOac2+czZy+1z8p85rbUcjKf0ZZaPrD0chpHPl3u43wPsDrJaUmOADYA22a12QZsbNuvBz6xnK5vlqRlqMvcLknqM+cZ53bN8luAHfRuWXR9VT2Q5ApgV1VtA64DPpxkit6Z5g3jTFqSND/D5vYJpyVJS1qn+zhX1XZg+6zYu/q2vwVctLCpDTWvSz3GwHxGM5/RzGc08xmjQXP7Alpqn5X5zG2p5WQ+oy21fGDp5bTg+cy5OFCSJElSt2ucJUmSpEPeRAvnJOuSPJxkKsnmAfuPTPLRtv/uJKv69r2jxR9Ocl7XPieQz6NJ7k/y2SS7FiOfJMcnuSPJ3yZ5/6xjXt7ymUpydZJMOJ87W5+fba8TFyGf1yS5t30O9yZ51YQ/n1H5TOLzObNvvM8l+Vdd+5xAPov+/dW3/9T2b/rXu/Z5sJrPZ5UxzNVjzMn5+hCZr8eYk3P2cp+zq2oiL3qLUf4K+CHgCOBzwJpZbf4d8N/b9gbgo217TWt/JHBa6+ewLn0uZj5t36PACYv8+RwN/HPgTcD7Zx3zaeAngQC3Aa+dcD53AmsX+fN5KfADbfsM4MsT/nxG5TOJz+e5wOFt+yTgCXrrISb1/TUwn0l9f/Xt/2Pgj4Bf79rnwfia59/dgs/V48ppUv+ecL6eK58Fn6/HnNMkPiPn7BH59O1fkDl7kmecn33ca1V9B5h53Gu/9cCNbftm4Jz2E+V6YEtVfbuqvghMtf669LmY+czHAedTVX9XVX8OfKu/cZKTgGOq6lPV+1dzE3DhpPKZp/nkc19Vzdyv9gHgqPaT6qQ+n4H5dBx3HPl8s6qeafGjgJmFEBP5/hqRz3zM5/udJBcCu+n9fe1PnwejpTZXjyun+XC+Hl8+45ivx5LTfoy90Pk4Z4/IBxZ2zp5k4Tzoca8nD2vT/hJmHuU97NgufS5mPtD7B/Px9uucTXQ3n3xG9Tk9R5+Lmc+M32+/tvmP+/GrtoXK52eA+6rq2yyNz6c/nxmL/vkkOSu9J4LeD7yp7Z/U99ewfGAC319JjgbeDvz2AfR5MFpqc/W4cgLn60Nlvh5XTjOcs5fxnN3pdnRjMugf0+yfSoa1GRYf9INA1590xpEPwCuq6vH0rnPameQvquqTY85nPn0uZj4AP19VX07yfHq/RnkDvTMHY88nyenA+4Bz96PPxcwHJvT5VNXdwOlJXgLcmOS2jn0uWj7Vuw3mJL6/fhu4qqr+dtb/ifP5fJaypTZXjysncL4+VObrceUEztnLfs6e5Bnn/XmUN9n3Ud7Dju3S52Lmw8yvc6rqCeBP6f4rwfnkM6rPlXP0uZj5UFVfbl+/Afwhi/T5JFlJ7+/jkqr6q772E/l8huQzsc+nb/yHgL+jdx3fpL6/huUzqe+vs4DfSfIo8KvAb6b3IJH5fD5L2VKbq8eVk/P1oTNfjysn5+xDYc6u/bxAe6Fe9M5276a3OGPmouzTZ7W5jH0v9N7atk9n38Udu+ld5D1nn4ucz9HA81ubo4H/C6wbdz59+3+R713ccQ9wNt9dTHH+pPJpfZ7Qtr+f3jVJb1qEv69jW/ufGdDvon8+w/KZ4OdzGt9dyPGD9CaSE7r0ucj5TPT7q8XfzXcXmhzw57OUX/P8u1vwuXqMOTlfj8iHZTRfjyunCX5Gztkd/k23+LuZ55w9tsm24wdxPvCX9FY1vrPFrgAuaNtH0VsBOUVv9ewP9R37znbcw/StpB3U56TyobdS83Pt9cAi5/MovZ+0/pbeT1VrWnwt8IXW5/uh9xCcSeTTvnHuBT7fPp/fo61uH2c+wG/R+wn4s32vEyf1+QzLZ4KfzxvaeJ8FPgNcOMnvr2H5MMHvr74+3k2bhOf7+Szl13w+K8YwV48jp0n+e8L5emg+jGm+HkdOE/yMnLPn+Dfd18e7meec7ZMDJUmSpA58cqAkSZLUgYWzJEmS1IGFsyRJktSBhbMkSZLUgYWzJEmS1IGFsyRJktSBhbMkSZLUgYWzJEmS1MH/B+F3DSQq9973AAAAAElFTkSuQmCC\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": 1.755297,
     "end_time": "2019-05-28T07:08:27.781711",
     "exception": false,
     "start_time": "2019-05-28T07:08:26.026414",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.12851285739191073"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.mean(x>0.0001)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "papermill": {
     "duration": 246.950506,
     "end_time": "2019-05-28T07:12:35.883307",
     "exception": false,
     "start_time": "2019-05-28T07:08:28.932801",
     "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": 0.88576,
     "end_time": "2019-05-28T07:12:37.598854",
     "exception": false,
     "start_time": "2019-05-28T07:12:36.713094",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "          auprc  binsize  frac_ambigous     imbalance  n_positives  random_auprc    task\n",
      "0  3.235919e-03        1       0.064275  6.778869e-04        15320  6.473298e-04   task1\n",
      "1  6.049137e-03       10       0.083316  1.086734e-03         2406  9.780409e-04   task1\n",
      "0  4.756997e-03        1       0.060712  6.267836e-04        12872  6.345594e-04   task2\n",
      "1  1.110883e-02       10       0.079379  1.052241e-03         2118  1.077808e-03   task2\n",
      "0  6.419969e-03        1       0.053163  6.186138e-04        27002  6.360126e-04   task3\n",
      "1  1.290079e-02       10       0.069941  9.945018e-04         4264  1.030646e-03   task3\n",
      "0  4.473226e-04        1       0.046704  2.760540e-04        17756  2.738732e-04   task4\n",
      "1  7.125528e-04       10       0.062815  4.241404e-04         2682  4.198113e-04   task4\n",
      "0  1.149394e-02        1       0.050509  5.318850e-04        31590  5.336194e-04   task5\n",
      "1  2.196754e-02       10       0.066332  8.643421e-04         5048  8.771042e-04   task5\n",
      "0  1.468070e-02        1       0.051936  4.739604e-04        27712  4.879983e-04   task6\n",
      "1  3.108356e-02       10       0.068313  8.169306e-04         4694  8.905836e-04   task6\n",
      "0  3.404053e-02        1       0.068792  2.505566e-03        23864  2.536344e-03   task7\n",
      "1  6.472516e-02       10       0.087409  3.951155e-03         3688  4.085250e-03   task7\n",
      "0  1.546473e-02        1       0.067367  2.134513e-03        44608  2.163910e-03   task8\n",
      "1  3.013101e-02       10       0.086443  3.219191e-03         6590  3.308630e-03   task8\n",
      "0  1.483427e-06        1       0.002483  1.049498e-06           96  1.209687e-06   task9\n",
      "1  2.124772e-06       10       0.003322  1.750636e-06           16  2.583214e-06   task9\n",
      "0  7.725070e-07        1       0.002678  8.112336e-07           74  8.638029e-07  task10\n",
      "1  8.732441e-07       10       0.003489  8.777237e-07            8  6.174537e-07  task10\n",
      "0  1.459021e-03        1       0.026720  2.084371e-04        18026  2.110747e-04  task11\n",
      "1  1.792099e-03       10       0.034958  2.705548e-04         2320  2.752672e-04  task11\n",
      "0  2.330893e-04        1       0.026783  1.414521e-04        12284  1.419767e-04  task12\n",
      "1  3.186627e-04       10       0.035235  1.837656e-04         1582  1.901350e-04  task12\n",
      "0  6.344143e-04        1       0.039124  3.619661e-04        26678  3.677235e-04  task13\n",
      "1  8.667847e-04       10       0.050326  4.634576e-04         3376  4.670179e-04  task13\n",
      "0  9.595402e-04        1       0.031656  2.626282e-04        22046  2.619778e-04  task14\n",
      "1  1.147733e-03       10       0.041354  3.378935e-04         2808  3.431369e-04  task14\n"
     ]
    }
   ],
   "source": [
    "# make sure to print all the rows\n",
    "print(df.to_string())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "papermill": {
     "duration": 1.072599,
     "end_time": "2019-05-28T07:12:39.381479",
     "exception": true,
     "start_time": "2019-05-28T07:12:38.308880",
     "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,
     "start_time": null,
     "status": "pending"
    },
    "tags": []
   },
   "source": [
    "## Profile plots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "papermill": {
     "duration": null,
     "end_time": null,
     "exception": null,
     "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,
     "exception": null,
     "start_time": null,
     "status": "pending"
    },
    "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,
     "exception": null,
     "start_time": null,
     "status": "pending"
    },
    "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,
     "start_time": null,
     "status": "pending"
    },
    "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,
     "start_time": null,
     "status": "pending"
    },
    "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))])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:basepair-gpu] *",
   "language": "python",
   "name": "conda-env-basepair-gpu-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  },
  "papermill": {
   "duration": 899.240291,
   "end_time": "2019-05-28T07:12:45.293477",
   "environment_variables": {},
   "exception": true,
   "input_path": "/users/avsec/workspace/basepair/basepair/exp/chipnexus/template_eval.ipynb",
   "output_path": "/oak/stanford/groups/akundaje/marinovg/papers/2019_organelles_TFs/2019-05-BPNet-modles/hg19.BPNet.cov.ATF3/results.ipynb",
   "parameters": {
    "dataspec_file": "/oak/stanford/groups/akundaje/marinovg/papers/2019_organelles_TFs/2019-05-BPNet-modles/hg19.BPNet.cov.ATF3/dataspec.yaml",
    "gpu": 3,
    "history_file": "/oak/stanford/groups/akundaje/marinovg/papers/2019_organelles_TFs/2019-05-BPNet-modles/hg19.BPNet.cov.ATF3/history.csv",
    "hparams_file": "/oak/stanford/groups/akundaje/marinovg/papers/2019_organelles_TFs/2019-05-BPNet-modles/hg19.BPNet.cov.ATF3/hparams.yaml",
    "model_file": "/oak/stanford/groups/akundaje/marinovg/papers/2019_organelles_TFs/2019-05-BPNet-modles/hg19.BPNet.cov.ATF3/model.h5",
    "num_workers": 10,
    "peak_width": 1000,
    "seq_width": 1000
   },
   "start_time": "2019-05-28T06:57:46.053186",
   "version": "0.18.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}