{
 "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>"
      ]
     },
     "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": 0.158044,
     "end_time": "2019-05-29T16:17:23.694904",
     "exception": false,
     "start_time": "2019-05-29T16:17:23.536860",
     "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": 0.110162,
     "end_time": "2019-05-29T16:17:23.896368",
     "exception": false,
     "start_time": "2019-05-29T16:17:23.786206",
     "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.JUND/model.h5\"\n",
    "dataspec_file = \"/oak/stanford/groups/akundaje/marinovg/papers/2019_organelles_TFs/2019-05-BPNet-modles/hg19.BPNet.cov.JUND/dataspec.yaml\"\n",
    "hparams_file = \"/oak/stanford/groups/akundaje/marinovg/papers/2019_organelles_TFs/2019-05-BPNet-modles/hg19.BPNet.cov.JUND/hparams.yaml\"\n",
    "history_file = \"/oak/stanford/groups/akundaje/marinovg/papers/2019_organelles_TFs/2019-05-BPNet-modles/hg19.BPNet.cov.JUND/history.csv\"\n",
    "peak_width = 1000\n",
    "seq_width = 1000\n",
    "gpu = 2\n",
    "num_workers = 10\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "papermill": {
     "duration": 7.127981,
     "end_time": "2019-05-29T16:17:31.235294",
     "exception": false,
     "start_time": "2019-05-29T16:17:24.107313",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "import basepair\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "from basepair.cli.schemas import DataSpec, TaskSpec\n",
    "from pathlib import Path\n",
    "from keras.models import load_model\n",
    "from basepair.config import create_tf_session, get_data_dir\n",
    "from basepair.datasets import StrandedProfile\n",
    "from basepair.preproc import AppendCounts\n",
    "from basepair.losses import MultichannelMultinomialNLL\n",
    "from basepair.config import valid_chr, test_chr\n",
    "from basepair.plots import regression_eval, plot_loss\n",
    "from basepair.cli.evaluate import eval_profile\n",
    "from basepair import samplers \n",
    "from basepair.math import softmax\n",
    "\n",
    "#ddir = get_data_dir()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "papermill": {
     "duration": 1.418623,
     "end_time": "2019-05-29T16:17:32.795555",
     "exception": false,
     "start_time": "2019-05-29T16:17:31.376932",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<tensorflow.python.client.session.Session at 0x7fda3c0fa710>"
      ]
     },
     "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": 20.765888,
     "end_time": "2019-05-29T16:17:53.708379",
     "exception": false,
     "start_time": "2019-05-29T16:17:32.942491",
     "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": [
      "2019-05-29 09:17:33,659 [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": [
      "2019-05-29 09:17:40,858 [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": 0.357795,
     "end_time": "2019-05-29T16:17:55.418840",
     "exception": false,
     "start_time": "2019-05-29T16:17:55.061045",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Learning curves"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "papermill": {
     "duration": 0.160192,
     "end_time": "2019-05-29T16:17:55.671565",
     "exception": false,
     "start_time": "2019-05-29T16:17:55.511373",
     "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": 0.126649,
     "end_time": "2019-05-29T16:17:55.897672",
     "exception": false,
     "start_time": "2019-05-29T16:17:55.771023",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'epoch': 4.0,\n",
       " 'counts/task10_loss': 1.8650093415680729,\n",
       " 'counts/task11_loss': 1.7657554335796448,\n",
       " 'counts/task12_loss': 2.0126124141395247,\n",
       " 'counts/task13_loss': 2.220922276552407,\n",
       " 'counts/task14_loss': 1.3397939355330306,\n",
       " 'counts/task15_loss': 1.2686821624589963,\n",
       " 'counts/task16_loss': 1.3629793076753969,\n",
       " 'counts/task17_loss': 2.0218989817018733,\n",
       " 'counts/task18_loss': 1.703166575405522,\n",
       " 'counts/task19_loss': 1.4920353672298259,\n",
       " 'counts/task1_loss': 0.9314761042507684,\n",
       " 'counts/task20_loss': 0.8330653175417808,\n",
       " 'counts/task21_loss': 0.9834118449856368,\n",
       " 'counts/task22_loss': 0.9403874183508052,\n",
       " 'counts/task23_loss': 1.4546616320287895,\n",
       " 'counts/task24_loss': 0.8384971920472077,\n",
       " 'counts/task25_loss': 0.7279485268265496,\n",
       " 'counts/task26_loss': 0.7202699819905379,\n",
       " 'counts/task27_loss': 0.9419413647880516,\n",
       " 'counts/task28_loss': 1.0632194262195382,\n",
       " 'counts/task2_loss': 1.8671231600261382,\n",
       " 'counts/task3_loss': 3.6608745270881493,\n",
       " 'counts/task4_loss': 3.7536996143382786,\n",
       " 'counts/task5_loss': 1.030173248101689,\n",
       " 'counts/task6_loss': 1.3662753626834214,\n",
       " 'counts/task7_loss': 0.7672823097781392,\n",
       " 'counts/task8_loss': 0.8627169070739271,\n",
       " 'counts/task9_loss': 1.9537397814620932,\n",
       " 'loss': 41046.13145574485,\n",
       " 'profile/task10_loss': 2125.4714367469433,\n",
       " 'profile/task11_loss': 1350.7507677254127,\n",
       " 'profile/task12_loss': 1342.4967917752592,\n",
       " 'profile/task13_loss': 1166.7178174484038,\n",
       " 'profile/task14_loss': 1596.0049852717716,\n",
       " 'profile/task15_loss': 1258.4811473130815,\n",
       " 'profile/task16_loss': 1255.0311917394292,\n",
       " 'profile/task17_loss': 1383.3933290700675,\n",
       " 'profile/task18_loss': 1850.668080367809,\n",
       " 'profile/task19_loss': 2109.838000715241,\n",
       " 'profile/task1_loss': 1047.9943537287425,\n",
       " 'profile/task20_loss': 2330.6626512516696,\n",
       " 'profile/task21_loss': 1458.3493882738553,\n",
       " 'profile/task22_loss': 1465.9155827438526,\n",
       " 'profile/task23_loss': 1319.6064983582698,\n",
       " 'profile/task24_loss': 1682.4537966787204,\n",
       " 'profile/task25_loss': 1984.572149358072,\n",
       " 'profile/task26_loss': 1892.445623329157,\n",
       " 'profile/task27_loss': 2099.2625378768143,\n",
       " 'profile/task28_loss': 1703.446453444383,\n",
       " 'profile/task2_loss': 845.9436635568317,\n",
       " 'profile/task3_loss': 229.43870984983502,\n",
       " 'profile/task4_loss': 279.962875442074,\n",
       " 'profile/task5_loss': 1058.5808712419355,\n",
       " 'profile/task6_loss': 1211.4271862162932,\n",
       " 'profile/task7_loss': 1382.575690762097,\n",
       " 'profile/task8_loss': 1204.101858669543,\n",
       " 'profile/task9_loss': 1993.0415634607873,\n",
       " 'val_counts/task10_loss': 1.7723854860637307,\n",
       " 'val_counts/task11_loss': 2.0032909502852543,\n",
       " 'val_counts/task12_loss': 2.404998119611712,\n",
       " 'val_counts/task13_loss': 2.357931683871286,\n",
       " 'val_counts/task14_loss': 1.3633747187887428,\n",
       " 'val_counts/task15_loss': 1.0931755107957777,\n",
       " 'val_counts/task16_loss': 1.2085388397959549,\n",
       " 'val_counts/task17_loss': 2.3343624714162607,\n",
       " 'val_counts/task18_loss': 1.8492723725338287,\n",
       " 'val_counts/task19_loss': 1.4724711590102182,\n",
       " 'val_counts/task1_loss': 0.9663032337761688,\n",
       " 'val_counts/task20_loss': 0.8024334631109146,\n",
       " 'val_counts/task21_loss': 0.9609576840672138,\n",
       " 'val_counts/task22_loss': 0.9411762061931476,\n",
       " 'val_counts/task23_loss': 1.8624323792116928,\n",
       " 'val_counts/task24_loss': 1.049576315774981,\n",
       " 'val_counts/task25_loss': 0.7077720009903912,\n",
       " 'val_counts/task26_loss': 0.6707627613024946,\n",
       " 'val_counts/task27_loss': 0.8578013240930892,\n",
       " 'val_counts/task28_loss': 0.9782463341409416,\n",
       " 'val_counts/task2_loss': 1.909950099485891,\n",
       " 'val_counts/task3_loss': 3.6943507138066183,\n",
       " 'val_counts/task4_loss': 3.7546839803175516,\n",
       " 'val_counts/task5_loss': 1.0032865370807749,\n",
       " 'val_counts/task6_loss': 1.4691452814508468,\n",
       " 'val_counts/task7_loss': 0.7182037719411529,\n",
       " 'val_counts/task8_loss': 0.7752211263623061,\n",
       " 'val_counts/task9_loss': 1.8799862439649853,\n",
       " 'val_loss': 39520.19810658284,\n",
       " 'val_profile/task10_loss': 2051.0997796995957,\n",
       " 'val_profile/task11_loss': 1256.2101803880814,\n",
       " 'val_profile/task12_loss': 1212.624456663765,\n",
       " 'val_profile/task13_loss': 1105.0765246362869,\n",
       " 'val_profile/task14_loss': 1527.3103349803619,\n",
       " 'val_profile/task15_loss': 1316.5306559990622,\n",
       " 'val_profile/task16_loss': 1256.561245713334,\n",
       " 'val_profile/task17_loss': 1220.1464083920625,\n",
       " 'val_profile/task18_loss': 1695.2494898943896,\n",
       " 'val_profile/task19_loss': 2130.088267603422,\n",
       " 'val_profile/task1_loss': 995.3529819516208,\n",
       " 'val_profile/task20_loss': 2368.686660298546,\n",
       " 'val_profile/task21_loss': 1438.2353130487145,\n",
       " 'val_profile/task22_loss': 1443.6091033530577,\n",
       " 'val_profile/task23_loss': 1154.6959578573571,\n",
       " 'val_profile/task24_loss': 1475.2539389583078,\n",
       " 'val_profile/task25_loss': 1966.4114984658293,\n",
       " 'val_profile/task26_loss': 1891.545805020484,\n",
       " 'val_profile/task27_loss': 2098.773635655596,\n",
       " 'val_profile/task28_loss': 1702.6923600140894,\n",
       " 'val_profile/task2_loss': 789.8584057358148,\n",
       " 'val_profile/task3_loss': 238.59310748362128,\n",
       " 'val_profile/task4_loss': 290.48548316155984,\n",
       " 'val_profile/task5_loss': 995.378227224402,\n",
       " 'val_profile/task6_loss': 1052.0666075218492,\n",
       " 'val_profile/task7_loss': 1310.9327811913595,\n",
       " 'val_profile/task8_loss': 1165.7010959132374,\n",
       " 'val_profile/task9_loss': 1942.4072211805224}"
      ]
     },
     "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": {
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     "start_time": "2019-05-29T16:17:55.967377",
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   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 8064x288 with 28 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": 4.391464,
     "end_time": "2019-05-29T16:18:07.269141",
     "exception": false,
     "start_time": "2019-05-29T16:18:02.877677",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 8064x288 with 28 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": 0.151997,
     "end_time": "2019-05-29T16:18:07.618991",
     "exception": false,
     "start_time": "2019-05-29T16:18:07.466994",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Evaluation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "papermill": {
     "duration": 1.953945,
     "end_time": "2019-05-29T16:18:09.695843",
     "exception": false,
     "start_time": "2019-05-29T16:18:07.741898",
     "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": 553.950276,
     "end_time": "2019-05-29T16:27:23.919049",
     "exception": false,
     "start_time": "2019-05-29T16:18:09.968773",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
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    },
    {
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    {
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    },
    {
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     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "valid = dl_valid.load_all(num_workers=num_workers)\n",
    "y_true = valid[\"targets\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "papermill": {
     "duration": 1.45535,
     "end_time": "2019-05-29T16:27:26.008451",
     "exception": false,
     "start_time": "2019-05-29T16:27:24.553101",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "from basepair.BPNet import BiasModel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "papermill": {
     "duration": 1.026902,
     "end_time": "2019-05-29T16:27:27.817624",
     "exception": false,
     "start_time": "2019-05-29T16:27:26.790722",
     "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": 2070.76531,
     "end_time": "2019-05-29T17:01:59.322849",
     "exception": false,
     "start_time": "2019-05-29T16:27:28.557539",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
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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\b\b\b\b\r",
      "   448/138612 [..............................] - ETA: 1:19:15"
     ]
    },
    {
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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\b\b\b\b\r",
      "   480/138612 [..............................] - ETA: 1:15:54"
     ]
    },
    {
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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\b\b\b\b\r",
      "   512/138612 [..............................] - ETA: 1:13:22"
     ]
    },
    {
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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\b\b\b\b\r",
      "   544/138612 [..............................] - ETA: 1:11:05"
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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\b\b\b\b\r",
      "   576/138612 [..............................] - ETA: 1:08:49"
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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\b\b\b\b\r",
      "   608/138612 [..............................] - ETA: 1:06:54"
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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\b\b\b\b\r",
      "   640/138612 [..............................] - ETA: 1:05:00"
     ]
    },
    {
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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\b\b\b\b\r",
      "   672/138612 [..............................] - ETA: 1:03:21"
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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\b\b\b\b\r",
      "   704/138612 [..............................] - ETA: 1:02:03"
     ]
    },
    {
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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\b\b\b\b\r",
      "   736/138612 [..............................] - ETA: 1:00:39"
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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\b\b\b\b\b\r",
      "   768/138612 [..............................] - ETA: 59:15  "
     ]
    },
    {
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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\b\b\b\r",
      "   800/138612 [..............................] - ETA: 58:22"
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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\b\b\r",
      "   832/138612 [..............................] - ETA: 57:35"
     ]
    },
    {
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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\b\b\r",
      "   864/138612 [..............................] - ETA: 56:30"
     ]
    },
    {
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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\b\b\r",
      "   896/138612 [..............................] - ETA: 55:31"
     ]
    },
    {
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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\b\b\r",
      "   928/138612 [..............................] - ETA: 54:43"
     ]
    },
    {
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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\b\b\r",
      "   960/138612 [..............................] - ETA: 53:55"
     ]
    },
    {
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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\b\b\r",
      "   992/138612 [..............................] - ETA: 53:09"
     ]
    },
    {
     "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\b\b\b\r",
      "  1024/138612 [..............................] - ETA: 52:34"
     ]
    },
    {
     "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\b\b\b\r",
      "  1056/138612 [..............................] - ETA: 51:51"
     ]
    },
    {
     "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\b\b\b\r",
      "  1088/138612 [..............................] - ETA: 51:08"
     ]
    },
    {
     "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\b\b\b\r",
      "  1120/138612 [..............................] - ETA: 50:28"
     ]
    },
    {
     "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\b\b\b\r",
      "  1152/138612 [..............................] - ETA: 49:49"
     ]
    },
    {
     "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\b\b\b\r",
      "  1184/138612 [..............................] - ETA: 49:18"
     ]
    },
    {
     "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\b\b\b\r",
      "  1216/138612 [..............................] - ETA: 48:41"
     ]
    },
    {
     "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\b\b\b\r",
      "  1248/138612 [..............................] - ETA: 48:15"
     ]
    },
    {
     "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\b\b\b\r",
      "  1280/138612 [..............................] - ETA: 47:45"
     ]
    },
    {
     "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\b\b\b\r",
      "  1312/138612 [..............................] - ETA: 47:20"
     ]
    },
    {
     "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\b\b\b\r",
      "  1344/138612 [..............................] - ETA: 47:02"
     ]
    },
    {
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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\b\b\r",
      "  1376/138612 [..............................] - ETA: 46:37"
     ]
    },
    {
     "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\b\b\b\r",
      "  1408/138612 [..............................] - ETA: 46:21"
     ]
    },
    {
     "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\b\b\b\r",
      "  1440/138612 [..............................] - ETA: 46:00"
     ]
    },
    {
     "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\b\b\b\r",
      "  1472/138612 [..............................] - ETA: 45:45"
     ]
    },
    {
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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\b\b\r",
      "  1504/138612 [..............................] - ETA: 45:28"
     ]
    },
    {
     "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\b\b\b\r",
      "  1536/138612 [..............................] - ETA: 45:12"
     ]
    },
    {
     "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\b\b\b\r",
      "  1568/138612 [..............................] - ETA: 44:54"
     ]
    },
    {
     "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\b\b\b\r",
      "  1600/138612 [..............................] - ETA: 44:38"
     ]
    },
    {
     "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\b\b\b\r",
      "  1632/138612 [..............................] - ETA: 44:21"
     ]
    },
    {
     "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\b\b\b\r",
      "  1664/138612 [..............................] - ETA: 44:04"
     ]
    },
    {
     "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\b\b\b\r",
      "  1696/138612 [..............................] - ETA: 43:43"
     ]
    },
    {
     "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\b\b\b\r",
      "  1728/138612 [..............................] - ETA: 43:26"
     ]
    },
    {
     "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\b\b\b\r",
      "  1760/138612 [..............................] - ETA: 43:16"
     ]
    },
    {
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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\b\b\r",
      "  1792/138612 [..............................] - ETA: 43:08"
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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\b\b\r",
      "  1824/138612 [..............................] - ETA: 42:56"
     ]
    },
    {
     "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\b\b\b\r",
      "  1856/138612 [..............................] - ETA: 42:48"
     ]
    },
    {
     "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\b\b\b\r",
      "  1888/138612 [..............................] - ETA: 42:34"
     ]
    },
    {
     "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\b\b\b\r",
      "  1920/138612 [..............................] - ETA: 42:25"
     ]
    },
    {
     "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\b\b\b\r",
      "  1952/138612 [..............................] - ETA: 42:22"
     ]
    },
    {
     "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\b\b\b\r",
      "  1984/138612 [..............................] - ETA: 42:13"
     ]
    },
    {
     "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\b\b\b\r",
      "  2016/138612 [..............................] - ETA: 42:13"
     ]
    },
    {
     "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\b\b\b\r",
      "  2048/138612 [..............................] - ETA: 42:12"
     ]
    },
    {
     "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\b\b\b\r",
      "  2080/138612 [..............................] - ETA: 42:02"
     ]
    },
    {
     "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\b\b\b\r",
      "  2112/138612 [..............................] - ETA: 41:53"
     ]
    },
    {
     "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\b\b\b\r",
      "  2144/138612 [..............................] - ETA: 41:49"
     ]
    },
    {
     "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\b\b\b\r",
      "  2176/138612 [..............................] - ETA: 41:47"
     ]
    },
    {
     "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\b\b\b\r",
      "  2208/138612 [..............................] - ETA: 41:47"
     ]
    },
    {
     "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\b\b\b\r",
      "  2240/138612 [..............................] - ETA: 41:52"
     ]
    },
    {
     "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\b\b\b\r",
      "  2272/138612 [..............................] - ETA: 41:53"
     ]
    },
    {
     "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\b\b\b\r",
      "  2304/138612 [..............................] - ETA: 41:45"
     ]
    },
    {
     "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\b\b\b\r",
      "  2336/138612 [..............................] - ETA: 41:36"
     ]
    },
    {
     "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\b\b\b\r",
      "  2368/138612 [..............................] - ETA: 41:29"
     ]
    },
    {
     "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\b\b\b\r",
      "  2400/138612 [..............................] - ETA: 41:18"
     ]
    },
    {
     "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\b\b\b\r",
      "  2432/138612 [..............................] - ETA: 41:10"
     ]
    },
    {
     "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\b\b\b\r",
      "  2464/138612 [..............................] - ETA: 41:04"
     ]
    },
    {
     "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\b\b\b\r",
      "  2496/138612 [..............................] - ETA: 40:54"
     ]
    },
    {
     "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\b\b\b\r",
      "  2528/138612 [..............................] - ETA: 40:42"
     ]
    },
    {
     "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\b\b\b\r",
      "  2560/138612 [..............................] - ETA: 40:36"
     ]
    },
    {
     "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\b\b\b\r",
      "  2592/138612 [..............................] - ETA: 40:29"
     ]
    },
    {
     "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\b\b\b\r",
      "  2624/138612 [..............................] - ETA: 40:23"
     ]
    },
    {
     "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\b\b\b\r",
      "  2656/138612 [..............................] - ETA: 40:19"
     ]
    },
    {
     "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\b\b\b\r",
      "  2688/138612 [..............................] - ETA: 40:12"
     ]
    },
    {
     "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\b\b\b\r",
      "  2720/138612 [..............................] - ETA: 40:07"
     ]
    },
    {
     "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\b\b\r",
      "  2752/138612 [..............................] - ETA: 40:01"
     ]
    },
    {
     "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\b\b\b\r",
      "  2784/138612 [..............................] - ETA: 39:53"
     ]
    },
    {
     "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\b\b\b\r",
      "  2816/138612 [..............................] - ETA: 39:45"
     ]
    },
    {
     "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\b\b\b\r",
      "  2848/138612 [..............................] - ETA: 39:36"
     ]
    },
    {
     "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\b\b\b\r",
      "  2880/138612 [..............................] - ETA: 39:33"
     ]
    },
    {
     "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\b\b\b\r",
      "  2912/138612 [..............................] - ETA: 39:28"
     ]
    },
    {
     "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\b\b\b\r",
      "  2944/138612 [..............................] - ETA: 39:24"
     ]
    },
    {
     "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\b\b\b\r",
      "  2976/138612 [..............................] - ETA: 39:17"
     ]
    },
    {
     "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\b\b\r",
      "  3008/138612 [..............................] - ETA: 39:08"
     ]
    },
    {
     "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\b\b\b\r",
      "  3040/138612 [..............................] - ETA: 39:00"
     ]
    },
    {
     "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\b\b\b\r",
      "  3072/138612 [..............................] - ETA: 38:57"
     ]
    },
    {
     "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\b\b\b\r",
      "  3104/138612 [..............................] - ETA: 38:54"
     ]
    },
    {
     "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\b\b\b\r",
      "  3136/138612 [..............................] - ETA: 38:47"
     ]
    },
    {
     "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\b\b\b\r",
      "  3168/138612 [..............................] - ETA: 38:41"
     ]
    },
    {
     "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\b\b\b\r",
      "  3200/138612 [..............................] - ETA: 38:35"
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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\b\b\b\r",
      "  3232/138612 [..............................] - ETA: 38:29"
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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\b\b\r",
      "  3264/138612 [..............................] - ETA: 38:25"
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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\b\b\r",
      "  3296/138612 [..............................] - ETA: 38:19"
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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\b\b\r",
      "  3328/138612 [..............................] - ETA: 38:15"
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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\b\b\r",
      "  3360/138612 [..............................] - ETA: 38:12"
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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\b\b\r",
      "  3392/138612 [..............................] - ETA: 38:10"
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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\b\b\r",
      "  3424/138612 [..............................] - ETA: 38:04"
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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\b\b\b\r",
      "  3456/138612 [..............................] - ETA: 38:00"
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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\b\b\b\r",
      "  3488/138612 [..............................] - ETA: 37:58"
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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\b\b\b\r",
      "  3520/138612 [..............................] - ETA: 37:58"
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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\b\b\b\r",
      "  3552/138612 [..............................] - ETA: 37:57"
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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\b\b\b\r",
      "  3584/138612 [..............................] - ETA: 38:00"
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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\b\b\b\r",
      "  3616/138612 [..............................] - ETA: 37:56"
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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\b\b\b\r",
      "  3648/138612 [..............................] - ETA: 37:52"
     ]
    },
    {
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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\b\b\r",
      "  3680/138612 [..............................] - ETA: 37:49"
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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\b\b\b\r",
      "  3712/138612 [..............................] - ETA: 37:44"
     ]
    },
    {
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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\b\b\b\r",
      "  3744/138612 [..............................] - ETA: 37:41"
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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\b\b\b\r",
      "  3776/138612 [..............................] - ETA: 37:39"
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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\b\b\r",
      "  3808/138612 [..............................] - ETA: 37:35"
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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\b\b\r",
      "  3840/138612 [..............................] - ETA: 37:35"
     ]
    },
    {
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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\b\b\r",
      "  3872/138612 [..............................] - ETA: 37:38"
     ]
    },
    {
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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\b\b\b\r",
      "  3904/138612 [..............................] - ETA: 37:40"
     ]
    },
    {
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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\b\b\r",
      "  3936/138612 [..............................] - ETA: 37:39"
     ]
    },
    {
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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\b\b\r",
      "  3968/138612 [..............................] - ETA: 37:44"
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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\b\b\r",
      "  4000/138612 [..............................] - ETA: 37:43"
     ]
    },
    {
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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\b\b\r",
      "  4032/138612 [..............................] - ETA: 37:46"
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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\b\b\r",
      "  4064/138612 [..............................] - ETA: 37:48"
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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\b\b\r",
      "  4096/138612 [..............................] - ETA: 37:49"
     ]
    },
    {
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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\b\b\r",
      "  4128/138612 [..............................] - ETA: 37:48"
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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\b\b\r",
      "  4160/138612 [..............................] - ETA: 37:43"
     ]
    },
    {
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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\b\b\r",
      "  4192/138612 [..............................] - ETA: 37:41"
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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\b\b\r",
      "  4224/138612 [..............................] - ETA: 37:37"
     ]
    },
    {
     "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\b\b\b\r",
      "  4256/138612 [..............................] - ETA: 37:36"
     ]
    },
    {
     "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\b\b\b\r",
      "  4288/138612 [..............................] - ETA: 37:36"
     ]
    },
    {
     "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\b\b\b\r",
      "  4320/138612 [..............................] - ETA: 37:35"
     ]
    },
    {
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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\b\b\r",
      "  4352/138612 [..............................] - ETA: 37:34"
     ]
    },
    {
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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\b\b\r",
      "  4384/138612 [..............................] - ETA: 37:34"
     ]
    },
    {
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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\b\b\r",
      "  4416/138612 [..............................] - ETA: 37:33"
     ]
    },
    {
     "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\b\b\b\r",
      "  4448/138612 [..............................] - ETA: 37:31"
     ]
    },
    {
     "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\b\b\b\r",
      "  4480/138612 [..............................] - ETA: 37:29"
     ]
    },
    {
     "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\b\b\b\r",
      "  4512/138612 [..............................] - ETA: 37:27"
     ]
    },
    {
     "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\b\b\b\r",
      "  4544/138612 [..............................] - ETA: 37:23"
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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\b\b\b\r",
      "  4576/138612 [..............................] - ETA: 37:21"
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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\b\b\r",
      "  4608/138612 [..............................] - ETA: 37:19"
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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\b\b\r",
      "  4640/138612 [>.............................] - ETA: 37:16"
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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\b\b\r",
      "  4672/138612 [>.............................] - ETA: 37:12"
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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\b\b\r",
      "  4704/138612 [>.............................] - ETA: 37:09"
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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\b\b\r",
      "  4736/138612 [>.............................] - ETA: 37:04"
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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\b\b\r",
      "  4768/138612 [>.............................] - ETA: 37:01"
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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\b\b\r",
      "  4800/138612 [>.............................] - ETA: 36:58"
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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\b\b\r",
      "  4832/138612 [>.............................] - ETA: 36:54"
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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\b\b\r",
      "  4864/138612 [>.............................] - ETA: 36:50"
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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\b\b\r",
      "  4896/138612 [>.............................] - ETA: 36:47"
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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\b\b\r",
      "  4928/138612 [>.............................] - ETA: 36:44"
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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\b\b\r",
      "  4960/138612 [>.............................] - ETA: 36:41"
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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\b\b\b\r",
      "  4992/138612 [>.............................] - ETA: 36:40"
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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\b\b\b\r",
      "  5024/138612 [>.............................] - ETA: 36:39"
     ]
    },
    {
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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\b\b\b\r",
      "  5056/138612 [>.............................] - ETA: 36:36"
     ]
    },
    {
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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\b\b\r",
      "  5088/138612 [>.............................] - ETA: 36:35"
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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\b\b\b\r",
      "  5120/138612 [>.............................] - ETA: 36:33"
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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\b\b\r",
      "  5152/138612 [>.............................] - ETA: 36:29"
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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\b\b\r",
      "  5184/138612 [>.............................] - ETA: 36:28"
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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\b\b\r",
      "  5216/138612 [>.............................] - ETA: 36:28"
     ]
    },
    {
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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\b\b\r",
      "  5248/138612 [>.............................] - ETA: 36:26"
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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\b\b\r",
      "  5280/138612 [>.............................] - ETA: 36:25"
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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\b\b\r",
      "  5312/138612 [>.............................] - ETA: 36:23"
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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\b\b\r",
      "  5344/138612 [>.............................] - ETA: 36:21"
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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\b\b\r",
      "  5376/138612 [>.............................] - ETA: 36:18"
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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\b\b\r",
      "  5408/138612 [>.............................] - ETA: 36:15"
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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\b\b\r",
      "  5440/138612 [>.............................] - ETA: 36:10"
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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\b\b\r",
      "  5472/138612 [>.............................] - ETA: 36:06"
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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\b\b\r",
      "  5504/138612 [>.............................] - ETA: 36:05"
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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\b\b\r",
      "  5536/138612 [>.............................] - ETA: 36:05"
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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\b\b\r",
      "  5568/138612 [>.............................] - ETA: 36:03"
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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\b\b\r",
      "  5600/138612 [>.............................] - ETA: 36:00"
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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\b\b\r",
      "  5632/138612 [>.............................] - ETA: 36:00"
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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\b\b\r",
      "  5664/138612 [>.............................] - ETA: 35:57"
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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\b\b\r",
      "  5696/138612 [>.............................] - ETA: 35:56"
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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\b\b\r",
      "  5728/138612 [>.............................] - ETA: 35:54"
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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\b\b\r",
      "  5760/138612 [>.............................] - ETA: 35:53"
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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\b\b\r",
      "  5792/138612 [>.............................] - ETA: 35:54"
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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\b\b\r",
      "  5824/138612 [>.............................] - ETA: 35:54"
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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\b\b\r",
      "  5856/138612 [>.............................] - ETA: 35:55"
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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\b\b\r",
      "  5888/138612 [>.............................] - ETA: 35:54"
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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\b\b\r",
      "  5920/138612 [>.............................] - ETA: 35:54"
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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\b\b\r",
      "  5952/138612 [>.............................] - ETA: 35:53"
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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\b\b\r",
      "  5984/138612 [>.............................] - ETA: 35:53"
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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\b\b\r",
      "  6016/138612 [>.............................] - ETA: 35:53"
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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\b\b\r",
      "  6048/138612 [>.............................] - ETA: 35:53"
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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\b\b\r",
      "  6080/138612 [>.............................] - ETA: 35:54"
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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\b\b\r",
      "  6112/138612 [>.............................] - ETA: 35:52"
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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\b\b\r",
      "  6144/138612 [>.............................] - ETA: 35:52"
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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\b\b\r",
      "  6176/138612 [>.............................] - ETA: 35:50"
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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\b\b\r",
      "  6208/138612 [>.............................] - ETA: 35:48"
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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\b\b\r",
      "  6240/138612 [>.............................] - ETA: 35:46"
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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\b\b\r",
      "  6272/138612 [>.............................] - ETA: 35:45"
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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\b\b\r",
      "  6304/138612 [>.............................] - ETA: 35:45"
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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\b\b\r",
      "  6336/138612 [>.............................] - ETA: 35:43"
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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\b\b\b\r",
      "  6368/138612 [>.............................] - ETA: 35:44"
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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\b\b\r",
      "  6400/138612 [>.............................] - ETA: 35:42"
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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\b\b\r",
      "  6432/138612 [>.............................] - ETA: 35:39"
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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\b\b\r",
      "  6464/138612 [>.............................] - ETA: 35:35"
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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\b\b\b\r",
      "  6496/138612 [>.............................] - ETA: 35:34"
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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\b\b\r",
      "  6528/138612 [>.............................] - ETA: 35:31"
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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\b\b\b\r",
      "  6560/138612 [>.............................] - ETA: 35:28"
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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\b\b\r",
      "  6592/138612 [>.............................] - ETA: 35:26"
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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\b\b\b\r",
      "  6624/138612 [>.............................] - ETA: 35:23"
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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\b\b\b\r",
      "  6656/138612 [>.............................] - ETA: 35:19"
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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\b\b\b\r",
      "  6688/138612 [>.............................] - ETA: 35:17"
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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\b\b\b\r",
      "  6720/138612 [>.............................] - ETA: 35:16"
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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\b\b\b\r",
      "  6752/138612 [>.............................] - ETA: 35:16"
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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\b\b\b\r",
      "  6784/138612 [>.............................] - ETA: 35:14"
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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\b\b\b\r",
      "  6816/138612 [>.............................] - ETA: 35:13"
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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\b\b\b\r",
      "  6848/138612 [>.............................] - ETA: 35:12"
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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\b\b\b\r",
      "  6880/138612 [>.............................] - ETA: 35:10"
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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\b\b\b\r",
      "  6912/138612 [>.............................] - ETA: 35:09"
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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\b\b\b\r",
      "  6944/138612 [>.............................] - ETA: 35:07"
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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\b\b\b\r",
      "  6976/138612 [>.............................] - ETA: 35:06"
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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\b\b\b\r",
      "  7008/138612 [>.............................] - ETA: 35:07"
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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\b\b\b\r",
      "  7040/138612 [>.............................] - ETA: 35:05"
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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\b\b\b\r",
      "  7072/138612 [>.............................] - ETA: 35:03"
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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\b\b\b\r",
      "  7104/138612 [>.............................] - ETA: 35:01"
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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\b\b\b\r",
      "  7136/138612 [>.............................] - ETA: 35:00"
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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\b\b\r",
      "  7168/138612 [>.............................] - ETA: 34:58"
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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\b\b\r",
      "  7200/138612 [>.............................] - ETA: 34:56"
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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\b\b\b\r",
      "  7232/138612 [>.............................] - ETA: 34:53"
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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\b\b\b\r",
      "  7264/138612 [>.............................] - ETA: 34:52"
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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\b\b\b\r",
      "  7296/138612 [>.............................] - ETA: 34:51"
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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\b\b\r",
      "  7328/138612 [>.............................] - ETA: 34:49"
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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\b\b\r",
      "  7360/138612 [>.............................] - ETA: 34:48"
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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\b\b\r",
      "  7392/138612 [>.............................] - ETA: 34:46"
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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\b\b\r",
      "  7424/138612 [>.............................] - ETA: 34:45"
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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\b\b\r",
      "  7456/138612 [>.............................] - ETA: 34:44"
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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\b\b\r",
      "  7488/138612 [>.............................] - ETA: 34:42"
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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\b\b\r",
      "  7520/138612 [>.............................] - ETA: 34:40"
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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\b\b\b\r",
      "  7552/138612 [>.............................] - ETA: 34:38"
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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\b\b\b\r",
      "  7584/138612 [>.............................] - ETA: 34:37"
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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\b\b\b\r",
      "  7616/138612 [>.............................] - ETA: 34:36"
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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\b\b\b\r",
      "  7648/138612 [>.............................] - ETA: 34:33"
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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\b\b\r",
      "  7680/138612 [>.............................] - ETA: 34:33"
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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\b\b\r",
      "  7712/138612 [>.............................] - ETA: 34:31"
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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\b\b\r",
      "  7744/138612 [>.............................] - ETA: 34:29"
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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\b\b\b\r",
      "  7776/138612 [>.............................] - ETA: 34:27"
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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\b\b\b\r",
      "  7808/138612 [>.............................] - ETA: 34:25"
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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\b\b\b\r",
      "  7840/138612 [>.............................] - ETA: 34:24"
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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\b\b\r",
      "  7872/138612 [>.............................] - ETA: 34:22"
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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\b\b\b\r",
      "  7904/138612 [>.............................] - ETA: 34:23"
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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\b\b\b\r",
      "  7936/138612 [>.............................] - ETA: 34:26"
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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\b\b\b\r",
      "  7968/138612 [>.............................] - ETA: 34:28"
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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\b\b\b\r",
      "  8000/138612 [>.............................] - ETA: 34:26"
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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\b\b\b\r",
      "  8032/138612 [>.............................] - ETA: 34:25"
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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\b\b\b\r",
      "  8064/138612 [>.............................] - ETA: 34:23"
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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\b\b\b\r",
      "  8096/138612 [>.............................] - ETA: 34:23"
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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\b\b\b\r",
      "  8128/138612 [>.............................] - ETA: 34:22"
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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\b\b\b\r",
      "  8160/138612 [>.............................] - ETA: 34:20"
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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\b\b\b\r",
      "  8192/138612 [>.............................] - ETA: 34:20"
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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\b\b\b\r",
      "  8224/138612 [>.............................] - ETA: 34:19"
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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\b\b\b\r",
      "  8256/138612 [>.............................] - ETA: 34:18"
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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\b\b\b\r",
      "  8288/138612 [>.............................] - ETA: 34:18"
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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\b\b\r",
      "  8320/138612 [>.............................] - ETA: 34:16"
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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\b\b\b\r",
      "  8352/138612 [>.............................] - ETA: 34:14"
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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\b\b\r",
      "  8384/138612 [>.............................] - ETA: 34:13"
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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\b\b\r",
      "  8416/138612 [>.............................] - ETA: 34:11"
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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\b\b\r",
      "  8448/138612 [>.............................] - ETA: 34:10"
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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\b\b\r",
      "  8480/138612 [>.............................] - ETA: 34:08"
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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\b\b\r",
      "  8512/138612 [>.............................] - ETA: 34:07"
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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\b\b\r",
      "  8544/138612 [>.............................] - ETA: 34:05"
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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\b\b\r",
      "  8576/138612 [>.............................] - ETA: 34:04"
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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\b\b\r",
      "  8608/138612 [>.............................] - ETA: 34:02"
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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\b\b\b\r",
      "  8640/138612 [>.............................] - ETA: 34:01"
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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\b\b\r",
      "  8672/138612 [>.............................] - ETA: 34:01"
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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\b\b\r",
      "  8704/138612 [>.............................] - ETA: 34:02"
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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\b\b\b\r",
      "  8736/138612 [>.............................] - ETA: 34:03"
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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\b\b\r",
      "  8768/138612 [>.............................] - ETA: 34:02"
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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\b\b\r",
      "  8800/138612 [>.............................] - ETA: 34:00"
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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\b\b\r",
      "  8832/138612 [>.............................] - ETA: 34:00"
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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\b\b\b\r",
      "  8864/138612 [>.............................] - ETA: 34:00"
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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\b\b\r",
      "  8896/138612 [>.............................] - ETA: 34:01"
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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\b\b\b\r",
      "  8928/138612 [>.............................] - ETA: 34:02"
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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\b\b\b\r",
      "  8960/138612 [>.............................] - ETA: 34:03"
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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\b\b\b\r",
      "  8992/138612 [>.............................] - ETA: 34:03"
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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\b\b\b\r",
      "  9024/138612 [>.............................] - ETA: 34:03"
     ]
    },
    {
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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\b\b\b\r",
      "  9056/138612 [>.............................] - ETA: 34:02"
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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\b\b\b\r",
      "  9088/138612 [>.............................] - ETA: 34:02"
     ]
    },
    {
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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\b\b\r",
      "  9120/138612 [>.............................] - ETA: 34:02"
     ]
    },
    {
     "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\b\b\b\r",
      "  9152/138612 [>.............................] - ETA: 34:01"
     ]
    },
    {
     "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\b\b\b\r",
      "  9184/138612 [>.............................] - ETA: 34:00"
     ]
    },
    {
     "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\b\b\b\r",
      "  9216/138612 [>.............................] - ETA: 33:58"
     ]
    },
    {
     "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\b\b\b\r",
      "  9248/138612 [=>............................] - ETA: 33:57"
     ]
    },
    {
     "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\b\b\b\r",
      "  9280/138612 [=>............................] - ETA: 33:56"
     ]
    },
    {
     "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\b\b\b\r",
      "  9312/138612 [=>............................] - ETA: 33:55"
     ]
    },
    {
     "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\b\b\b\r",
      "  9344/138612 [=>............................] - ETA: 33:55"
     ]
    },
    {
     "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\b\b\b\r",
      "  9376/138612 [=>............................] - ETA: 33:54"
     ]
    },
    {
     "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\b\b\b\r",
      "  9408/138612 [=>............................] - ETA: 33:54"
     ]
    },
    {
     "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\b\b\b\r",
      "  9440/138612 [=>............................] - ETA: 33:53"
     ]
    },
    {
     "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\b\b\b\r",
      "  9472/138612 [=>............................] - ETA: 33:51"
     ]
    },
    {
     "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\b\b\b\r",
      "  9504/138612 [=>............................] - ETA: 33:50"
     ]
    },
    {
     "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\b\b\b\r",
      "  9536/138612 [=>............................] - ETA: 33:49"
     ]
    },
    {
     "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\b\b\b\r",
      "  9568/138612 [=>............................] - ETA: 33:47"
     ]
    },
    {
     "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\b\b\b\r",
      "  9600/138612 [=>............................] - ETA: 33:44"
     ]
    },
    {
     "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\b\b\b\r",
      "  9632/138612 [=>............................] - ETA: 33:42"
     ]
    },
    {
     "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\b\b\b\r",
      "  9664/138612 [=>............................] - ETA: 33:40"
     ]
    },
    {
     "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\b\b\b\r",
      "  9696/138612 [=>............................] - ETA: 33:40"
     ]
    },
    {
     "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\b\b\b\r",
      "  9728/138612 [=>............................] - ETA: 33:40"
     ]
    },
    {
     "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\b\b\b\r",
      "  9760/138612 [=>............................] - ETA: 33:39"
     ]
    },
    {
     "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\b\b\b\r",
      "  9792/138612 [=>............................] - ETA: 33:38"
     ]
    },
    {
     "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\b\b\b\r",
      "  9824/138612 [=>............................] - ETA: 33:37"
     ]
    },
    {
     "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\b\b\b\r",
      "  9856/138612 [=>............................] - ETA: 33:36"
     ]
    },
    {
     "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\b\b\b\r",
      "  9888/138612 [=>............................] - ETA: 33:36"
     ]
    },
    {
     "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\b\b\b\r",
      "  9920/138612 [=>............................] - ETA: 33:36"
     ]
    },
    {
     "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\b\b\b\r",
      "  9952/138612 [=>............................] - ETA: 33:35"
     ]
    },
    {
     "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\b\b\b\r",
      "  9984/138612 [=>............................] - ETA: 33:33"
     ]
    },
    {
     "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\b\b\b\r",
      " 10016/138612 [=>............................] - ETA: 33:31"
     ]
    },
    {
     "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\b\b\b\r",
      " 10048/138612 [=>............................] - ETA: 33:30"
     ]
    },
    {
     "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\b\b\b\r",
      " 10080/138612 [=>............................] - ETA: 33:29"
     ]
    },
    {
     "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\b\b\b\r",
      " 10112/138612 [=>............................] - ETA: 33:27"
     ]
    },
    {
     "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\b\b\b\r",
      " 10144/138612 [=>............................] - ETA: 33:26"
     ]
    },
    {
     "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\b\b\b\r",
      " 10176/138612 [=>............................] - ETA: 33:24"
     ]
    },
    {
     "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\b\b\b\r",
      " 10208/138612 [=>............................] - ETA: 33:22"
     ]
    },
    {
     "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\b\b\b\r",
      " 10240/138612 [=>............................] - ETA: 33:23"
     ]
    },
    {
     "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\b\b\b\r",
      " 10272/138612 [=>............................] - ETA: 33:22"
     ]
    },
    {
     "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\b\b\b\r",
      " 10304/138612 [=>............................] - ETA: 33:22"
     ]
    },
    {
     "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\b\b\b\r",
      " 10336/138612 [=>............................] - ETA: 33:21"
     ]
    },
    {
     "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\b\b\b\r",
      " 10368/138612 [=>............................] - ETA: 33:20"
     ]
    },
    {
     "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\b\b\b\r",
      " 10400/138612 [=>............................] - ETA: 33:19"
     ]
    },
    {
     "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\b\b\b\r",
      " 10432/138612 [=>............................] - ETA: 33:18"
     ]
    },
    {
     "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\b\b\b\r",
      " 10464/138612 [=>............................] - ETA: 33:18"
     ]
    },
    {
     "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\b\b\b\r",
      " 10496/138612 [=>............................] - ETA: 33:17"
     ]
    },
    {
     "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\b\b\r",
      " 10528/138612 [=>............................] - ETA: 33:16"
     ]
    },
    {
     "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\b\b\b\r",
      " 10560/138612 [=>............................] - ETA: 33:14"
     ]
    },
    {
     "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\b\b\b\r",
      " 10592/138612 [=>............................] - ETA: 33:14"
     ]
    },
    {
     "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\b\b\b\r",
      " 10624/138612 [=>............................] - ETA: 33:14"
     ]
    },
    {
     "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\b\b\b\r",
      " 10656/138612 [=>............................] - ETA: 33:13"
     ]
    },
    {
     "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\b\b\b\r",
      " 10688/138612 [=>............................] - ETA: 33:11"
     ]
    },
    {
     "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\b\b\b\r",
      " 10720/138612 [=>............................] - ETA: 33:10"
     ]
    },
    {
     "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\b\b\b\r",
      " 10752/138612 [=>............................] - ETA: 33:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 10784/138612 [=>............................] - ETA: 33:08"
     ]
    },
    {
     "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\b\b\b\r",
      " 10816/138612 [=>............................] - ETA: 33:08"
     ]
    },
    {
     "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\b\b\b\r",
      " 10848/138612 [=>............................] - ETA: 33:08"
     ]
    },
    {
     "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\b\b\b\r",
      " 10880/138612 [=>............................] - ETA: 33:08"
     ]
    },
    {
     "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\b\b\b\r",
      " 10912/138612 [=>............................] - ETA: 33:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 10944/138612 [=>............................] - ETA: 33:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 10976/138612 [=>............................] - ETA: 33:08"
     ]
    },
    {
     "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\b\b\b\r",
      " 11008/138612 [=>............................] - ETA: 33:08"
     ]
    },
    {
     "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\b\b\b\r",
      " 11040/138612 [=>............................] - ETA: 33:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 11072/138612 [=>............................] - ETA: 33:08"
     ]
    },
    {
     "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\b\b\b\r",
      " 11104/138612 [=>............................] - ETA: 33:08"
     ]
    },
    {
     "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\b\b\b\r",
      " 11136/138612 [=>............................] - ETA: 33:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 11168/138612 [=>............................] - ETA: 33:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 11200/138612 [=>............................] - ETA: 33:10"
     ]
    },
    {
     "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\b\b\b\r",
      " 11232/138612 [=>............................] - ETA: 33:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 11264/138612 [=>............................] - ETA: 33:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 11296/138612 [=>............................] - ETA: 33:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 11328/138612 [=>............................] - ETA: 33:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 11360/138612 [=>............................] - ETA: 33:08"
     ]
    },
    {
     "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\b\b\b\r",
      " 11392/138612 [=>............................] - ETA: 33:08"
     ]
    },
    {
     "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\b\b\b\r",
      " 11424/138612 [=>............................] - ETA: 33:07"
     ]
    },
    {
     "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\b\b\r",
      " 11456/138612 [=>............................] - ETA: 33:06"
     ]
    },
    {
     "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\b\b\b\r",
      " 11488/138612 [=>............................] - ETA: 33:06"
     ]
    },
    {
     "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\b\b\b\r",
      " 11520/138612 [=>............................] - ETA: 33:05"
     ]
    },
    {
     "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\b\b\b\r",
      " 11552/138612 [=>............................] - ETA: 33:04"
     ]
    },
    {
     "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\b\b\b\r",
      " 11584/138612 [=>............................] - ETA: 33:03"
     ]
    },
    {
     "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\b\b\b\r",
      " 11616/138612 [=>............................] - ETA: 33:02"
     ]
    },
    {
     "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\b\b\b\r",
      " 11648/138612 [=>............................] - ETA: 33:02"
     ]
    },
    {
     "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\b\b\b\r",
      " 11680/138612 [=>............................] - ETA: 33:01"
     ]
    },
    {
     "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\b\b\b\r",
      " 11712/138612 [=>............................] - ETA: 33:00"
     ]
    },
    {
     "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\b\b\b\r",
      " 11744/138612 [=>............................] - ETA: 32:58"
     ]
    },
    {
     "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\b\b\b\r",
      " 11776/138612 [=>............................] - ETA: 32:57"
     ]
    },
    {
     "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\b\b\b\r",
      " 11808/138612 [=>............................] - ETA: 32:55"
     ]
    },
    {
     "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\b\b\b\r",
      " 11840/138612 [=>............................] - ETA: 32:54"
     ]
    },
    {
     "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\b\b\b\r",
      " 11872/138612 [=>............................] - ETA: 32:53"
     ]
    },
    {
     "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\b\b\b\r",
      " 11904/138612 [=>............................] - ETA: 32:52"
     ]
    },
    {
     "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\b\b\b\r",
      " 11936/138612 [=>............................] - ETA: 32:51"
     ]
    },
    {
     "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\b\b\b\r",
      " 11968/138612 [=>............................] - ETA: 32:50"
     ]
    },
    {
     "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\b\b\b\r",
      " 12000/138612 [=>............................] - ETA: 32:50"
     ]
    },
    {
     "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\b\b\b\r",
      " 12032/138612 [=>............................] - ETA: 32:50"
     ]
    },
    {
     "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\b\b\b\r",
      " 12064/138612 [=>............................] - ETA: 32:49"
     ]
    },
    {
     "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\b\b\b\r",
      " 12096/138612 [=>............................] - ETA: 32:48"
     ]
    },
    {
     "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\b\b\b\r",
      " 12128/138612 [=>............................] - ETA: 32:47"
     ]
    },
    {
     "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\b\b\b\r",
      " 12160/138612 [=>............................] - ETA: 32:47"
     ]
    },
    {
     "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\b\b\b\r",
      " 12192/138612 [=>............................] - ETA: 32:46"
     ]
    },
    {
     "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\b\b\b\r",
      " 12224/138612 [=>............................] - ETA: 32:44"
     ]
    },
    {
     "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\b\b\b\r",
      " 12256/138612 [=>............................] - ETA: 32:44"
     ]
    },
    {
     "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\b\b\b\r",
      " 12288/138612 [=>............................] - ETA: 32:43"
     ]
    },
    {
     "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\b\b\b\r",
      " 12320/138612 [=>............................] - ETA: 32:42"
     ]
    },
    {
     "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\b\b\b\r",
      " 12352/138612 [=>............................] - ETA: 32:42"
     ]
    },
    {
     "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\b\b\b\r",
      " 12384/138612 [=>............................] - ETA: 32:40"
     ]
    },
    {
     "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\b\b\b\r",
      " 12416/138612 [=>............................] - ETA: 32:39"
     ]
    },
    {
     "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\b\b\b\r",
      " 12448/138612 [=>............................] - ETA: 32:38"
     ]
    },
    {
     "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\b\b\b\r",
      " 12480/138612 [=>............................] - ETA: 32:38"
     ]
    },
    {
     "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\b\b\b\r",
      " 12512/138612 [=>............................] - ETA: 32:38"
     ]
    },
    {
     "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\b\b\b\r",
      " 12544/138612 [=>............................] - ETA: 32:38"
     ]
    },
    {
     "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\b\b\b\r",
      " 12576/138612 [=>............................] - ETA: 32:37"
     ]
    },
    {
     "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\b\b\b\r",
      " 12608/138612 [=>............................] - ETA: 32:36"
     ]
    },
    {
     "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\b\b\b\r",
      " 12640/138612 [=>............................] - ETA: 32:37"
     ]
    },
    {
     "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\b\b\b\r",
      " 12672/138612 [=>............................] - ETA: 32:37"
     ]
    },
    {
     "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\b\b\b\r",
      " 12704/138612 [=>............................] - ETA: 32:37"
     ]
    },
    {
     "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\b\b\b\r",
      " 12736/138612 [=>............................] - ETA: 32:36"
     ]
    },
    {
     "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\b\b\b\r",
      " 12768/138612 [=>............................] - ETA: 32:35"
     ]
    },
    {
     "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\b\b\b\r",
      " 12800/138612 [=>............................] - ETA: 32:35"
     ]
    },
    {
     "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\b\b\b\r",
      " 12832/138612 [=>............................] - ETA: 32:35"
     ]
    },
    {
     "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\b\b\b\r",
      " 12864/138612 [=>............................] - ETA: 32:35"
     ]
    },
    {
     "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\b\b\b\r",
      " 12896/138612 [=>............................] - ETA: 32:35"
     ]
    },
    {
     "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\b\b\b\r",
      " 12928/138612 [=>............................] - ETA: 32:35"
     ]
    },
    {
     "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\b\b\b\r",
      " 12960/138612 [=>............................] - ETA: 32:34"
     ]
    },
    {
     "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\b\b\b\r",
      " 12992/138612 [=>............................] - ETA: 32:34"
     ]
    },
    {
     "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\b\b\b\r",
      " 13024/138612 [=>............................] - ETA: 32:34"
     ]
    },
    {
     "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\b\b\b\r",
      " 13056/138612 [=>............................] - ETA: 32:34"
     ]
    },
    {
     "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\b\b\b\r",
      " 13088/138612 [=>............................] - ETA: 32:34"
     ]
    },
    {
     "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\b\b\b\r",
      " 13120/138612 [=>............................] - ETA: 32:33"
     ]
    },
    {
     "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\b\b\b\r",
      " 13152/138612 [=>............................] - ETA: 32:32"
     ]
    },
    {
     "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\b\b\b\r",
      " 13184/138612 [=>............................] - ETA: 32:31"
     ]
    },
    {
     "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\b\b\b\r",
      " 13216/138612 [=>............................] - ETA: 32:30"
     ]
    },
    {
     "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\b\b\b\r",
      " 13248/138612 [=>............................] - ETA: 32:30"
     ]
    },
    {
     "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\b\b\b\r",
      " 13280/138612 [=>............................] - ETA: 32:29"
     ]
    },
    {
     "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\b\b\b\r",
      " 13312/138612 [=>............................] - ETA: 32:28"
     ]
    },
    {
     "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\b\b\b\r",
      " 13344/138612 [=>............................] - ETA: 32:27"
     ]
    },
    {
     "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\b\b\b\r",
      " 13376/138612 [=>............................] - ETA: 32:26"
     ]
    },
    {
     "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\b\b\b\r",
      " 13408/138612 [=>............................] - ETA: 32:25"
     ]
    },
    {
     "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\b\b\b\r",
      " 13440/138612 [=>............................] - ETA: 32:24"
     ]
    },
    {
     "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\b\b\b\r",
      " 13472/138612 [=>............................] - ETA: 32:23"
     ]
    },
    {
     "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\b\b\b\r",
      " 13504/138612 [=>............................] - ETA: 32:22"
     ]
    },
    {
     "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\b\b\b\r",
      " 13536/138612 [=>............................] - ETA: 32:21"
     ]
    },
    {
     "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\b\b\b\r",
      " 13568/138612 [=>............................] - ETA: 32:19"
     ]
    },
    {
     "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\b\b\b\r",
      " 13600/138612 [=>............................] - ETA: 32:18"
     ]
    },
    {
     "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\b\b\b\r",
      " 13632/138612 [=>............................] - ETA: 32:18"
     ]
    },
    {
     "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\b\b\b\r",
      " 13664/138612 [=>............................] - ETA: 32:17"
     ]
    },
    {
     "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\b\b\r",
      " 13696/138612 [=>............................] - ETA: 32:15"
     ]
    },
    {
     "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\b\b\b\r",
      " 13728/138612 [=>............................] - ETA: 32:15"
     ]
    },
    {
     "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\b\b\b\r",
      " 13760/138612 [=>............................] - ETA: 32:13"
     ]
    },
    {
     "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\b\b\b\r",
      " 13792/138612 [=>............................] - ETA: 32:13"
     ]
    },
    {
     "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\b\b\b\r",
      " 13824/138612 [=>............................] - ETA: 32:12"
     ]
    },
    {
     "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\b\b\b\r",
      " 13856/138612 [=>............................] - ETA: 32:12"
     ]
    },
    {
     "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\b\b\b\r",
      " 13888/138612 [==>...........................] - ETA: 32:11"
     ]
    },
    {
     "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\b\b\b\r",
      " 13920/138612 [==>...........................] - ETA: 32:10"
     ]
    },
    {
     "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\b\b\b\r",
      " 13952/138612 [==>...........................] - ETA: 32:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 13984/138612 [==>...........................] - ETA: 32:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 14016/138612 [==>...........................] - ETA: 32:08"
     ]
    },
    {
     "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\b\b\b\r",
      " 14048/138612 [==>...........................] - ETA: 32:08"
     ]
    },
    {
     "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\b\b\b\r",
      " 14080/138612 [==>...........................] - ETA: 32:08"
     ]
    },
    {
     "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\b\b\b\r",
      " 14112/138612 [==>...........................] - ETA: 32:07"
     ]
    },
    {
     "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\b\b\r",
      " 14144/138612 [==>...........................] - ETA: 32:06"
     ]
    },
    {
     "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\b\b\b\r",
      " 14176/138612 [==>...........................] - ETA: 32:05"
     ]
    },
    {
     "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\b\b\b\r",
      " 14208/138612 [==>...........................] - ETA: 32:04"
     ]
    },
    {
     "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\b\b\b\r",
      " 14240/138612 [==>...........................] - ETA: 32:03"
     ]
    },
    {
     "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\b\b\b\r",
      " 14272/138612 [==>...........................] - ETA: 32:03"
     ]
    },
    {
     "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\b\b\b\r",
      " 14304/138612 [==>...........................] - ETA: 32:02"
     ]
    },
    {
     "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\b\b\b\r",
      " 14336/138612 [==>...........................] - ETA: 32:01"
     ]
    },
    {
     "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\b\b\b\r",
      " 14368/138612 [==>...........................] - ETA: 32:01"
     ]
    },
    {
     "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\b\b\b\r",
      " 14400/138612 [==>...........................] - ETA: 32:00"
     ]
    },
    {
     "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\b\b\b\r",
      " 14432/138612 [==>...........................] - ETA: 31:59"
     ]
    },
    {
     "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\b\b\b\r",
      " 14464/138612 [==>...........................] - ETA: 31:58"
     ]
    },
    {
     "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\b\b\b\r",
      " 14496/138612 [==>...........................] - ETA: 31:58"
     ]
    },
    {
     "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\b\b\b\r",
      " 14528/138612 [==>...........................] - ETA: 31:57"
     ]
    },
    {
     "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\b\b\b\r",
      " 14560/138612 [==>...........................] - ETA: 31:57"
     ]
    },
    {
     "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\b\b\b\r",
      " 14592/138612 [==>...........................] - ETA: 31:56"
     ]
    },
    {
     "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\b\b\b\r",
      " 14624/138612 [==>...........................] - ETA: 31:56"
     ]
    },
    {
     "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\b\b\b\r",
      " 14656/138612 [==>...........................] - ETA: 31:56"
     ]
    },
    {
     "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\b\b\b\r",
      " 14688/138612 [==>...........................] - ETA: 31:56"
     ]
    },
    {
     "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\b\b\b\r",
      " 14720/138612 [==>...........................] - ETA: 31:56"
     ]
    },
    {
     "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\b\b\b\r",
      " 14752/138612 [==>...........................] - ETA: 31:56"
     ]
    },
    {
     "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\b\b\b\r",
      " 14784/138612 [==>...........................] - ETA: 31:56"
     ]
    },
    {
     "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\b\b\b\r",
      " 14816/138612 [==>...........................] - ETA: 31:56"
     ]
    },
    {
     "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\b\b\b\r",
      " 14848/138612 [==>...........................] - ETA: 31:55"
     ]
    },
    {
     "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\b\b\b\r",
      " 14880/138612 [==>...........................] - ETA: 31:54"
     ]
    },
    {
     "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\b\b\b\r",
      " 14912/138612 [==>...........................] - ETA: 31:54"
     ]
    },
    {
     "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\b\b\b\r",
      " 14944/138612 [==>...........................] - ETA: 31:53"
     ]
    },
    {
     "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\b\b\b\r",
      " 14976/138612 [==>...........................] - ETA: 31:53"
     ]
    },
    {
     "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\b\b\b\r",
      " 15008/138612 [==>...........................] - ETA: 31:53"
     ]
    },
    {
     "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\b\b\b\r",
      " 15040/138612 [==>...........................] - ETA: 31:52"
     ]
    },
    {
     "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\b\b\b\r",
      " 15072/138612 [==>...........................] - ETA: 31:52"
     ]
    },
    {
     "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\b\b\b\r",
      " 15104/138612 [==>...........................] - ETA: 31:52"
     ]
    },
    {
     "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\b\b\b\r",
      " 15136/138612 [==>...........................] - ETA: 31:51"
     ]
    },
    {
     "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\b\b\b\r",
      " 15168/138612 [==>...........................] - ETA: 31:50"
     ]
    },
    {
     "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\b\b\b\r",
      " 15200/138612 [==>...........................] - ETA: 31:49"
     ]
    },
    {
     "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\b\b\b\r",
      " 15232/138612 [==>...........................] - ETA: 31:49"
     ]
    },
    {
     "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\b\b\b\r",
      " 15264/138612 [==>...........................] - ETA: 31:47"
     ]
    },
    {
     "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\b\b\b\r",
      " 15296/138612 [==>...........................] - ETA: 31:47"
     ]
    },
    {
     "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\b\b\b\r",
      " 15328/138612 [==>...........................] - ETA: 31:46"
     ]
    },
    {
     "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\b\b\b\r",
      " 15360/138612 [==>...........................] - ETA: 31:45"
     ]
    },
    {
     "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\b\b\b\r",
      " 15392/138612 [==>...........................] - ETA: 31:44"
     ]
    },
    {
     "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\b\b\b\r",
      " 15424/138612 [==>...........................] - ETA: 31:43"
     ]
    },
    {
     "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\b\b\b\r",
      " 15456/138612 [==>...........................] - ETA: 31:41"
     ]
    },
    {
     "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\b\b\b\r",
      " 15488/138612 [==>...........................] - ETA: 31:40"
     ]
    },
    {
     "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\b\b\b\r",
      " 15520/138612 [==>...........................] - ETA: 31:39"
     ]
    },
    {
     "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\b\b\b\r",
      " 15552/138612 [==>...........................] - ETA: 31:39"
     ]
    },
    {
     "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\b\b\b\r",
      " 15584/138612 [==>...........................] - ETA: 31:38"
     ]
    },
    {
     "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\b\b\b\r",
      " 15616/138612 [==>...........................] - ETA: 31:37"
     ]
    },
    {
     "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\b\b\b\r",
      " 15648/138612 [==>...........................] - ETA: 31:36"
     ]
    },
    {
     "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\b\b\b\r",
      " 15680/138612 [==>...........................] - ETA: 31:35"
     ]
    },
    {
     "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\b\b\b\r",
      " 15712/138612 [==>...........................] - ETA: 31:34"
     ]
    },
    {
     "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\b\b\b\r",
      " 15744/138612 [==>...........................] - ETA: 31:34"
     ]
    },
    {
     "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\b\b\b\r",
      " 15776/138612 [==>...........................] - ETA: 31:34"
     ]
    },
    {
     "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\b\b\b\r",
      " 15808/138612 [==>...........................] - ETA: 31:33"
     ]
    },
    {
     "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\b\b\b\r",
      " 15840/138612 [==>...........................] - ETA: 31:32"
     ]
    },
    {
     "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\b\b\b\r",
      " 15872/138612 [==>...........................] - ETA: 31:32"
     ]
    },
    {
     "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\b\b\b\r",
      " 15904/138612 [==>...........................] - ETA: 31:31"
     ]
    },
    {
     "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\b\b\b\r",
      " 15936/138612 [==>...........................] - ETA: 31:30"
     ]
    },
    {
     "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\b\b\b\r",
      " 15968/138612 [==>...........................] - ETA: 31:29"
     ]
    },
    {
     "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\b\b\b\r",
      " 16000/138612 [==>...........................] - ETA: 31:28"
     ]
    },
    {
     "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\b\b\b\r",
      " 16032/138612 [==>...........................] - ETA: 31:27"
     ]
    },
    {
     "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\b\b\b\r",
      " 16064/138612 [==>...........................] - ETA: 31:26"
     ]
    },
    {
     "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\b\b\b\r",
      " 16096/138612 [==>...........................] - ETA: 31:26"
     ]
    },
    {
     "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\b\b\b\r",
      " 16128/138612 [==>...........................] - ETA: 31:25"
     ]
    },
    {
     "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\b\b\b\r",
      " 16160/138612 [==>...........................] - ETA: 31:24"
     ]
    },
    {
     "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\b\b\b\r",
      " 16192/138612 [==>...........................] - ETA: 31:23"
     ]
    },
    {
     "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\b\b\b\r",
      " 16224/138612 [==>...........................] - ETA: 31:22"
     ]
    },
    {
     "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\b\b\b\r",
      " 16256/138612 [==>...........................] - ETA: 31:21"
     ]
    },
    {
     "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\b\b\b\r",
      " 16288/138612 [==>...........................] - ETA: 31:21"
     ]
    },
    {
     "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\b\b\b\r",
      " 16320/138612 [==>...........................] - ETA: 31:20"
     ]
    },
    {
     "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\b\b\b\r",
      " 16352/138612 [==>...........................] - ETA: 31:20"
     ]
    },
    {
     "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\b\b\b\r",
      " 16384/138612 [==>...........................] - ETA: 31:19"
     ]
    },
    {
     "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\b\b\b\r",
      " 16416/138612 [==>...........................] - ETA: 31:18"
     ]
    },
    {
     "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\b\b\b\r",
      " 16448/138612 [==>...........................] - ETA: 31:18"
     ]
    },
    {
     "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\b\b\b\r",
      " 16480/138612 [==>...........................] - ETA: 31:18"
     ]
    },
    {
     "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\b\b\b\r",
      " 16512/138612 [==>...........................] - ETA: 31:18"
     ]
    },
    {
     "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\b\b\b\r",
      " 16544/138612 [==>...........................] - ETA: 31:18"
     ]
    },
    {
     "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\b\b\b\r",
      " 16576/138612 [==>...........................] - ETA: 31:18"
     ]
    },
    {
     "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\b\b\b\r",
      " 16608/138612 [==>...........................] - ETA: 31:18"
     ]
    },
    {
     "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\b\b\b\r",
      " 16640/138612 [==>...........................] - ETA: 31:17"
     ]
    },
    {
     "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\b\b\r",
      " 16672/138612 [==>...........................] - ETA: 31:17"
     ]
    },
    {
     "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\b\b\r",
      " 16704/138612 [==>...........................] - ETA: 31:18"
     ]
    },
    {
     "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\b\b\b\r",
      " 16736/138612 [==>...........................] - ETA: 31:18"
     ]
    },
    {
     "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\b\b\b\r",
      " 16768/138612 [==>...........................] - ETA: 31:17"
     ]
    },
    {
     "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\b\b\r",
      " 16800/138612 [==>...........................] - ETA: 31:17"
     ]
    },
    {
     "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\b\b\r",
      " 16832/138612 [==>...........................] - ETA: 31:17"
     ]
    },
    {
     "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\b\b\r",
      " 16864/138612 [==>...........................] - ETA: 31:17"
     ]
    },
    {
     "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\b\b\r",
      " 16896/138612 [==>...........................] - ETA: 31:16"
     ]
    },
    {
     "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\b\b\b\r",
      " 16928/138612 [==>...........................] - ETA: 31:16"
     ]
    },
    {
     "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\b\b\b\r",
      " 16960/138612 [==>...........................] - ETA: 31:15"
     ]
    },
    {
     "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\b\b\b\r",
      " 16992/138612 [==>...........................] - ETA: 31:14"
     ]
    },
    {
     "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\b\b\b\r",
      " 17024/138612 [==>...........................] - ETA: 31:14"
     ]
    },
    {
     "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\b\b\b\r",
      " 17056/138612 [==>...........................] - ETA: 31:13"
     ]
    },
    {
     "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\b\b\b\r",
      " 17088/138612 [==>...........................] - ETA: 31:11"
     ]
    },
    {
     "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\b\b\b\r",
      " 17120/138612 [==>...........................] - ETA: 31:11"
     ]
    },
    {
     "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\b\b\b\r",
      " 17152/138612 [==>...........................] - ETA: 31:10"
     ]
    },
    {
     "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\b\b\b\r",
      " 17184/138612 [==>...........................] - ETA: 31:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 17216/138612 [==>...........................] - ETA: 31:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 17248/138612 [==>...........................] - ETA: 31:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 17280/138612 [==>...........................] - ETA: 31:08"
     ]
    },
    {
     "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\b\b\b\r",
      " 17312/138612 [==>...........................] - ETA: 31:06"
     ]
    },
    {
     "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\b\b\b\r",
      " 17344/138612 [==>...........................] - ETA: 31:06"
     ]
    },
    {
     "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\b\b\b\r",
      " 17376/138612 [==>...........................] - ETA: 31:06"
     ]
    },
    {
     "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\b\b\b\r",
      " 17408/138612 [==>...........................] - ETA: 31:05"
     ]
    },
    {
     "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\b\b\b\r",
      " 17440/138612 [==>...........................] - ETA: 31:05"
     ]
    },
    {
     "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\b\b\b\r",
      " 17472/138612 [==>...........................] - ETA: 31:04"
     ]
    },
    {
     "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\b\b\b\r",
      " 17504/138612 [==>...........................] - ETA: 31:03"
     ]
    },
    {
     "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\b\b\b\r",
      " 17536/138612 [==>...........................] - ETA: 31:03"
     ]
    },
    {
     "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\b\b\b\r",
      " 17568/138612 [==>...........................] - ETA: 31:02"
     ]
    },
    {
     "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\b\b\b\r",
      " 17600/138612 [==>...........................] - ETA: 31:02"
     ]
    },
    {
     "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\b\b\b\r",
      " 17632/138612 [==>...........................] - ETA: 31:01"
     ]
    },
    {
     "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\b\b\b\r",
      " 17664/138612 [==>...........................] - ETA: 31:00"
     ]
    },
    {
     "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\b\b\b\r",
      " 17696/138612 [==>...........................] - ETA: 30:59"
     ]
    },
    {
     "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\b\b\b\r",
      " 17728/138612 [==>...........................] - ETA: 30:58"
     ]
    },
    {
     "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\b\b\b\r",
      " 17760/138612 [==>...........................] - ETA: 30:57"
     ]
    },
    {
     "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\b\b\b\r",
      " 17792/138612 [==>...........................] - ETA: 30:56"
     ]
    },
    {
     "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\b\b\b\r",
      " 17824/138612 [==>...........................] - ETA: 30:56"
     ]
    },
    {
     "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\b\b\b\r",
      " 17856/138612 [==>...........................] - ETA: 30:55"
     ]
    },
    {
     "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\b\b\b\r",
      " 17888/138612 [==>...........................] - ETA: 30:55"
     ]
    },
    {
     "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\b\b\b\r",
      " 17920/138612 [==>...........................] - ETA: 30:54"
     ]
    },
    {
     "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\b\b\b\r",
      " 17952/138612 [==>...........................] - ETA: 30:54"
     ]
    },
    {
     "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\b\b\b\r",
      " 17984/138612 [==>...........................] - ETA: 30:53"
     ]
    },
    {
     "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\b\b\b\r",
      " 18016/138612 [==>...........................] - ETA: 30:52"
     ]
    },
    {
     "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\b\b\b\r",
      " 18048/138612 [==>...........................] - ETA: 30:51"
     ]
    },
    {
     "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\b\b\b\r",
      " 18080/138612 [==>...........................] - ETA: 30:51"
     ]
    },
    {
     "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\b\b\b\r",
      " 18112/138612 [==>...........................] - ETA: 30:51"
     ]
    },
    {
     "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\b\b\b\r",
      " 18144/138612 [==>...........................] - ETA: 30:51"
     ]
    },
    {
     "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\b\b\b\r",
      " 18176/138612 [==>...........................] - ETA: 30:50"
     ]
    },
    {
     "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\b\b\b\r",
      " 18208/138612 [==>...........................] - ETA: 30:50"
     ]
    },
    {
     "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\b\b\b\r",
      " 18240/138612 [==>...........................] - ETA: 30:50"
     ]
    },
    {
     "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\b\b\b\r",
      " 18272/138612 [==>...........................] - ETA: 30:49"
     ]
    },
    {
     "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\b\b\b\r",
      " 18304/138612 [==>...........................] - ETA: 30:49"
     ]
    },
    {
     "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\b\b\b\r",
      " 18336/138612 [==>...........................] - ETA: 30:49"
     ]
    },
    {
     "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\b\b\b\r",
      " 18368/138612 [==>...........................] - ETA: 30:49"
     ]
    },
    {
     "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\b\b\b\r",
      " 18400/138612 [==>...........................] - ETA: 30:49"
     ]
    },
    {
     "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\b\b\b\r",
      " 18432/138612 [==>...........................] - ETA: 30:48"
     ]
    },
    {
     "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\b\b\b\r",
      " 18464/138612 [==>...........................] - ETA: 30:48"
     ]
    },
    {
     "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\b\b\b\r",
      " 18496/138612 [===>..........................] - ETA: 30:48"
     ]
    },
    {
     "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\b\b\b\r",
      " 18528/138612 [===>..........................] - ETA: 30:48"
     ]
    },
    {
     "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\b\b\b\r",
      " 18560/138612 [===>..........................] - ETA: 30:47"
     ]
    },
    {
     "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\b\b\b\r",
      " 18592/138612 [===>..........................] - ETA: 30:46"
     ]
    },
    {
     "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\b\b\b\r",
      " 18624/138612 [===>..........................] - ETA: 30:46"
     ]
    },
    {
     "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\b\b\b\r",
      " 18656/138612 [===>..........................] - ETA: 30:45"
     ]
    },
    {
     "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\b\b\b\r",
      " 18688/138612 [===>..........................] - ETA: 30:45"
     ]
    },
    {
     "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\b\b\b\r",
      " 18720/138612 [===>..........................] - ETA: 30:44"
     ]
    },
    {
     "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\b\b\b\r",
      " 18752/138612 [===>..........................] - ETA: 30:43"
     ]
    },
    {
     "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\b\b\b\r",
      " 18784/138612 [===>..........................] - ETA: 30:42"
     ]
    },
    {
     "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\b\b\b\r",
      " 18816/138612 [===>..........................] - ETA: 30:42"
     ]
    },
    {
     "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\b\b\b\r",
      " 18848/138612 [===>..........................] - ETA: 30:42"
     ]
    },
    {
     "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\b\b\b\r",
      " 18880/138612 [===>..........................] - ETA: 30:41"
     ]
    },
    {
     "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\b\b\b\r",
      " 18912/138612 [===>..........................] - ETA: 30:40"
     ]
    },
    {
     "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\b\b\b\r",
      " 18944/138612 [===>..........................] - ETA: 30:40"
     ]
    },
    {
     "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\b\b\b\r",
      " 18976/138612 [===>..........................] - ETA: 30:39"
     ]
    },
    {
     "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\b\b\b\r",
      " 19008/138612 [===>..........................] - ETA: 30:38"
     ]
    },
    {
     "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\b\b\b\r",
      " 19040/138612 [===>..........................] - ETA: 30:37"
     ]
    },
    {
     "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\b\b\b\r",
      " 19072/138612 [===>..........................] - ETA: 30:35"
     ]
    },
    {
     "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\b\b\b\r",
      " 19104/138612 [===>..........................] - ETA: 30:35"
     ]
    },
    {
     "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\b\b\b\r",
      " 19136/138612 [===>..........................] - ETA: 30:35"
     ]
    },
    {
     "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\b\b\b\r",
      " 19168/138612 [===>..........................] - ETA: 30:34"
     ]
    },
    {
     "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\b\b\b\r",
      " 19200/138612 [===>..........................] - ETA: 30:33"
     ]
    },
    {
     "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\b\b\b\r",
      " 19232/138612 [===>..........................] - ETA: 30:32"
     ]
    },
    {
     "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\b\b\b\r",
      " 19264/138612 [===>..........................] - ETA: 30:32"
     ]
    },
    {
     "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\b\b\b\r",
      " 19296/138612 [===>..........................] - ETA: 30:31"
     ]
    },
    {
     "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\b\b\b\r",
      " 19328/138612 [===>..........................] - ETA: 30:30"
     ]
    },
    {
     "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\b\b\b\r",
      " 19360/138612 [===>..........................] - ETA: 30:30"
     ]
    },
    {
     "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\b\b\b\r",
      " 19392/138612 [===>..........................] - ETA: 30:29"
     ]
    },
    {
     "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\b\b\b\r",
      " 19424/138612 [===>..........................] - ETA: 30:29"
     ]
    },
    {
     "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\b\b\b\r",
      " 19456/138612 [===>..........................] - ETA: 30:28"
     ]
    },
    {
     "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\b\b\b\r",
      " 19488/138612 [===>..........................] - ETA: 30:27"
     ]
    },
    {
     "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\b\b\b\r",
      " 19520/138612 [===>..........................] - ETA: 30:26"
     ]
    },
    {
     "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\b\b\b\r",
      " 19552/138612 [===>..........................] - ETA: 30:26"
     ]
    },
    {
     "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\b\b\b\r",
      " 19584/138612 [===>..........................] - ETA: 30:25"
     ]
    },
    {
     "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\b\b\b\r",
      " 19616/138612 [===>..........................] - ETA: 30:24"
     ]
    },
    {
     "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\b\b\b\r",
      " 19648/138612 [===>..........................] - ETA: 30:23"
     ]
    },
    {
     "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\b\b\b\r",
      " 19680/138612 [===>..........................] - ETA: 30:23"
     ]
    },
    {
     "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\b\b\b\r",
      " 19712/138612 [===>..........................] - ETA: 30:22"
     ]
    },
    {
     "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\b\b\b\r",
      " 19744/138612 [===>..........................] - ETA: 30:21"
     ]
    },
    {
     "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\b\b\b\r",
      " 19776/138612 [===>..........................] - ETA: 30:21"
     ]
    },
    {
     "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\b\b\b\r",
      " 19808/138612 [===>..........................] - ETA: 30:21"
     ]
    },
    {
     "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\b\b\b\r",
      " 19840/138612 [===>..........................] - ETA: 30:20"
     ]
    },
    {
     "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\b\b\b\r",
      " 19872/138612 [===>..........................] - ETA: 30:20"
     ]
    },
    {
     "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\b\b\b\r",
      " 19904/138612 [===>..........................] - ETA: 30:19"
     ]
    },
    {
     "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\b\b\b\r",
      " 19936/138612 [===>..........................] - ETA: 30:19"
     ]
    },
    {
     "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\b\b\b\r",
      " 19968/138612 [===>..........................] - ETA: 30:18"
     ]
    },
    {
     "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\b\b\b\r",
      " 20000/138612 [===>..........................] - ETA: 30:18"
     ]
    },
    {
     "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\b\b\b\r",
      " 20032/138612 [===>..........................] - ETA: 30:17"
     ]
    },
    {
     "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\b\b\r",
      " 20064/138612 [===>..........................] - ETA: 30:16"
     ]
    },
    {
     "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\b\b\b\r",
      " 20096/138612 [===>..........................] - ETA: 30:16"
     ]
    },
    {
     "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\b\b\b\r",
      " 20128/138612 [===>..........................] - ETA: 30:15"
     ]
    },
    {
     "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\b\b\b\r",
      " 20160/138612 [===>..........................] - ETA: 30:15"
     ]
    },
    {
     "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\b\b\b\r",
      " 20192/138612 [===>..........................] - ETA: 30:14"
     ]
    },
    {
     "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\b\b\b\r",
      " 20224/138612 [===>..........................] - ETA: 30:14"
     ]
    },
    {
     "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\b\b\b\r",
      " 20256/138612 [===>..........................] - ETA: 30:13"
     ]
    },
    {
     "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\b\b\b\r",
      " 20288/138612 [===>..........................] - ETA: 30:13"
     ]
    },
    {
     "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\b\b\b\r",
      " 20320/138612 [===>..........................] - ETA: 30:12"
     ]
    },
    {
     "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\b\b\b\r",
      " 20352/138612 [===>..........................] - ETA: 30:12"
     ]
    },
    {
     "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\b\b\b\r",
      " 20384/138612 [===>..........................] - ETA: 30:11"
     ]
    },
    {
     "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\b\b\b\r",
      " 20416/138612 [===>..........................] - ETA: 30:10"
     ]
    },
    {
     "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\b\b\b\r",
      " 20448/138612 [===>..........................] - ETA: 30:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 20480/138612 [===>..........................] - ETA: 30:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 20512/138612 [===>..........................] - ETA: 30:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 20544/138612 [===>..........................] - ETA: 30:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 20576/138612 [===>..........................] - ETA: 30:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 20608/138612 [===>..........................] - ETA: 30:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 20640/138612 [===>..........................] - ETA: 30:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 20672/138612 [===>..........................] - ETA: 30:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 20704/138612 [===>..........................] - ETA: 30:08"
     ]
    },
    {
     "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\b\b\b\r",
      " 20736/138612 [===>..........................] - ETA: 30:08"
     ]
    },
    {
     "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\b\b\b\r",
      " 20768/138612 [===>..........................] - ETA: 30:08"
     ]
    },
    {
     "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\b\b\b\r",
      " 20800/138612 [===>..........................] - ETA: 30:07"
     ]
    },
    {
     "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\b\b\r",
      " 20832/138612 [===>..........................] - ETA: 30:06"
     ]
    },
    {
     "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\b\b\b\r",
      " 20864/138612 [===>..........................] - ETA: 30:06"
     ]
    },
    {
     "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\b\b\b\r",
      " 20896/138612 [===>..........................] - ETA: 30:05"
     ]
    },
    {
     "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\b\b\b\r",
      " 20928/138612 [===>..........................] - ETA: 30:04"
     ]
    },
    {
     "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\b\b\b\r",
      " 20960/138612 [===>..........................] - ETA: 30:03"
     ]
    },
    {
     "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\b\b\b\r",
      " 20992/138612 [===>..........................] - ETA: 30:02"
     ]
    },
    {
     "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\b\b\b\r",
      " 21024/138612 [===>..........................] - ETA: 30:02"
     ]
    },
    {
     "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\b\b\b\r",
      " 21056/138612 [===>..........................] - ETA: 30:01"
     ]
    },
    {
     "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\b\b\b\r",
      " 21088/138612 [===>..........................] - ETA: 30:00"
     ]
    },
    {
     "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\b\b\b\r",
      " 21120/138612 [===>..........................] - ETA: 30:00"
     ]
    },
    {
     "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\b\b\b\r",
      " 21152/138612 [===>..........................] - ETA: 29:59"
     ]
    },
    {
     "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\b\b\b\r",
      " 21184/138612 [===>..........................] - ETA: 29:58"
     ]
    },
    {
     "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\b\b\b\r",
      " 21216/138612 [===>..........................] - ETA: 29:57"
     ]
    },
    {
     "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\b\b\b\r",
      " 21248/138612 [===>..........................] - ETA: 29:57"
     ]
    },
    {
     "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\b\b\b\r",
      " 21280/138612 [===>..........................] - ETA: 29:56"
     ]
    },
    {
     "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\b\b\b\r",
      " 21312/138612 [===>..........................] - ETA: 29:55"
     ]
    },
    {
     "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\b\b\b\r",
      " 21344/138612 [===>..........................] - ETA: 29:54"
     ]
    },
    {
     "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\b\b\b\r",
      " 21376/138612 [===>..........................] - ETA: 29:53"
     ]
    },
    {
     "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\b\b\b\r",
      " 21408/138612 [===>..........................] - ETA: 29:53"
     ]
    },
    {
     "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\b\b\b\r",
      " 21440/138612 [===>..........................] - ETA: 29:53"
     ]
    },
    {
     "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\b\b\b\r",
      " 21472/138612 [===>..........................] - ETA: 29:52"
     ]
    },
    {
     "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\b\b\b\r",
      " 21504/138612 [===>..........................] - ETA: 29:52"
     ]
    },
    {
     "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\b\b\b\r",
      " 21536/138612 [===>..........................] - ETA: 29:51"
     ]
    },
    {
     "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\b\b\b\r",
      " 21568/138612 [===>..........................] - ETA: 29:50"
     ]
    },
    {
     "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\b\b\b\r",
      " 21600/138612 [===>..........................] - ETA: 29:50"
     ]
    },
    {
     "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\b\b\b\r",
      " 21632/138612 [===>..........................] - ETA: 29:49"
     ]
    },
    {
     "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\b\b\b\r",
      " 21664/138612 [===>..........................] - ETA: 29:48"
     ]
    },
    {
     "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\b\b\b\r",
      " 21696/138612 [===>..........................] - ETA: 29:48"
     ]
    },
    {
     "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\b\b\b\r",
      " 21728/138612 [===>..........................] - ETA: 29:47"
     ]
    },
    {
     "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\b\b\b\r",
      " 21760/138612 [===>..........................] - ETA: 29:46"
     ]
    },
    {
     "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\b\b\b\r",
      " 21792/138612 [===>..........................] - ETA: 29:46"
     ]
    },
    {
     "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\b\b\b\r",
      " 21824/138612 [===>..........................] - ETA: 29:45"
     ]
    },
    {
     "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\b\b\b\r",
      " 21856/138612 [===>..........................] - ETA: 29:44"
     ]
    },
    {
     "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\b\b\b\r",
      " 21888/138612 [===>..........................] - ETA: 29:43"
     ]
    },
    {
     "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\b\b\b\r",
      " 21920/138612 [===>..........................] - ETA: 29:43"
     ]
    },
    {
     "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\b\b\b\r",
      " 21952/138612 [===>..........................] - ETA: 29:42"
     ]
    },
    {
     "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\b\b\b\r",
      " 21984/138612 [===>..........................] - ETA: 29:41"
     ]
    },
    {
     "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\b\b\b\r",
      " 22016/138612 [===>..........................] - ETA: 29:41"
     ]
    },
    {
     "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\b\b\b\r",
      " 22048/138612 [===>..........................] - ETA: 29:42"
     ]
    },
    {
     "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\b\b\b\r",
      " 22080/138612 [===>..........................] - ETA: 29:41"
     ]
    },
    {
     "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\b\b\b\r",
      " 22112/138612 [===>..........................] - ETA: 29:41"
     ]
    },
    {
     "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\b\b\b\r",
      " 22144/138612 [===>..........................] - ETA: 29:40"
     ]
    },
    {
     "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\b\b\b\r",
      " 22176/138612 [===>..........................] - ETA: 29:40"
     ]
    },
    {
     "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\b\b\b\r",
      " 22208/138612 [===>..........................] - ETA: 29:39"
     ]
    },
    {
     "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\b\b\b\r",
      " 22240/138612 [===>..........................] - ETA: 29:40"
     ]
    },
    {
     "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\b\b\b\r",
      " 22272/138612 [===>..........................] - ETA: 29:40"
     ]
    },
    {
     "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\b\b\b\r",
      " 22304/138612 [===>..........................] - ETA: 29:39"
     ]
    },
    {
     "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\b\b\b\r",
      " 22336/138612 [===>..........................] - ETA: 29:40"
     ]
    },
    {
     "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\b\b\b\r",
      " 22368/138612 [===>..........................] - ETA: 29:39"
     ]
    },
    {
     "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\b\b\b\r",
      " 22400/138612 [===>..........................] - ETA: 29:39"
     ]
    },
    {
     "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\b\b\b\r",
      " 22432/138612 [===>..........................] - ETA: 29:38"
     ]
    },
    {
     "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\b\b\b\r",
      " 22464/138612 [===>..........................] - ETA: 29:37"
     ]
    },
    {
     "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\b\b\b\r",
      " 22496/138612 [===>..........................] - ETA: 29:36"
     ]
    },
    {
     "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\b\b\b\r",
      " 22528/138612 [===>..........................] - ETA: 29:36"
     ]
    },
    {
     "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\b\b\b\r",
      " 22560/138612 [===>..........................] - ETA: 29:35"
     ]
    },
    {
     "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\b\b\b\r",
      " 22592/138612 [===>..........................] - ETA: 29:35"
     ]
    },
    {
     "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\b\b\b\r",
      " 22624/138612 [===>..........................] - ETA: 29:34"
     ]
    },
    {
     "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\b\b\b\r",
      " 22656/138612 [===>..........................] - ETA: 29:33"
     ]
    },
    {
     "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\b\b\b\r",
      " 22688/138612 [===>..........................] - ETA: 29:33"
     ]
    },
    {
     "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\b\b\b\r",
      " 22720/138612 [===>..........................] - ETA: 29:33"
     ]
    },
    {
     "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\b\b\b\r",
      " 22752/138612 [===>..........................] - ETA: 29:32"
     ]
    },
    {
     "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\b\b\b\r",
      " 22784/138612 [===>..........................] - ETA: 29:32"
     ]
    },
    {
     "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\b\b\b\r",
      " 22816/138612 [===>..........................] - ETA: 29:31"
     ]
    },
    {
     "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\b\b\b\r",
      " 22848/138612 [===>..........................] - ETA: 29:30"
     ]
    },
    {
     "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\b\b\b\r",
      " 22880/138612 [===>..........................] - ETA: 29:30"
     ]
    },
    {
     "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\b\b\b\r",
      " 22912/138612 [===>..........................] - ETA: 29:29"
     ]
    },
    {
     "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\b\b\b\r",
      " 22944/138612 [===>..........................] - ETA: 29:28"
     ]
    },
    {
     "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\b\b\b\r",
      " 22976/138612 [===>..........................] - ETA: 29:27"
     ]
    },
    {
     "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\b\b\b\r",
      " 23008/138612 [===>..........................] - ETA: 29:26"
     ]
    },
    {
     "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\b\b\b\r",
      " 23040/138612 [===>..........................] - ETA: 29:25"
     ]
    },
    {
     "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\b\b\b\r",
      " 23072/138612 [===>..........................] - ETA: 29:24"
     ]
    },
    {
     "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\b\b\b\r",
      " 23104/138612 [====>.........................] - ETA: 29:23"
     ]
    },
    {
     "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\b\b\b\r",
      " 23136/138612 [====>.........................] - ETA: 29:23"
     ]
    },
    {
     "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\b\b\b\r",
      " 23168/138612 [====>.........................] - ETA: 29:22"
     ]
    },
    {
     "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\b\b\b\r",
      " 23200/138612 [====>.........................] - ETA: 29:21"
     ]
    },
    {
     "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\b\b\b\r",
      " 23232/138612 [====>.........................] - ETA: 29:21"
     ]
    },
    {
     "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\b\b\b\r",
      " 23264/138612 [====>.........................] - ETA: 29:20"
     ]
    },
    {
     "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\b\b\b\r",
      " 23296/138612 [====>.........................] - ETA: 29:19"
     ]
    },
    {
     "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\b\b\b\r",
      " 23328/138612 [====>.........................] - ETA: 29:19"
     ]
    },
    {
     "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\b\b\b\r",
      " 23360/138612 [====>.........................] - ETA: 29:19"
     ]
    },
    {
     "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\b\b\b\r",
      " 23392/138612 [====>.........................] - ETA: 29:18"
     ]
    },
    {
     "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\b\b\b\r",
      " 23424/138612 [====>.........................] - ETA: 29:18"
     ]
    },
    {
     "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\b\b\b\r",
      " 23456/138612 [====>.........................] - ETA: 29:17"
     ]
    },
    {
     "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\b\b\r",
      " 23488/138612 [====>.........................] - ETA: 29:16"
     ]
    },
    {
     "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\b\b\b\r",
      " 23520/138612 [====>.........................] - ETA: 29:16"
     ]
    },
    {
     "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\b\b\b\r",
      " 23552/138612 [====>.........................] - ETA: 29:15"
     ]
    },
    {
     "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\b\b\b\r",
      " 23584/138612 [====>.........................] - ETA: 29:15"
     ]
    },
    {
     "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\b\b\b\r",
      " 23616/138612 [====>.........................] - ETA: 29:14"
     ]
    },
    {
     "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\b\b\b\r",
      " 23648/138612 [====>.........................] - ETA: 29:13"
     ]
    },
    {
     "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\b\b\b\r",
      " 23680/138612 [====>.........................] - ETA: 29:13"
     ]
    },
    {
     "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\b\b\b\r",
      " 23712/138612 [====>.........................] - ETA: 29:12"
     ]
    },
    {
     "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\b\b\b\r",
      " 23744/138612 [====>.........................] - ETA: 29:11"
     ]
    },
    {
     "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\b\b\b\r",
      " 23776/138612 [====>.........................] - ETA: 29:11"
     ]
    },
    {
     "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\b\b\b\r",
      " 23808/138612 [====>.........................] - ETA: 29:10"
     ]
    },
    {
     "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\b\b\b\r",
      " 23840/138612 [====>.........................] - ETA: 29:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 23872/138612 [====>.........................] - ETA: 29:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 23904/138612 [====>.........................] - ETA: 29:08"
     ]
    },
    {
     "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\b\b\b\r",
      " 23936/138612 [====>.........................] - ETA: 29:08"
     ]
    },
    {
     "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\b\b\b\r",
      " 23968/138612 [====>.........................] - ETA: 29:07"
     ]
    },
    {
     "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\b\b\r",
      " 24000/138612 [====>.........................] - ETA: 29:07"
     ]
    },
    {
     "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\b\b\r",
      " 24032/138612 [====>.........................] - ETA: 29:07"
     ]
    },
    {
     "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\b\b\r",
      " 24064/138612 [====>.........................] - ETA: 29:06"
     ]
    },
    {
     "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\b\b\b\r",
      " 24096/138612 [====>.........................] - ETA: 29:06"
     ]
    },
    {
     "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\b\b\b\r",
      " 24128/138612 [====>.........................] - ETA: 29:06"
     ]
    },
    {
     "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\b\b\b\r",
      " 24160/138612 [====>.........................] - ETA: 29:06"
     ]
    },
    {
     "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\b\b\b\r",
      " 24192/138612 [====>.........................] - ETA: 29:06"
     ]
    },
    {
     "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\b\b\b\r",
      " 24224/138612 [====>.........................] - ETA: 29:05"
     ]
    },
    {
     "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\b\b\b\r",
      " 24256/138612 [====>.........................] - ETA: 29:05"
     ]
    },
    {
     "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\b\b\b\r",
      " 24288/138612 [====>.........................] - ETA: 29:04"
     ]
    },
    {
     "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\b\b\b\r",
      " 24320/138612 [====>.........................] - ETA: 29:03"
     ]
    },
    {
     "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\b\b\b\r",
      " 24352/138612 [====>.........................] - ETA: 29:02"
     ]
    },
    {
     "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\b\b\b\r",
      " 24384/138612 [====>.........................] - ETA: 29:02"
     ]
    },
    {
     "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\b\b\b\r",
      " 24416/138612 [====>.........................] - ETA: 29:01"
     ]
    },
    {
     "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\b\b\b\r",
      " 24448/138612 [====>.........................] - ETA: 29:01"
     ]
    },
    {
     "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\b\b\b\r",
      " 24480/138612 [====>.........................] - ETA: 29:00"
     ]
    },
    {
     "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\b\b\b\r",
      " 24512/138612 [====>.........................] - ETA: 29:00"
     ]
    },
    {
     "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\b\b\b\r",
      " 24544/138612 [====>.........................] - ETA: 28:59"
     ]
    },
    {
     "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\b\b\b\r",
      " 24576/138612 [====>.........................] - ETA: 28:59"
     ]
    },
    {
     "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\b\b\b\r",
      " 24608/138612 [====>.........................] - ETA: 28:58"
     ]
    },
    {
     "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\b\b\b\r",
      " 24640/138612 [====>.........................] - ETA: 28:58"
     ]
    },
    {
     "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\b\b\b\r",
      " 24672/138612 [====>.........................] - ETA: 28:57"
     ]
    },
    {
     "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\b\b\b\r",
      " 24704/138612 [====>.........................] - ETA: 28:57"
     ]
    },
    {
     "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\b\b\b\r",
      " 24736/138612 [====>.........................] - ETA: 28:56"
     ]
    },
    {
     "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\b\b\b\r",
      " 24768/138612 [====>.........................] - ETA: 28:55"
     ]
    },
    {
     "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\b\b\b\r",
      " 24800/138612 [====>.........................] - ETA: 28:55"
     ]
    },
    {
     "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\b\b\b\r",
      " 24832/138612 [====>.........................] - ETA: 28:54"
     ]
    },
    {
     "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\b\b\b\r",
      " 24864/138612 [====>.........................] - ETA: 28:53"
     ]
    },
    {
     "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\b\b\b\r",
      " 24896/138612 [====>.........................] - ETA: 28:52"
     ]
    },
    {
     "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\b\b\b\r",
      " 24928/138612 [====>.........................] - ETA: 28:52"
     ]
    },
    {
     "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\b\b\b\r",
      " 24960/138612 [====>.........................] - ETA: 28:51"
     ]
    },
    {
     "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\b\b\b\r",
      " 24992/138612 [====>.........................] - ETA: 28:50"
     ]
    },
    {
     "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\b\b\b\r",
      " 25024/138612 [====>.........................] - ETA: 28:50"
     ]
    },
    {
     "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\b\b\b\r",
      " 25056/138612 [====>.........................] - ETA: 28:49"
     ]
    },
    {
     "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\b\b\b\r",
      " 25088/138612 [====>.........................] - ETA: 28:48"
     ]
    },
    {
     "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\b\b\b\r",
      " 25120/138612 [====>.........................] - ETA: 28:48"
     ]
    },
    {
     "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\b\b\b\r",
      " 25152/138612 [====>.........................] - ETA: 28:47"
     ]
    },
    {
     "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\b\b\b\r",
      " 25184/138612 [====>.........................] - ETA: 28:47"
     ]
    },
    {
     "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\b\b\b\r",
      " 25216/138612 [====>.........................] - ETA: 28:46"
     ]
    },
    {
     "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\b\b\b\r",
      " 25248/138612 [====>.........................] - ETA: 28:45"
     ]
    },
    {
     "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\b\b\b\r",
      " 25280/138612 [====>.........................] - ETA: 28:45"
     ]
    },
    {
     "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\b\b\b\r",
      " 25312/138612 [====>.........................] - ETA: 28:44"
     ]
    },
    {
     "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\b\b\b\r",
      " 25344/138612 [====>.........................] - ETA: 28:44"
     ]
    },
    {
     "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\b\b\b\r",
      " 25376/138612 [====>.........................] - ETA: 28:43"
     ]
    },
    {
     "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\b\b\b\r",
      " 25408/138612 [====>.........................] - ETA: 28:42"
     ]
    },
    {
     "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\b\b\b\r",
      " 25440/138612 [====>.........................] - ETA: 28:42"
     ]
    },
    {
     "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\b\b\b\r",
      " 25472/138612 [====>.........................] - ETA: 28:41"
     ]
    },
    {
     "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\b\b\b\r",
      " 25504/138612 [====>.........................] - ETA: 28:40"
     ]
    },
    {
     "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\b\b\b\r",
      " 25536/138612 [====>.........................] - ETA: 28:40"
     ]
    },
    {
     "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\b\b\b\r",
      " 25568/138612 [====>.........................] - ETA: 28:39"
     ]
    },
    {
     "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\b\b\b\r",
      " 25600/138612 [====>.........................] - ETA: 28:38"
     ]
    },
    {
     "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\b\b\b\r",
      " 25632/138612 [====>.........................] - ETA: 28:37"
     ]
    },
    {
     "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\b\b\b\r",
      " 25664/138612 [====>.........................] - ETA: 28:37"
     ]
    },
    {
     "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\b\b\b\r",
      " 25696/138612 [====>.........................] - ETA: 28:37"
     ]
    },
    {
     "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\b\b\b\r",
      " 25728/138612 [====>.........................] - ETA: 28:37"
     ]
    },
    {
     "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\b\b\b\r",
      " 25760/138612 [====>.........................] - ETA: 28:36"
     ]
    },
    {
     "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\b\b\b\r",
      " 25792/138612 [====>.........................] - ETA: 28:36"
     ]
    },
    {
     "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\b\b\b\r",
      " 25824/138612 [====>.........................] - ETA: 28:36"
     ]
    },
    {
     "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\b\b\b\r",
      " 25856/138612 [====>.........................] - ETA: 28:36"
     ]
    },
    {
     "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\b\b\b\r",
      " 25888/138612 [====>.........................] - ETA: 28:36"
     ]
    },
    {
     "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\b\b\b\r",
      " 25920/138612 [====>.........................] - ETA: 28:36"
     ]
    },
    {
     "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\b\b\b\r",
      " 25952/138612 [====>.........................] - ETA: 28:36"
     ]
    },
    {
     "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\b\b\b\r",
      " 25984/138612 [====>.........................] - ETA: 28:36"
     ]
    },
    {
     "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\b\b\b\r",
      " 26016/138612 [====>.........................] - ETA: 28:35"
     ]
    },
    {
     "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\b\b\b\r",
      " 26048/138612 [====>.........................] - ETA: 28:35"
     ]
    },
    {
     "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\b\b\b\r",
      " 26080/138612 [====>.........................] - ETA: 28:34"
     ]
    },
    {
     "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\b\b\b\r",
      " 26112/138612 [====>.........................] - ETA: 28:34"
     ]
    },
    {
     "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\b\b\b\r",
      " 26144/138612 [====>.........................] - ETA: 28:33"
     ]
    },
    {
     "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\b\b\b\r",
      " 26176/138612 [====>.........................] - ETA: 28:32"
     ]
    },
    {
     "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\b\b\b\r",
      " 26208/138612 [====>.........................] - ETA: 28:32"
     ]
    },
    {
     "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\b\b\b\r",
      " 26240/138612 [====>.........................] - ETA: 28:32"
     ]
    },
    {
     "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\b\b\b\r",
      " 26272/138612 [====>.........................] - ETA: 28:31"
     ]
    },
    {
     "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\b\b\b\r",
      " 26304/138612 [====>.........................] - ETA: 28:31"
     ]
    },
    {
     "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\b\b\b\r",
      " 26336/138612 [====>.........................] - ETA: 28:31"
     ]
    },
    {
     "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\b\b\b\r",
      " 26368/138612 [====>.........................] - ETA: 28:30"
     ]
    },
    {
     "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\b\b\b\r",
      " 26400/138612 [====>.........................] - ETA: 28:29"
     ]
    },
    {
     "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\b\b\b\r",
      " 26432/138612 [====>.........................] - ETA: 28:29"
     ]
    },
    {
     "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\b\b\b\r",
      " 26464/138612 [====>.........................] - ETA: 28:28"
     ]
    },
    {
     "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\b\b\b\r",
      " 26496/138612 [====>.........................] - ETA: 28:28"
     ]
    },
    {
     "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\b\b\b\r",
      " 26528/138612 [====>.........................] - ETA: 28:27"
     ]
    },
    {
     "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\b\b\b\r",
      " 26560/138612 [====>.........................] - ETA: 28:26"
     ]
    },
    {
     "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\b\b\b\r",
      " 26592/138612 [====>.........................] - ETA: 28:25"
     ]
    },
    {
     "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\b\b\b\r",
      " 26624/138612 [====>.........................] - ETA: 28:25"
     ]
    },
    {
     "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\b\b\b\r",
      " 26656/138612 [====>.........................] - ETA: 28:24"
     ]
    },
    {
     "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\b\b\b\r",
      " 26688/138612 [====>.........................] - ETA: 28:24"
     ]
    },
    {
     "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\b\b\b\r",
      " 26720/138612 [====>.........................] - ETA: 28:23"
     ]
    },
    {
     "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\b\b\b\r",
      " 26752/138612 [====>.........................] - ETA: 28:22"
     ]
    },
    {
     "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\b\b\b\r",
      " 26784/138612 [====>.........................] - ETA: 28:22"
     ]
    },
    {
     "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\b\b\b\r",
      " 26816/138612 [====>.........................] - ETA: 28:21"
     ]
    },
    {
     "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\b\b\b\r",
      " 26848/138612 [====>.........................] - ETA: 28:20"
     ]
    },
    {
     "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\b\b\b\r",
      " 26880/138612 [====>.........................] - ETA: 28:19"
     ]
    },
    {
     "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\b\b\b\r",
      " 26912/138612 [====>.........................] - ETA: 28:18"
     ]
    },
    {
     "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\b\b\b\r",
      " 26944/138612 [====>.........................] - ETA: 28:17"
     ]
    },
    {
     "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\b\b\r",
      " 26976/138612 [====>.........................] - ETA: 28:17"
     ]
    },
    {
     "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\b\b\r",
      " 27008/138612 [====>.........................] - ETA: 28:16"
     ]
    },
    {
     "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\b\b\b\r",
      " 27040/138612 [====>.........................] - ETA: 28:16"
     ]
    },
    {
     "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\b\b\b\r",
      " 27072/138612 [====>.........................] - ETA: 28:15"
     ]
    },
    {
     "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\b\b\b\r",
      " 27104/138612 [====>.........................] - ETA: 28:14"
     ]
    },
    {
     "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\b\b\b\r",
      " 27136/138612 [====>.........................] - ETA: 28:14"
     ]
    },
    {
     "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\b\b\b\r",
      " 27168/138612 [====>.........................] - ETA: 28:13"
     ]
    },
    {
     "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\b\b\b\r",
      " 27200/138612 [====>.........................] - ETA: 28:13"
     ]
    },
    {
     "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\b\b\b\r",
      " 27232/138612 [====>.........................] - ETA: 28:12"
     ]
    },
    {
     "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\b\b\b\r",
      " 27264/138612 [====>.........................] - ETA: 28:12"
     ]
    },
    {
     "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\b\b\b\r",
      " 27296/138612 [====>.........................] - ETA: 28:11"
     ]
    },
    {
     "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\b\b\b\r",
      " 27328/138612 [====>.........................] - ETA: 28:10"
     ]
    },
    {
     "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\b\b\b\r",
      " 27360/138612 [====>.........................] - ETA: 28:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 27392/138612 [====>.........................] - ETA: 28:10"
     ]
    },
    {
     "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\b\b\b\r",
      " 27424/138612 [====>.........................] - ETA: 28:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 27456/138612 [====>.........................] - ETA: 28:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 27488/138612 [====>.........................] - ETA: 28:08"
     ]
    },
    {
     "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\b\b\b\r",
      " 27520/138612 [====>.........................] - ETA: 28:08"
     ]
    },
    {
     "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\b\b\b\r",
      " 27552/138612 [====>.........................] - ETA: 28:08"
     ]
    },
    {
     "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\b\b\b\r",
      " 27584/138612 [====>.........................] - ETA: 28:07"
     ]
    },
    {
     "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\b\b\r",
      " 27616/138612 [====>.........................] - ETA: 28:07"
     ]
    },
    {
     "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\b\b\r",
      " 27648/138612 [====>.........................] - ETA: 28:07"
     ]
    },
    {
     "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\b\b\r",
      " 27680/138612 [====>.........................] - ETA: 28:06"
     ]
    },
    {
     "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\b\b\b\r",
      " 27712/138612 [====>.........................] - ETA: 28:06"
     ]
    },
    {
     "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\b\b\b\r",
      " 27744/138612 [=====>........................] - ETA: 28:06"
     ]
    },
    {
     "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\b\b\b\r",
      " 27776/138612 [=====>........................] - ETA: 28:05"
     ]
    },
    {
     "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\b\b\b\r",
      " 27808/138612 [=====>........................] - ETA: 28:05"
     ]
    },
    {
     "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\b\b\b\r",
      " 27840/138612 [=====>........................] - ETA: 28:04"
     ]
    },
    {
     "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\b\b\b\r",
      " 27872/138612 [=====>........................] - ETA: 28:04"
     ]
    },
    {
     "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\b\b\b\r",
      " 27904/138612 [=====>........................] - ETA: 28:03"
     ]
    },
    {
     "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\b\b\b\r",
      " 27936/138612 [=====>........................] - ETA: 28:03"
     ]
    },
    {
     "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\b\b\b\r",
      " 27968/138612 [=====>........................] - ETA: 28:02"
     ]
    },
    {
     "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\b\b\b\r",
      " 28000/138612 [=====>........................] - ETA: 28:01"
     ]
    },
    {
     "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\b\b\b\r",
      " 28032/138612 [=====>........................] - ETA: 28:01"
     ]
    },
    {
     "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\b\b\b\r",
      " 28064/138612 [=====>........................] - ETA: 28:00"
     ]
    },
    {
     "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\b\b\b\r",
      " 28096/138612 [=====>........................] - ETA: 27:59"
     ]
    },
    {
     "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\b\b\b\r",
      " 28128/138612 [=====>........................] - ETA: 27:58"
     ]
    },
    {
     "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\b\b\b\r",
      " 28160/138612 [=====>........................] - ETA: 27:58"
     ]
    },
    {
     "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\b\b\b\r",
      " 28192/138612 [=====>........................] - ETA: 27:58"
     ]
    },
    {
     "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\b\b\b\r",
      " 28224/138612 [=====>........................] - ETA: 27:57"
     ]
    },
    {
     "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\b\b\b\r",
      " 28256/138612 [=====>........................] - ETA: 27:56"
     ]
    },
    {
     "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\b\b\b\r",
      " 28288/138612 [=====>........................] - ETA: 27:55"
     ]
    },
    {
     "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\b\b\b\r",
      " 28320/138612 [=====>........................] - ETA: 27:55"
     ]
    },
    {
     "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\b\b\b\r",
      " 28352/138612 [=====>........................] - ETA: 27:54"
     ]
    },
    {
     "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\b\b\b\r",
      " 28384/138612 [=====>........................] - ETA: 27:53"
     ]
    },
    {
     "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\b\b\b\r",
      " 28416/138612 [=====>........................] - ETA: 27:52"
     ]
    },
    {
     "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\b\b\b\r",
      " 28448/138612 [=====>........................] - ETA: 27:52"
     ]
    },
    {
     "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\b\b\b\r",
      " 28480/138612 [=====>........................] - ETA: 27:51"
     ]
    },
    {
     "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\b\b\b\r",
      " 28512/138612 [=====>........................] - ETA: 27:51"
     ]
    },
    {
     "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\b\b\b\r",
      " 28544/138612 [=====>........................] - ETA: 27:50"
     ]
    },
    {
     "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\b\b\b\r",
      " 28576/138612 [=====>........................] - ETA: 27:50"
     ]
    },
    {
     "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\b\b\b\r",
      " 28608/138612 [=====>........................] - ETA: 27:49"
     ]
    },
    {
     "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\b\b\b\r",
      " 28640/138612 [=====>........................] - ETA: 27:49"
     ]
    },
    {
     "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\b\b\b\r",
      " 28672/138612 [=====>........................] - ETA: 27:48"
     ]
    },
    {
     "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\b\b\b\r",
      " 28704/138612 [=====>........................] - ETA: 27:48"
     ]
    },
    {
     "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\b\b\b\r",
      " 28736/138612 [=====>........................] - ETA: 27:47"
     ]
    },
    {
     "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\b\b\b\r",
      " 28768/138612 [=====>........................] - ETA: 27:46"
     ]
    },
    {
     "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\b\b\b\r",
      " 28800/138612 [=====>........................] - ETA: 27:46"
     ]
    },
    {
     "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\b\b\b\r",
      " 28832/138612 [=====>........................] - ETA: 27:45"
     ]
    },
    {
     "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\b\b\b\r",
      " 28864/138612 [=====>........................] - ETA: 27:44"
     ]
    },
    {
     "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\b\b\b\r",
      " 28896/138612 [=====>........................] - ETA: 27:43"
     ]
    },
    {
     "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\b\b\b\r",
      " 28928/138612 [=====>........................] - ETA: 27:43"
     ]
    },
    {
     "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\b\b\b\r",
      " 28960/138612 [=====>........................] - ETA: 27:42"
     ]
    },
    {
     "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\b\b\b\r",
      " 28992/138612 [=====>........................] - ETA: 27:42"
     ]
    },
    {
     "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\b\b\b\r",
      " 29024/138612 [=====>........................] - ETA: 27:41"
     ]
    },
    {
     "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\b\b\b\r",
      " 29056/138612 [=====>........................] - ETA: 27:41"
     ]
    },
    {
     "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\b\b\b\r",
      " 29088/138612 [=====>........................] - ETA: 27:40"
     ]
    },
    {
     "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\b\b\b\r",
      " 29120/138612 [=====>........................] - ETA: 27:40"
     ]
    },
    {
     "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\b\b\b\r",
      " 29152/138612 [=====>........................] - ETA: 27:40"
     ]
    },
    {
     "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\b\b\b\r",
      " 29184/138612 [=====>........................] - ETA: 27:39"
     ]
    },
    {
     "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\b\b\b\r",
      " 29216/138612 [=====>........................] - ETA: 27:39"
     ]
    },
    {
     "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\b\b\b\r",
      " 29248/138612 [=====>........................] - ETA: 27:39"
     ]
    },
    {
     "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\b\b\b\r",
      " 29280/138612 [=====>........................] - ETA: 27:38"
     ]
    },
    {
     "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\b\b\b\r",
      " 29312/138612 [=====>........................] - ETA: 27:38"
     ]
    },
    {
     "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\b\b\b\r",
      " 29344/138612 [=====>........................] - ETA: 27:38"
     ]
    },
    {
     "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\b\b\b\r",
      " 29376/138612 [=====>........................] - ETA: 27:38"
     ]
    },
    {
     "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\b\b\b\r",
      " 29408/138612 [=====>........................] - ETA: 27:38"
     ]
    },
    {
     "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\b\b\b\r",
      " 29440/138612 [=====>........................] - ETA: 27:37"
     ]
    },
    {
     "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\b\b\b\r",
      " 29472/138612 [=====>........................] - ETA: 27:37"
     ]
    },
    {
     "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\b\b\b\r",
      " 29504/138612 [=====>........................] - ETA: 27:37"
     ]
    },
    {
     "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\b\b\b\r",
      " 29536/138612 [=====>........................] - ETA: 27:36"
     ]
    },
    {
     "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\b\b\b\r",
      " 29568/138612 [=====>........................] - ETA: 27:36"
     ]
    },
    {
     "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\b\b\b\r",
      " 29600/138612 [=====>........................] - ETA: 27:35"
     ]
    },
    {
     "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\b\b\b\r",
      " 29632/138612 [=====>........................] - ETA: 27:35"
     ]
    },
    {
     "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\b\b\b\r",
      " 29664/138612 [=====>........................] - ETA: 27:34"
     ]
    },
    {
     "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\b\b\b\r",
      " 29696/138612 [=====>........................] - ETA: 27:33"
     ]
    },
    {
     "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\b\b\b\r",
      " 29728/138612 [=====>........................] - ETA: 27:33"
     ]
    },
    {
     "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\b\b\b\r",
      " 29760/138612 [=====>........................] - ETA: 27:32"
     ]
    },
    {
     "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\b\b\b\r",
      " 29792/138612 [=====>........................] - ETA: 27:32"
     ]
    },
    {
     "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\b\b\b\r",
      " 29824/138612 [=====>........................] - ETA: 27:31"
     ]
    },
    {
     "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\b\b\b\r",
      " 29856/138612 [=====>........................] - ETA: 27:31"
     ]
    },
    {
     "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\b\b\b\r",
      " 29888/138612 [=====>........................] - ETA: 27:31"
     ]
    },
    {
     "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\b\b\b\r",
      " 29920/138612 [=====>........................] - ETA: 27:30"
     ]
    },
    {
     "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\b\b\b\r",
      " 29952/138612 [=====>........................] - ETA: 27:30"
     ]
    },
    {
     "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\b\b\b\r",
      " 29984/138612 [=====>........................] - ETA: 27:29"
     ]
    },
    {
     "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\b\b\b\r",
      " 30016/138612 [=====>........................] - ETA: 27:28"
     ]
    },
    {
     "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\b\b\b\r",
      " 30048/138612 [=====>........................] - ETA: 27:27"
     ]
    },
    {
     "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\b\b\b\r",
      " 30080/138612 [=====>........................] - ETA: 27:27"
     ]
    },
    {
     "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\b\b\b\r",
      " 30112/138612 [=====>........................] - ETA: 27:26"
     ]
    },
    {
     "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\b\b\b\r",
      " 30144/138612 [=====>........................] - ETA: 27:25"
     ]
    },
    {
     "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\b\b\b\r",
      " 30176/138612 [=====>........................] - ETA: 27:24"
     ]
    },
    {
     "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\b\b\b\r",
      " 30208/138612 [=====>........................] - ETA: 27:23"
     ]
    },
    {
     "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\b\b\b\r",
      " 30240/138612 [=====>........................] - ETA: 27:22"
     ]
    },
    {
     "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\b\b\b\r",
      " 30272/138612 [=====>........................] - ETA: 27:22"
     ]
    },
    {
     "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\b\b\b\r",
      " 30304/138612 [=====>........................] - ETA: 27:21"
     ]
    },
    {
     "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\b\b\b\r",
      " 30336/138612 [=====>........................] - ETA: 27:21"
     ]
    },
    {
     "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\b\b\b\r",
      " 30368/138612 [=====>........................] - ETA: 27:20"
     ]
    },
    {
     "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\b\b\b\r",
      " 30400/138612 [=====>........................] - ETA: 27:20"
     ]
    },
    {
     "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\b\b\b\r",
      " 30432/138612 [=====>........................] - ETA: 27:19"
     ]
    },
    {
     "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\b\b\b\r",
      " 30464/138612 [=====>........................] - ETA: 27:19"
     ]
    },
    {
     "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\b\b\b\r",
      " 30496/138612 [=====>........................] - ETA: 27:19"
     ]
    },
    {
     "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\b\b\b\r",
      " 30528/138612 [=====>........................] - ETA: 27:18"
     ]
    },
    {
     "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\b\b\b\r",
      " 30560/138612 [=====>........................] - ETA: 27:17"
     ]
    },
    {
     "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\b\b\r",
      " 30592/138612 [=====>........................] - ETA: 27:17"
     ]
    },
    {
     "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\b\b\r",
      " 30624/138612 [=====>........................] - ETA: 27:16"
     ]
    },
    {
     "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\b\b\b\r",
      " 30656/138612 [=====>........................] - ETA: 27:15"
     ]
    },
    {
     "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\b\b\b\r",
      " 30688/138612 [=====>........................] - ETA: 27:14"
     ]
    },
    {
     "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\b\b\b\r",
      " 30720/138612 [=====>........................] - ETA: 27:14"
     ]
    },
    {
     "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\b\b\b\r",
      " 30752/138612 [=====>........................] - ETA: 27:13"
     ]
    },
    {
     "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\b\b\b\r",
      " 30784/138612 [=====>........................] - ETA: 27:12"
     ]
    },
    {
     "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\b\b\b\r",
      " 30816/138612 [=====>........................] - ETA: 27:12"
     ]
    },
    {
     "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\b\b\b\r",
      " 30848/138612 [=====>........................] - ETA: 27:12"
     ]
    },
    {
     "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\b\b\b\r",
      " 30880/138612 [=====>........................] - ETA: 27:12"
     ]
    },
    {
     "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\b\b\b\r",
      " 30912/138612 [=====>........................] - ETA: 27:11"
     ]
    },
    {
     "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\b\b\b\r",
      " 30944/138612 [=====>........................] - ETA: 27:11"
     ]
    },
    {
     "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\b\b\b\r",
      " 30976/138612 [=====>........................] - ETA: 27:10"
     ]
    },
    {
     "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\b\b\b\r",
      " 31008/138612 [=====>........................] - ETA: 27:10"
     ]
    },
    {
     "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\b\b\b\r",
      " 31040/138612 [=====>........................] - ETA: 27:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 31072/138612 [=====>........................] - ETA: 27:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 31104/138612 [=====>........................] - ETA: 27:08"
     ]
    },
    {
     "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\b\b\b\r",
      " 31136/138612 [=====>........................] - ETA: 27:07"
     ]
    },
    {
     "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\b\b\r",
      " 31168/138612 [=====>........................] - ETA: 27:07"
     ]
    },
    {
     "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\b\b\r",
      " 31200/138612 [=====>........................] - ETA: 27:06"
     ]
    },
    {
     "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\b\b\b\r",
      " 31232/138612 [=====>........................] - ETA: 27:06"
     ]
    },
    {
     "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\b\b\b\r",
      " 31264/138612 [=====>........................] - ETA: 27:05"
     ]
    },
    {
     "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\b\b\b\r",
      " 31296/138612 [=====>........................] - ETA: 27:04"
     ]
    },
    {
     "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\b\b\b\r",
      " 31328/138612 [=====>........................] - ETA: 27:04"
     ]
    },
    {
     "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\b\b\b\r",
      " 31360/138612 [=====>........................] - ETA: 27:03"
     ]
    },
    {
     "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\b\b\b\r",
      " 31392/138612 [=====>........................] - ETA: 27:03"
     ]
    },
    {
     "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\b\b\b\r",
      " 31424/138612 [=====>........................] - ETA: 27:02"
     ]
    },
    {
     "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\b\b\b\r",
      " 31456/138612 [=====>........................] - ETA: 27:02"
     ]
    },
    {
     "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\b\b\b\r",
      " 31488/138612 [=====>........................] - ETA: 27:01"
     ]
    },
    {
     "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\b\b\b\r",
      " 31520/138612 [=====>........................] - ETA: 27:01"
     ]
    },
    {
     "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\b\b\b\r",
      " 31552/138612 [=====>........................] - ETA: 27:00"
     ]
    },
    {
     "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\b\b\b\r",
      " 31584/138612 [=====>........................] - ETA: 27:00"
     ]
    },
    {
     "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\b\b\b\r",
      " 31616/138612 [=====>........................] - ETA: 26:59"
     ]
    },
    {
     "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\b\b\b\r",
      " 31648/138612 [=====>........................] - ETA: 26:59"
     ]
    },
    {
     "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\b\b\b\r",
      " 31680/138612 [=====>........................] - ETA: 26:59"
     ]
    },
    {
     "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\b\b\b\r",
      " 31712/138612 [=====>........................] - ETA: 26:59"
     ]
    },
    {
     "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\b\b\b\r",
      " 31744/138612 [=====>........................] - ETA: 26:58"
     ]
    },
    {
     "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\b\b\b\r",
      " 31776/138612 [=====>........................] - ETA: 26:58"
     ]
    },
    {
     "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\b\b\b\r",
      " 31808/138612 [=====>........................] - ETA: 26:57"
     ]
    },
    {
     "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\b\b\b\r",
      " 31840/138612 [=====>........................] - ETA: 26:57"
     ]
    },
    {
     "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\b\b\b\r",
      " 31872/138612 [=====>........................] - ETA: 26:57"
     ]
    },
    {
     "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\b\b\b\r",
      " 31904/138612 [=====>........................] - ETA: 26:57"
     ]
    },
    {
     "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\b\b\b\r",
      " 31936/138612 [=====>........................] - ETA: 26:57"
     ]
    },
    {
     "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\b\b\b\r",
      " 31968/138612 [=====>........................] - ETA: 26:56"
     ]
    },
    {
     "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\b\b\b\r",
      " 32000/138612 [=====>........................] - ETA: 26:56"
     ]
    },
    {
     "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\b\b\b\r",
      " 32032/138612 [=====>........................] - ETA: 26:55"
     ]
    },
    {
     "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\b\b\b\r",
      " 32064/138612 [=====>........................] - ETA: 26:55"
     ]
    },
    {
     "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\b\b\b\r",
      " 32096/138612 [=====>........................] - ETA: 26:54"
     ]
    },
    {
     "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\b\b\b\r",
      " 32128/138612 [=====>........................] - ETA: 26:53"
     ]
    },
    {
     "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\b\b\b\r",
      " 32160/138612 [=====>........................] - ETA: 26:53"
     ]
    },
    {
     "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\b\b\b\r",
      " 32192/138612 [=====>........................] - ETA: 26:52"
     ]
    },
    {
     "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\b\b\b\r",
      " 32224/138612 [=====>........................] - ETA: 26:52"
     ]
    },
    {
     "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\b\b\b\r",
      " 32256/138612 [=====>........................] - ETA: 26:51"
     ]
    },
    {
     "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\b\b\b\r",
      " 32288/138612 [=====>........................] - ETA: 26:50"
     ]
    },
    {
     "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\b\b\b\r",
      " 32320/138612 [=====>........................] - ETA: 26:50"
     ]
    },
    {
     "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\b\b\b\r",
      " 32352/138612 [======>.......................] - ETA: 26:49"
     ]
    },
    {
     "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\b\b\b\r",
      " 32384/138612 [======>.......................] - ETA: 26:48"
     ]
    },
    {
     "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\b\b\b\r",
      " 32416/138612 [======>.......................] - ETA: 26:48"
     ]
    },
    {
     "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\b\b\b\r",
      " 32448/138612 [======>.......................] - ETA: 26:47"
     ]
    },
    {
     "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\b\b\b\r",
      " 32480/138612 [======>.......................] - ETA: 26:47"
     ]
    },
    {
     "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\b\b\b\r",
      " 32512/138612 [======>.......................] - ETA: 26:46"
     ]
    },
    {
     "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\b\b\b\r",
      " 32544/138612 [======>.......................] - ETA: 26:45"
     ]
    },
    {
     "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\b\b\b\r",
      " 32576/138612 [======>.......................] - ETA: 26:45"
     ]
    },
    {
     "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\b\b\b\r",
      " 32608/138612 [======>.......................] - ETA: 26:44"
     ]
    },
    {
     "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\b\b\b\r",
      " 32640/138612 [======>.......................] - ETA: 26:43"
     ]
    },
    {
     "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\b\b\b\r",
      " 32672/138612 [======>.......................] - ETA: 26:43"
     ]
    },
    {
     "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\b\b\b\r",
      " 32704/138612 [======>.......................] - ETA: 26:42"
     ]
    },
    {
     "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\b\b\b\r",
      " 32736/138612 [======>.......................] - ETA: 26:41"
     ]
    },
    {
     "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\b\b\b\r",
      " 32768/138612 [======>.......................] - ETA: 26:40"
     ]
    },
    {
     "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\b\b\b\r",
      " 32800/138612 [======>.......................] - ETA: 26:40"
     ]
    },
    {
     "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\b\b\b\r",
      " 32832/138612 [======>.......................] - ETA: 26:40"
     ]
    },
    {
     "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\b\b\b\r",
      " 32864/138612 [======>.......................] - ETA: 26:39"
     ]
    },
    {
     "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\b\b\b\r",
      " 32896/138612 [======>.......................] - ETA: 26:39"
     ]
    },
    {
     "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\b\b\b\r",
      " 32928/138612 [======>.......................] - ETA: 26:38"
     ]
    },
    {
     "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\b\b\b\r",
      " 32960/138612 [======>.......................] - ETA: 26:38"
     ]
    },
    {
     "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\b\b\b\r",
      " 32992/138612 [======>.......................] - ETA: 26:37"
     ]
    },
    {
     "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\b\b\b\r",
      " 33024/138612 [======>.......................] - ETA: 26:37"
     ]
    },
    {
     "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\b\b\b\r",
      " 33056/138612 [======>.......................] - ETA: 26:37"
     ]
    },
    {
     "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\b\b\b\r",
      " 33088/138612 [======>.......................] - ETA: 26:36"
     ]
    },
    {
     "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\b\b\b\r",
      " 33120/138612 [======>.......................] - ETA: 26:35"
     ]
    },
    {
     "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\b\b\b\r",
      " 33152/138612 [======>.......................] - ETA: 26:35"
     ]
    },
    {
     "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\b\b\b\r",
      " 33184/138612 [======>.......................] - ETA: 26:34"
     ]
    },
    {
     "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\b\b\b\r",
      " 33216/138612 [======>.......................] - ETA: 26:34"
     ]
    },
    {
     "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\b\b\b\r",
      " 33248/138612 [======>.......................] - ETA: 26:33"
     ]
    },
    {
     "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\b\b\b\r",
      " 33280/138612 [======>.......................] - ETA: 26:32"
     ]
    },
    {
     "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\b\b\b\r",
      " 33312/138612 [======>.......................] - ETA: 26:32"
     ]
    },
    {
     "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\b\b\b\r",
      " 33344/138612 [======>.......................] - ETA: 26:31"
     ]
    },
    {
     "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\b\b\b\r",
      " 33376/138612 [======>.......................] - ETA: 26:30"
     ]
    },
    {
     "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\b\b\b\r",
      " 33408/138612 [======>.......................] - ETA: 26:30"
     ]
    },
    {
     "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\b\b\b\r",
      " 33440/138612 [======>.......................] - ETA: 26:30"
     ]
    },
    {
     "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\b\b\b\r",
      " 33472/138612 [======>.......................] - ETA: 26:29"
     ]
    },
    {
     "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\b\b\b\r",
      " 33504/138612 [======>.......................] - ETA: 26:29"
     ]
    },
    {
     "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\b\b\b\r",
      " 33536/138612 [======>.......................] - ETA: 26:29"
     ]
    },
    {
     "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\b\b\b\r",
      " 33568/138612 [======>.......................] - ETA: 26:28"
     ]
    },
    {
     "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\b\b\b\r",
      " 33600/138612 [======>.......................] - ETA: 26:28"
     ]
    },
    {
     "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\b\b\b\r",
      " 33632/138612 [======>.......................] - ETA: 26:28"
     ]
    },
    {
     "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\b\b\b\r",
      " 33664/138612 [======>.......................] - ETA: 26:28"
     ]
    },
    {
     "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\b\b\b\r",
      " 33696/138612 [======>.......................] - ETA: 26:27"
     ]
    },
    {
     "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\b\b\b\r",
      " 33728/138612 [======>.......................] - ETA: 26:27"
     ]
    },
    {
     "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\b\b\b\r",
      " 33760/138612 [======>.......................] - ETA: 26:27"
     ]
    },
    {
     "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\b\b\b\r",
      " 33792/138612 [======>.......................] - ETA: 26:26"
     ]
    },
    {
     "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\b\b\b\r",
      " 33824/138612 [======>.......................] - ETA: 26:26"
     ]
    },
    {
     "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\b\b\b\r",
      " 33856/138612 [======>.......................] - ETA: 26:25"
     ]
    },
    {
     "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\b\b\b\r",
      " 33888/138612 [======>.......................] - ETA: 26:24"
     ]
    },
    {
     "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\b\b\b\r",
      " 33920/138612 [======>.......................] - ETA: 26:24"
     ]
    },
    {
     "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\b\b\b\r",
      " 33952/138612 [======>.......................] - ETA: 26:23"
     ]
    },
    {
     "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\b\b\b\r",
      " 33984/138612 [======>.......................] - ETA: 26:23"
     ]
    },
    {
     "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\b\b\b\r",
      " 34016/138612 [======>.......................] - ETA: 26:22"
     ]
    },
    {
     "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\b\b\b\r",
      " 34048/138612 [======>.......................] - ETA: 26:22"
     ]
    },
    {
     "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\b\b\b\r",
      " 34080/138612 [======>.......................] - ETA: 26:21"
     ]
    },
    {
     "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\b\b\b\r",
      " 34112/138612 [======>.......................] - ETA: 26:21"
     ]
    },
    {
     "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\b\b\b\r",
      " 34144/138612 [======>.......................] - ETA: 26:20"
     ]
    },
    {
     "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\b\b\b\r",
      " 34176/138612 [======>.......................] - ETA: 26:20"
     ]
    },
    {
     "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\b\b\b\r",
      " 34208/138612 [======>.......................] - ETA: 26:19"
     ]
    },
    {
     "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\b\b\b\r",
      " 34240/138612 [======>.......................] - ETA: 26:18"
     ]
    },
    {
     "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\b\b\b\r",
      " 34272/138612 [======>.......................] - ETA: 26:18"
     ]
    },
    {
     "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\b\b\b\r",
      " 34304/138612 [======>.......................] - ETA: 26:17"
     ]
    },
    {
     "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\b\b\r",
      " 34336/138612 [======>.......................] - ETA: 26:16"
     ]
    },
    {
     "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\b\b\b\r",
      " 34368/138612 [======>.......................] - ETA: 26:15"
     ]
    },
    {
     "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\b\b\b\r",
      " 34400/138612 [======>.......................] - ETA: 26:15"
     ]
    },
    {
     "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\b\b\b\r",
      " 34432/138612 [======>.......................] - ETA: 26:14"
     ]
    },
    {
     "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\b\b\b\r",
      " 34464/138612 [======>.......................] - ETA: 26:14"
     ]
    },
    {
     "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\b\b\b\r",
      " 34496/138612 [======>.......................] - ETA: 26:13"
     ]
    },
    {
     "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\b\b\b\r",
      " 34528/138612 [======>.......................] - ETA: 26:12"
     ]
    },
    {
     "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\b\b\b\r",
      " 34560/138612 [======>.......................] - ETA: 26:12"
     ]
    },
    {
     "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\b\b\b\r",
      " 34592/138612 [======>.......................] - ETA: 26:11"
     ]
    },
    {
     "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\b\b\b\r",
      " 34624/138612 [======>.......................] - ETA: 26:11"
     ]
    },
    {
     "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\b\b\b\r",
      " 34656/138612 [======>.......................] - ETA: 26:11"
     ]
    },
    {
     "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\b\b\b\r",
      " 34688/138612 [======>.......................] - ETA: 26:10"
     ]
    },
    {
     "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\b\b\b\r",
      " 34720/138612 [======>.......................] - ETA: 26:10"
     ]
    },
    {
     "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\b\b\b\r",
      " 34752/138612 [======>.......................] - ETA: 26:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 34784/138612 [======>.......................] - ETA: 26:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 34816/138612 [======>.......................] - ETA: 26:08"
     ]
    },
    {
     "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\b\b\b\r",
      " 34848/138612 [======>.......................] - ETA: 26:08"
     ]
    },
    {
     "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\b\b\b\r",
      " 34880/138612 [======>.......................] - ETA: 26:07"
     ]
    },
    {
     "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\b\b\r",
      " 34912/138612 [======>.......................] - ETA: 26:07"
     ]
    },
    {
     "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\b\b\r",
      " 34944/138612 [======>.......................] - ETA: 26:06"
     ]
    },
    {
     "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\b\b\b\r",
      " 34976/138612 [======>.......................] - ETA: 26:06"
     ]
    },
    {
     "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\b\b\b\r",
      " 35008/138612 [======>.......................] - ETA: 26:05"
     ]
    },
    {
     "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\b\b\b\r",
      " 35040/138612 [======>.......................] - ETA: 26:05"
     ]
    },
    {
     "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\b\b\b\r",
      " 35072/138612 [======>.......................] - ETA: 26:04"
     ]
    },
    {
     "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\b\b\b\r",
      " 35104/138612 [======>.......................] - ETA: 26:03"
     ]
    },
    {
     "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\b\b\b\r",
      " 35136/138612 [======>.......................] - ETA: 26:03"
     ]
    },
    {
     "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\b\b\b\r",
      " 35168/138612 [======>.......................] - ETA: 26:02"
     ]
    },
    {
     "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\b\b\b\r",
      " 35200/138612 [======>.......................] - ETA: 26:02"
     ]
    },
    {
     "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\b\b\b\r",
      " 35232/138612 [======>.......................] - ETA: 26:02"
     ]
    },
    {
     "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\b\b\b\r",
      " 35264/138612 [======>.......................] - ETA: 26:01"
     ]
    },
    {
     "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\b\b\b\r",
      " 35296/138612 [======>.......................] - ETA: 26:01"
     ]
    },
    {
     "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\b\b\b\r",
      " 35328/138612 [======>.......................] - ETA: 26:01"
     ]
    },
    {
     "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\b\b\b\r",
      " 35360/138612 [======>.......................] - ETA: 26:01"
     ]
    },
    {
     "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\b\b\b\r",
      " 35392/138612 [======>.......................] - ETA: 26:01"
     ]
    },
    {
     "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\b\b\b\r",
      " 35424/138612 [======>.......................] - ETA: 26:00"
     ]
    },
    {
     "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\b\b\b\r",
      " 35456/138612 [======>.......................] - ETA: 26:00"
     ]
    },
    {
     "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\b\b\b\r",
      " 35488/138612 [======>.......................] - ETA: 25:59"
     ]
    },
    {
     "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\b\b\b\r",
      " 35520/138612 [======>.......................] - ETA: 25:59"
     ]
    },
    {
     "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\b\b\b\r",
      " 35552/138612 [======>.......................] - ETA: 25:59"
     ]
    },
    {
     "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\b\b\b\r",
      " 35584/138612 [======>.......................] - ETA: 25:58"
     ]
    },
    {
     "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\b\b\b\r",
      " 35616/138612 [======>.......................] - ETA: 25:58"
     ]
    },
    {
     "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\b\b\b\r",
      " 35648/138612 [======>.......................] - ETA: 25:57"
     ]
    },
    {
     "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\b\b\b\r",
      " 35680/138612 [======>.......................] - ETA: 25:57"
     ]
    },
    {
     "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\b\b\b\r",
      " 35712/138612 [======>.......................] - ETA: 25:56"
     ]
    },
    {
     "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\b\b\b\r",
      " 35744/138612 [======>.......................] - ETA: 25:55"
     ]
    },
    {
     "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\b\b\b\r",
      " 35776/138612 [======>.......................] - ETA: 25:55"
     ]
    },
    {
     "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\b\b\b\r",
      " 35808/138612 [======>.......................] - ETA: 25:54"
     ]
    },
    {
     "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\b\b\b\r",
      " 35840/138612 [======>.......................] - ETA: 25:54"
     ]
    },
    {
     "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\b\b\b\r",
      " 35872/138612 [======>.......................] - ETA: 25:53"
     ]
    },
    {
     "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\b\b\b\r",
      " 35904/138612 [======>.......................] - ETA: 25:53"
     ]
    },
    {
     "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\b\b\b\r",
      " 35936/138612 [======>.......................] - ETA: 25:52"
     ]
    },
    {
     "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\b\b\b\r",
      " 35968/138612 [======>.......................] - ETA: 25:51"
     ]
    },
    {
     "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\b\b\b\r",
      " 36000/138612 [======>.......................] - ETA: 25:50"
     ]
    },
    {
     "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\b\b\b\r",
      " 36032/138612 [======>.......................] - ETA: 25:50"
     ]
    },
    {
     "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\b\b\b\r",
      " 36064/138612 [======>.......................] - ETA: 25:49"
     ]
    },
    {
     "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\b\b\b\r",
      " 36096/138612 [======>.......................] - ETA: 25:48"
     ]
    },
    {
     "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\b\b\b\r",
      " 36128/138612 [======>.......................] - ETA: 25:48"
     ]
    },
    {
     "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\b\b\b\r",
      " 36160/138612 [======>.......................] - ETA: 25:47"
     ]
    },
    {
     "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\b\b\b\r",
      " 36192/138612 [======>.......................] - ETA: 25:47"
     ]
    },
    {
     "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\b\b\b\r",
      " 36224/138612 [======>.......................] - ETA: 25:46"
     ]
    },
    {
     "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\b\b\b\r",
      " 36256/138612 [======>.......................] - ETA: 25:45"
     ]
    },
    {
     "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\b\b\b\r",
      " 36288/138612 [======>.......................] - ETA: 25:45"
     ]
    },
    {
     "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\b\b\b\r",
      " 36320/138612 [======>.......................] - ETA: 25:45"
     ]
    },
    {
     "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\b\b\b\r",
      " 36352/138612 [======>.......................] - ETA: 25:44"
     ]
    },
    {
     "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\b\b\b\r",
      " 36384/138612 [======>.......................] - ETA: 25:44"
     ]
    },
    {
     "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\b\b\b\r",
      " 36416/138612 [======>.......................] - ETA: 25:43"
     ]
    },
    {
     "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\b\b\b\r",
      " 36448/138612 [======>.......................] - ETA: 25:42"
     ]
    },
    {
     "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\b\b\b\r",
      " 36480/138612 [======>.......................] - ETA: 25:42"
     ]
    },
    {
     "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\b\b\b\r",
      " 36512/138612 [======>.......................] - ETA: 25:41"
     ]
    },
    {
     "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\b\b\b\r",
      " 36544/138612 [======>.......................] - ETA: 25:40"
     ]
    },
    {
     "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\b\b\b\r",
      " 36576/138612 [======>.......................] - ETA: 25:40"
     ]
    },
    {
     "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\b\b\b\r",
      " 36608/138612 [======>.......................] - ETA: 25:39"
     ]
    },
    {
     "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\b\b\b\r",
      " 36640/138612 [======>.......................] - ETA: 25:39"
     ]
    },
    {
     "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\b\b\b\r",
      " 36672/138612 [======>.......................] - ETA: 25:38"
     ]
    },
    {
     "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\b\b\b\r",
      " 36704/138612 [======>.......................] - ETA: 25:38"
     ]
    },
    {
     "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\b\b\b\r",
      " 36736/138612 [======>.......................] - ETA: 25:37"
     ]
    },
    {
     "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\b\b\b\r",
      " 36768/138612 [======>.......................] - ETA: 25:36"
     ]
    },
    {
     "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\b\b\b\r",
      " 36800/138612 [======>.......................] - ETA: 25:36"
     ]
    },
    {
     "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\b\b\b\r",
      " 36832/138612 [======>.......................] - ETA: 25:35"
     ]
    },
    {
     "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\b\b\b\r",
      " 36864/138612 [======>.......................] - ETA: 25:35"
     ]
    },
    {
     "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\b\b\b\r",
      " 36896/138612 [======>.......................] - ETA: 25:34"
     ]
    },
    {
     "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\b\b\b\r",
      " 36928/138612 [======>.......................] - ETA: 25:34"
     ]
    },
    {
     "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\b\b\b\r",
      " 36960/138612 [======>.......................] - ETA: 25:33"
     ]
    },
    {
     "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\b\b\b\r",
      " 36992/138612 [=======>......................] - ETA: 25:33"
     ]
    },
    {
     "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\b\b\b\r",
      " 37024/138612 [=======>......................] - ETA: 25:32"
     ]
    },
    {
     "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\b\b\b\r",
      " 37056/138612 [=======>......................] - ETA: 25:32"
     ]
    },
    {
     "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\b\b\b\r",
      " 37088/138612 [=======>......................] - ETA: 25:31"
     ]
    },
    {
     "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\b\b\b\r",
      " 37120/138612 [=======>......................] - ETA: 25:31"
     ]
    },
    {
     "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\b\b\b\r",
      " 37152/138612 [=======>......................] - ETA: 25:30"
     ]
    },
    {
     "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\b\b\b\r",
      " 37184/138612 [=======>......................] - ETA: 25:30"
     ]
    },
    {
     "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\b\b\b\r",
      " 37216/138612 [=======>......................] - ETA: 25:30"
     ]
    },
    {
     "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\b\b\b\r",
      " 37248/138612 [=======>......................] - ETA: 25:29"
     ]
    },
    {
     "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\b\b\b\r",
      " 37280/138612 [=======>......................] - ETA: 25:29"
     ]
    },
    {
     "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\b\b\b\r",
      " 37312/138612 [=======>......................] - ETA: 25:29"
     ]
    },
    {
     "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\b\b\b\r",
      " 37344/138612 [=======>......................] - ETA: 25:28"
     ]
    },
    {
     "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\b\b\b\r",
      " 37376/138612 [=======>......................] - ETA: 25:28"
     ]
    },
    {
     "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\b\b\b\r",
      " 37408/138612 [=======>......................] - ETA: 25:27"
     ]
    },
    {
     "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\b\b\b\r",
      " 37440/138612 [=======>......................] - ETA: 25:27"
     ]
    },
    {
     "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\b\b\b\r",
      " 37472/138612 [=======>......................] - ETA: 25:26"
     ]
    },
    {
     "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\b\b\b\r",
      " 37504/138612 [=======>......................] - ETA: 25:26"
     ]
    },
    {
     "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\b\b\b\r",
      " 37536/138612 [=======>......................] - ETA: 25:25"
     ]
    },
    {
     "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\b\b\b\r",
      " 37568/138612 [=======>......................] - ETA: 25:25"
     ]
    },
    {
     "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\b\b\b\r",
      " 37600/138612 [=======>......................] - ETA: 25:24"
     ]
    },
    {
     "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\b\b\b\r",
      " 37632/138612 [=======>......................] - ETA: 25:24"
     ]
    },
    {
     "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\b\b\b\r",
      " 37664/138612 [=======>......................] - ETA: 25:23"
     ]
    },
    {
     "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\b\b\b\r",
      " 37696/138612 [=======>......................] - ETA: 25:23"
     ]
    },
    {
     "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\b\b\b\r",
      " 37728/138612 [=======>......................] - ETA: 25:22"
     ]
    },
    {
     "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\b\b\b\r",
      " 37760/138612 [=======>......................] - ETA: 25:22"
     ]
    },
    {
     "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\b\b\b\r",
      " 37792/138612 [=======>......................] - ETA: 25:21"
     ]
    },
    {
     "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\b\b\b\r",
      " 37824/138612 [=======>......................] - ETA: 25:20"
     ]
    },
    {
     "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\b\b\b\r",
      " 37856/138612 [=======>......................] - ETA: 25:20"
     ]
    },
    {
     "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\b\b\b\r",
      " 37888/138612 [=======>......................] - ETA: 25:19"
     ]
    },
    {
     "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\b\b\b\r",
      " 37920/138612 [=======>......................] - ETA: 25:18"
     ]
    },
    {
     "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\b\b\b\r",
      " 37952/138612 [=======>......................] - ETA: 25:18"
     ]
    },
    {
     "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\b\b\b\r",
      " 37984/138612 [=======>......................] - ETA: 25:17"
     ]
    },
    {
     "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\b\b\r",
      " 38016/138612 [=======>......................] - ETA: 25:17"
     ]
    },
    {
     "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\b\b\r",
      " 38048/138612 [=======>......................] - ETA: 25:16"
     ]
    },
    {
     "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\b\b\b\r",
      " 38080/138612 [=======>......................] - ETA: 25:16"
     ]
    },
    {
     "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\b\b\b\r",
      " 38112/138612 [=======>......................] - ETA: 25:15"
     ]
    },
    {
     "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\b\b\b\r",
      " 38144/138612 [=======>......................] - ETA: 25:14"
     ]
    },
    {
     "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\b\b\b\r",
      " 38176/138612 [=======>......................] - ETA: 25:14"
     ]
    },
    {
     "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\b\b\b\r",
      " 38208/138612 [=======>......................] - ETA: 25:14"
     ]
    },
    {
     "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\b\b\b\r",
      " 38240/138612 [=======>......................] - ETA: 25:13"
     ]
    },
    {
     "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\b\b\b\r",
      " 38272/138612 [=======>......................] - ETA: 25:13"
     ]
    },
    {
     "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\b\b\b\r",
      " 38304/138612 [=======>......................] - ETA: 25:12"
     ]
    },
    {
     "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\b\b\b\r",
      " 38336/138612 [=======>......................] - ETA: 25:12"
     ]
    },
    {
     "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\b\b\b\r",
      " 38368/138612 [=======>......................] - ETA: 25:11"
     ]
    },
    {
     "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\b\b\b\r",
      " 38400/138612 [=======>......................] - ETA: 25:11"
     ]
    },
    {
     "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\b\b\b\r",
      " 38432/138612 [=======>......................] - ETA: 25:10"
     ]
    },
    {
     "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\b\b\b\r",
      " 38464/138612 [=======>......................] - ETA: 25:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 38496/138612 [=======>......................] - ETA: 25:08"
     ]
    },
    {
     "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\b\b\b\r",
      " 38528/138612 [=======>......................] - ETA: 25:08"
     ]
    },
    {
     "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\b\b\b\r",
      " 38560/138612 [=======>......................] - ETA: 25:07"
     ]
    },
    {
     "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\b\b\r",
      " 38592/138612 [=======>......................] - ETA: 25:07"
     ]
    },
    {
     "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\b\b\r",
      " 38624/138612 [=======>......................] - ETA: 25:06"
     ]
    },
    {
     "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\b\b\b\r",
      " 38656/138612 [=======>......................] - ETA: 25:06"
     ]
    },
    {
     "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\b\b\b\r",
      " 38688/138612 [=======>......................] - ETA: 25:05"
     ]
    },
    {
     "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\b\b\b\r",
      " 38720/138612 [=======>......................] - ETA: 25:05"
     ]
    },
    {
     "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\b\b\b\r",
      " 38752/138612 [=======>......................] - ETA: 25:04"
     ]
    },
    {
     "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\b\b\b\r",
      " 38784/138612 [=======>......................] - ETA: 25:04"
     ]
    },
    {
     "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\b\b\b\r",
      " 38816/138612 [=======>......................] - ETA: 25:03"
     ]
    },
    {
     "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\b\b\b\r",
      " 38848/138612 [=======>......................] - ETA: 25:03"
     ]
    },
    {
     "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\b\b\b\r",
      " 38880/138612 [=======>......................] - ETA: 25:02"
     ]
    },
    {
     "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\b\b\b\r",
      " 38912/138612 [=======>......................] - ETA: 25:02"
     ]
    },
    {
     "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\b\b\b\r",
      " 38944/138612 [=======>......................] - ETA: 25:01"
     ]
    },
    {
     "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\b\b\b\r",
      " 38976/138612 [=======>......................] - ETA: 25:00"
     ]
    },
    {
     "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\b\b\b\r",
      " 39008/138612 [=======>......................] - ETA: 25:00"
     ]
    },
    {
     "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\b\b\b\r",
      " 39040/138612 [=======>......................] - ETA: 24:59"
     ]
    },
    {
     "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\b\b\b\r",
      " 39072/138612 [=======>......................] - ETA: 24:59"
     ]
    },
    {
     "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\b\b\b\r",
      " 39104/138612 [=======>......................] - ETA: 24:58"
     ]
    },
    {
     "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\b\b\b\r",
      " 39136/138612 [=======>......................] - ETA: 24:58"
     ]
    },
    {
     "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\b\b\b\r",
      " 39168/138612 [=======>......................] - ETA: 24:57"
     ]
    },
    {
     "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\b\b\b\r",
      " 39200/138612 [=======>......................] - ETA: 24:56"
     ]
    },
    {
     "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\b\b\b\r",
      " 39232/138612 [=======>......................] - ETA: 24:56"
     ]
    },
    {
     "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\b\b\b\r",
      " 39264/138612 [=======>......................] - ETA: 24:55"
     ]
    },
    {
     "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\b\b\b\r",
      " 39296/138612 [=======>......................] - ETA: 24:55"
     ]
    },
    {
     "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\b\b\b\r",
      " 39328/138612 [=======>......................] - ETA: 24:54"
     ]
    },
    {
     "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\b\b\b\r",
      " 39360/138612 [=======>......................] - ETA: 24:54"
     ]
    },
    {
     "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\b\b\b\r",
      " 39392/138612 [=======>......................] - ETA: 24:53"
     ]
    },
    {
     "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\b\b\b\r",
      " 39424/138612 [=======>......................] - ETA: 24:53"
     ]
    },
    {
     "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\b\b\b\r",
      " 39456/138612 [=======>......................] - ETA: 24:52"
     ]
    },
    {
     "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\b\b\b\r",
      " 39488/138612 [=======>......................] - ETA: 24:51"
     ]
    },
    {
     "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\b\b\b\r",
      " 39520/138612 [=======>......................] - ETA: 24:51"
     ]
    },
    {
     "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\b\b\b\r",
      " 39552/138612 [=======>......................] - ETA: 24:50"
     ]
    },
    {
     "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\b\b\b\r",
      " 39584/138612 [=======>......................] - ETA: 24:50"
     ]
    },
    {
     "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\b\b\b\r",
      " 39616/138612 [=======>......................] - ETA: 24:49"
     ]
    },
    {
     "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\b\b\b\r",
      " 39648/138612 [=======>......................] - ETA: 24:48"
     ]
    },
    {
     "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\b\b\b\r",
      " 39680/138612 [=======>......................] - ETA: 24:48"
     ]
    },
    {
     "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\b\b\b\r",
      " 39712/138612 [=======>......................] - ETA: 24:47"
     ]
    },
    {
     "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\b\b\b\r",
      " 39744/138612 [=======>......................] - ETA: 24:47"
     ]
    },
    {
     "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\b\b\b\r",
      " 39776/138612 [=======>......................] - ETA: 24:46"
     ]
    },
    {
     "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\b\b\b\r",
      " 39808/138612 [=======>......................] - ETA: 24:46"
     ]
    },
    {
     "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\b\b\b\r",
      " 39840/138612 [=======>......................] - ETA: 24:45"
     ]
    },
    {
     "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\b\b\b\r",
      " 39872/138612 [=======>......................] - ETA: 24:45"
     ]
    },
    {
     "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\b\b\b\r",
      " 39904/138612 [=======>......................] - ETA: 24:44"
     ]
    },
    {
     "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\b\b\b\r",
      " 39936/138612 [=======>......................] - ETA: 24:44"
     ]
    },
    {
     "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\b\b\b\r",
      " 39968/138612 [=======>......................] - ETA: 24:43"
     ]
    },
    {
     "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\b\b\b\r",
      " 40000/138612 [=======>......................] - ETA: 24:43"
     ]
    },
    {
     "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\b\b\b\r",
      " 40032/138612 [=======>......................] - ETA: 24:42"
     ]
    },
    {
     "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\b\b\b\r",
      " 40064/138612 [=======>......................] - ETA: 24:41"
     ]
    },
    {
     "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\b\b\b\r",
      " 40096/138612 [=======>......................] - ETA: 24:41"
     ]
    },
    {
     "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\b\b\b\r",
      " 40128/138612 [=======>......................] - ETA: 24:40"
     ]
    },
    {
     "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\b\b\b\r",
      " 40160/138612 [=======>......................] - ETA: 24:40"
     ]
    },
    {
     "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\b\b\b\r",
      " 40192/138612 [=======>......................] - ETA: 24:39"
     ]
    },
    {
     "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\b\b\b\r",
      " 40224/138612 [=======>......................] - ETA: 24:38"
     ]
    },
    {
     "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\b\b\b\r",
      " 40256/138612 [=======>......................] - ETA: 24:38"
     ]
    },
    {
     "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\b\b\b\r",
      " 40288/138612 [=======>......................] - ETA: 24:37"
     ]
    },
    {
     "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\b\b\b\r",
      " 40320/138612 [=======>......................] - ETA: 24:37"
     ]
    },
    {
     "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\b\b\b\r",
      " 40352/138612 [=======>......................] - ETA: 24:37"
     ]
    },
    {
     "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\b\b\b\r",
      " 40384/138612 [=======>......................] - ETA: 24:36"
     ]
    },
    {
     "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\b\b\b\r",
      " 40416/138612 [=======>......................] - ETA: 24:36"
     ]
    },
    {
     "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\b\b\b\r",
      " 40448/138612 [=======>......................] - ETA: 24:36"
     ]
    },
    {
     "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\b\b\b\r",
      " 40480/138612 [=======>......................] - ETA: 24:35"
     ]
    },
    {
     "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\b\b\b\r",
      " 40512/138612 [=======>......................] - ETA: 24:35"
     ]
    },
    {
     "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\b\b\b\r",
      " 40544/138612 [=======>......................] - ETA: 24:35"
     ]
    },
    {
     "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\b\b\b\r",
      " 40576/138612 [=======>......................] - ETA: 24:35"
     ]
    },
    {
     "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\b\b\b\r",
      " 40608/138612 [=======>......................] - ETA: 24:34"
     ]
    },
    {
     "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\b\b\b\r",
      " 40640/138612 [=======>......................] - ETA: 24:34"
     ]
    },
    {
     "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\b\b\b\r",
      " 40672/138612 [=======>......................] - ETA: 24:33"
     ]
    },
    {
     "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\b\b\b\r",
      " 40704/138612 [=======>......................] - ETA: 24:33"
     ]
    },
    {
     "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\b\b\b\r",
      " 40736/138612 [=======>......................] - ETA: 24:32"
     ]
    },
    {
     "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\b\b\b\r",
      " 40768/138612 [=======>......................] - ETA: 24:32"
     ]
    },
    {
     "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\b\b\b\r",
      " 40800/138612 [=======>......................] - ETA: 24:31"
     ]
    },
    {
     "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\b\b\b\r",
      " 40832/138612 [=======>......................] - ETA: 24:31"
     ]
    },
    {
     "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\b\b\b\r",
      " 40864/138612 [=======>......................] - ETA: 24:30"
     ]
    },
    {
     "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\b\b\b\r",
      " 40896/138612 [=======>......................] - ETA: 24:30"
     ]
    },
    {
     "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\b\b\b\r",
      " 40928/138612 [=======>......................] - ETA: 24:29"
     ]
    },
    {
     "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\b\b\b\r",
      " 40960/138612 [=======>......................] - ETA: 24:29"
     ]
    },
    {
     "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\b\b\b\r",
      " 40992/138612 [=======>......................] - ETA: 24:28"
     ]
    },
    {
     "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\b\b\b\r",
      " 41024/138612 [=======>......................] - ETA: 24:27"
     ]
    },
    {
     "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\b\b\b\r",
      " 41056/138612 [=======>......................] - ETA: 24:27"
     ]
    },
    {
     "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\b\b\b\r",
      " 41088/138612 [=======>......................] - ETA: 24:26"
     ]
    },
    {
     "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\b\b\b\r",
      " 41120/138612 [=======>......................] - ETA: 24:26"
     ]
    },
    {
     "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\b\b\b\r",
      " 41152/138612 [=======>......................] - ETA: 24:25"
     ]
    },
    {
     "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\b\b\b\r",
      " 41184/138612 [=======>......................] - ETA: 24:25"
     ]
    },
    {
     "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\b\b\b\r",
      " 41216/138612 [=======>......................] - ETA: 24:24"
     ]
    },
    {
     "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\b\b\b\r",
      " 41248/138612 [=======>......................] - ETA: 24:24"
     ]
    },
    {
     "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\b\b\b\r",
      " 41280/138612 [=======>......................] - ETA: 24:23"
     ]
    },
    {
     "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\b\b\b\r",
      " 41312/138612 [=======>......................] - ETA: 24:23"
     ]
    },
    {
     "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\b\b\b\r",
      " 41344/138612 [=======>......................] - ETA: 24:22"
     ]
    },
    {
     "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\b\b\b\r",
      " 41376/138612 [=======>......................] - ETA: 24:22"
     ]
    },
    {
     "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\b\b\b\r",
      " 41408/138612 [=======>......................] - ETA: 24:21"
     ]
    },
    {
     "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\b\b\b\r",
      " 41440/138612 [=======>......................] - ETA: 24:21"
     ]
    },
    {
     "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\b\b\b\r",
      " 41472/138612 [=======>......................] - ETA: 24:20"
     ]
    },
    {
     "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\b\b\b\r",
      " 41504/138612 [=======>......................] - ETA: 24:19"
     ]
    },
    {
     "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\b\b\b\r",
      " 41536/138612 [=======>......................] - ETA: 24:19"
     ]
    },
    {
     "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\b\b\b\r",
      " 41568/138612 [=======>......................] - ETA: 24:18"
     ]
    },
    {
     "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\b\b\b\r",
      " 41600/138612 [========>.....................] - ETA: 24:18"
     ]
    },
    {
     "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\b\b\b\r",
      " 41632/138612 [========>.....................] - ETA: 24:17"
     ]
    },
    {
     "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\b\b\r",
      " 41664/138612 [========>.....................] - ETA: 24:17"
     ]
    },
    {
     "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\b\b\r",
      " 41696/138612 [========>.....................] - ETA: 24:16"
     ]
    },
    {
     "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\b\b\b\r",
      " 41728/138612 [========>.....................] - ETA: 24:15"
     ]
    },
    {
     "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\b\b\b\r",
      " 41760/138612 [========>.....................] - ETA: 24:15"
     ]
    },
    {
     "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\b\b\b\r",
      " 41792/138612 [========>.....................] - ETA: 24:14"
     ]
    },
    {
     "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\b\b\b\r",
      " 41824/138612 [========>.....................] - ETA: 24:14"
     ]
    },
    {
     "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\b\b\b\r",
      " 41856/138612 [========>.....................] - ETA: 24:13"
     ]
    },
    {
     "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\b\b\b\r",
      " 41888/138612 [========>.....................] - ETA: 24:13"
     ]
    },
    {
     "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\b\b\b\r",
      " 41920/138612 [========>.....................] - ETA: 24:12"
     ]
    },
    {
     "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\b\b\b\r",
      " 41952/138612 [========>.....................] - ETA: 24:12"
     ]
    },
    {
     "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\b\b\b\r",
      " 41984/138612 [========>.....................] - ETA: 24:11"
     ]
    },
    {
     "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\b\b\b\r",
      " 42016/138612 [========>.....................] - ETA: 24:10"
     ]
    },
    {
     "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\b\b\b\r",
      " 42048/138612 [========>.....................] - ETA: 24:10"
     ]
    },
    {
     "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\b\b\b\r",
      " 42080/138612 [========>.....................] - ETA: 24:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 42112/138612 [========>.....................] - ETA: 24:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 42144/138612 [========>.....................] - ETA: 24:08"
     ]
    },
    {
     "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\b\b\b\r",
      " 42176/138612 [========>.....................] - ETA: 24:08"
     ]
    },
    {
     "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\b\b\b\r",
      " 42208/138612 [========>.....................] - ETA: 24:08"
     ]
    },
    {
     "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\b\b\b\r",
      " 42240/138612 [========>.....................] - ETA: 24:07"
     ]
    },
    {
     "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\b\b\r",
      " 42272/138612 [========>.....................] - ETA: 24:07"
     ]
    },
    {
     "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\b\b\r",
      " 42304/138612 [========>.....................] - ETA: 24:06"
     ]
    },
    {
     "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\b\b\b\r",
      " 42336/138612 [========>.....................] - ETA: 24:05"
     ]
    },
    {
     "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\b\b\b\r",
      " 42368/138612 [========>.....................] - ETA: 24:05"
     ]
    },
    {
     "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\b\b\b\r",
      " 42400/138612 [========>.....................] - ETA: 24:05"
     ]
    },
    {
     "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\b\b\b\r",
      " 42432/138612 [========>.....................] - ETA: 24:05"
     ]
    },
    {
     "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\b\b\b\r",
      " 42464/138612 [========>.....................] - ETA: 24:04"
     ]
    },
    {
     "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\b\b\b\r",
      " 42496/138612 [========>.....................] - ETA: 24:04"
     ]
    },
    {
     "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\b\b\b\r",
      " 42528/138612 [========>.....................] - ETA: 24:03"
     ]
    },
    {
     "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\b\b\b\r",
      " 42560/138612 [========>.....................] - ETA: 24:03"
     ]
    },
    {
     "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\b\b\b\r",
      " 42592/138612 [========>.....................] - ETA: 24:03"
     ]
    },
    {
     "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\b\b\b\r",
      " 42624/138612 [========>.....................] - ETA: 24:03"
     ]
    },
    {
     "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\b\b\b\r",
      " 42656/138612 [========>.....................] - ETA: 24:02"
     ]
    },
    {
     "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\b\b\b\r",
      " 42688/138612 [========>.....................] - ETA: 24:02"
     ]
    },
    {
     "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\b\b\b\r",
      " 42720/138612 [========>.....................] - ETA: 24:01"
     ]
    },
    {
     "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\b\b\b\r",
      " 42752/138612 [========>.....................] - ETA: 24:01"
     ]
    },
    {
     "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\b\b\b\r",
      " 42784/138612 [========>.....................] - ETA: 24:00"
     ]
    },
    {
     "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\b\b\b\r",
      " 42816/138612 [========>.....................] - ETA: 24:00"
     ]
    },
    {
     "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\b\b\b\r",
      " 42848/138612 [========>.....................] - ETA: 23:59"
     ]
    },
    {
     "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\b\b\b\r",
      " 42880/138612 [========>.....................] - ETA: 23:59"
     ]
    },
    {
     "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\b\b\b\r",
      " 42912/138612 [========>.....................] - ETA: 23:59"
     ]
    },
    {
     "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\b\b\b\r",
      " 42944/138612 [========>.....................] - ETA: 23:58"
     ]
    },
    {
     "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\b\b\b\r",
      " 42976/138612 [========>.....................] - ETA: 23:58"
     ]
    },
    {
     "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\b\b\b\r",
      " 43008/138612 [========>.....................] - ETA: 23:57"
     ]
    },
    {
     "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\b\b\b\r",
      " 43040/138612 [========>.....................] - ETA: 23:57"
     ]
    },
    {
     "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\b\b\b\r",
      " 43072/138612 [========>.....................] - ETA: 23:56"
     ]
    },
    {
     "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\b\b\b\r",
      " 43104/138612 [========>.....................] - ETA: 23:56"
     ]
    },
    {
     "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\b\b\b\r",
      " 43136/138612 [========>.....................] - ETA: 23:55"
     ]
    },
    {
     "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\b\b\b\r",
      " 43168/138612 [========>.....................] - ETA: 23:54"
     ]
    },
    {
     "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\b\b\b\r",
      " 43200/138612 [========>.....................] - ETA: 23:54"
     ]
    },
    {
     "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\b\b\b\r",
      " 43232/138612 [========>.....................] - ETA: 23:53"
     ]
    },
    {
     "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\b\b\b\r",
      " 43264/138612 [========>.....................] - ETA: 23:53"
     ]
    },
    {
     "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\b\b\b\r",
      " 43296/138612 [========>.....................] - ETA: 23:52"
     ]
    },
    {
     "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\b\b\b\r",
      " 43328/138612 [========>.....................] - ETA: 23:51"
     ]
    },
    {
     "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\b\b\b\r",
      " 43360/138612 [========>.....................] - ETA: 23:51"
     ]
    },
    {
     "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\b\b\b\r",
      " 43392/138612 [========>.....................] - ETA: 23:50"
     ]
    },
    {
     "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\b\b\b\r",
      " 43424/138612 [========>.....................] - ETA: 23:50"
     ]
    },
    {
     "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\b\b\b\r",
      " 43456/138612 [========>.....................] - ETA: 23:49"
     ]
    },
    {
     "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\b\b\b\r",
      " 43488/138612 [========>.....................] - ETA: 23:49"
     ]
    },
    {
     "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\b\b\b\r",
      " 43520/138612 [========>.....................] - ETA: 23:48"
     ]
    },
    {
     "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\b\b\b\r",
      " 43552/138612 [========>.....................] - ETA: 23:48"
     ]
    },
    {
     "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\b\b\b\r",
      " 43584/138612 [========>.....................] - ETA: 23:47"
     ]
    },
    {
     "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\b\b\b\r",
      " 43616/138612 [========>.....................] - ETA: 23:47"
     ]
    },
    {
     "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\b\b\b\r",
      " 43648/138612 [========>.....................] - ETA: 23:46"
     ]
    },
    {
     "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\b\b\b\r",
      " 43680/138612 [========>.....................] - ETA: 23:46"
     ]
    },
    {
     "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\b\b\b\r",
      " 43712/138612 [========>.....................] - ETA: 23:45"
     ]
    },
    {
     "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\b\b\b\r",
      " 43744/138612 [========>.....................] - ETA: 23:45"
     ]
    },
    {
     "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\b\b\b\r",
      " 43776/138612 [========>.....................] - ETA: 23:44"
     ]
    },
    {
     "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\b\b\b\r",
      " 43808/138612 [========>.....................] - ETA: 23:44"
     ]
    },
    {
     "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\b\b\b\r",
      " 43840/138612 [========>.....................] - ETA: 23:43"
     ]
    },
    {
     "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\b\b\b\r",
      " 43872/138612 [========>.....................] - ETA: 23:43"
     ]
    },
    {
     "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\b\b\b\r",
      " 43904/138612 [========>.....................] - ETA: 23:42"
     ]
    },
    {
     "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\b\b\b\r",
      " 43936/138612 [========>.....................] - ETA: 23:42"
     ]
    },
    {
     "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\b\b\b\r",
      " 43968/138612 [========>.....................] - ETA: 23:41"
     ]
    },
    {
     "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\b\b\b\r",
      " 44000/138612 [========>.....................] - ETA: 23:41"
     ]
    },
    {
     "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\b\b\b\r",
      " 44032/138612 [========>.....................] - ETA: 23:40"
     ]
    },
    {
     "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\b\b\b\r",
      " 44064/138612 [========>.....................] - ETA: 23:40"
     ]
    },
    {
     "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\b\b\b\r",
      " 44096/138612 [========>.....................] - ETA: 23:39"
     ]
    },
    {
     "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\b\b\b\r",
      " 44128/138612 [========>.....................] - ETA: 23:39"
     ]
    },
    {
     "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\b\b\b\r",
      " 44160/138612 [========>.....................] - ETA: 23:39"
     ]
    },
    {
     "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\b\b\b\r",
      " 44192/138612 [========>.....................] - ETA: 23:38"
     ]
    },
    {
     "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\b\b\b\r",
      " 44224/138612 [========>.....................] - ETA: 23:38"
     ]
    },
    {
     "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\b\b\b\r",
      " 44256/138612 [========>.....................] - ETA: 23:38"
     ]
    },
    {
     "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\b\b\b\r",
      " 44288/138612 [========>.....................] - ETA: 23:38"
     ]
    },
    {
     "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\b\b\b\r",
      " 44320/138612 [========>.....................] - ETA: 23:37"
     ]
    },
    {
     "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\b\b\b\r",
      " 44352/138612 [========>.....................] - ETA: 23:37"
     ]
    },
    {
     "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\b\b\b\r",
      " 44384/138612 [========>.....................] - ETA: 23:36"
     ]
    },
    {
     "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\b\b\b\r",
      " 44416/138612 [========>.....................] - ETA: 23:35"
     ]
    },
    {
     "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\b\b\b\r",
      " 44448/138612 [========>.....................] - ETA: 23:35"
     ]
    },
    {
     "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\b\b\b\r",
      " 44480/138612 [========>.....................] - ETA: 23:34"
     ]
    },
    {
     "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\b\b\b\r",
      " 44512/138612 [========>.....................] - ETA: 23:34"
     ]
    },
    {
     "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\b\b\b\r",
      " 44544/138612 [========>.....................] - ETA: 23:33"
     ]
    },
    {
     "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\b\b\b\r",
      " 44576/138612 [========>.....................] - ETA: 23:33"
     ]
    },
    {
     "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\b\b\b\r",
      " 44608/138612 [========>.....................] - ETA: 23:32"
     ]
    },
    {
     "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\b\b\b\r",
      " 44640/138612 [========>.....................] - ETA: 23:32"
     ]
    },
    {
     "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\b\b\b\r",
      " 44672/138612 [========>.....................] - ETA: 23:31"
     ]
    },
    {
     "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\b\b\b\r",
      " 44704/138612 [========>.....................] - ETA: 23:31"
     ]
    },
    {
     "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\b\b\b\r",
      " 44736/138612 [========>.....................] - ETA: 23:30"
     ]
    },
    {
     "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\b\b\b\r",
      " 44768/138612 [========>.....................] - ETA: 23:30"
     ]
    },
    {
     "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\b\b\b\r",
      " 44800/138612 [========>.....................] - ETA: 23:29"
     ]
    },
    {
     "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\b\b\b\r",
      " 44832/138612 [========>.....................] - ETA: 23:28"
     ]
    },
    {
     "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\b\b\b\r",
      " 44864/138612 [========>.....................] - ETA: 23:28"
     ]
    },
    {
     "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\b\b\b\r",
      " 44896/138612 [========>.....................] - ETA: 23:27"
     ]
    },
    {
     "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\b\b\b\r",
      " 44928/138612 [========>.....................] - ETA: 23:27"
     ]
    },
    {
     "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\b\b\b\r",
      " 44960/138612 [========>.....................] - ETA: 23:26"
     ]
    },
    {
     "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\b\b\b\r",
      " 44992/138612 [========>.....................] - ETA: 23:26"
     ]
    },
    {
     "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\b\b\b\r",
      " 45024/138612 [========>.....................] - ETA: 23:25"
     ]
    },
    {
     "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\b\b\b\r",
      " 45056/138612 [========>.....................] - ETA: 23:24"
     ]
    },
    {
     "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\b\b\b\r",
      " 45088/138612 [========>.....................] - ETA: 23:24"
     ]
    },
    {
     "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\b\b\b\r",
      " 45120/138612 [========>.....................] - ETA: 23:23"
     ]
    },
    {
     "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\b\b\b\r",
      " 45152/138612 [========>.....................] - ETA: 23:23"
     ]
    },
    {
     "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\b\b\b\r",
      " 45184/138612 [========>.....................] - ETA: 23:22"
     ]
    },
    {
     "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\b\b\b\r",
      " 45216/138612 [========>.....................] - ETA: 23:21"
     ]
    },
    {
     "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\b\b\b\r",
      " 45248/138612 [========>.....................] - ETA: 23:21"
     ]
    },
    {
     "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\b\b\b\r",
      " 45280/138612 [========>.....................] - ETA: 23:20"
     ]
    },
    {
     "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\b\b\b\r",
      " 45312/138612 [========>.....................] - ETA: 23:20"
     ]
    },
    {
     "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\b\b\b\r",
      " 45344/138612 [========>.....................] - ETA: 23:19"
     ]
    },
    {
     "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\b\b\b\r",
      " 45376/138612 [========>.....................] - ETA: 23:19"
     ]
    },
    {
     "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\b\b\b\r",
      " 45408/138612 [========>.....................] - ETA: 23:18"
     ]
    },
    {
     "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\b\b\b\r",
      " 45440/138612 [========>.....................] - ETA: 23:18"
     ]
    },
    {
     "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\b\b\b\r",
      " 45472/138612 [========>.....................] - ETA: 23:18"
     ]
    },
    {
     "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\b\b\b\r",
      " 45504/138612 [========>.....................] - ETA: 23:17"
     ]
    },
    {
     "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\b\b\r",
      " 45536/138612 [========>.....................] - ETA: 23:17"
     ]
    },
    {
     "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\b\b\r",
      " 45568/138612 [========>.....................] - ETA: 23:16"
     ]
    },
    {
     "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\b\b\b\r",
      " 45600/138612 [========>.....................] - ETA: 23:16"
     ]
    },
    {
     "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\b\b\b\r",
      " 45632/138612 [========>.....................] - ETA: 23:15"
     ]
    },
    {
     "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\b\b\b\r",
      " 45664/138612 [========>.....................] - ETA: 23:15"
     ]
    },
    {
     "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\b\b\b\r",
      " 45696/138612 [========>.....................] - ETA: 23:14"
     ]
    },
    {
     "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\b\b\b\r",
      " 45728/138612 [========>.....................] - ETA: 23:13"
     ]
    },
    {
     "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\b\b\b\r",
      " 45760/138612 [========>.....................] - ETA: 23:13"
     ]
    },
    {
     "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\b\b\b\r",
      " 45792/138612 [========>.....................] - ETA: 23:12"
     ]
    },
    {
     "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\b\b\b\r",
      " 45824/138612 [========>.....................] - ETA: 23:12"
     ]
    },
    {
     "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\b\b\b\r",
      " 45856/138612 [========>.....................] - ETA: 23:11"
     ]
    },
    {
     "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\b\b\b\r",
      " 45888/138612 [========>.....................] - ETA: 23:11"
     ]
    },
    {
     "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\b\b\b\r",
      " 45920/138612 [========>.....................] - ETA: 23:11"
     ]
    },
    {
     "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\b\b\b\r",
      " 45952/138612 [========>.....................] - ETA: 23:10"
     ]
    },
    {
     "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\b\b\b\r",
      " 45984/138612 [========>.....................] - ETA: 23:10"
     ]
    },
    {
     "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\b\b\b\r",
      " 46016/138612 [========>.....................] - ETA: 23:10"
     ]
    },
    {
     "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\b\b\b\r",
      " 46048/138612 [========>.....................] - ETA: 23:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 46080/138612 [========>.....................] - ETA: 23:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 46112/138612 [========>.....................] - ETA: 23:08"
     ]
    },
    {
     "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\b\b\b\r",
      " 46144/138612 [========>.....................] - ETA: 23:08"
     ]
    },
    {
     "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\b\b\b\r",
      " 46176/138612 [========>.....................] - ETA: 23:07"
     ]
    },
    {
     "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\b\b\r",
      " 46208/138612 [=========>....................] - ETA: 23:07"
     ]
    },
    {
     "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\b\b\r",
      " 46240/138612 [=========>....................] - ETA: 23:06"
     ]
    },
    {
     "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\b\b\b\r",
      " 46272/138612 [=========>....................] - ETA: 23:05"
     ]
    },
    {
     "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\b\b\b\r",
      " 46304/138612 [=========>....................] - ETA: 23:05"
     ]
    },
    {
     "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\b\b\b\r",
      " 46336/138612 [=========>....................] - ETA: 23:04"
     ]
    },
    {
     "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\b\b\b\r",
      " 46368/138612 [=========>....................] - ETA: 23:04"
     ]
    },
    {
     "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\b\b\b\r",
      " 46400/138612 [=========>....................] - ETA: 23:03"
     ]
    },
    {
     "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\b\b\b\r",
      " 46432/138612 [=========>....................] - ETA: 23:02"
     ]
    },
    {
     "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\b\b\b\r",
      " 46464/138612 [=========>....................] - ETA: 23:02"
     ]
    },
    {
     "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\b\b\b\r",
      " 46496/138612 [=========>....................] - ETA: 23:02"
     ]
    },
    {
     "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\b\b\b\r",
      " 46528/138612 [=========>....................] - ETA: 23:01"
     ]
    },
    {
     "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\b\b\b\r",
      " 46560/138612 [=========>....................] - ETA: 23:01"
     ]
    },
    {
     "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\b\b\b\r",
      " 46592/138612 [=========>....................] - ETA: 23:00"
     ]
    },
    {
     "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\b\b\b\r",
      " 46624/138612 [=========>....................] - ETA: 23:00"
     ]
    },
    {
     "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\b\b\b\r",
      " 46656/138612 [=========>....................] - ETA: 22:59"
     ]
    },
    {
     "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\b\b\b\r",
      " 46688/138612 [=========>....................] - ETA: 22:59"
     ]
    },
    {
     "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\b\b\b\r",
      " 46720/138612 [=========>....................] - ETA: 22:58"
     ]
    },
    {
     "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\b\b\b\r",
      " 46752/138612 [=========>....................] - ETA: 22:58"
     ]
    },
    {
     "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\b\b\b\r",
      " 46784/138612 [=========>....................] - ETA: 22:57"
     ]
    },
    {
     "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\b\b\b\r",
      " 46816/138612 [=========>....................] - ETA: 22:57"
     ]
    },
    {
     "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\b\b\b\r",
      " 46848/138612 [=========>....................] - ETA: 22:56"
     ]
    },
    {
     "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\b\b\b\r",
      " 46880/138612 [=========>....................] - ETA: 22:56"
     ]
    },
    {
     "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\b\b\b\r",
      " 46912/138612 [=========>....................] - ETA: 22:55"
     ]
    },
    {
     "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\b\b\b\r",
      " 46944/138612 [=========>....................] - ETA: 22:55"
     ]
    },
    {
     "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\b\b\b\r",
      " 46976/138612 [=========>....................] - ETA: 22:54"
     ]
    },
    {
     "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\b\b\b\r",
      " 47008/138612 [=========>....................] - ETA: 22:54"
     ]
    },
    {
     "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\b\b\b\r",
      " 47040/138612 [=========>....................] - ETA: 22:53"
     ]
    },
    {
     "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\b\b\b\r",
      " 47072/138612 [=========>....................] - ETA: 22:53"
     ]
    },
    {
     "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\b\b\b\r",
      " 47104/138612 [=========>....................] - ETA: 22:52"
     ]
    },
    {
     "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\b\b\b\r",
      " 47136/138612 [=========>....................] - ETA: 22:52"
     ]
    },
    {
     "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\b\b\b\r",
      " 47168/138612 [=========>....................] - ETA: 22:51"
     ]
    },
    {
     "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\b\b\b\r",
      " 47200/138612 [=========>....................] - ETA: 22:51"
     ]
    },
    {
     "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\b\b\b\r",
      " 47232/138612 [=========>....................] - ETA: 22:50"
     ]
    },
    {
     "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\b\b\b\r",
      " 47264/138612 [=========>....................] - ETA: 22:50"
     ]
    },
    {
     "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\b\b\b\r",
      " 47296/138612 [=========>....................] - ETA: 22:49"
     ]
    },
    {
     "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\b\b\b\r",
      " 47328/138612 [=========>....................] - ETA: 22:48"
     ]
    },
    {
     "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\b\b\b\r",
      " 47360/138612 [=========>....................] - ETA: 22:48"
     ]
    },
    {
     "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\b\b\b\r",
      " 47392/138612 [=========>....................] - ETA: 22:48"
     ]
    },
    {
     "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\b\b\b\r",
      " 47424/138612 [=========>....................] - ETA: 22:47"
     ]
    },
    {
     "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\b\b\b\r",
      " 47456/138612 [=========>....................] - ETA: 22:46"
     ]
    },
    {
     "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\b\b\b\r",
      " 47488/138612 [=========>....................] - ETA: 22:46"
     ]
    },
    {
     "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\b\b\b\r",
      " 47520/138612 [=========>....................] - ETA: 22:46"
     ]
    },
    {
     "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\b\b\b\r",
      " 47552/138612 [=========>....................] - ETA: 22:45"
     ]
    },
    {
     "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\b\b\b\r",
      " 47584/138612 [=========>....................] - ETA: 22:45"
     ]
    },
    {
     "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\b\b\b\r",
      " 47616/138612 [=========>....................] - ETA: 22:45"
     ]
    },
    {
     "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\b\b\b\r",
      " 47648/138612 [=========>....................] - ETA: 22:44"
     ]
    },
    {
     "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\b\b\b\r",
      " 47680/138612 [=========>....................] - ETA: 22:44"
     ]
    },
    {
     "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\b\b\b\r",
      " 47712/138612 [=========>....................] - ETA: 22:43"
     ]
    },
    {
     "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\b\b\b\r",
      " 47744/138612 [=========>....................] - ETA: 22:43"
     ]
    },
    {
     "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\b\b\b\r",
      " 47776/138612 [=========>....................] - ETA: 22:43"
     ]
    },
    {
     "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\b\b\b\r",
      " 47808/138612 [=========>....................] - ETA: 22:42"
     ]
    },
    {
     "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\b\b\b\r",
      " 47840/138612 [=========>....................] - ETA: 22:42"
     ]
    },
    {
     "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\b\b\b\r",
      " 47872/138612 [=========>....................] - ETA: 22:41"
     ]
    },
    {
     "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\b\b\b\r",
      " 47904/138612 [=========>....................] - ETA: 22:41"
     ]
    },
    {
     "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\b\b\b\r",
      " 47936/138612 [=========>....................] - ETA: 22:40"
     ]
    },
    {
     "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\b\b\b\r",
      " 47968/138612 [=========>....................] - ETA: 22:40"
     ]
    },
    {
     "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\b\b\b\r",
      " 48000/138612 [=========>....................] - ETA: 22:39"
     ]
    },
    {
     "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\b\b\b\r",
      " 48032/138612 [=========>....................] - ETA: 22:39"
     ]
    },
    {
     "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\b\b\b\r",
      " 48064/138612 [=========>....................] - ETA: 22:39"
     ]
    },
    {
     "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\b\b\b\r",
      " 48096/138612 [=========>....................] - ETA: 22:38"
     ]
    },
    {
     "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\b\b\b\r",
      " 48128/138612 [=========>....................] - ETA: 22:37"
     ]
    },
    {
     "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\b\b\b\r",
      " 48160/138612 [=========>....................] - ETA: 22:37"
     ]
    },
    {
     "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\b\b\b\r",
      " 48192/138612 [=========>....................] - ETA: 22:37"
     ]
    },
    {
     "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\b\b\b\r",
      " 48224/138612 [=========>....................] - ETA: 22:36"
     ]
    },
    {
     "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\b\b\b\r",
      " 48256/138612 [=========>....................] - ETA: 22:35"
     ]
    },
    {
     "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\b\b\b\r",
      " 48288/138612 [=========>....................] - ETA: 22:35"
     ]
    },
    {
     "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\b\b\b\r",
      " 48320/138612 [=========>....................] - ETA: 22:34"
     ]
    },
    {
     "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\b\b\b\r",
      " 48352/138612 [=========>....................] - ETA: 22:33"
     ]
    },
    {
     "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\b\b\b\r",
      " 48384/138612 [=========>....................] - ETA: 22:33"
     ]
    },
    {
     "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\b\b\b\r",
      " 48416/138612 [=========>....................] - ETA: 22:32"
     ]
    },
    {
     "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\b\b\b\r",
      " 48448/138612 [=========>....................] - ETA: 22:31"
     ]
    },
    {
     "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\b\b\b\r",
      " 48480/138612 [=========>....................] - ETA: 22:31"
     ]
    },
    {
     "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\b\b\b\r",
      " 48512/138612 [=========>....................] - ETA: 22:30"
     ]
    },
    {
     "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\b\b\b\r",
      " 48544/138612 [=========>....................] - ETA: 22:30"
     ]
    },
    {
     "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\b\b\b\r",
      " 48576/138612 [=========>....................] - ETA: 22:29"
     ]
    },
    {
     "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\b\b\b\r",
      " 48608/138612 [=========>....................] - ETA: 22:29"
     ]
    },
    {
     "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\b\b\b\r",
      " 48640/138612 [=========>....................] - ETA: 22:28"
     ]
    },
    {
     "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\b\b\b\r",
      " 48672/138612 [=========>....................] - ETA: 22:28"
     ]
    },
    {
     "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\b\b\b\r",
      " 48704/138612 [=========>....................] - ETA: 22:27"
     ]
    },
    {
     "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\b\b\b\r",
      " 48736/138612 [=========>....................] - ETA: 22:27"
     ]
    },
    {
     "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\b\b\b\r",
      " 48768/138612 [=========>....................] - ETA: 22:26"
     ]
    },
    {
     "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\b\b\b\r",
      " 48800/138612 [=========>....................] - ETA: 22:26"
     ]
    },
    {
     "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\b\b\b\r",
      " 48832/138612 [=========>....................] - ETA: 22:25"
     ]
    },
    {
     "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\b\b\b\r",
      " 48864/138612 [=========>....................] - ETA: 22:24"
     ]
    },
    {
     "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\b\b\b\r",
      " 48896/138612 [=========>....................] - ETA: 22:24"
     ]
    },
    {
     "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\b\b\b\r",
      " 48928/138612 [=========>....................] - ETA: 22:23"
     ]
    },
    {
     "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\b\b\b\r",
      " 48960/138612 [=========>....................] - ETA: 22:23"
     ]
    },
    {
     "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\b\b\b\r",
      " 48992/138612 [=========>....................] - ETA: 22:22"
     ]
    },
    {
     "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\b\b\b\r",
      " 49024/138612 [=========>....................] - ETA: 22:22"
     ]
    },
    {
     "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\b\b\b\r",
      " 49056/138612 [=========>....................] - ETA: 22:21"
     ]
    },
    {
     "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\b\b\b\r",
      " 49088/138612 [=========>....................] - ETA: 22:21"
     ]
    },
    {
     "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\b\b\b\r",
      " 49120/138612 [=========>....................] - ETA: 22:21"
     ]
    },
    {
     "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\b\b\b\r",
      " 49152/138612 [=========>....................] - ETA: 22:20"
     ]
    },
    {
     "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\b\b\b\r",
      " 49184/138612 [=========>....................] - ETA: 22:20"
     ]
    },
    {
     "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\b\b\b\r",
      " 49216/138612 [=========>....................] - ETA: 22:20"
     ]
    },
    {
     "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\b\b\b\r",
      " 49248/138612 [=========>....................] - ETA: 22:19"
     ]
    },
    {
     "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\b\b\b\r",
      " 49280/138612 [=========>....................] - ETA: 22:19"
     ]
    },
    {
     "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\b\b\b\r",
      " 49312/138612 [=========>....................] - ETA: 22:19"
     ]
    },
    {
     "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\b\b\b\r",
      " 49344/138612 [=========>....................] - ETA: 22:18"
     ]
    },
    {
     "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\b\b\b\r",
      " 49376/138612 [=========>....................] - ETA: 22:18"
     ]
    },
    {
     "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\b\b\b\r",
      " 49408/138612 [=========>....................] - ETA: 22:18"
     ]
    },
    {
     "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\b\b\b\r",
      " 49440/138612 [=========>....................] - ETA: 22:17"
     ]
    },
    {
     "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\b\b\r",
      " 49472/138612 [=========>....................] - ETA: 22:17"
     ]
    },
    {
     "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\b\b\r",
      " 49504/138612 [=========>....................] - ETA: 22:16"
     ]
    },
    {
     "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\b\b\b\r",
      " 49536/138612 [=========>....................] - ETA: 22:16"
     ]
    },
    {
     "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\b\b\b\r",
      " 49568/138612 [=========>....................] - ETA: 22:15"
     ]
    },
    {
     "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\b\b\b\r",
      " 49600/138612 [=========>....................] - ETA: 22:14"
     ]
    },
    {
     "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\b\b\b\r",
      " 49632/138612 [=========>....................] - ETA: 22:14"
     ]
    },
    {
     "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\b\b\b\r",
      " 49664/138612 [=========>....................] - ETA: 22:14"
     ]
    },
    {
     "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\b\b\b\r",
      " 49696/138612 [=========>....................] - ETA: 22:13"
     ]
    },
    {
     "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\b\b\b\r",
      " 49728/138612 [=========>....................] - ETA: 22:13"
     ]
    },
    {
     "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\b\b\b\r",
      " 49760/138612 [=========>....................] - ETA: 22:12"
     ]
    },
    {
     "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\b\b\b\r",
      " 49792/138612 [=========>....................] - ETA: 22:11"
     ]
    },
    {
     "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\b\b\b\r",
      " 49824/138612 [=========>....................] - ETA: 22:11"
     ]
    },
    {
     "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\b\b\b\r",
      " 49856/138612 [=========>....................] - ETA: 22:11"
     ]
    },
    {
     "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\b\b\b\r",
      " 49888/138612 [=========>....................] - ETA: 22:10"
     ]
    },
    {
     "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\b\b\b\r",
      " 49920/138612 [=========>....................] - ETA: 22:10"
     ]
    },
    {
     "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\b\b\b\r",
      " 49952/138612 [=========>....................] - ETA: 22:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 49984/138612 [=========>....................] - ETA: 22:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 50016/138612 [=========>....................] - ETA: 22:08"
     ]
    },
    {
     "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\b\b\b\r",
      " 50048/138612 [=========>....................] - ETA: 22:07"
     ]
    },
    {
     "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\b\b\r",
      " 50080/138612 [=========>....................] - ETA: 22:07"
     ]
    },
    {
     "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\b\b\r",
      " 50112/138612 [=========>....................] - ETA: 22:06"
     ]
    },
    {
     "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\b\b\b\r",
      " 50144/138612 [=========>....................] - ETA: 22:05"
     ]
    },
    {
     "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\b\b\b\r",
      " 50176/138612 [=========>....................] - ETA: 22:05"
     ]
    },
    {
     "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\b\b\b\r",
      " 50208/138612 [=========>....................] - ETA: 22:05"
     ]
    },
    {
     "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\b\b\b\r",
      " 50240/138612 [=========>....................] - ETA: 22:04"
     ]
    },
    {
     "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\b\b\b\r",
      " 50272/138612 [=========>....................] - ETA: 22:03"
     ]
    },
    {
     "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\b\b\b\r",
      " 50304/138612 [=========>....................] - ETA: 22:03"
     ]
    },
    {
     "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\b\b\b\r",
      " 50336/138612 [=========>....................] - ETA: 22:02"
     ]
    },
    {
     "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\b\b\b\r",
      " 50368/138612 [=========>....................] - ETA: 22:01"
     ]
    },
    {
     "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\b\b\b\r",
      " 50400/138612 [=========>....................] - ETA: 22:01"
     ]
    },
    {
     "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\b\b\b\r",
      " 50432/138612 [=========>....................] - ETA: 22:00"
     ]
    },
    {
     "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\b\b\b\r",
      " 50464/138612 [=========>....................] - ETA: 22:00"
     ]
    },
    {
     "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\b\b\b\r",
      " 50496/138612 [=========>....................] - ETA: 22:00"
     ]
    },
    {
     "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\b\b\b\r",
      " 50528/138612 [=========>....................] - ETA: 21:59"
     ]
    },
    {
     "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\b\b\b\r",
      " 50560/138612 [=========>....................] - ETA: 21:59"
     ]
    },
    {
     "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\b\b\b\r",
      " 50592/138612 [=========>....................] - ETA: 21:58"
     ]
    },
    {
     "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\b\b\b\r",
      " 50624/138612 [=========>....................] - ETA: 21:58"
     ]
    },
    {
     "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\b\b\b\r",
      " 50656/138612 [=========>....................] - ETA: 21:57"
     ]
    },
    {
     "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\b\b\b\r",
      " 50688/138612 [=========>....................] - ETA: 21:57"
     ]
    },
    {
     "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\b\b\b\r",
      " 50720/138612 [=========>....................] - ETA: 21:56"
     ]
    },
    {
     "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\b\b\b\r",
      " 50752/138612 [=========>....................] - ETA: 21:56"
     ]
    },
    {
     "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\b\b\b\r",
      " 50784/138612 [=========>....................] - ETA: 21:56"
     ]
    },
    {
     "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\b\b\b\r",
      " 50816/138612 [=========>....................] - ETA: 21:55"
     ]
    },
    {
     "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\b\b\b\r",
      " 50848/138612 [==========>...................] - ETA: 21:54"
     ]
    },
    {
     "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\b\b\b\r",
      " 50880/138612 [==========>...................] - ETA: 21:54"
     ]
    },
    {
     "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\b\b\b\r",
      " 50912/138612 [==========>...................] - ETA: 21:54"
     ]
    },
    {
     "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\b\b\b\r",
      " 50944/138612 [==========>...................] - ETA: 21:53"
     ]
    },
    {
     "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\b\b\b\r",
      " 50976/138612 [==========>...................] - ETA: 21:53"
     ]
    },
    {
     "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\b\b\b\r",
      " 51008/138612 [==========>...................] - ETA: 21:52"
     ]
    },
    {
     "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\b\b\b\r",
      " 51040/138612 [==========>...................] - ETA: 21:52"
     ]
    },
    {
     "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\b\b\b\r",
      " 51072/138612 [==========>...................] - ETA: 21:52"
     ]
    },
    {
     "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\b\b\b\r",
      " 51104/138612 [==========>...................] - ETA: 21:51"
     ]
    },
    {
     "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\b\b\b\r",
      " 51136/138612 [==========>...................] - ETA: 21:51"
     ]
    },
    {
     "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\b\b\b\r",
      " 51168/138612 [==========>...................] - ETA: 21:51"
     ]
    },
    {
     "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\b\b\b\r",
      " 51200/138612 [==========>...................] - ETA: 21:50"
     ]
    },
    {
     "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\b\b\b\r",
      " 51232/138612 [==========>...................] - ETA: 21:50"
     ]
    },
    {
     "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\b\b\b\r",
      " 51264/138612 [==========>...................] - ETA: 21:49"
     ]
    },
    {
     "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\b\b\b\r",
      " 51296/138612 [==========>...................] - ETA: 21:49"
     ]
    },
    {
     "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\b\b\b\r",
      " 51328/138612 [==========>...................] - ETA: 21:48"
     ]
    },
    {
     "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\b\b\b\r",
      " 51360/138612 [==========>...................] - ETA: 21:48"
     ]
    },
    {
     "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\b\b\b\r",
      " 51392/138612 [==========>...................] - ETA: 21:48"
     ]
    },
    {
     "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\b\b\b\r",
      " 51424/138612 [==========>...................] - ETA: 21:47"
     ]
    },
    {
     "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\b\b\b\r",
      " 51456/138612 [==========>...................] - ETA: 21:46"
     ]
    },
    {
     "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\b\b\b\r",
      " 51488/138612 [==========>...................] - ETA: 21:46"
     ]
    },
    {
     "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\b\b\b\r",
      " 51520/138612 [==========>...................] - ETA: 21:45"
     ]
    },
    {
     "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\b\b\b\r",
      " 51552/138612 [==========>...................] - ETA: 21:45"
     ]
    },
    {
     "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\b\b\b\r",
      " 51584/138612 [==========>...................] - ETA: 21:44"
     ]
    },
    {
     "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\b\b\b\r",
      " 51616/138612 [==========>...................] - ETA: 21:44"
     ]
    },
    {
     "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\b\b\b\r",
      " 51648/138612 [==========>...................] - ETA: 21:43"
     ]
    },
    {
     "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\b\b\b\r",
      " 51680/138612 [==========>...................] - ETA: 21:43"
     ]
    },
    {
     "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\b\b\b\r",
      " 51712/138612 [==========>...................] - ETA: 21:42"
     ]
    },
    {
     "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\b\b\b\r",
      " 51744/138612 [==========>...................] - ETA: 21:41"
     ]
    },
    {
     "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\b\b\b\r",
      " 51776/138612 [==========>...................] - ETA: 21:41"
     ]
    },
    {
     "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\b\b\b\r",
      " 51808/138612 [==========>...................] - ETA: 21:41"
     ]
    },
    {
     "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\b\b\b\r",
      " 51840/138612 [==========>...................] - ETA: 21:40"
     ]
    },
    {
     "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\b\b\b\r",
      " 51872/138612 [==========>...................] - ETA: 21:40"
     ]
    },
    {
     "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\b\b\b\r",
      " 51904/138612 [==========>...................] - ETA: 21:39"
     ]
    },
    {
     "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\b\b\b\r",
      " 51936/138612 [==========>...................] - ETA: 21:39"
     ]
    },
    {
     "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\b\b\b\r",
      " 51968/138612 [==========>...................] - ETA: 21:38"
     ]
    },
    {
     "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\b\b\b\r",
      " 52000/138612 [==========>...................] - ETA: 21:38"
     ]
    },
    {
     "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\b\b\b\r",
      " 52032/138612 [==========>...................] - ETA: 21:37"
     ]
    },
    {
     "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\b\b\b\r",
      " 52064/138612 [==========>...................] - ETA: 21:37"
     ]
    },
    {
     "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\b\b\b\r",
      " 52096/138612 [==========>...................] - ETA: 21:37"
     ]
    },
    {
     "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\b\b\b\r",
      " 52128/138612 [==========>...................] - ETA: 21:36"
     ]
    },
    {
     "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\b\b\b\r",
      " 52160/138612 [==========>...................] - ETA: 21:35"
     ]
    },
    {
     "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\b\b\b\r",
      " 52192/138612 [==========>...................] - ETA: 21:35"
     ]
    },
    {
     "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\b\b\b\r",
      " 52224/138612 [==========>...................] - ETA: 21:34"
     ]
    },
    {
     "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\b\b\b\r",
      " 52256/138612 [==========>...................] - ETA: 21:34"
     ]
    },
    {
     "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\b\b\b\r",
      " 52288/138612 [==========>...................] - ETA: 21:33"
     ]
    },
    {
     "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\b\b\b\r",
      " 52320/138612 [==========>...................] - ETA: 21:32"
     ]
    },
    {
     "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\b\b\b\r",
      " 52352/138612 [==========>...................] - ETA: 21:32"
     ]
    },
    {
     "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\b\b\b\r",
      " 52384/138612 [==========>...................] - ETA: 21:32"
     ]
    },
    {
     "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\b\b\b\r",
      " 52416/138612 [==========>...................] - ETA: 21:31"
     ]
    },
    {
     "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\b\b\b\r",
      " 52448/138612 [==========>...................] - ETA: 21:31"
     ]
    },
    {
     "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\b\b\b\r",
      " 52480/138612 [==========>...................] - ETA: 21:30"
     ]
    },
    {
     "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\b\b\b\r",
      " 52512/138612 [==========>...................] - ETA: 21:30"
     ]
    },
    {
     "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\b\b\b\r",
      " 52544/138612 [==========>...................] - ETA: 21:30"
     ]
    },
    {
     "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\b\b\b\r",
      " 52576/138612 [==========>...................] - ETA: 21:29"
     ]
    },
    {
     "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\b\b\b\r",
      " 52608/138612 [==========>...................] - ETA: 21:29"
     ]
    },
    {
     "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\b\b\b\r",
      " 52640/138612 [==========>...................] - ETA: 21:29"
     ]
    },
    {
     "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\b\b\b\r",
      " 52672/138612 [==========>...................] - ETA: 21:28"
     ]
    },
    {
     "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\b\b\b\r",
      " 52704/138612 [==========>...................] - ETA: 21:28"
     ]
    },
    {
     "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\b\b\b\r",
      " 52736/138612 [==========>...................] - ETA: 21:27"
     ]
    },
    {
     "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\b\b\b\r",
      " 52768/138612 [==========>...................] - ETA: 21:27"
     ]
    },
    {
     "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\b\b\b\r",
      " 52800/138612 [==========>...................] - ETA: 21:26"
     ]
    },
    {
     "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\b\b\b\r",
      " 52832/138612 [==========>...................] - ETA: 21:25"
     ]
    },
    {
     "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\b\b\b\r",
      " 52864/138612 [==========>...................] - ETA: 21:25"
     ]
    },
    {
     "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\b\b\b\r",
      " 52896/138612 [==========>...................] - ETA: 21:24"
     ]
    },
    {
     "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\b\b\b\r",
      " 52928/138612 [==========>...................] - ETA: 21:24"
     ]
    },
    {
     "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\b\b\b\r",
      " 52960/138612 [==========>...................] - ETA: 21:23"
     ]
    },
    {
     "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\b\b\b\r",
      " 52992/138612 [==========>...................] - ETA: 21:23"
     ]
    },
    {
     "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\b\b\b\r",
      " 53024/138612 [==========>...................] - ETA: 21:22"
     ]
    },
    {
     "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\b\b\b\r",
      " 53056/138612 [==========>...................] - ETA: 21:22"
     ]
    },
    {
     "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\b\b\b\r",
      " 53088/138612 [==========>...................] - ETA: 21:22"
     ]
    },
    {
     "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\b\b\b\r",
      " 53120/138612 [==========>...................] - ETA: 21:21"
     ]
    },
    {
     "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\b\b\b\r",
      " 53152/138612 [==========>...................] - ETA: 21:21"
     ]
    },
    {
     "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\b\b\b\r",
      " 53184/138612 [==========>...................] - ETA: 21:20"
     ]
    },
    {
     "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\b\b\b\r",
      " 53216/138612 [==========>...................] - ETA: 21:20"
     ]
    },
    {
     "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\b\b\b\r",
      " 53248/138612 [==========>...................] - ETA: 21:20"
     ]
    },
    {
     "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\b\b\b\r",
      " 53280/138612 [==========>...................] - ETA: 21:19"
     ]
    },
    {
     "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\b\b\b\r",
      " 53312/138612 [==========>...................] - ETA: 21:18"
     ]
    },
    {
     "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\b\b\b\r",
      " 53344/138612 [==========>...................] - ETA: 21:18"
     ]
    },
    {
     "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\b\b\b\r",
      " 53376/138612 [==========>...................] - ETA: 21:17"
     ]
    },
    {
     "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\b\b\r",
      " 53408/138612 [==========>...................] - ETA: 21:16"
     ]
    },
    {
     "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\b\b\b\r",
      " 53440/138612 [==========>...................] - ETA: 21:16"
     ]
    },
    {
     "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\b\b\b\r",
      " 53472/138612 [==========>...................] - ETA: 21:15"
     ]
    },
    {
     "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\b\b\b\r",
      " 53504/138612 [==========>...................] - ETA: 21:15"
     ]
    },
    {
     "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\b\b\b\r",
      " 53536/138612 [==========>...................] - ETA: 21:14"
     ]
    },
    {
     "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\b\b\b\r",
      " 53568/138612 [==========>...................] - ETA: 21:14"
     ]
    },
    {
     "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\b\b\b\r",
      " 53600/138612 [==========>...................] - ETA: 21:13"
     ]
    },
    {
     "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\b\b\b\r",
      " 53632/138612 [==========>...................] - ETA: 21:13"
     ]
    },
    {
     "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\b\b\b\r",
      " 53664/138612 [==========>...................] - ETA: 21:12"
     ]
    },
    {
     "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\b\b\b\r",
      " 53696/138612 [==========>...................] - ETA: 21:12"
     ]
    },
    {
     "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\b\b\b\r",
      " 53728/138612 [==========>...................] - ETA: 21:11"
     ]
    },
    {
     "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\b\b\b\r",
      " 53760/138612 [==========>...................] - ETA: 21:11"
     ]
    },
    {
     "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\b\b\b\r",
      " 53792/138612 [==========>...................] - ETA: 21:10"
     ]
    },
    {
     "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\b\b\b\r",
      " 53824/138612 [==========>...................] - ETA: 21:10"
     ]
    },
    {
     "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\b\b\b\r",
      " 53856/138612 [==========>...................] - ETA: 21:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 53888/138612 [==========>...................] - ETA: 21:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 53920/138612 [==========>...................] - ETA: 21:08"
     ]
    },
    {
     "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\b\b\b\r",
      " 53952/138612 [==========>...................] - ETA: 21:08"
     ]
    },
    {
     "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\b\b\b\r",
      " 53984/138612 [==========>...................] - ETA: 21:07"
     ]
    },
    {
     "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\b\b\r",
      " 54016/138612 [==========>...................] - ETA: 21:06"
     ]
    },
    {
     "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\b\b\b\r",
      " 54048/138612 [==========>...................] - ETA: 21:06"
     ]
    },
    {
     "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\b\b\b\r",
      " 54080/138612 [==========>...................] - ETA: 21:06"
     ]
    },
    {
     "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\b\b\b\r",
      " 54112/138612 [==========>...................] - ETA: 21:05"
     ]
    },
    {
     "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\b\b\b\r",
      " 54144/138612 [==========>...................] - ETA: 21:05"
     ]
    },
    {
     "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\b\b\b\r",
      " 54176/138612 [==========>...................] - ETA: 21:05"
     ]
    },
    {
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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\b\b\b\r",
      " 54208/138612 [==========>...................] - ETA: 21:04"
     ]
    },
    {
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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\b\b\r",
      " 54240/138612 [==========>...................] - ETA: 21:04"
     ]
    },
    {
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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\b\b\r",
      " 54272/138612 [==========>...................] - ETA: 21:03"
     ]
    },
    {
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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\b\b\r",
      " 54304/138612 [==========>...................] - ETA: 21:03"
     ]
    },
    {
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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\b\b\r",
      " 54336/138612 [==========>...................] - ETA: 21:03"
     ]
    },
    {
     "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\b\b\b\r",
      " 54368/138612 [==========>...................] - ETA: 21:02"
     ]
    },
    {
     "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\b\b\b\r",
      " 54400/138612 [==========>...................] - ETA: 21:02"
     ]
    },
    {
     "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\b\b\b\r",
      " 54432/138612 [==========>...................] - ETA: 21:02"
     ]
    },
    {
     "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\b\b\b\r",
      " 54464/138612 [==========>...................] - ETA: 21:01"
     ]
    },
    {
     "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\b\b\b\r",
      " 54496/138612 [==========>...................] - ETA: 21:01"
     ]
    },
    {
     "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\b\b\b\r",
      " 54528/138612 [==========>...................] - ETA: 21:00"
     ]
    },
    {
     "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\b\b\b\r",
      " 54560/138612 [==========>...................] - ETA: 21:00"
     ]
    },
    {
     "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\b\b\b\r",
      " 54592/138612 [==========>...................] - ETA: 20:59"
     ]
    },
    {
     "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\b\b\b\r",
      " 54624/138612 [==========>...................] - ETA: 20:59"
     ]
    },
    {
     "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\b\b\b\r",
      " 54656/138612 [==========>...................] - ETA: 20:59"
     ]
    },
    {
     "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\b\b\b\r",
      " 54688/138612 [==========>...................] - ETA: 20:58"
     ]
    },
    {
     "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\b\b\b\r",
      " 54720/138612 [==========>...................] - ETA: 20:58"
     ]
    },
    {
     "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\b\b\b\r",
      " 54752/138612 [==========>...................] - ETA: 20:57"
     ]
    },
    {
     "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\b\b\b\r",
      " 54784/138612 [==========>...................] - ETA: 20:57"
     ]
    },
    {
     "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\b\b\b\r",
      " 54816/138612 [==========>...................] - ETA: 20:57"
     ]
    },
    {
     "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\b\b\b\r",
      " 54848/138612 [==========>...................] - ETA: 20:56"
     ]
    },
    {
     "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\b\b\b\r",
      " 54880/138612 [==========>...................] - ETA: 20:56"
     ]
    },
    {
     "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\b\b\b\r",
      " 54912/138612 [==========>...................] - ETA: 20:55"
     ]
    },
    {
     "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\b\b\b\r",
      " 54944/138612 [==========>...................] - ETA: 20:55"
     ]
    },
    {
     "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\b\b\b\r",
      " 54976/138612 [==========>...................] - ETA: 20:54"
     ]
    },
    {
     "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\b\b\b\r",
      " 55008/138612 [==========>...................] - ETA: 20:54"
     ]
    },
    {
     "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\b\b\b\r",
      " 55040/138612 [==========>...................] - ETA: 20:53"
     ]
    },
    {
     "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\b\b\b\r",
      " 55072/138612 [==========>...................] - ETA: 20:52"
     ]
    },
    {
     "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\b\b\b\r",
      " 55104/138612 [==========>...................] - ETA: 20:52"
     ]
    },
    {
     "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\b\b\b\r",
      " 55136/138612 [==========>...................] - ETA: 20:51"
     ]
    },
    {
     "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\b\b\b\r",
      " 55168/138612 [==========>...................] - ETA: 20:51"
     ]
    },
    {
     "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\b\b\b\r",
      " 55200/138612 [==========>...................] - ETA: 20:50"
     ]
    },
    {
     "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\b\b\b\r",
      " 55232/138612 [==========>...................] - ETA: 20:50"
     ]
    },
    {
     "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\b\b\b\r",
      " 55264/138612 [==========>...................] - ETA: 20:49"
     ]
    },
    {
     "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\b\b\b\r",
      " 55296/138612 [==========>...................] - ETA: 20:49"
     ]
    },
    {
     "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\b\b\b\r",
      " 55328/138612 [==========>...................] - ETA: 20:48"
     ]
    },
    {
     "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\b\b\b\r",
      " 55360/138612 [==========>...................] - ETA: 20:48"
     ]
    },
    {
     "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\b\b\b\r",
      " 55392/138612 [==========>...................] - ETA: 20:47"
     ]
    },
    {
     "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\b\b\b\r",
      " 55424/138612 [==========>...................] - ETA: 20:47"
     ]
    },
    {
     "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\b\b\b\r",
      " 55456/138612 [===========>..................] - ETA: 20:46"
     ]
    },
    {
     "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\b\b\b\r",
      " 55488/138612 [===========>..................] - ETA: 20:46"
     ]
    },
    {
     "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\b\b\b\r",
      " 55520/138612 [===========>..................] - ETA: 20:45"
     ]
    },
    {
     "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\b\b\b\r",
      " 55552/138612 [===========>..................] - ETA: 20:45"
     ]
    },
    {
     "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\b\b\b\r",
      " 55584/138612 [===========>..................] - ETA: 20:44"
     ]
    },
    {
     "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\b\b\b\r",
      " 55616/138612 [===========>..................] - ETA: 20:44"
     ]
    },
    {
     "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\b\b\b\r",
      " 55648/138612 [===========>..................] - ETA: 20:43"
     ]
    },
    {
     "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\b\b\b\r",
      " 55680/138612 [===========>..................] - ETA: 20:43"
     ]
    },
    {
     "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\b\b\b\r",
      " 55712/138612 [===========>..................] - ETA: 20:42"
     ]
    },
    {
     "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\b\b\b\r",
      " 55744/138612 [===========>..................] - ETA: 20:41"
     ]
    },
    {
     "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\b\b\b\r",
      " 55776/138612 [===========>..................] - ETA: 20:41"
     ]
    },
    {
     "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\b\b\b\r",
      " 55808/138612 [===========>..................] - ETA: 20:40"
     ]
    },
    {
     "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\b\b\b\r",
      " 55840/138612 [===========>..................] - ETA: 20:40"
     ]
    },
    {
     "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\b\b\b\r",
      " 55872/138612 [===========>..................] - ETA: 20:39"
     ]
    },
    {
     "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\b\b\b\r",
      " 55904/138612 [===========>..................] - ETA: 20:39"
     ]
    },
    {
     "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\b\b\b\r",
      " 55936/138612 [===========>..................] - ETA: 20:38"
     ]
    },
    {
     "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\b\b\b\r",
      " 55968/138612 [===========>..................] - ETA: 20:38"
     ]
    },
    {
     "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\b\b\b\r",
      " 56000/138612 [===========>..................] - ETA: 20:38"
     ]
    },
    {
     "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\b\b\b\r",
      " 56032/138612 [===========>..................] - ETA: 20:37"
     ]
    },
    {
     "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\b\b\b\r",
      " 56064/138612 [===========>..................] - ETA: 20:37"
     ]
    },
    {
     "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\b\b\b\r",
      " 56096/138612 [===========>..................] - ETA: 20:36"
     ]
    },
    {
     "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\b\b\b\r",
      " 56128/138612 [===========>..................] - ETA: 20:36"
     ]
    },
    {
     "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\b\b\b\r",
      " 56160/138612 [===========>..................] - ETA: 20:35"
     ]
    },
    {
     "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\b\b\b\r",
      " 56192/138612 [===========>..................] - ETA: 20:34"
     ]
    },
    {
     "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\b\b\b\r",
      " 56224/138612 [===========>..................] - ETA: 20:34"
     ]
    },
    {
     "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\b\b\b\r",
      " 56256/138612 [===========>..................] - ETA: 20:33"
     ]
    },
    {
     "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\b\b\b\r",
      " 56288/138612 [===========>..................] - ETA: 20:33"
     ]
    },
    {
     "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\b\b\b\r",
      " 56320/138612 [===========>..................] - ETA: 20:32"
     ]
    },
    {
     "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\b\b\b\r",
      " 56352/138612 [===========>..................] - ETA: 20:32"
     ]
    },
    {
     "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\b\b\b\r",
      " 56384/138612 [===========>..................] - ETA: 20:31"
     ]
    },
    {
     "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\b\b\b\r",
      " 56416/138612 [===========>..................] - ETA: 20:31"
     ]
    },
    {
     "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\b\b\b\r",
      " 56448/138612 [===========>..................] - ETA: 20:30"
     ]
    },
    {
     "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\b\b\b\r",
      " 56480/138612 [===========>..................] - ETA: 20:30"
     ]
    },
    {
     "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\b\b\b\r",
      " 56512/138612 [===========>..................] - ETA: 20:29"
     ]
    },
    {
     "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\b\b\b\r",
      " 56544/138612 [===========>..................] - ETA: 20:29"
     ]
    },
    {
     "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\b\b\b\r",
      " 56576/138612 [===========>..................] - ETA: 20:29"
     ]
    },
    {
     "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\b\b\b\r",
      " 56608/138612 [===========>..................] - ETA: 20:28"
     ]
    },
    {
     "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\b\b\b\r",
      " 56640/138612 [===========>..................] - ETA: 20:27"
     ]
    },
    {
     "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\b\b\b\r",
      " 56672/138612 [===========>..................] - ETA: 20:27"
     ]
    },
    {
     "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\b\b\b\r",
      " 56704/138612 [===========>..................] - ETA: 20:26"
     ]
    },
    {
     "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\b\b\b\r",
      " 56736/138612 [===========>..................] - ETA: 20:26"
     ]
    },
    {
     "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\b\b\b\r",
      " 56768/138612 [===========>..................] - ETA: 20:25"
     ]
    },
    {
     "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\b\b\b\r",
      " 56800/138612 [===========>..................] - ETA: 20:25"
     ]
    },
    {
     "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\b\b\b\r",
      " 56832/138612 [===========>..................] - ETA: 20:24"
     ]
    },
    {
     "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\b\b\b\r",
      " 56864/138612 [===========>..................] - ETA: 20:24"
     ]
    },
    {
     "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\b\b\b\r",
      " 56896/138612 [===========>..................] - ETA: 20:23"
     ]
    },
    {
     "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\b\b\b\r",
      " 56928/138612 [===========>..................] - ETA: 20:23"
     ]
    },
    {
     "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\b\b\b\r",
      " 56960/138612 [===========>..................] - ETA: 20:22"
     ]
    },
    {
     "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\b\b\b\r",
      " 56992/138612 [===========>..................] - ETA: 20:22"
     ]
    },
    {
     "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\b\b\b\r",
      " 57024/138612 [===========>..................] - ETA: 20:21"
     ]
    },
    {
     "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\b\b\b\r",
      " 57056/138612 [===========>..................] - ETA: 20:21"
     ]
    },
    {
     "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\b\b\b\r",
      " 57088/138612 [===========>..................] - ETA: 20:20"
     ]
    },
    {
     "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\b\b\b\r",
      " 57120/138612 [===========>..................] - ETA: 20:20"
     ]
    },
    {
     "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\b\b\b\r",
      " 57152/138612 [===========>..................] - ETA: 20:19"
     ]
    },
    {
     "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\b\b\b\r",
      " 57184/138612 [===========>..................] - ETA: 20:19"
     ]
    },
    {
     "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\b\b\b\r",
      " 57216/138612 [===========>..................] - ETA: 20:19"
     ]
    },
    {
     "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\b\b\b\r",
      " 57248/138612 [===========>..................] - ETA: 20:18"
     ]
    },
    {
     "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\b\b\b\r",
      " 57280/138612 [===========>..................] - ETA: 20:18"
     ]
    },
    {
     "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\b\b\b\r",
      " 57312/138612 [===========>..................] - ETA: 20:18"
     ]
    },
    {
     "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\b\b\b\r",
      " 57344/138612 [===========>..................] - ETA: 20:17"
     ]
    },
    {
     "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\b\b\r",
      " 57376/138612 [===========>..................] - ETA: 20:17"
     ]
    },
    {
     "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\b\b\r",
      " 57408/138612 [===========>..................] - ETA: 20:16"
     ]
    },
    {
     "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\b\b\b\r",
      " 57440/138612 [===========>..................] - ETA: 20:16"
     ]
    },
    {
     "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\b\b\b\r",
      " 57472/138612 [===========>..................] - ETA: 20:15"
     ]
    },
    {
     "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\b\b\b\r",
      " 57504/138612 [===========>..................] - ETA: 20:15"
     ]
    },
    {
     "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\b\b\b\r",
      " 57536/138612 [===========>..................] - ETA: 20:15"
     ]
    },
    {
     "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\b\b\b\r",
      " 57568/138612 [===========>..................] - ETA: 20:14"
     ]
    },
    {
     "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\b\b\b\r",
      " 57600/138612 [===========>..................] - ETA: 20:14"
     ]
    },
    {
     "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\b\b\b\r",
      " 57632/138612 [===========>..................] - ETA: 20:13"
     ]
    },
    {
     "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\b\b\b\r",
      " 57664/138612 [===========>..................] - ETA: 20:13"
     ]
    },
    {
     "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\b\b\b\r",
      " 57696/138612 [===========>..................] - ETA: 20:13"
     ]
    },
    {
     "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\b\b\b\r",
      " 57728/138612 [===========>..................] - ETA: 20:12"
     ]
    },
    {
     "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\b\b\b\r",
      " 57760/138612 [===========>..................] - ETA: 20:12"
     ]
    },
    {
     "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\b\b\b\r",
      " 57792/138612 [===========>..................] - ETA: 20:11"
     ]
    },
    {
     "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\b\b\b\r",
      " 57824/138612 [===========>..................] - ETA: 20:11"
     ]
    },
    {
     "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\b\b\b\r",
      " 57856/138612 [===========>..................] - ETA: 20:10"
     ]
    },
    {
     "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\b\b\b\r",
      " 57888/138612 [===========>..................] - ETA: 20:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 57920/138612 [===========>..................] - ETA: 20:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 57952/138612 [===========>..................] - ETA: 20:08"
     ]
    },
    {
     "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\b\b\b\r",
      " 57984/138612 [===========>..................] - ETA: 20:08"
     ]
    },
    {
     "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\b\b\b\r",
      " 58016/138612 [===========>..................] - ETA: 20:07"
     ]
    },
    {
     "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\b\b\r",
      " 58048/138612 [===========>..................] - ETA: 20:07"
     ]
    },
    {
     "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\b\b\r",
      " 58080/138612 [===========>..................] - ETA: 20:06"
     ]
    },
    {
     "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\b\b\b\r",
      " 58112/138612 [===========>..................] - ETA: 20:06"
     ]
    },
    {
     "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\b\b\b\r",
      " 58144/138612 [===========>..................] - ETA: 20:05"
     ]
    },
    {
     "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\b\b\b\r",
      " 58176/138612 [===========>..................] - ETA: 20:05"
     ]
    },
    {
     "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\b\b\b\r",
      " 58208/138612 [===========>..................] - ETA: 20:04"
     ]
    },
    {
     "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\b\b\b\r",
      " 58240/138612 [===========>..................] - ETA: 20:04"
     ]
    },
    {
     "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\b\b\b\r",
      " 58272/138612 [===========>..................] - ETA: 20:04"
     ]
    },
    {
     "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\b\b\b\r",
      " 58304/138612 [===========>..................] - ETA: 20:03"
     ]
    },
    {
     "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\b\b\b\r",
      " 58336/138612 [===========>..................] - ETA: 20:03"
     ]
    },
    {
     "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\b\b\b\r",
      " 58368/138612 [===========>..................] - ETA: 20:02"
     ]
    },
    {
     "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\b\b\b\r",
      " 58400/138612 [===========>..................] - ETA: 20:02"
     ]
    },
    {
     "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\b\b\b\r",
      " 58432/138612 [===========>..................] - ETA: 20:01"
     ]
    },
    {
     "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\b\b\b\r",
      " 58464/138612 [===========>..................] - ETA: 20:01"
     ]
    },
    {
     "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\b\b\b\r",
      " 58496/138612 [===========>..................] - ETA: 20:00"
     ]
    },
    {
     "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\b\b\b\r",
      " 58528/138612 [===========>..................] - ETA: 20:00"
     ]
    },
    {
     "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\b\b\b\r",
      " 58560/138612 [===========>..................] - ETA: 19:59"
     ]
    },
    {
     "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\b\b\b\r",
      " 58592/138612 [===========>..................] - ETA: 19:59"
     ]
    },
    {
     "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\b\b\b\r",
      " 58624/138612 [===========>..................] - ETA: 19:58"
     ]
    },
    {
     "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\b\b\b\r",
      " 58656/138612 [===========>..................] - ETA: 19:58"
     ]
    },
    {
     "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\b\b\b\r",
      " 58688/138612 [===========>..................] - ETA: 19:57"
     ]
    },
    {
     "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\b\b\b\r",
      " 58720/138612 [===========>..................] - ETA: 19:57"
     ]
    },
    {
     "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\b\b\b\r",
      " 58752/138612 [===========>..................] - ETA: 19:57"
     ]
    },
    {
     "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\b\b\b\r",
      " 58784/138612 [===========>..................] - ETA: 19:56"
     ]
    },
    {
     "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\b\b\b\r",
      " 58816/138612 [===========>..................] - ETA: 19:56"
     ]
    },
    {
     "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\b\b\b\r",
      " 58848/138612 [===========>..................] - ETA: 19:56"
     ]
    },
    {
     "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\b\b\b\r",
      " 58880/138612 [===========>..................] - ETA: 19:55"
     ]
    },
    {
     "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\b\b\b\r",
      " 58912/138612 [===========>..................] - ETA: 19:55"
     ]
    },
    {
     "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\b\b\b\r",
      " 58944/138612 [===========>..................] - ETA: 19:55"
     ]
    },
    {
     "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\b\b\b\r",
      " 58976/138612 [===========>..................] - ETA: 19:54"
     ]
    },
    {
     "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\b\b\b\r",
      " 59008/138612 [===========>..................] - ETA: 19:54"
     ]
    },
    {
     "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\b\b\b\r",
      " 59040/138612 [===========>..................] - ETA: 19:53"
     ]
    },
    {
     "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\b\b\b\r",
      " 59072/138612 [===========>..................] - ETA: 19:53"
     ]
    },
    {
     "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\b\b\b\r",
      " 59104/138612 [===========>..................] - ETA: 19:52"
     ]
    },
    {
     "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\b\b\b\r",
      " 59136/138612 [===========>..................] - ETA: 19:52"
     ]
    },
    {
     "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\b\b\b\r",
      " 59168/138612 [===========>..................] - ETA: 19:51"
     ]
    },
    {
     "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\b\b\b\r",
      " 59200/138612 [===========>..................] - ETA: 19:51"
     ]
    },
    {
     "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\b\b\b\r",
      " 59232/138612 [===========>..................] - ETA: 19:50"
     ]
    },
    {
     "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\b\b\b\r",
      " 59264/138612 [===========>..................] - ETA: 19:50"
     ]
    },
    {
     "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\b\b\b\r",
      " 59296/138612 [===========>..................] - ETA: 19:49"
     ]
    },
    {
     "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\b\b\b\r",
      " 59328/138612 [===========>..................] - ETA: 19:49"
     ]
    },
    {
     "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\b\b\b\r",
      " 59360/138612 [===========>..................] - ETA: 19:48"
     ]
    },
    {
     "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\b\b\b\r",
      " 59392/138612 [===========>..................] - ETA: 19:48"
     ]
    },
    {
     "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\b\b\b\r",
      " 59424/138612 [===========>..................] - ETA: 19:47"
     ]
    },
    {
     "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\b\b\b\r",
      " 59456/138612 [===========>..................] - ETA: 19:47"
     ]
    },
    {
     "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\b\b\b\r",
      " 59488/138612 [===========>..................] - ETA: 19:46"
     ]
    },
    {
     "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\b\b\b\r",
      " 59520/138612 [===========>..................] - ETA: 19:46"
     ]
    },
    {
     "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\b\b\b\r",
      " 59552/138612 [===========>..................] - ETA: 19:45"
     ]
    },
    {
     "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\b\b\b\r",
      " 59584/138612 [===========>..................] - ETA: 19:44"
     ]
    },
    {
     "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\b\b\b\r",
      " 59616/138612 [===========>..................] - ETA: 19:44"
     ]
    },
    {
     "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\b\b\b\r",
      " 59648/138612 [===========>..................] - ETA: 19:43"
     ]
    },
    {
     "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\b\b\b\r",
      " 59680/138612 [===========>..................] - ETA: 19:43"
     ]
    },
    {
     "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\b\b\b\r",
      " 59712/138612 [===========>..................] - ETA: 19:42"
     ]
    },
    {
     "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\b\b\b\r",
      " 59744/138612 [===========>..................] - ETA: 19:42"
     ]
    },
    {
     "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\b\b\b\r",
      " 59776/138612 [===========>..................] - ETA: 19:41"
     ]
    },
    {
     "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\b\b\b\r",
      " 59808/138612 [===========>..................] - ETA: 19:41"
     ]
    },
    {
     "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\b\b\b\r",
      " 59840/138612 [===========>..................] - ETA: 19:40"
     ]
    },
    {
     "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\b\b\b\r",
      " 59872/138612 [===========>..................] - ETA: 19:40"
     ]
    },
    {
     "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\b\b\b\r",
      " 59904/138612 [===========>..................] - ETA: 19:39"
     ]
    },
    {
     "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\b\b\b\r",
      " 59936/138612 [===========>..................] - ETA: 19:39"
     ]
    },
    {
     "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\b\b\b\r",
      " 59968/138612 [===========>..................] - ETA: 19:38"
     ]
    },
    {
     "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\b\b\b\r",
      " 60000/138612 [===========>..................] - ETA: 19:38"
     ]
    },
    {
     "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\b\b\b\r",
      " 60032/138612 [===========>..................] - ETA: 19:37"
     ]
    },
    {
     "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\b\b\b\r",
      " 60064/138612 [===========>..................] - ETA: 19:37"
     ]
    },
    {
     "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\b\b\b\r",
      " 60096/138612 [============>.................] - ETA: 19:37"
     ]
    },
    {
     "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\b\b\b\r",
      " 60128/138612 [============>.................] - ETA: 19:36"
     ]
    },
    {
     "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\b\b\b\r",
      " 60160/138612 [============>.................] - ETA: 19:36"
     ]
    },
    {
     "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\b\b\b\r",
      " 60192/138612 [============>.................] - ETA: 19:36"
     ]
    },
    {
     "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\b\b\b\r",
      " 60224/138612 [============>.................] - ETA: 19:35"
     ]
    },
    {
     "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\b\b\b\r",
      " 60256/138612 [============>.................] - ETA: 19:35"
     ]
    },
    {
     "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\b\b\b\r",
      " 60288/138612 [============>.................] - ETA: 19:34"
     ]
    },
    {
     "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\b\b\b\r",
      " 60320/138612 [============>.................] - ETA: 19:34"
     ]
    },
    {
     "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\b\b\b\r",
      " 60352/138612 [============>.................] - ETA: 19:33"
     ]
    },
    {
     "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\b\b\b\r",
      " 60384/138612 [============>.................] - ETA: 19:33"
     ]
    },
    {
     "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\b\b\b\r",
      " 60416/138612 [============>.................] - ETA: 19:32"
     ]
    },
    {
     "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\b\b\b\r",
      " 60448/138612 [============>.................] - ETA: 19:32"
     ]
    },
    {
     "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\b\b\b\r",
      " 60480/138612 [============>.................] - ETA: 19:32"
     ]
    },
    {
     "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\b\b\b\r",
      " 60512/138612 [============>.................] - ETA: 19:31"
     ]
    },
    {
     "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\b\b\b\r",
      " 60544/138612 [============>.................] - ETA: 19:31"
     ]
    },
    {
     "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\b\b\b\r",
      " 60576/138612 [============>.................] - ETA: 19:30"
     ]
    },
    {
     "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\b\b\b\r",
      " 60608/138612 [============>.................] - ETA: 19:30"
     ]
    },
    {
     "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\b\b\b\r",
      " 60640/138612 [============>.................] - ETA: 19:29"
     ]
    },
    {
     "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\b\b\b\r",
      " 60672/138612 [============>.................] - ETA: 19:29"
     ]
    },
    {
     "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\b\b\b\r",
      " 60704/138612 [============>.................] - ETA: 19:28"
     ]
    },
    {
     "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\b\b\b\r",
      " 60736/138612 [============>.................] - ETA: 19:28"
     ]
    },
    {
     "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\b\b\b\r",
      " 60768/138612 [============>.................] - ETA: 19:27"
     ]
    },
    {
     "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\b\b\b\r",
      " 60800/138612 [============>.................] - ETA: 19:26"
     ]
    },
    {
     "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\b\b\b\r",
      " 60832/138612 [============>.................] - ETA: 19:26"
     ]
    },
    {
     "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\b\b\b\r",
      " 60864/138612 [============>.................] - ETA: 19:25"
     ]
    },
    {
     "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\b\b\b\r",
      " 60896/138612 [============>.................] - ETA: 19:25"
     ]
    },
    {
     "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\b\b\b\r",
      " 60928/138612 [============>.................] - ETA: 19:24"
     ]
    },
    {
     "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\b\b\b\r",
      " 60960/138612 [============>.................] - ETA: 19:24"
     ]
    },
    {
     "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\b\b\b\r",
      " 60992/138612 [============>.................] - ETA: 19:23"
     ]
    },
    {
     "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\b\b\b\r",
      " 61024/138612 [============>.................] - ETA: 19:23"
     ]
    },
    {
     "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\b\b\b\r",
      " 61056/138612 [============>.................] - ETA: 19:22"
     ]
    },
    {
     "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\b\b\b\r",
      " 61088/138612 [============>.................] - ETA: 19:21"
     ]
    },
    {
     "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\b\b\b\r",
      " 61120/138612 [============>.................] - ETA: 19:21"
     ]
    },
    {
     "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\b\b\b\r",
      " 61152/138612 [============>.................] - ETA: 19:20"
     ]
    },
    {
     "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\b\b\b\r",
      " 61184/138612 [============>.................] - ETA: 19:20"
     ]
    },
    {
     "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\b\b\b\r",
      " 61216/138612 [============>.................] - ETA: 19:19"
     ]
    },
    {
     "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\b\b\b\r",
      " 61248/138612 [============>.................] - ETA: 19:19"
     ]
    },
    {
     "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\b\b\b\r",
      " 61280/138612 [============>.................] - ETA: 19:19"
     ]
    },
    {
     "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\b\b\b\r",
      " 61312/138612 [============>.................] - ETA: 19:18"
     ]
    },
    {
     "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\b\b\b\r",
      " 61344/138612 [============>.................] - ETA: 19:18"
     ]
    },
    {
     "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\b\b\b\r",
      " 61376/138612 [============>.................] - ETA: 19:17"
     ]
    },
    {
     "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\b\b\r",
      " 61408/138612 [============>.................] - ETA: 19:17"
     ]
    },
    {
     "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\b\b\r",
      " 61440/138612 [============>.................] - ETA: 19:16"
     ]
    },
    {
     "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\b\b\b\r",
      " 61472/138612 [============>.................] - ETA: 19:16"
     ]
    },
    {
     "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\b\b\b\r",
      " 61504/138612 [============>.................] - ETA: 19:15"
     ]
    },
    {
     "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\b\b\b\r",
      " 61536/138612 [============>.................] - ETA: 19:15"
     ]
    },
    {
     "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\b\b\b\r",
      " 61568/138612 [============>.................] - ETA: 19:14"
     ]
    },
    {
     "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\b\b\b\r",
      " 61600/138612 [============>.................] - ETA: 19:14"
     ]
    },
    {
     "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\b\b\b\r",
      " 61632/138612 [============>.................] - ETA: 19:13"
     ]
    },
    {
     "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\b\b\b\r",
      " 61664/138612 [============>.................] - ETA: 19:13"
     ]
    },
    {
     "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\b\b\b\r",
      " 61696/138612 [============>.................] - ETA: 19:12"
     ]
    },
    {
     "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\b\b\b\r",
      " 61728/138612 [============>.................] - ETA: 19:12"
     ]
    },
    {
     "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\b\b\b\r",
      " 61760/138612 [============>.................] - ETA: 19:11"
     ]
    },
    {
     "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\b\b\b\r",
      " 61792/138612 [============>.................] - ETA: 19:11"
     ]
    },
    {
     "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\b\b\b\r",
      " 61824/138612 [============>.................] - ETA: 19:10"
     ]
    },
    {
     "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\b\b\b\r",
      " 61856/138612 [============>.................] - ETA: 19:10"
     ]
    },
    {
     "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\b\b\b\r",
      " 61888/138612 [============>.................] - ETA: 19:10"
     ]
    },
    {
     "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\b\b\b\r",
      " 61920/138612 [============>.................] - ETA: 19:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 61952/138612 [============>.................] - ETA: 19:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 61984/138612 [============>.................] - ETA: 19:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 62016/138612 [============>.................] - ETA: 19:08"
     ]
    },
    {
     "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\b\b\b\r",
      " 62048/138612 [============>.................] - ETA: 19:08"
     ]
    },
    {
     "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\b\b\b\r",
      " 62080/138612 [============>.................] - ETA: 19:07"
     ]
    },
    {
     "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\b\b\r",
      " 62112/138612 [============>.................] - ETA: 19:06"
     ]
    },
    {
     "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\b\b\b\r",
      " 62144/138612 [============>.................] - ETA: 19:06"
     ]
    },
    {
     "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\b\b\b\r",
      " 62176/138612 [============>.................] - ETA: 19:06"
     ]
    },
    {
     "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\b\b\b\r",
      " 62208/138612 [============>.................] - ETA: 19:05"
     ]
    },
    {
     "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\b\b\b\r",
      " 62240/138612 [============>.................] - ETA: 19:04"
     ]
    },
    {
     "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\b\b\b\r",
      " 62272/138612 [============>.................] - ETA: 19:04"
     ]
    },
    {
     "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\b\b\b\r",
      " 62304/138612 [============>.................] - ETA: 19:03"
     ]
    },
    {
     "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\b\b\b\r",
      " 62336/138612 [============>.................] - ETA: 19:03"
     ]
    },
    {
     "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\b\b\b\r",
      " 62368/138612 [============>.................] - ETA: 19:02"
     ]
    },
    {
     "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\b\b\b\r",
      " 62400/138612 [============>.................] - ETA: 19:02"
     ]
    },
    {
     "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\b\b\b\r",
      " 62432/138612 [============>.................] - ETA: 19:01"
     ]
    },
    {
     "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\b\b\b\r",
      " 62464/138612 [============>.................] - ETA: 19:01"
     ]
    },
    {
     "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\b\b\b\r",
      " 62496/138612 [============>.................] - ETA: 19:00"
     ]
    },
    {
     "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\b\b\b\r",
      " 62528/138612 [============>.................] - ETA: 19:00"
     ]
    },
    {
     "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\b\b\b\r",
      " 62560/138612 [============>.................] - ETA: 18:59"
     ]
    },
    {
     "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\b\b\b\r",
      " 62592/138612 [============>.................] - ETA: 18:59"
     ]
    },
    {
     "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\b\b\b\r",
      " 62624/138612 [============>.................] - ETA: 18:58"
     ]
    },
    {
     "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\b\b\b\r",
      " 62656/138612 [============>.................] - ETA: 18:58"
     ]
    },
    {
     "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\b\b\b\r",
      " 62688/138612 [============>.................] - ETA: 18:57"
     ]
    },
    {
     "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\b\b\b\r",
      " 62720/138612 [============>.................] - ETA: 18:57"
     ]
    },
    {
     "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\b\b\b\r",
      " 62752/138612 [============>.................] - ETA: 18:56"
     ]
    },
    {
     "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\b\b\b\r",
      " 62784/138612 [============>.................] - ETA: 18:56"
     ]
    },
    {
     "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\b\b\b\r",
      " 62816/138612 [============>.................] - ETA: 18:55"
     ]
    },
    {
     "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\b\b\b\r",
      " 62848/138612 [============>.................] - ETA: 18:54"
     ]
    },
    {
     "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\b\b\b\r",
      " 62880/138612 [============>.................] - ETA: 18:54"
     ]
    },
    {
     "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\b\b\b\r",
      " 62912/138612 [============>.................] - ETA: 18:53"
     ]
    },
    {
     "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\b\b\b\r",
      " 62944/138612 [============>.................] - ETA: 18:53"
     ]
    },
    {
     "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\b\b\b\r",
      " 62976/138612 [============>.................] - ETA: 18:52"
     ]
    },
    {
     "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\b\b\b\r",
      " 63008/138612 [============>.................] - ETA: 18:52"
     ]
    },
    {
     "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\b\b\b\r",
      " 63040/138612 [============>.................] - ETA: 18:51"
     ]
    },
    {
     "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\b\b\b\r",
      " 63072/138612 [============>.................] - ETA: 18:51"
     ]
    },
    {
     "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\b\b\b\r",
      " 63104/138612 [============>.................] - ETA: 18:50"
     ]
    },
    {
     "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\b\b\b\r",
      " 63136/138612 [============>.................] - ETA: 18:50"
     ]
    },
    {
     "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\b\b\b\r",
      " 63168/138612 [============>.................] - ETA: 18:49"
     ]
    },
    {
     "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\b\b\b\r",
      " 63200/138612 [============>.................] - ETA: 18:49"
     ]
    },
    {
     "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\b\b\b\r",
      " 63232/138612 [============>.................] - ETA: 18:48"
     ]
    },
    {
     "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\b\b\b\r",
      " 63264/138612 [============>.................] - ETA: 18:48"
     ]
    },
    {
     "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\b\b\b\r",
      " 63296/138612 [============>.................] - ETA: 18:48"
     ]
    },
    {
     "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\b\b\b\r",
      " 63328/138612 [============>.................] - ETA: 18:47"
     ]
    },
    {
     "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\b\b\b\r",
      " 63360/138612 [============>.................] - ETA: 18:46"
     ]
    },
    {
     "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\b\b\b\r",
      " 63392/138612 [============>.................] - ETA: 18:46"
     ]
    },
    {
     "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\b\b\b\r",
      " 63424/138612 [============>.................] - ETA: 18:45"
     ]
    },
    {
     "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\b\b\b\r",
      " 63456/138612 [============>.................] - ETA: 18:45"
     ]
    },
    {
     "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\b\b\b\r",
      " 63488/138612 [============>.................] - ETA: 18:45"
     ]
    },
    {
     "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\b\b\b\r",
      " 63520/138612 [============>.................] - ETA: 18:44"
     ]
    },
    {
     "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\b\b\b\r",
      " 63552/138612 [============>.................] - ETA: 18:44"
     ]
    },
    {
     "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\b\b\b\r",
      " 63584/138612 [============>.................] - ETA: 18:43"
     ]
    },
    {
     "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\b\b\b\r",
      " 63616/138612 [============>.................] - ETA: 18:43"
     ]
    },
    {
     "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\b\b\b\r",
      " 63648/138612 [============>.................] - ETA: 18:42"
     ]
    },
    {
     "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\b\b\b\r",
      " 63680/138612 [============>.................] - ETA: 18:42"
     ]
    },
    {
     "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\b\b\b\r",
      " 63712/138612 [============>.................] - ETA: 18:41"
     ]
    },
    {
     "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\b\b\b\r",
      " 63744/138612 [============>.................] - ETA: 18:41"
     ]
    },
    {
     "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\b\b\b\r",
      " 63776/138612 [============>.................] - ETA: 18:41"
     ]
    },
    {
     "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\b\b\b\r",
      " 63808/138612 [============>.................] - ETA: 18:40"
     ]
    },
    {
     "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\b\b\b\r",
      " 63840/138612 [============>.................] - ETA: 18:40"
     ]
    },
    {
     "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\b\b\b\r",
      " 63872/138612 [============>.................] - ETA: 18:39"
     ]
    },
    {
     "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\b\b\b\r",
      " 63904/138612 [============>.................] - ETA: 18:39"
     ]
    },
    {
     "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\b\b\b\r",
      " 63936/138612 [============>.................] - ETA: 18:38"
     ]
    },
    {
     "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\b\b\b\r",
      " 63968/138612 [============>.................] - ETA: 18:38"
     ]
    },
    {
     "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\b\b\b\r",
      " 64000/138612 [============>.................] - ETA: 18:38"
     ]
    },
    {
     "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\b\b\b\r",
      " 64032/138612 [============>.................] - ETA: 18:37"
     ]
    },
    {
     "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\b\b\b\r",
      " 64064/138612 [============>.................] - ETA: 18:37"
     ]
    },
    {
     "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\b\b\b\r",
      " 64096/138612 [============>.................] - ETA: 18:36"
     ]
    },
    {
     "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\b\b\b\r",
      " 64128/138612 [============>.................] - ETA: 18:35"
     ]
    },
    {
     "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\b\b\b\r",
      " 64160/138612 [============>.................] - ETA: 18:35"
     ]
    },
    {
     "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\b\b\b\r",
      " 64192/138612 [============>.................] - ETA: 18:35"
     ]
    },
    {
     "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\b\b\b\r",
      " 64224/138612 [============>.................] - ETA: 18:34"
     ]
    },
    {
     "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\b\b\b\r",
      " 64256/138612 [============>.................] - ETA: 18:34"
     ]
    },
    {
     "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\b\b\b\r",
      " 64288/138612 [============>.................] - ETA: 18:33"
     ]
    },
    {
     "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\b\b\b\r",
      " 64320/138612 [============>.................] - ETA: 18:33"
     ]
    },
    {
     "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\b\b\b\r",
      " 64352/138612 [============>.................] - ETA: 18:32"
     ]
    },
    {
     "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\b\b\b\r",
      " 64384/138612 [============>.................] - ETA: 18:32"
     ]
    },
    {
     "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\b\b\b\r",
      " 64416/138612 [============>.................] - ETA: 18:31"
     ]
    },
    {
     "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\b\b\b\r",
      " 64448/138612 [============>.................] - ETA: 18:31"
     ]
    },
    {
     "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\b\b\b\r",
      " 64480/138612 [============>.................] - ETA: 18:30"
     ]
    },
    {
     "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\b\b\b\r",
      " 64512/138612 [============>.................] - ETA: 18:29"
     ]
    },
    {
     "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\b\b\b\r",
      " 64544/138612 [============>.................] - ETA: 18:29"
     ]
    },
    {
     "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\b\b\b\r",
      " 64576/138612 [============>.................] - ETA: 18:28"
     ]
    },
    {
     "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\b\b\b\r",
      " 64608/138612 [============>.................] - ETA: 18:28"
     ]
    },
    {
     "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\b\b\b\r",
      " 64640/138612 [============>.................] - ETA: 18:27"
     ]
    },
    {
     "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\b\b\b\r",
      " 64672/138612 [============>.................] - ETA: 18:27"
     ]
    },
    {
     "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\b\b\b\r",
      " 64704/138612 [=============>................] - ETA: 18:26"
     ]
    },
    {
     "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\b\b\b\r",
      " 64736/138612 [=============>................] - ETA: 18:26"
     ]
    },
    {
     "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\b\b\b\r",
      " 64768/138612 [=============>................] - ETA: 18:25"
     ]
    },
    {
     "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\b\b\b\r",
      " 64800/138612 [=============>................] - ETA: 18:25"
     ]
    },
    {
     "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\b\b\b\r",
      " 64832/138612 [=============>................] - ETA: 18:24"
     ]
    },
    {
     "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\b\b\b\r",
      " 64864/138612 [=============>................] - ETA: 18:24"
     ]
    },
    {
     "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\b\b\b\r",
      " 64896/138612 [=============>................] - ETA: 18:23"
     ]
    },
    {
     "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\b\b\b\r",
      " 64928/138612 [=============>................] - ETA: 18:23"
     ]
    },
    {
     "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\b\b\b\r",
      " 64960/138612 [=============>................] - ETA: 18:22"
     ]
    },
    {
     "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\b\b\b\r",
      " 64992/138612 [=============>................] - ETA: 18:22"
     ]
    },
    {
     "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\b\b\b\r",
      " 65024/138612 [=============>................] - ETA: 18:21"
     ]
    },
    {
     "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\b\b\b\r",
      " 65056/138612 [=============>................] - ETA: 18:21"
     ]
    },
    {
     "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\b\b\b\r",
      " 65088/138612 [=============>................] - ETA: 18:20"
     ]
    },
    {
     "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\b\b\b\r",
      " 65120/138612 [=============>................] - ETA: 18:20"
     ]
    },
    {
     "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\b\b\b\r",
      " 65152/138612 [=============>................] - ETA: 18:19"
     ]
    },
    {
     "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\b\b\b\r",
      " 65184/138612 [=============>................] - ETA: 18:19"
     ]
    },
    {
     "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\b\b\b\r",
      " 65216/138612 [=============>................] - ETA: 18:18"
     ]
    },
    {
     "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\b\b\b\r",
      " 65248/138612 [=============>................] - ETA: 18:18"
     ]
    },
    {
     "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\b\b\b\r",
      " 65280/138612 [=============>................] - ETA: 18:17"
     ]
    },
    {
     "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\b\b\r",
      " 65312/138612 [=============>................] - ETA: 18:17"
     ]
    },
    {
     "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\b\b\r",
      " 65344/138612 [=============>................] - ETA: 18:17"
     ]
    },
    {
     "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\b\b\r",
      " 65376/138612 [=============>................] - ETA: 18:16"
     ]
    },
    {
     "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\b\b\b\r",
      " 65408/138612 [=============>................] - ETA: 18:16"
     ]
    },
    {
     "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\b\b\b\r",
      " 65440/138612 [=============>................] - ETA: 18:15"
     ]
    },
    {
     "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\b\b\b\r",
      " 65472/138612 [=============>................] - ETA: 18:15"
     ]
    },
    {
     "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\b\b\b\r",
      " 65504/138612 [=============>................] - ETA: 18:15"
     ]
    },
    {
     "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\b\b\b\r",
      " 65536/138612 [=============>................] - ETA: 18:14"
     ]
    },
    {
     "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\b\b\b\r",
      " 65568/138612 [=============>................] - ETA: 18:14"
     ]
    },
    {
     "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\b\b\b\r",
      " 65600/138612 [=============>................] - ETA: 18:13"
     ]
    },
    {
     "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\b\b\b\r",
      " 65632/138612 [=============>................] - ETA: 18:13"
     ]
    },
    {
     "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\b\b\b\r",
      " 65664/138612 [=============>................] - ETA: 18:12"
     ]
    },
    {
     "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\b\b\b\r",
      " 65696/138612 [=============>................] - ETA: 18:12"
     ]
    },
    {
     "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\b\b\b\r",
      " 65728/138612 [=============>................] - ETA: 18:11"
     ]
    },
    {
     "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\b\b\b\r",
      " 65760/138612 [=============>................] - ETA: 18:11"
     ]
    },
    {
     "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\b\b\b\r",
      " 65792/138612 [=============>................] - ETA: 18:10"
     ]
    },
    {
     "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\b\b\b\r",
      " 65824/138612 [=============>................] - ETA: 18:10"
     ]
    },
    {
     "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\b\b\b\r",
      " 65856/138612 [=============>................] - ETA: 18:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 65888/138612 [=============>................] - ETA: 18:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 65920/138612 [=============>................] - ETA: 18:08"
     ]
    },
    {
     "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\b\b\b\r",
      " 65952/138612 [=============>................] - ETA: 18:08"
     ]
    },
    {
     "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\b\b\b\r",
      " 65984/138612 [=============>................] - ETA: 18:07"
     ]
    },
    {
     "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\b\b\r",
      " 66016/138612 [=============>................] - ETA: 18:07"
     ]
    },
    {
     "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\b\b\r",
      " 66048/138612 [=============>................] - ETA: 18:06"
     ]
    },
    {
     "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\b\b\b\r",
      " 66080/138612 [=============>................] - ETA: 18:06"
     ]
    },
    {
     "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\b\b\b\r",
      " 66112/138612 [=============>................] - ETA: 18:05"
     ]
    },
    {
     "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\b\b\b\r",
      " 66144/138612 [=============>................] - ETA: 18:05"
     ]
    },
    {
     "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\b\b\b\r",
      " 66176/138612 [=============>................] - ETA: 18:04"
     ]
    },
    {
     "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\b\b\b\r",
      " 66208/138612 [=============>................] - ETA: 18:03"
     ]
    },
    {
     "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\b\b\b\r",
      " 66240/138612 [=============>................] - ETA: 18:03"
     ]
    },
    {
     "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\b\b\b\r",
      " 66272/138612 [=============>................] - ETA: 18:03"
     ]
    },
    {
     "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\b\b\b\r",
      " 66304/138612 [=============>................] - ETA: 18:02"
     ]
    },
    {
     "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\b\b\b\r",
      " 66336/138612 [=============>................] - ETA: 18:02"
     ]
    },
    {
     "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\b\b\b\r",
      " 66368/138612 [=============>................] - ETA: 18:01"
     ]
    },
    {
     "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\b\b\b\r",
      " 66400/138612 [=============>................] - ETA: 18:01"
     ]
    },
    {
     "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\b\b\b\r",
      " 66432/138612 [=============>................] - ETA: 18:00"
     ]
    },
    {
     "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\b\b\b\r",
      " 66464/138612 [=============>................] - ETA: 18:00"
     ]
    },
    {
     "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\b\b\b\r",
      " 66496/138612 [=============>................] - ETA: 17:59"
     ]
    },
    {
     "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\b\b\b\r",
      " 66528/138612 [=============>................] - ETA: 17:59"
     ]
    },
    {
     "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\b\b\b\r",
      " 66560/138612 [=============>................] - ETA: 17:58"
     ]
    },
    {
     "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\b\b\b\r",
      " 66592/138612 [=============>................] - ETA: 17:58"
     ]
    },
    {
     "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\b\b\b\r",
      " 66624/138612 [=============>................] - ETA: 17:57"
     ]
    },
    {
     "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\b\b\b\r",
      " 66656/138612 [=============>................] - ETA: 17:57"
     ]
    },
    {
     "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\b\b\b\r",
      " 66688/138612 [=============>................] - ETA: 17:56"
     ]
    },
    {
     "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\b\b\b\r",
      " 66720/138612 [=============>................] - ETA: 17:56"
     ]
    },
    {
     "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\b\b\b\r",
      " 66752/138612 [=============>................] - ETA: 17:55"
     ]
    },
    {
     "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\b\b\b\r",
      " 66784/138612 [=============>................] - ETA: 17:55"
     ]
    },
    {
     "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\b\b\b\r",
      " 66816/138612 [=============>................] - ETA: 17:55"
     ]
    },
    {
     "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\b\b\b\r",
      " 66848/138612 [=============>................] - ETA: 17:54"
     ]
    },
    {
     "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\b\b\b\r",
      " 66880/138612 [=============>................] - ETA: 17:54"
     ]
    },
    {
     "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\b\b\b\r",
      " 66912/138612 [=============>................] - ETA: 17:53"
     ]
    },
    {
     "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\b\b\b\r",
      " 66944/138612 [=============>................] - ETA: 17:53"
     ]
    },
    {
     "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\b\b\b\r",
      " 66976/138612 [=============>................] - ETA: 17:53"
     ]
    },
    {
     "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\b\b\b\r",
      " 67008/138612 [=============>................] - ETA: 17:52"
     ]
    },
    {
     "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\b\b\b\r",
      " 67040/138612 [=============>................] - ETA: 17:52"
     ]
    },
    {
     "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\b\b\b\r",
      " 67072/138612 [=============>................] - ETA: 17:51"
     ]
    },
    {
     "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\b\b\b\r",
      " 67104/138612 [=============>................] - ETA: 17:51"
     ]
    },
    {
     "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\b\b\b\r",
      " 67136/138612 [=============>................] - ETA: 17:50"
     ]
    },
    {
     "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\b\b\b\r",
      " 67168/138612 [=============>................] - ETA: 17:50"
     ]
    },
    {
     "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\b\b\b\r",
      " 67200/138612 [=============>................] - ETA: 17:49"
     ]
    },
    {
     "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\b\b\b\r",
      " 67232/138612 [=============>................] - ETA: 17:49"
     ]
    },
    {
     "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\b\b\b\r",
      " 67264/138612 [=============>................] - ETA: 17:48"
     ]
    },
    {
     "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\b\b\b\r",
      " 67296/138612 [=============>................] - ETA: 17:48"
     ]
    },
    {
     "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\b\b\b\r",
      " 67328/138612 [=============>................] - ETA: 17:47"
     ]
    },
    {
     "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\b\b\b\r",
      " 67360/138612 [=============>................] - ETA: 17:47"
     ]
    },
    {
     "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\b\b\b\r",
      " 67392/138612 [=============>................] - ETA: 17:47"
     ]
    },
    {
     "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\b\b\b\r",
      " 67424/138612 [=============>................] - ETA: 17:46"
     ]
    },
    {
     "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\b\b\b\r",
      " 67456/138612 [=============>................] - ETA: 17:46"
     ]
    },
    {
     "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\b\b\b\r",
      " 67488/138612 [=============>................] - ETA: 17:45"
     ]
    },
    {
     "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\b\b\b\r",
      " 67520/138612 [=============>................] - ETA: 17:45"
     ]
    },
    {
     "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\b\b\b\r",
      " 67552/138612 [=============>................] - ETA: 17:44"
     ]
    },
    {
     "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\b\b\b\r",
      " 67584/138612 [=============>................] - ETA: 17:44"
     ]
    },
    {
     "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\b\b\b\r",
      " 67616/138612 [=============>................] - ETA: 17:43"
     ]
    },
    {
     "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\b\b\b\r",
      " 67648/138612 [=============>................] - ETA: 17:42"
     ]
    },
    {
     "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\b\b\b\r",
      " 67680/138612 [=============>................] - ETA: 17:42"
     ]
    },
    {
     "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\b\b\b\r",
      " 67712/138612 [=============>................] - ETA: 17:41"
     ]
    },
    {
     "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\b\b\b\r",
      " 67744/138612 [=============>................] - ETA: 17:41"
     ]
    },
    {
     "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\b\b\b\r",
      " 67776/138612 [=============>................] - ETA: 17:40"
     ]
    },
    {
     "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\b\b\b\r",
      " 67808/138612 [=============>................] - ETA: 17:40"
     ]
    },
    {
     "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\b\b\b\r",
      " 67840/138612 [=============>................] - ETA: 17:39"
     ]
    },
    {
     "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\b\b\b\r",
      " 67872/138612 [=============>................] - ETA: 17:39"
     ]
    },
    {
     "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\b\b\b\r",
      " 67904/138612 [=============>................] - ETA: 17:38"
     ]
    },
    {
     "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\b\b\b\r",
      " 67936/138612 [=============>................] - ETA: 17:38"
     ]
    },
    {
     "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\b\b\b\r",
      " 67968/138612 [=============>................] - ETA: 17:37"
     ]
    },
    {
     "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\b\b\b\r",
      " 68000/138612 [=============>................] - ETA: 17:37"
     ]
    },
    {
     "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\b\b\b\r",
      " 68032/138612 [=============>................] - ETA: 17:36"
     ]
    },
    {
     "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\b\b\b\r",
      " 68064/138612 [=============>................] - ETA: 17:36"
     ]
    },
    {
     "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\b\b\b\r",
      " 68096/138612 [=============>................] - ETA: 17:35"
     ]
    },
    {
     "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\b\b\b\r",
      " 68128/138612 [=============>................] - ETA: 17:35"
     ]
    },
    {
     "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\b\b\b\r",
      " 68160/138612 [=============>................] - ETA: 17:34"
     ]
    },
    {
     "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\b\b\b\r",
      " 68192/138612 [=============>................] - ETA: 17:34"
     ]
    },
    {
     "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\b\b\b\r",
      " 68224/138612 [=============>................] - ETA: 17:33"
     ]
    },
    {
     "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\b\b\b\r",
      " 68256/138612 [=============>................] - ETA: 17:33"
     ]
    },
    {
     "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\b\b\b\r",
      " 68288/138612 [=============>................] - ETA: 17:32"
     ]
    },
    {
     "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\b\b\b\r",
      " 68320/138612 [=============>................] - ETA: 17:32"
     ]
    },
    {
     "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\b\b\b\r",
      " 68352/138612 [=============>................] - ETA: 17:31"
     ]
    },
    {
     "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\b\b\b\r",
      " 68384/138612 [=============>................] - ETA: 17:31"
     ]
    },
    {
     "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\b\b\b\r",
      " 68416/138612 [=============>................] - ETA: 17:30"
     ]
    },
    {
     "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\b\b\b\r",
      " 68448/138612 [=============>................] - ETA: 17:30"
     ]
    },
    {
     "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\b\b\b\r",
      " 68480/138612 [=============>................] - ETA: 17:30"
     ]
    },
    {
     "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\b\b\b\r",
      " 68512/138612 [=============>................] - ETA: 17:29"
     ]
    },
    {
     "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\b\b\b\r",
      " 68544/138612 [=============>................] - ETA: 17:28"
     ]
    },
    {
     "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\b\b\b\r",
      " 68576/138612 [=============>................] - ETA: 17:28"
     ]
    },
    {
     "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\b\b\b\r",
      " 68608/138612 [=============>................] - ETA: 17:27"
     ]
    },
    {
     "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\b\b\b\r",
      " 68640/138612 [=============>................] - ETA: 17:27"
     ]
    },
    {
     "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\b\b\b\r",
      " 68672/138612 [=============>................] - ETA: 17:26"
     ]
    },
    {
     "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\b\b\b\r",
      " 68704/138612 [=============>................] - ETA: 17:26"
     ]
    },
    {
     "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\b\b\b\r",
      " 68736/138612 [=============>................] - ETA: 17:25"
     ]
    },
    {
     "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\b\b\b\r",
      " 68768/138612 [=============>................] - ETA: 17:25"
     ]
    },
    {
     "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\b\b\b\r",
      " 68800/138612 [=============>................] - ETA: 17:24"
     ]
    },
    {
     "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\b\b\b\r",
      " 68832/138612 [=============>................] - ETA: 17:24"
     ]
    },
    {
     "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\b\b\b\r",
      " 68864/138612 [=============>................] - ETA: 17:23"
     ]
    },
    {
     "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\b\b\b\r",
      " 68896/138612 [=============>................] - ETA: 17:23"
     ]
    },
    {
     "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\b\b\b\r",
      " 68928/138612 [=============>................] - ETA: 17:22"
     ]
    },
    {
     "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\b\b\b\r",
      " 68960/138612 [=============>................] - ETA: 17:22"
     ]
    },
    {
     "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\b\b\b\r",
      " 68992/138612 [=============>................] - ETA: 17:22"
     ]
    },
    {
     "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\b\b\b\r",
      " 69024/138612 [=============>................] - ETA: 17:21"
     ]
    },
    {
     "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\b\b\b\r",
      " 69056/138612 [=============>................] - ETA: 17:21"
     ]
    },
    {
     "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\b\b\b\r",
      " 69088/138612 [=============>................] - ETA: 17:20"
     ]
    },
    {
     "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\b\b\b\r",
      " 69120/138612 [=============>................] - ETA: 17:20"
     ]
    },
    {
     "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\b\b\b\r",
      " 69152/138612 [=============>................] - ETA: 17:19"
     ]
    },
    {
     "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\b\b\b\r",
      " 69184/138612 [=============>................] - ETA: 17:19"
     ]
    },
    {
     "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\b\b\b\r",
      " 69216/138612 [=============>................] - ETA: 17:18"
     ]
    },
    {
     "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\b\b\b\r",
      " 69248/138612 [=============>................] - ETA: 17:18"
     ]
    },
    {
     "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\b\b\b\r",
      " 69280/138612 [=============>................] - ETA: 17:18"
     ]
    },
    {
     "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\b\b\b\r",
      " 69312/138612 [==============>...............] - ETA: 17:17"
     ]
    },
    {
     "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\b\b\r",
      " 69344/138612 [==============>...............] - ETA: 17:17"
     ]
    },
    {
     "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\b\b\r",
      " 69376/138612 [==============>...............] - ETA: 17:16"
     ]
    },
    {
     "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\b\b\b\r",
      " 69408/138612 [==============>...............] - ETA: 17:16"
     ]
    },
    {
     "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\b\b\b\r",
      " 69440/138612 [==============>...............] - ETA: 17:15"
     ]
    },
    {
     "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\b\b\b\r",
      " 69472/138612 [==============>...............] - ETA: 17:15"
     ]
    },
    {
     "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\b\b\b\r",
      " 69504/138612 [==============>...............] - ETA: 17:15"
     ]
    },
    {
     "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\b\b\b\r",
      " 69536/138612 [==============>...............] - ETA: 17:14"
     ]
    },
    {
     "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\b\b\b\r",
      " 69568/138612 [==============>...............] - ETA: 17:14"
     ]
    },
    {
     "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\b\b\b\r",
      " 69600/138612 [==============>...............] - ETA: 17:13"
     ]
    },
    {
     "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\b\b\b\r",
      " 69632/138612 [==============>...............] - ETA: 17:13"
     ]
    },
    {
     "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\b\b\b\r",
      " 69664/138612 [==============>...............] - ETA: 17:12"
     ]
    },
    {
     "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\b\b\b\r",
      " 69696/138612 [==============>...............] - ETA: 17:11"
     ]
    },
    {
     "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\b\b\b\r",
      " 69728/138612 [==============>...............] - ETA: 17:11"
     ]
    },
    {
     "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\b\b\b\r",
      " 69760/138612 [==============>...............] - ETA: 17:10"
     ]
    },
    {
     "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\b\b\b\r",
      " 69792/138612 [==============>...............] - ETA: 17:10"
     ]
    },
    {
     "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\b\b\b\r",
      " 69824/138612 [==============>...............] - ETA: 17:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 69856/138612 [==============>...............] - ETA: 17:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 69888/138612 [==============>...............] - ETA: 17:08"
     ]
    },
    {
     "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\b\b\b\r",
      " 69920/138612 [==============>...............] - ETA: 17:08"
     ]
    },
    {
     "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\b\b\b\r",
      " 69952/138612 [==============>...............] - ETA: 17:07"
     ]
    },
    {
     "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\b\b\r",
      " 69984/138612 [==============>...............] - ETA: 17:07"
     ]
    },
    {
     "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\b\b\r",
      " 70016/138612 [==============>...............] - ETA: 17:06"
     ]
    },
    {
     "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\b\b\b\r",
      " 70048/138612 [==============>...............] - ETA: 17:06"
     ]
    },
    {
     "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\b\b\b\r",
      " 70080/138612 [==============>...............] - ETA: 17:05"
     ]
    },
    {
     "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\b\b\b\r",
      " 70112/138612 [==============>...............] - ETA: 17:05"
     ]
    },
    {
     "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\b\b\b\r",
      " 70144/138612 [==============>...............] - ETA: 17:04"
     ]
    },
    {
     "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\b\b\b\r",
      " 70176/138612 [==============>...............] - ETA: 17:04"
     ]
    },
    {
     "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\b\b\b\r",
      " 70208/138612 [==============>...............] - ETA: 17:03"
     ]
    },
    {
     "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\b\b\b\r",
      " 70240/138612 [==============>...............] - ETA: 17:03"
     ]
    },
    {
     "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\b\b\b\r",
      " 70272/138612 [==============>...............] - ETA: 17:02"
     ]
    },
    {
     "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\b\b\b\r",
      " 70304/138612 [==============>...............] - ETA: 17:02"
     ]
    },
    {
     "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\b\b\b\r",
      " 70336/138612 [==============>...............] - ETA: 17:01"
     ]
    },
    {
     "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\b\b\b\r",
      " 70368/138612 [==============>...............] - ETA: 17:01"
     ]
    },
    {
     "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\b\b\b\r",
      " 70400/138612 [==============>...............] - ETA: 17:00"
     ]
    },
    {
     "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\b\b\b\r",
      " 70432/138612 [==============>...............] - ETA: 17:00"
     ]
    },
    {
     "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\b\b\b\r",
      " 70464/138612 [==============>...............] - ETA: 16:59"
     ]
    },
    {
     "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\b\b\b\r",
      " 70496/138612 [==============>...............] - ETA: 16:59"
     ]
    },
    {
     "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\b\b\b\r",
      " 70528/138612 [==============>...............] - ETA: 16:58"
     ]
    },
    {
     "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\b\b\b\r",
      " 70560/138612 [==============>...............] - ETA: 16:58"
     ]
    },
    {
     "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\b\b\b\r",
      " 70592/138612 [==============>...............] - ETA: 16:57"
     ]
    },
    {
     "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\b\b\b\r",
      " 70624/138612 [==============>...............] - ETA: 16:57"
     ]
    },
    {
     "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\b\b\b\r",
      " 70656/138612 [==============>...............] - ETA: 16:56"
     ]
    },
    {
     "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\b\b\b\r",
      " 70688/138612 [==============>...............] - ETA: 16:56"
     ]
    },
    {
     "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\b\b\b\r",
      " 70720/138612 [==============>...............] - ETA: 16:55"
     ]
    },
    {
     "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\b\b\b\r",
      " 70752/138612 [==============>...............] - ETA: 16:55"
     ]
    },
    {
     "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\b\b\b\r",
      " 70784/138612 [==============>...............] - ETA: 16:54"
     ]
    },
    {
     "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\b\b\b\r",
      " 70816/138612 [==============>...............] - ETA: 16:54"
     ]
    },
    {
     "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\b\b\b\r",
      " 70848/138612 [==============>...............] - ETA: 16:53"
     ]
    },
    {
     "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\b\b\b\r",
      " 70880/138612 [==============>...............] - ETA: 16:53"
     ]
    },
    {
     "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\b\b\b\r",
      " 70912/138612 [==============>...............] - ETA: 16:52"
     ]
    },
    {
     "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\b\b\b\r",
      " 70944/138612 [==============>...............] - ETA: 16:52"
     ]
    },
    {
     "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\b\b\b\r",
      " 70976/138612 [==============>...............] - ETA: 16:51"
     ]
    },
    {
     "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\b\b\b\r",
      " 71008/138612 [==============>...............] - ETA: 16:51"
     ]
    },
    {
     "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\b\b\b\r",
      " 71040/138612 [==============>...............] - ETA: 16:50"
     ]
    },
    {
     "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\b\b\b\r",
      " 71072/138612 [==============>...............] - ETA: 16:50"
     ]
    },
    {
     "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\b\b\b\r",
      " 71104/138612 [==============>...............] - ETA: 16:49"
     ]
    },
    {
     "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\b\b\b\r",
      " 71136/138612 [==============>...............] - ETA: 16:49"
     ]
    },
    {
     "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\b\b\b\r",
      " 71168/138612 [==============>...............] - ETA: 16:49"
     ]
    },
    {
     "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\b\b\b\r",
      " 71200/138612 [==============>...............] - ETA: 16:48"
     ]
    },
    {
     "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\b\b\b\r",
      " 71232/138612 [==============>...............] - ETA: 16:48"
     ]
    },
    {
     "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\b\b\b\r",
      " 71264/138612 [==============>...............] - ETA: 16:47"
     ]
    },
    {
     "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\b\b\b\r",
      " 71296/138612 [==============>...............] - ETA: 16:47"
     ]
    },
    {
     "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\b\b\b\r",
      " 71328/138612 [==============>...............] - ETA: 16:46"
     ]
    },
    {
     "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\b\b\b\r",
      " 71360/138612 [==============>...............] - ETA: 16:46"
     ]
    },
    {
     "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\b\b\b\r",
      " 71392/138612 [==============>...............] - ETA: 16:45"
     ]
    },
    {
     "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\b\b\b\r",
      " 71424/138612 [==============>...............] - ETA: 16:45"
     ]
    },
    {
     "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\b\b\b\r",
      " 71456/138612 [==============>...............] - ETA: 16:44"
     ]
    },
    {
     "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\b\b\b\r",
      " 71488/138612 [==============>...............] - ETA: 16:44"
     ]
    },
    {
     "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\b\b\b\r",
      " 71520/138612 [==============>...............] - ETA: 16:43"
     ]
    },
    {
     "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\b\b\b\r",
      " 71552/138612 [==============>...............] - ETA: 16:43"
     ]
    },
    {
     "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\b\b\b\r",
      " 71584/138612 [==============>...............] - ETA: 16:43"
     ]
    },
    {
     "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\b\b\b\r",
      " 71616/138612 [==============>...............] - ETA: 16:42"
     ]
    },
    {
     "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\b\b\b\r",
      " 71648/138612 [==============>...............] - ETA: 16:42"
     ]
    },
    {
     "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\b\b\b\r",
      " 71680/138612 [==============>...............] - ETA: 16:41"
     ]
    },
    {
     "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\b\b\b\r",
      " 71712/138612 [==============>...............] - ETA: 16:41"
     ]
    },
    {
     "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\b\b\b\r",
      " 71744/138612 [==============>...............] - ETA: 16:40"
     ]
    },
    {
     "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\b\b\b\r",
      " 71776/138612 [==============>...............] - ETA: 16:40"
     ]
    },
    {
     "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\b\b\b\r",
      " 71808/138612 [==============>...............] - ETA: 16:39"
     ]
    },
    {
     "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\b\b\b\r",
      " 71840/138612 [==============>...............] - ETA: 16:39"
     ]
    },
    {
     "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\b\b\b\r",
      " 71872/138612 [==============>...............] - ETA: 16:38"
     ]
    },
    {
     "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\b\b\b\r",
      " 71904/138612 [==============>...............] - ETA: 16:38"
     ]
    },
    {
     "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\b\b\b\r",
      " 71936/138612 [==============>...............] - ETA: 16:37"
     ]
    },
    {
     "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\b\b\b\r",
      " 71968/138612 [==============>...............] - ETA: 16:37"
     ]
    },
    {
     "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\b\b\b\r",
      " 72000/138612 [==============>...............] - ETA: 16:36"
     ]
    },
    {
     "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\b\b\b\r",
      " 72032/138612 [==============>...............] - ETA: 16:36"
     ]
    },
    {
     "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\b\b\b\r",
      " 72064/138612 [==============>...............] - ETA: 16:35"
     ]
    },
    {
     "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\b\b\b\r",
      " 72096/138612 [==============>...............] - ETA: 16:35"
     ]
    },
    {
     "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\b\b\b\r",
      " 72128/138612 [==============>...............] - ETA: 16:34"
     ]
    },
    {
     "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\b\b\b\r",
      " 72160/138612 [==============>...............] - ETA: 16:34"
     ]
    },
    {
     "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\b\b\b\r",
      " 72192/138612 [==============>...............] - ETA: 16:33"
     ]
    },
    {
     "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\b\b\b\r",
      " 72224/138612 [==============>...............] - ETA: 16:33"
     ]
    },
    {
     "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\b\b\b\r",
      " 72256/138612 [==============>...............] - ETA: 16:32"
     ]
    },
    {
     "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\b\b\b\r",
      " 72288/138612 [==============>...............] - ETA: 16:32"
     ]
    },
    {
     "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\b\b\b\r",
      " 72320/138612 [==============>...............] - ETA: 16:31"
     ]
    },
    {
     "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\b\b\b\r",
      " 72352/138612 [==============>...............] - ETA: 16:31"
     ]
    },
    {
     "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\b\b\b\r",
      " 72384/138612 [==============>...............] - ETA: 16:30"
     ]
    },
    {
     "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\b\b\b\r",
      " 72416/138612 [==============>...............] - ETA: 16:30"
     ]
    },
    {
     "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\b\b\b\r",
      " 72448/138612 [==============>...............] - ETA: 16:29"
     ]
    },
    {
     "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\b\b\b\r",
      " 72480/138612 [==============>...............] - ETA: 16:29"
     ]
    },
    {
     "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\b\b\b\r",
      " 72512/138612 [==============>...............] - ETA: 16:28"
     ]
    },
    {
     "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\b\b\b\r",
      " 72544/138612 [==============>...............] - ETA: 16:28"
     ]
    },
    {
     "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\b\b\b\r",
      " 72576/138612 [==============>...............] - ETA: 16:27"
     ]
    },
    {
     "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\b\b\b\r",
      " 72608/138612 [==============>...............] - ETA: 16:27"
     ]
    },
    {
     "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\b\b\b\r",
      " 72640/138612 [==============>...............] - ETA: 16:26"
     ]
    },
    {
     "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\b\b\b\r",
      " 72672/138612 [==============>...............] - ETA: 16:26"
     ]
    },
    {
     "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\b\b\b\r",
      " 72704/138612 [==============>...............] - ETA: 16:26"
     ]
    },
    {
     "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\b\b\b\r",
      " 72736/138612 [==============>...............] - ETA: 16:25"
     ]
    },
    {
     "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\b\b\b\r",
      " 72768/138612 [==============>...............] - ETA: 16:25"
     ]
    },
    {
     "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\b\b\b\r",
      " 72800/138612 [==============>...............] - ETA: 16:24"
     ]
    },
    {
     "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\b\b\b\r",
      " 72832/138612 [==============>...............] - ETA: 16:24"
     ]
    },
    {
     "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\b\b\b\r",
      " 72864/138612 [==============>...............] - ETA: 16:23"
     ]
    },
    {
     "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\b\b\b\r",
      " 72896/138612 [==============>...............] - ETA: 16:23"
     ]
    },
    {
     "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\b\b\b\r",
      " 72928/138612 [==============>...............] - ETA: 16:22"
     ]
    },
    {
     "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\b\b\b\r",
      " 72960/138612 [==============>...............] - ETA: 16:22"
     ]
    },
    {
     "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\b\b\b\r",
      " 72992/138612 [==============>...............] - ETA: 16:22"
     ]
    },
    {
     "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\b\b\b\r",
      " 73024/138612 [==============>...............] - ETA: 16:21"
     ]
    },
    {
     "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\b\b\b\r",
      " 73056/138612 [==============>...............] - ETA: 16:21"
     ]
    },
    {
     "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\b\b\b\r",
      " 73088/138612 [==============>...............] - ETA: 16:20"
     ]
    },
    {
     "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\b\b\b\r",
      " 73120/138612 [==============>...............] - ETA: 16:20"
     ]
    },
    {
     "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\b\b\b\r",
      " 73152/138612 [==============>...............] - ETA: 16:19"
     ]
    },
    {
     "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\b\b\b\r",
      " 73184/138612 [==============>...............] - ETA: 16:18"
     ]
    },
    {
     "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\b\b\b\r",
      " 73216/138612 [==============>...............] - ETA: 16:18"
     ]
    },
    {
     "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\b\b\b\r",
      " 73248/138612 [==============>...............] - ETA: 16:17"
     ]
    },
    {
     "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\b\b\r",
      " 73280/138612 [==============>...............] - ETA: 16:17"
     ]
    },
    {
     "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\b\b\r",
      " 73312/138612 [==============>...............] - ETA: 16:16"
     ]
    },
    {
     "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\b\b\b\r",
      " 73344/138612 [==============>...............] - ETA: 16:16"
     ]
    },
    {
     "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\b\b\b\r",
      " 73376/138612 [==============>...............] - ETA: 16:15"
     ]
    },
    {
     "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\b\b\b\r",
      " 73408/138612 [==============>...............] - ETA: 16:15"
     ]
    },
    {
     "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\b\b\b\r",
      " 73440/138612 [==============>...............] - ETA: 16:14"
     ]
    },
    {
     "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\b\b\b\r",
      " 73472/138612 [==============>...............] - ETA: 16:14"
     ]
    },
    {
     "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\b\b\b\r",
      " 73504/138612 [==============>...............] - ETA: 16:13"
     ]
    },
    {
     "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\b\b\b\r",
      " 73536/138612 [==============>...............] - ETA: 16:12"
     ]
    },
    {
     "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\b\b\b\r",
      " 73568/138612 [==============>...............] - ETA: 16:12"
     ]
    },
    {
     "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\b\b\b\r",
      " 73600/138612 [==============>...............] - ETA: 16:11"
     ]
    },
    {
     "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\b\b\b\r",
      " 73632/138612 [==============>...............] - ETA: 16:11"
     ]
    },
    {
     "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\b\b\b\r",
      " 73664/138612 [==============>...............] - ETA: 16:10"
     ]
    },
    {
     "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\b\b\b\r",
      " 73696/138612 [==============>...............] - ETA: 16:10"
     ]
    },
    {
     "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\b\b\b\r",
      " 73728/138612 [==============>...............] - ETA: 16:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 73760/138612 [==============>...............] - ETA: 16:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 73792/138612 [==============>...............] - ETA: 16:08"
     ]
    },
    {
     "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\b\b\b\r",
      " 73824/138612 [==============>...............] - ETA: 16:08"
     ]
    },
    {
     "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\b\b\b\r",
      " 73856/138612 [==============>...............] - ETA: 16:07"
     ]
    },
    {
     "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\b\b\r",
      " 73888/138612 [==============>...............] - ETA: 16:07"
     ]
    },
    {
     "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\b\b\r",
      " 73920/138612 [==============>...............] - ETA: 16:07"
     ]
    },
    {
     "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\b\b\r",
      " 73952/138612 [===============>..............] - ETA: 16:06"
     ]
    },
    {
     "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\b\b\b\r",
      " 73984/138612 [===============>..............] - ETA: 16:06"
     ]
    },
    {
     "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\b\b\b\r",
      " 74016/138612 [===============>..............] - ETA: 16:05"
     ]
    },
    {
     "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\b\b\b\r",
      " 74048/138612 [===============>..............] - ETA: 16:05"
     ]
    },
    {
     "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\b\b\b\r",
      " 74080/138612 [===============>..............] - ETA: 16:04"
     ]
    },
    {
     "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\b\b\b\r",
      " 74112/138612 [===============>..............] - ETA: 16:04"
     ]
    },
    {
     "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\b\b\b\r",
      " 74144/138612 [===============>..............] - ETA: 16:03"
     ]
    },
    {
     "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\b\b\b\r",
      " 74176/138612 [===============>..............] - ETA: 16:03"
     ]
    },
    {
     "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\b\b\b\r",
      " 74208/138612 [===============>..............] - ETA: 16:02"
     ]
    },
    {
     "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\b\b\b\r",
      " 74240/138612 [===============>..............] - ETA: 16:02"
     ]
    },
    {
     "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\b\b\b\r",
      " 74272/138612 [===============>..............] - ETA: 16:01"
     ]
    },
    {
     "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\b\b\b\r",
      " 74304/138612 [===============>..............] - ETA: 16:01"
     ]
    },
    {
     "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\b\b\b\r",
      " 74336/138612 [===============>..............] - ETA: 16:01"
     ]
    },
    {
     "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\b\b\b\r",
      " 74368/138612 [===============>..............] - ETA: 16:00"
     ]
    },
    {
     "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\b\b\b\r",
      " 74400/138612 [===============>..............] - ETA: 16:00"
     ]
    },
    {
     "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\b\b\b\r",
      " 74432/138612 [===============>..............] - ETA: 15:59"
     ]
    },
    {
     "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\b\b\b\r",
      " 74464/138612 [===============>..............] - ETA: 15:59"
     ]
    },
    {
     "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\b\b\b\r",
      " 74496/138612 [===============>..............] - ETA: 15:58"
     ]
    },
    {
     "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\b\b\b\r",
      " 74528/138612 [===============>..............] - ETA: 15:58"
     ]
    },
    {
     "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\b\b\b\r",
      " 74560/138612 [===============>..............] - ETA: 15:58"
     ]
    },
    {
     "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\b\b\b\r",
      " 74592/138612 [===============>..............] - ETA: 15:57"
     ]
    },
    {
     "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\b\b\b\r",
      " 74624/138612 [===============>..............] - ETA: 15:57"
     ]
    },
    {
     "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\b\b\b\r",
      " 74656/138612 [===============>..............] - ETA: 15:56"
     ]
    },
    {
     "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\b\b\b\r",
      " 74688/138612 [===============>..............] - ETA: 15:56"
     ]
    },
    {
     "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\b\b\b\r",
      " 74720/138612 [===============>..............] - ETA: 15:55"
     ]
    },
    {
     "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\b\b\b\r",
      " 74752/138612 [===============>..............] - ETA: 15:55"
     ]
    },
    {
     "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\b\b\b\r",
      " 74784/138612 [===============>..............] - ETA: 15:54"
     ]
    },
    {
     "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\b\b\b\r",
      " 74816/138612 [===============>..............] - ETA: 15:54"
     ]
    },
    {
     "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\b\b\b\r",
      " 74848/138612 [===============>..............] - ETA: 15:53"
     ]
    },
    {
     "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\b\b\b\r",
      " 74880/138612 [===============>..............] - ETA: 15:53"
     ]
    },
    {
     "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\b\b\b\r",
      " 74912/138612 [===============>..............] - ETA: 15:52"
     ]
    },
    {
     "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\b\b\b\r",
      " 74944/138612 [===============>..............] - ETA: 15:52"
     ]
    },
    {
     "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\b\b\b\r",
      " 74976/138612 [===============>..............] - ETA: 15:51"
     ]
    },
    {
     "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\b\b\b\r",
      " 75008/138612 [===============>..............] - ETA: 15:51"
     ]
    },
    {
     "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\b\b\b\r",
      " 75040/138612 [===============>..............] - ETA: 15:50"
     ]
    },
    {
     "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\b\b\b\r",
      " 75072/138612 [===============>..............] - ETA: 15:49"
     ]
    },
    {
     "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\b\b\b\r",
      " 75104/138612 [===============>..............] - ETA: 15:49"
     ]
    },
    {
     "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\b\b\b\r",
      " 75136/138612 [===============>..............] - ETA: 15:48"
     ]
    },
    {
     "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\b\b\b\r",
      " 75168/138612 [===============>..............] - ETA: 15:48"
     ]
    },
    {
     "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\b\b\b\r",
      " 75200/138612 [===============>..............] - ETA: 15:47"
     ]
    },
    {
     "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\b\b\b\r",
      " 75232/138612 [===============>..............] - ETA: 15:47"
     ]
    },
    {
     "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\b\b\b\r",
      " 75264/138612 [===============>..............] - ETA: 15:46"
     ]
    },
    {
     "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\b\b\b\r",
      " 75296/138612 [===============>..............] - ETA: 15:46"
     ]
    },
    {
     "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\b\b\b\r",
      " 75328/138612 [===============>..............] - ETA: 15:46"
     ]
    },
    {
     "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\b\b\b\r",
      " 75360/138612 [===============>..............] - ETA: 15:45"
     ]
    },
    {
     "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\b\b\b\r",
      " 75392/138612 [===============>..............] - ETA: 15:44"
     ]
    },
    {
     "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\b\b\b\r",
      " 75424/138612 [===============>..............] - ETA: 15:44"
     ]
    },
    {
     "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\b\b\b\r",
      " 75456/138612 [===============>..............] - ETA: 15:43"
     ]
    },
    {
     "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\b\b\b\r",
      " 75488/138612 [===============>..............] - ETA: 15:43"
     ]
    },
    {
     "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\b\b\b\r",
      " 75520/138612 [===============>..............] - ETA: 15:42"
     ]
    },
    {
     "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\b\b\b\r",
      " 75552/138612 [===============>..............] - ETA: 15:42"
     ]
    },
    {
     "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\b\b\b\r",
      " 75584/138612 [===============>..............] - ETA: 15:41"
     ]
    },
    {
     "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\b\b\b\r",
      " 75616/138612 [===============>..............] - ETA: 15:41"
     ]
    },
    {
     "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\b\b\b\r",
      " 75648/138612 [===============>..............] - ETA: 15:41"
     ]
    },
    {
     "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\b\b\b\r",
      " 75680/138612 [===============>..............] - ETA: 15:40"
     ]
    },
    {
     "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\b\b\b\r",
      " 75712/138612 [===============>..............] - ETA: 15:40"
     ]
    },
    {
     "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\b\b\b\r",
      " 75744/138612 [===============>..............] - ETA: 15:39"
     ]
    },
    {
     "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\b\b\b\r",
      " 75776/138612 [===============>..............] - ETA: 15:39"
     ]
    },
    {
     "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\b\b\b\r",
      " 75808/138612 [===============>..............] - ETA: 15:38"
     ]
    },
    {
     "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\b\b\b\r",
      " 75840/138612 [===============>..............] - ETA: 15:38"
     ]
    },
    {
     "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\b\b\b\r",
      " 75872/138612 [===============>..............] - ETA: 15:37"
     ]
    },
    {
     "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\b\b\b\r",
      " 75904/138612 [===============>..............] - ETA: 15:37"
     ]
    },
    {
     "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\b\b\b\r",
      " 75936/138612 [===============>..............] - ETA: 15:36"
     ]
    },
    {
     "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\b\b\b\r",
      " 75968/138612 [===============>..............] - ETA: 15:36"
     ]
    },
    {
     "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\b\b\b\r",
      " 76000/138612 [===============>..............] - ETA: 15:35"
     ]
    },
    {
     "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\b\b\b\r",
      " 76032/138612 [===============>..............] - ETA: 15:35"
     ]
    },
    {
     "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\b\b\b\r",
      " 76064/138612 [===============>..............] - ETA: 15:35"
     ]
    },
    {
     "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\b\b\b\r",
      " 76096/138612 [===============>..............] - ETA: 15:34"
     ]
    },
    {
     "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\b\b\b\r",
      " 76128/138612 [===============>..............] - ETA: 15:34"
     ]
    },
    {
     "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\b\b\b\r",
      " 76160/138612 [===============>..............] - ETA: 15:33"
     ]
    },
    {
     "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\b\b\b\r",
      " 76192/138612 [===============>..............] - ETA: 15:33"
     ]
    },
    {
     "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\b\b\b\r",
      " 76224/138612 [===============>..............] - ETA: 15:32"
     ]
    },
    {
     "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\b\b\b\r",
      " 76256/138612 [===============>..............] - ETA: 15:32"
     ]
    },
    {
     "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\b\b\b\r",
      " 76288/138612 [===============>..............] - ETA: 15:31"
     ]
    },
    {
     "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\b\b\b\r",
      " 76320/138612 [===============>..............] - ETA: 15:31"
     ]
    },
    {
     "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\b\b\b\r",
      " 76352/138612 [===============>..............] - ETA: 15:30"
     ]
    },
    {
     "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\b\b\b\r",
      " 76384/138612 [===============>..............] - ETA: 15:30"
     ]
    },
    {
     "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\b\b\b\r",
      " 76416/138612 [===============>..............] - ETA: 15:29"
     ]
    },
    {
     "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\b\b\b\r",
      " 76448/138612 [===============>..............] - ETA: 15:29"
     ]
    },
    {
     "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\b\b\b\r",
      " 76480/138612 [===============>..............] - ETA: 15:28"
     ]
    },
    {
     "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\b\b\b\r",
      " 76512/138612 [===============>..............] - ETA: 15:28"
     ]
    },
    {
     "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\b\b\b\r",
      " 76544/138612 [===============>..............] - ETA: 15:27"
     ]
    },
    {
     "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\b\b\b\r",
      " 76576/138612 [===============>..............] - ETA: 15:27"
     ]
    },
    {
     "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\b\b\b\r",
      " 76608/138612 [===============>..............] - ETA: 15:26"
     ]
    },
    {
     "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\b\b\b\r",
      " 76640/138612 [===============>..............] - ETA: 15:26"
     ]
    },
    {
     "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\b\b\b\r",
      " 76672/138612 [===============>..............] - ETA: 15:25"
     ]
    },
    {
     "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\b\b\b\r",
      " 76704/138612 [===============>..............] - ETA: 15:25"
     ]
    },
    {
     "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\b\b\b\r",
      " 76736/138612 [===============>..............] - ETA: 15:24"
     ]
    },
    {
     "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\b\b\b\r",
      " 76768/138612 [===============>..............] - ETA: 15:24"
     ]
    },
    {
     "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\b\b\b\r",
      " 76800/138612 [===============>..............] - ETA: 15:23"
     ]
    },
    {
     "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\b\b\b\r",
      " 76832/138612 [===============>..............] - ETA: 15:23"
     ]
    },
    {
     "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\b\b\b\r",
      " 76864/138612 [===============>..............] - ETA: 15:22"
     ]
    },
    {
     "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\b\b\b\r",
      " 76896/138612 [===============>..............] - ETA: 15:22"
     ]
    },
    {
     "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\b\b\b\r",
      " 76928/138612 [===============>..............] - ETA: 15:21"
     ]
    },
    {
     "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\b\b\b\r",
      " 76960/138612 [===============>..............] - ETA: 15:21"
     ]
    },
    {
     "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\b\b\b\r",
      " 76992/138612 [===============>..............] - ETA: 15:21"
     ]
    },
    {
     "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\b\b\b\r",
      " 77024/138612 [===============>..............] - ETA: 15:20"
     ]
    },
    {
     "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\b\b\b\r",
      " 77056/138612 [===============>..............] - ETA: 15:20"
     ]
    },
    {
     "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\b\b\b\r",
      " 77088/138612 [===============>..............] - ETA: 15:19"
     ]
    },
    {
     "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\b\b\b\r",
      " 77120/138612 [===============>..............] - ETA: 15:19"
     ]
    },
    {
     "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\b\b\b\r",
      " 77152/138612 [===============>..............] - ETA: 15:18"
     ]
    },
    {
     "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\b\b\b\r",
      " 77184/138612 [===============>..............] - ETA: 15:18"
     ]
    },
    {
     "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\b\b\b\r",
      " 77216/138612 [===============>..............] - ETA: 15:17"
     ]
    },
    {
     "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\b\b\r",
      " 77248/138612 [===============>..............] - ETA: 15:17"
     ]
    },
    {
     "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\b\b\r",
      " 77280/138612 [===============>..............] - ETA: 15:16"
     ]
    },
    {
     "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\b\b\b\r",
      " 77312/138612 [===============>..............] - ETA: 15:16"
     ]
    },
    {
     "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\b\b\b\r",
      " 77344/138612 [===============>..............] - ETA: 15:15"
     ]
    },
    {
     "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\b\b\b\r",
      " 77376/138612 [===============>..............] - ETA: 15:15"
     ]
    },
    {
     "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\b\b\b\r",
      " 77408/138612 [===============>..............] - ETA: 15:14"
     ]
    },
    {
     "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\b\b\b\r",
      " 77440/138612 [===============>..............] - ETA: 15:14"
     ]
    },
    {
     "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\b\b\b\r",
      " 77472/138612 [===============>..............] - ETA: 15:14"
     ]
    },
    {
     "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\b\b\b\r",
      " 77504/138612 [===============>..............] - ETA: 15:13"
     ]
    },
    {
     "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\b\b\b\r",
      " 77536/138612 [===============>..............] - ETA: 15:13"
     ]
    },
    {
     "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\b\b\b\r",
      " 77568/138612 [===============>..............] - ETA: 15:12"
     ]
    },
    {
     "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\b\b\b\r",
      " 77600/138612 [===============>..............] - ETA: 15:12"
     ]
    },
    {
     "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\b\b\b\r",
      " 77632/138612 [===============>..............] - ETA: 15:11"
     ]
    },
    {
     "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\b\b\b\r",
      " 77664/138612 [===============>..............] - ETA: 15:11"
     ]
    },
    {
     "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\b\b\b\r",
      " 77696/138612 [===============>..............] - ETA: 15:10"
     ]
    },
    {
     "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\b\b\b\r",
      " 77728/138612 [===============>..............] - ETA: 15:10"
     ]
    },
    {
     "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\b\b\b\r",
      " 77760/138612 [===============>..............] - ETA: 15:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 77792/138612 [===============>..............] - ETA: 15:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 77824/138612 [===============>..............] - ETA: 15:08"
     ]
    },
    {
     "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\b\b\b\r",
      " 77856/138612 [===============>..............] - ETA: 15:08"
     ]
    },
    {
     "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\b\b\b\r",
      " 77888/138612 [===============>..............] - ETA: 15:07"
     ]
    },
    {
     "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\b\b\r",
      " 77920/138612 [===============>..............] - ETA: 15:07"
     ]
    },
    {
     "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\b\b\r",
      " 77952/138612 [===============>..............] - ETA: 15:06"
     ]
    },
    {
     "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\b\b\b\r",
      " 77984/138612 [===============>..............] - ETA: 15:06"
     ]
    },
    {
     "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\b\b\b\r",
      " 78016/138612 [===============>..............] - ETA: 15:05"
     ]
    },
    {
     "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\b\b\b\r",
      " 78048/138612 [===============>..............] - ETA: 15:05"
     ]
    },
    {
     "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\b\b\b\r",
      " 78080/138612 [===============>..............] - ETA: 15:04"
     ]
    },
    {
     "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\b\b\b\r",
      " 78112/138612 [===============>..............] - ETA: 15:04"
     ]
    },
    {
     "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\b\b\b\r",
      " 78144/138612 [===============>..............] - ETA: 15:03"
     ]
    },
    {
     "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\b\b\b\r",
      " 78176/138612 [===============>..............] - ETA: 15:03"
     ]
    },
    {
     "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\b\b\b\r",
      " 78208/138612 [===============>..............] - ETA: 15:02"
     ]
    },
    {
     "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\b\b\b\r",
      " 78240/138612 [===============>..............] - ETA: 15:02"
     ]
    },
    {
     "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\b\b\b\r",
      " 78272/138612 [===============>..............] - ETA: 15:01"
     ]
    },
    {
     "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\b\b\b\r",
      " 78304/138612 [===============>..............] - ETA: 15:01"
     ]
    },
    {
     "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\b\b\b\r",
      " 78336/138612 [===============>..............] - ETA: 15:00"
     ]
    },
    {
     "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\b\b\b\r",
      " 78368/138612 [===============>..............] - ETA: 15:00"
     ]
    },
    {
     "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\b\b\b\r",
      " 78400/138612 [===============>..............] - ETA: 15:00"
     ]
    },
    {
     "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\b\b\b\r",
      " 78432/138612 [===============>..............] - ETA: 14:59"
     ]
    },
    {
     "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\b\b\b\r",
      " 78464/138612 [===============>..............] - ETA: 14:59"
     ]
    },
    {
     "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\b\b\b\r",
      " 78496/138612 [===============>..............] - ETA: 14:58"
     ]
    },
    {
     "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\b\b\b\r",
      " 78528/138612 [===============>..............] - ETA: 14:58"
     ]
    },
    {
     "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\b\b\b\r",
      " 78560/138612 [================>.............] - ETA: 14:57"
     ]
    },
    {
     "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\b\b\b\r",
      " 78592/138612 [================>.............] - ETA: 14:57"
     ]
    },
    {
     "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\b\b\b\r",
      " 78624/138612 [================>.............] - ETA: 14:56"
     ]
    },
    {
     "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\b\b\b\r",
      " 78656/138612 [================>.............] - ETA: 14:56"
     ]
    },
    {
     "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\b\b\b\r",
      " 78688/138612 [================>.............] - ETA: 14:55"
     ]
    },
    {
     "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\b\b\b\r",
      " 78720/138612 [================>.............] - ETA: 14:55"
     ]
    },
    {
     "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\b\b\b\r",
      " 78752/138612 [================>.............] - ETA: 14:54"
     ]
    },
    {
     "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\b\b\b\r",
      " 78784/138612 [================>.............] - ETA: 14:54"
     ]
    },
    {
     "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\b\b\b\r",
      " 78816/138612 [================>.............] - ETA: 14:53"
     ]
    },
    {
     "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\b\b\b\r",
      " 78848/138612 [================>.............] - ETA: 14:53"
     ]
    },
    {
     "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\b\b\b\r",
      " 78880/138612 [================>.............] - ETA: 14:52"
     ]
    },
    {
     "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\b\b\b\r",
      " 78912/138612 [================>.............] - ETA: 14:52"
     ]
    },
    {
     "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\b\b\b\r",
      " 78944/138612 [================>.............] - ETA: 14:51"
     ]
    },
    {
     "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\b\b\b\r",
      " 78976/138612 [================>.............] - ETA: 14:51"
     ]
    },
    {
     "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\b\b\b\r",
      " 79008/138612 [================>.............] - ETA: 14:50"
     ]
    },
    {
     "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\b\b\b\r",
      " 79040/138612 [================>.............] - ETA: 14:50"
     ]
    },
    {
     "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\b\b\b\r",
      " 79072/138612 [================>.............] - ETA: 14:49"
     ]
    },
    {
     "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\b\b\b\r",
      " 79104/138612 [================>.............] - ETA: 14:49"
     ]
    },
    {
     "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\b\b\b\r",
      " 79136/138612 [================>.............] - ETA: 14:48"
     ]
    },
    {
     "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\b\b\b\r",
      " 79168/138612 [================>.............] - ETA: 14:48"
     ]
    },
    {
     "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\b\b\b\r",
      " 79200/138612 [================>.............] - ETA: 14:47"
     ]
    },
    {
     "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\b\b\b\r",
      " 79232/138612 [================>.............] - ETA: 14:47"
     ]
    },
    {
     "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\b\b\b\r",
      " 79264/138612 [================>.............] - ETA: 14:46"
     ]
    },
    {
     "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\b\b\b\r",
      " 79296/138612 [================>.............] - ETA: 14:46"
     ]
    },
    {
     "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\b\b\b\r",
      " 79328/138612 [================>.............] - ETA: 14:45"
     ]
    },
    {
     "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\b\b\b\r",
      " 79360/138612 [================>.............] - ETA: 14:45"
     ]
    },
    {
     "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\b\b\b\r",
      " 79392/138612 [================>.............] - ETA: 14:44"
     ]
    },
    {
     "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\b\b\b\r",
      " 79424/138612 [================>.............] - ETA: 14:44"
     ]
    },
    {
     "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\b\b\b\r",
      " 79456/138612 [================>.............] - ETA: 14:43"
     ]
    },
    {
     "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\b\b\b\r",
      " 79488/138612 [================>.............] - ETA: 14:43"
     ]
    },
    {
     "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\b\b\b\r",
      " 79520/138612 [================>.............] - ETA: 14:43"
     ]
    },
    {
     "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\b\b\b\r",
      " 79552/138612 [================>.............] - ETA: 14:42"
     ]
    },
    {
     "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\b\b\b\r",
      " 79584/138612 [================>.............] - ETA: 14:42"
     ]
    },
    {
     "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\b\b\b\r",
      " 79616/138612 [================>.............] - ETA: 14:41"
     ]
    },
    {
     "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\b\b\b\r",
      " 79648/138612 [================>.............] - ETA: 14:41"
     ]
    },
    {
     "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\b\b\b\r",
      " 79680/138612 [================>.............] - ETA: 14:40"
     ]
    },
    {
     "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\b\b\b\r",
      " 79712/138612 [================>.............] - ETA: 14:40"
     ]
    },
    {
     "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\b\b\b\r",
      " 79744/138612 [================>.............] - ETA: 14:39"
     ]
    },
    {
     "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\b\b\b\r",
      " 79776/138612 [================>.............] - ETA: 14:39"
     ]
    },
    {
     "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\b\b\b\r",
      " 79808/138612 [================>.............] - ETA: 14:39"
     ]
    },
    {
     "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\b\b\b\r",
      " 79840/138612 [================>.............] - ETA: 14:38"
     ]
    },
    {
     "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\b\b\b\r",
      " 79872/138612 [================>.............] - ETA: 14:37"
     ]
    },
    {
     "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\b\b\b\r",
      " 79904/138612 [================>.............] - ETA: 14:37"
     ]
    },
    {
     "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\b\b\b\r",
      " 79936/138612 [================>.............] - ETA: 14:37"
     ]
    },
    {
     "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\b\b\b\r",
      " 79968/138612 [================>.............] - ETA: 14:36"
     ]
    },
    {
     "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\b\b\b\r",
      " 80000/138612 [================>.............] - ETA: 14:36"
     ]
    },
    {
     "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\b\b\b\r",
      " 80032/138612 [================>.............] - ETA: 14:35"
     ]
    },
    {
     "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\b\b\b\r",
      " 80064/138612 [================>.............] - ETA: 14:35"
     ]
    },
    {
     "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\b\b\b\r",
      " 80096/138612 [================>.............] - ETA: 14:34"
     ]
    },
    {
     "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\b\b\b\r",
      " 80128/138612 [================>.............] - ETA: 14:34"
     ]
    },
    {
     "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\b\b\b\r",
      " 80160/138612 [================>.............] - ETA: 14:33"
     ]
    },
    {
     "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\b\b\b\r",
      " 80192/138612 [================>.............] - ETA: 14:33"
     ]
    },
    {
     "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\b\b\b\r",
      " 80224/138612 [================>.............] - ETA: 14:32"
     ]
    },
    {
     "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\b\b\b\r",
      " 80256/138612 [================>.............] - ETA: 14:32"
     ]
    },
    {
     "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\b\b\b\r",
      " 80288/138612 [================>.............] - ETA: 14:31"
     ]
    },
    {
     "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\b\b\b\r",
      " 80320/138612 [================>.............] - ETA: 14:31"
     ]
    },
    {
     "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\b\b\b\r",
      " 80352/138612 [================>.............] - ETA: 14:30"
     ]
    },
    {
     "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\b\b\b\r",
      " 80384/138612 [================>.............] - ETA: 14:30"
     ]
    },
    {
     "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\b\b\b\r",
      " 80416/138612 [================>.............] - ETA: 14:29"
     ]
    },
    {
     "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\b\b\b\r",
      " 80448/138612 [================>.............] - ETA: 14:29"
     ]
    },
    {
     "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\b\b\b\r",
      " 80480/138612 [================>.............] - ETA: 14:28"
     ]
    },
    {
     "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\b\b\b\r",
      " 80512/138612 [================>.............] - ETA: 14:27"
     ]
    },
    {
     "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\b\b\b\r",
      " 80544/138612 [================>.............] - ETA: 14:27"
     ]
    },
    {
     "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\b\b\b\r",
      " 80576/138612 [================>.............] - ETA: 14:26"
     ]
    },
    {
     "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\b\b\b\r",
      " 80608/138612 [================>.............] - ETA: 14:26"
     ]
    },
    {
     "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\b\b\b\r",
      " 80640/138612 [================>.............] - ETA: 14:25"
     ]
    },
    {
     "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\b\b\b\r",
      " 80672/138612 [================>.............] - ETA: 14:25"
     ]
    },
    {
     "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\b\b\b\r",
      " 80704/138612 [================>.............] - ETA: 14:25"
     ]
    },
    {
     "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\b\b\b\r",
      " 80736/138612 [================>.............] - ETA: 14:24"
     ]
    },
    {
     "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\b\b\b\r",
      " 80768/138612 [================>.............] - ETA: 14:24"
     ]
    },
    {
     "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\b\b\b\r",
      " 80800/138612 [================>.............] - ETA: 14:23"
     ]
    },
    {
     "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\b\b\b\r",
      " 80832/138612 [================>.............] - ETA: 14:23"
     ]
    },
    {
     "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\b\b\b\r",
      " 80864/138612 [================>.............] - ETA: 14:22"
     ]
    },
    {
     "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\b\b\b\r",
      " 80896/138612 [================>.............] - ETA: 14:22"
     ]
    },
    {
     "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\b\b\b\r",
      " 80928/138612 [================>.............] - ETA: 14:21"
     ]
    },
    {
     "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\b\b\b\r",
      " 80960/138612 [================>.............] - ETA: 14:21"
     ]
    },
    {
     "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\b\b\b\r",
      " 80992/138612 [================>.............] - ETA: 14:20"
     ]
    },
    {
     "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\b\b\b\r",
      " 81024/138612 [================>.............] - ETA: 14:20"
     ]
    },
    {
     "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\b\b\b\r",
      " 81056/138612 [================>.............] - ETA: 14:20"
     ]
    },
    {
     "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\b\b\b\r",
      " 81088/138612 [================>.............] - ETA: 14:19"
     ]
    },
    {
     "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\b\b\b\r",
      " 81120/138612 [================>.............] - ETA: 14:19"
     ]
    },
    {
     "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\b\b\b\r",
      " 81152/138612 [================>.............] - ETA: 14:18"
     ]
    },
    {
     "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\b\b\b\r",
      " 81184/138612 [================>.............] - ETA: 14:18"
     ]
    },
    {
     "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\b\b\b\r",
      " 81216/138612 [================>.............] - ETA: 14:17"
     ]
    },
    {
     "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\b\b\r",
      " 81248/138612 [================>.............] - ETA: 14:17"
     ]
    },
    {
     "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\b\b\r",
      " 81280/138612 [================>.............] - ETA: 14:16"
     ]
    },
    {
     "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\b\b\b\r",
      " 81312/138612 [================>.............] - ETA: 14:16"
     ]
    },
    {
     "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\b\b\b\r",
      " 81344/138612 [================>.............] - ETA: 14:15"
     ]
    },
    {
     "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\b\b\b\r",
      " 81376/138612 [================>.............] - ETA: 14:15"
     ]
    },
    {
     "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\b\b\b\r",
      " 81408/138612 [================>.............] - ETA: 14:14"
     ]
    },
    {
     "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\b\b\b\r",
      " 81440/138612 [================>.............] - ETA: 14:14"
     ]
    },
    {
     "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\b\b\b\r",
      " 81472/138612 [================>.............] - ETA: 14:13"
     ]
    },
    {
     "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\b\b\b\r",
      " 81504/138612 [================>.............] - ETA: 14:13"
     ]
    },
    {
     "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\b\b\b\r",
      " 81536/138612 [================>.............] - ETA: 14:12"
     ]
    },
    {
     "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\b\b\b\r",
      " 81568/138612 [================>.............] - ETA: 14:12"
     ]
    },
    {
     "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\b\b\b\r",
      " 81600/138612 [================>.............] - ETA: 14:11"
     ]
    },
    {
     "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\b\b\b\r",
      " 81632/138612 [================>.............] - ETA: 14:11"
     ]
    },
    {
     "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\b\b\b\r",
      " 81664/138612 [================>.............] - ETA: 14:10"
     ]
    },
    {
     "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\b\b\b\r",
      " 81696/138612 [================>.............] - ETA: 14:10"
     ]
    },
    {
     "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\b\b\b\r",
      " 81728/138612 [================>.............] - ETA: 14:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 81760/138612 [================>.............] - ETA: 14:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 81792/138612 [================>.............] - ETA: 14:08"
     ]
    },
    {
     "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\b\b\b\r",
      " 81824/138612 [================>.............] - ETA: 14:07"
     ]
    },
    {
     "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\b\b\r",
      " 81856/138612 [================>.............] - ETA: 14:07"
     ]
    },
    {
     "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\b\b\r",
      " 81888/138612 [================>.............] - ETA: 14:06"
     ]
    },
    {
     "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\b\b\b\r",
      " 81920/138612 [================>.............] - ETA: 14:06"
     ]
    },
    {
     "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\b\b\b\r",
      " 81952/138612 [================>.............] - ETA: 14:05"
     ]
    },
    {
     "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\b\b\b\r",
      " 81984/138612 [================>.............] - ETA: 14:05"
     ]
    },
    {
     "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\b\b\b\r",
      " 82016/138612 [================>.............] - ETA: 14:04"
     ]
    },
    {
     "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\b\b\b\r",
      " 82048/138612 [================>.............] - ETA: 14:04"
     ]
    },
    {
     "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\b\b\b\r",
      " 82080/138612 [================>.............] - ETA: 14:03"
     ]
    },
    {
     "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\b\b\b\r",
      " 82112/138612 [================>.............] - ETA: 14:03"
     ]
    },
    {
     "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\b\b\b\r",
      " 82144/138612 [================>.............] - ETA: 14:02"
     ]
    },
    {
     "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\b\b\b\r",
      " 82176/138612 [================>.............] - ETA: 14:02"
     ]
    },
    {
     "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\b\b\b\r",
      " 82208/138612 [================>.............] - ETA: 14:01"
     ]
    },
    {
     "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\b\b\b\r",
      " 82240/138612 [================>.............] - ETA: 14:01"
     ]
    },
    {
     "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\b\b\b\r",
      " 82272/138612 [================>.............] - ETA: 14:00"
     ]
    },
    {
     "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\b\b\b\r",
      " 82304/138612 [================>.............] - ETA: 14:00"
     ]
    },
    {
     "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\b\b\b\r",
      " 82336/138612 [================>.............] - ETA: 13:59"
     ]
    },
    {
     "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\b\b\b\r",
      " 82368/138612 [================>.............] - ETA: 13:59"
     ]
    },
    {
     "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\b\b\b\r",
      " 82400/138612 [================>.............] - ETA: 13:58"
     ]
    },
    {
     "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\b\b\b\r",
      " 82432/138612 [================>.............] - ETA: 13:58"
     ]
    },
    {
     "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\b\b\b\r",
      " 82464/138612 [================>.............] - ETA: 13:58"
     ]
    },
    {
     "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\b\b\b\r",
      " 82496/138612 [================>.............] - ETA: 13:57"
     ]
    },
    {
     "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\b\b\b\r",
      " 82528/138612 [================>.............] - ETA: 13:57"
     ]
    },
    {
     "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\b\b\b\r",
      " 82560/138612 [================>.............] - ETA: 13:56"
     ]
    },
    {
     "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\b\b\b\r",
      " 82592/138612 [================>.............] - ETA: 13:56"
     ]
    },
    {
     "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\b\b\b\r",
      " 82624/138612 [================>.............] - ETA: 13:55"
     ]
    },
    {
     "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\b\b\b\r",
      " 82656/138612 [================>.............] - ETA: 13:55"
     ]
    },
    {
     "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\b\b\b\r",
      " 82688/138612 [================>.............] - ETA: 13:54"
     ]
    },
    {
     "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\b\b\b\r",
      " 82720/138612 [================>.............] - ETA: 13:54"
     ]
    },
    {
     "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\b\b\b\r",
      " 82752/138612 [================>.............] - ETA: 13:54"
     ]
    },
    {
     "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\b\b\b\r",
      " 82784/138612 [================>.............] - ETA: 13:53"
     ]
    },
    {
     "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\b\b\b\r",
      " 82816/138612 [================>.............] - ETA: 13:53"
     ]
    },
    {
     "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\b\b\b\r",
      " 82848/138612 [================>.............] - ETA: 13:52"
     ]
    },
    {
     "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\b\b\b\r",
      " 82880/138612 [================>.............] - ETA: 13:52"
     ]
    },
    {
     "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\b\b\b\r",
      " 82912/138612 [================>.............] - ETA: 13:51"
     ]
    },
    {
     "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\b\b\b\r",
      " 82944/138612 [================>.............] - ETA: 13:51"
     ]
    },
    {
     "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\b\b\b\r",
      " 82976/138612 [================>.............] - ETA: 13:50"
     ]
    },
    {
     "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\b\b\b\r",
      " 83008/138612 [================>.............] - ETA: 13:50"
     ]
    },
    {
     "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\b\b\b\r",
      " 83040/138612 [================>.............] - ETA: 13:50"
     ]
    },
    {
     "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\b\b\b\r",
      " 83072/138612 [================>.............] - ETA: 13:49"
     ]
    },
    {
     "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\b\b\b\r",
      " 83104/138612 [================>.............] - ETA: 13:49"
     ]
    },
    {
     "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\b\b\b\r",
      " 83136/138612 [================>.............] - ETA: 13:48"
     ]
    },
    {
     "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\b\b\b\r",
      " 83168/138612 [=================>............] - ETA: 13:48"
     ]
    },
    {
     "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\b\b\b\r",
      " 83200/138612 [=================>............] - ETA: 13:47"
     ]
    },
    {
     "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\b\b\b\r",
      " 83232/138612 [=================>............] - ETA: 13:47"
     ]
    },
    {
     "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\b\b\b\r",
      " 83264/138612 [=================>............] - ETA: 13:46"
     ]
    },
    {
     "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\b\b\b\r",
      " 83296/138612 [=================>............] - ETA: 13:46"
     ]
    },
    {
     "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\b\b\b\r",
      " 83328/138612 [=================>............] - ETA: 13:45"
     ]
    },
    {
     "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\b\b\b\r",
      " 83360/138612 [=================>............] - ETA: 13:45"
     ]
    },
    {
     "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\b\b\b\r",
      " 83392/138612 [=================>............] - ETA: 13:44"
     ]
    },
    {
     "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\b\b\b\r",
      " 83424/138612 [=================>............] - ETA: 13:44"
     ]
    },
    {
     "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\b\b\b\r",
      " 83456/138612 [=================>............] - ETA: 13:43"
     ]
    },
    {
     "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\b\b\b\r",
      " 83488/138612 [=================>............] - ETA: 13:43"
     ]
    },
    {
     "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\b\b\b\r",
      " 83520/138612 [=================>............] - ETA: 13:42"
     ]
    },
    {
     "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\b\b\b\r",
      " 83552/138612 [=================>............] - ETA: 13:42"
     ]
    },
    {
     "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\b\b\b\r",
      " 83584/138612 [=================>............] - ETA: 13:41"
     ]
    },
    {
     "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\b\b\b\r",
      " 83616/138612 [=================>............] - ETA: 13:41"
     ]
    },
    {
     "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\b\b\b\r",
      " 83648/138612 [=================>............] - ETA: 13:40"
     ]
    },
    {
     "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\b\b\b\r",
      " 83680/138612 [=================>............] - ETA: 13:40"
     ]
    },
    {
     "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\b\b\b\r",
      " 83712/138612 [=================>............] - ETA: 13:39"
     ]
    },
    {
     "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\b\b\b\r",
      " 83744/138612 [=================>............] - ETA: 13:39"
     ]
    },
    {
     "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\b\b\b\r",
      " 83776/138612 [=================>............] - ETA: 13:38"
     ]
    },
    {
     "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\b\b\b\r",
      " 83808/138612 [=================>............] - ETA: 13:38"
     ]
    },
    {
     "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\b\b\b\r",
      " 83840/138612 [=================>............] - ETA: 13:37"
     ]
    },
    {
     "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\b\b\b\r",
      " 83872/138612 [=================>............] - ETA: 13:37"
     ]
    },
    {
     "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\b\b\b\r",
      " 83904/138612 [=================>............] - ETA: 13:36"
     ]
    },
    {
     "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\b\b\b\r",
      " 83936/138612 [=================>............] - ETA: 13:36"
     ]
    },
    {
     "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\b\b\b\r",
      " 83968/138612 [=================>............] - ETA: 13:35"
     ]
    },
    {
     "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\b\b\b\r",
      " 84000/138612 [=================>............] - ETA: 13:35"
     ]
    },
    {
     "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\b\b\b\r",
      " 84032/138612 [=================>............] - ETA: 13:34"
     ]
    },
    {
     "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\b\b\b\r",
      " 84064/138612 [=================>............] - ETA: 13:34"
     ]
    },
    {
     "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\b\b\b\r",
      " 84096/138612 [=================>............] - ETA: 13:34"
     ]
    },
    {
     "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\b\b\b\r",
      " 84128/138612 [=================>............] - ETA: 13:33"
     ]
    },
    {
     "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\b\b\b\r",
      " 84160/138612 [=================>............] - ETA: 13:33"
     ]
    },
    {
     "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\b\b\b\r",
      " 84192/138612 [=================>............] - ETA: 13:32"
     ]
    },
    {
     "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\b\b\b\r",
      " 84224/138612 [=================>............] - ETA: 13:32"
     ]
    },
    {
     "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\b\b\b\r",
      " 84256/138612 [=================>............] - ETA: 13:31"
     ]
    },
    {
     "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\b\b\b\r",
      " 84288/138612 [=================>............] - ETA: 13:31"
     ]
    },
    {
     "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\b\b\b\r",
      " 84320/138612 [=================>............] - ETA: 13:31"
     ]
    },
    {
     "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\b\b\b\r",
      " 84352/138612 [=================>............] - ETA: 13:30"
     ]
    },
    {
     "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\b\b\b\r",
      " 84384/138612 [=================>............] - ETA: 13:30"
     ]
    },
    {
     "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\b\b\b\r",
      " 84416/138612 [=================>............] - ETA: 13:29"
     ]
    },
    {
     "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\b\b\b\r",
      " 84448/138612 [=================>............] - ETA: 13:29"
     ]
    },
    {
     "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\b\b\b\r",
      " 84480/138612 [=================>............] - ETA: 13:28"
     ]
    },
    {
     "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\b\b\b\r",
      " 84512/138612 [=================>............] - ETA: 13:28"
     ]
    },
    {
     "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\b\b\b\r",
      " 84544/138612 [=================>............] - ETA: 13:27"
     ]
    },
    {
     "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\b\b\b\r",
      " 84576/138612 [=================>............] - ETA: 13:27"
     ]
    },
    {
     "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\b\b\b\r",
      " 84608/138612 [=================>............] - ETA: 13:26"
     ]
    },
    {
     "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\b\b\b\r",
      " 84640/138612 [=================>............] - ETA: 13:26"
     ]
    },
    {
     "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\b\b\b\r",
      " 84672/138612 [=================>............] - ETA: 13:25"
     ]
    },
    {
     "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\b\b\b\r",
      " 84704/138612 [=================>............] - ETA: 13:25"
     ]
    },
    {
     "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\b\b\b\r",
      " 84736/138612 [=================>............] - ETA: 13:24"
     ]
    },
    {
     "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\b\b\b\r",
      " 84768/138612 [=================>............] - ETA: 13:24"
     ]
    },
    {
     "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\b\b\b\r",
      " 84800/138612 [=================>............] - ETA: 13:23"
     ]
    },
    {
     "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\b\b\b\r",
      " 84832/138612 [=================>............] - ETA: 13:23"
     ]
    },
    {
     "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\b\b\b\r",
      " 84864/138612 [=================>............] - ETA: 13:22"
     ]
    },
    {
     "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\b\b\b\r",
      " 84896/138612 [=================>............] - ETA: 13:22"
     ]
    },
    {
     "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\b\b\b\r",
      " 84928/138612 [=================>............] - ETA: 13:21"
     ]
    },
    {
     "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\b\b\b\r",
      " 84960/138612 [=================>............] - ETA: 13:21"
     ]
    },
    {
     "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\b\b\b\r",
      " 84992/138612 [=================>............] - ETA: 13:20"
     ]
    },
    {
     "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\b\b\b\r",
      " 85024/138612 [=================>............] - ETA: 13:20"
     ]
    },
    {
     "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\b\b\b\r",
      " 85056/138612 [=================>............] - ETA: 13:19"
     ]
    },
    {
     "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\b\b\b\r",
      " 85088/138612 [=================>............] - ETA: 13:19"
     ]
    },
    {
     "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\b\b\b\r",
      " 85120/138612 [=================>............] - ETA: 13:18"
     ]
    },
    {
     "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\b\b\b\r",
      " 85152/138612 [=================>............] - ETA: 13:18"
     ]
    },
    {
     "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\b\b\b\r",
      " 85184/138612 [=================>............] - ETA: 13:17"
     ]
    },
    {
     "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\b\b\r",
      " 85216/138612 [=================>............] - ETA: 13:17"
     ]
    },
    {
     "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\b\b\r",
      " 85248/138612 [=================>............] - ETA: 13:16"
     ]
    },
    {
     "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\b\b\b\r",
      " 85280/138612 [=================>............] - ETA: 13:16"
     ]
    },
    {
     "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\b\b\b\r",
      " 85312/138612 [=================>............] - ETA: 13:15"
     ]
    },
    {
     "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\b\b\b\r",
      " 85344/138612 [=================>............] - ETA: 13:15"
     ]
    },
    {
     "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\b\b\b\r",
      " 85376/138612 [=================>............] - ETA: 13:14"
     ]
    },
    {
     "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\b\b\b\r",
      " 85408/138612 [=================>............] - ETA: 13:14"
     ]
    },
    {
     "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\b\b\b\r",
      " 85440/138612 [=================>............] - ETA: 13:13"
     ]
    },
    {
     "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\b\b\b\r",
      " 85472/138612 [=================>............] - ETA: 13:13"
     ]
    },
    {
     "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\b\b\b\r",
      " 85504/138612 [=================>............] - ETA: 13:12"
     ]
    },
    {
     "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\b\b\b\r",
      " 85536/138612 [=================>............] - ETA: 13:12"
     ]
    },
    {
     "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\b\b\b\r",
      " 85568/138612 [=================>............] - ETA: 13:11"
     ]
    },
    {
     "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\b\b\b\r",
      " 85600/138612 [=================>............] - ETA: 13:11"
     ]
    },
    {
     "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\b\b\b\r",
      " 85632/138612 [=================>............] - ETA: 13:10"
     ]
    },
    {
     "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\b\b\b\r",
      " 85664/138612 [=================>............] - ETA: 13:10"
     ]
    },
    {
     "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\b\b\b\r",
      " 85696/138612 [=================>............] - ETA: 13:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 85728/138612 [=================>............] - ETA: 13:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 85760/138612 [=================>............] - ETA: 13:08"
     ]
    },
    {
     "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\b\b\b\r",
      " 85792/138612 [=================>............] - ETA: 13:08"
     ]
    },
    {
     "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\b\b\b\r",
      " 85824/138612 [=================>............] - ETA: 13:08"
     ]
    },
    {
     "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\b\b\b\r",
      " 85856/138612 [=================>............] - ETA: 13:07"
     ]
    },
    {
     "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\b\b\r",
      " 85888/138612 [=================>............] - ETA: 13:07"
     ]
    },
    {
     "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\b\b\r",
      " 85920/138612 [=================>............] - ETA: 13:06"
     ]
    },
    {
     "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\b\b\b\r",
      " 85952/138612 [=================>............] - ETA: 13:06"
     ]
    },
    {
     "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\b\b\b\r",
      " 85984/138612 [=================>............] - ETA: 13:05"
     ]
    },
    {
     "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\b\b\b\r",
      " 86016/138612 [=================>............] - ETA: 13:05"
     ]
    },
    {
     "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\b\b\b\r",
      " 86048/138612 [=================>............] - ETA: 13:04"
     ]
    },
    {
     "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\b\b\b\r",
      " 86080/138612 [=================>............] - ETA: 13:04"
     ]
    },
    {
     "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\b\b\b\r",
      " 86112/138612 [=================>............] - ETA: 13:03"
     ]
    },
    {
     "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\b\b\b\r",
      " 86144/138612 [=================>............] - ETA: 13:03"
     ]
    },
    {
     "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\b\b\b\r",
      " 86176/138612 [=================>............] - ETA: 13:02"
     ]
    },
    {
     "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\b\b\b\r",
      " 86208/138612 [=================>............] - ETA: 13:02"
     ]
    },
    {
     "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\b\b\b\r",
      " 86240/138612 [=================>............] - ETA: 13:01"
     ]
    },
    {
     "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\b\b\b\r",
      " 86272/138612 [=================>............] - ETA: 13:01"
     ]
    },
    {
     "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\b\b\b\r",
      " 86304/138612 [=================>............] - ETA: 13:00"
     ]
    },
    {
     "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\b\b\b\r",
      " 86336/138612 [=================>............] - ETA: 13:00"
     ]
    },
    {
     "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\b\b\b\r",
      " 86368/138612 [=================>............] - ETA: 12:59"
     ]
    },
    {
     "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\b\b\b\r",
      " 86400/138612 [=================>............] - ETA: 12:59"
     ]
    },
    {
     "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\b\b\b\r",
      " 86432/138612 [=================>............] - ETA: 12:58"
     ]
    },
    {
     "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\b\b\b\r",
      " 86464/138612 [=================>............] - ETA: 12:58"
     ]
    },
    {
     "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\b\b\b\r",
      " 86496/138612 [=================>............] - ETA: 12:58"
     ]
    },
    {
     "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\b\b\b\r",
      " 86528/138612 [=================>............] - ETA: 12:57"
     ]
    },
    {
     "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\b\b\b\r",
      " 86560/138612 [=================>............] - ETA: 12:57"
     ]
    },
    {
     "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\b\b\b\r",
      " 86592/138612 [=================>............] - ETA: 12:56"
     ]
    },
    {
     "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\b\b\b\r",
      " 86624/138612 [=================>............] - ETA: 12:56"
     ]
    },
    {
     "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\b\b\b\r",
      " 86656/138612 [=================>............] - ETA: 12:55"
     ]
    },
    {
     "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\b\b\b\r",
      " 86688/138612 [=================>............] - ETA: 12:55"
     ]
    },
    {
     "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\b\b\b\r",
      " 86720/138612 [=================>............] - ETA: 12:54"
     ]
    },
    {
     "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\b\b\b\r",
      " 86752/138612 [=================>............] - ETA: 12:54"
     ]
    },
    {
     "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\b\b\b\r",
      " 86784/138612 [=================>............] - ETA: 12:53"
     ]
    },
    {
     "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\b\b\b\r",
      " 86816/138612 [=================>............] - ETA: 12:53"
     ]
    },
    {
     "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\b\b\b\r",
      " 86848/138612 [=================>............] - ETA: 12:52"
     ]
    },
    {
     "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\b\b\b\r",
      " 86880/138612 [=================>............] - ETA: 12:52"
     ]
    },
    {
     "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\b\b\b\r",
      " 86912/138612 [=================>............] - ETA: 12:51"
     ]
    },
    {
     "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\b\b\b\r",
      " 86944/138612 [=================>............] - ETA: 12:51"
     ]
    },
    {
     "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\b\b\b\r",
      " 86976/138612 [=================>............] - ETA: 12:50"
     ]
    },
    {
     "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\b\b\b\r",
      " 87008/138612 [=================>............] - ETA: 12:50"
     ]
    },
    {
     "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\b\b\b\r",
      " 87040/138612 [=================>............] - ETA: 12:49"
     ]
    },
    {
     "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\b\b\b\r",
      " 87072/138612 [=================>............] - ETA: 12:49"
     ]
    },
    {
     "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\b\b\b\r",
      " 87104/138612 [=================>............] - ETA: 12:48"
     ]
    },
    {
     "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\b\b\b\r",
      " 87136/138612 [=================>............] - ETA: 12:48"
     ]
    },
    {
     "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\b\b\b\r",
      " 87168/138612 [=================>............] - ETA: 12:47"
     ]
    },
    {
     "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\b\b\b\r",
      " 87200/138612 [=================>............] - ETA: 12:47"
     ]
    },
    {
     "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\b\b\b\r",
      " 87232/138612 [=================>............] - ETA: 12:46"
     ]
    },
    {
     "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\b\b\b\r",
      " 87264/138612 [=================>............] - ETA: 12:46"
     ]
    },
    {
     "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\b\b\b\r",
      " 87296/138612 [=================>............] - ETA: 12:45"
     ]
    },
    {
     "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\b\b\b\r",
      " 87328/138612 [=================>............] - ETA: 12:45"
     ]
    },
    {
     "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\b\b\b\r",
      " 87360/138612 [=================>............] - ETA: 12:44"
     ]
    },
    {
     "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\b\b\b\r",
      " 87392/138612 [=================>............] - ETA: 12:44"
     ]
    },
    {
     "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\b\b\b\r",
      " 87424/138612 [=================>............] - ETA: 12:44"
     ]
    },
    {
     "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\b\b\b\r",
      " 87456/138612 [=================>............] - ETA: 12:43"
     ]
    },
    {
     "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\b\b\b\r",
      " 87488/138612 [=================>............] - ETA: 12:43"
     ]
    },
    {
     "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\b\b\b\r",
      " 87520/138612 [=================>............] - ETA: 12:42"
     ]
    },
    {
     "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\b\b\b\r",
      " 87552/138612 [=================>............] - ETA: 12:42"
     ]
    },
    {
     "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\b\b\b\r",
      " 87584/138612 [=================>............] - ETA: 12:41"
     ]
    },
    {
     "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\b\b\b\r",
      " 87616/138612 [=================>............] - ETA: 12:41"
     ]
    },
    {
     "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\b\b\b\r",
      " 87648/138612 [=================>............] - ETA: 12:40"
     ]
    },
    {
     "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\b\b\b\r",
      " 87680/138612 [=================>............] - ETA: 12:40"
     ]
    },
    {
     "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\b\b\b\r",
      " 87712/138612 [=================>............] - ETA: 12:39"
     ]
    },
    {
     "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\b\b\b\r",
      " 87744/138612 [=================>............] - ETA: 12:39"
     ]
    },
    {
     "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\b\b\b\r",
      " 87776/138612 [=================>............] - ETA: 12:38"
     ]
    },
    {
     "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\b\b\b\r",
      " 87808/138612 [==================>...........] - ETA: 12:38"
     ]
    },
    {
     "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\b\b\b\r",
      " 87840/138612 [==================>...........] - ETA: 12:37"
     ]
    },
    {
     "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\b\b\b\r",
      " 87872/138612 [==================>...........] - ETA: 12:37"
     ]
    },
    {
     "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\b\b\b\r",
      " 87904/138612 [==================>...........] - ETA: 12:36"
     ]
    },
    {
     "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\b\b\b\r",
      " 87936/138612 [==================>...........] - ETA: 12:36"
     ]
    },
    {
     "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\b\b\b\r",
      " 87968/138612 [==================>...........] - ETA: 12:35"
     ]
    },
    {
     "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\b\b\b\r",
      " 88000/138612 [==================>...........] - ETA: 12:35"
     ]
    },
    {
     "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\b\b\b\r",
      " 88032/138612 [==================>...........] - ETA: 12:34"
     ]
    },
    {
     "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\b\b\b\r",
      " 88064/138612 [==================>...........] - ETA: 12:34"
     ]
    },
    {
     "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\b\b\b\r",
      " 88096/138612 [==================>...........] - ETA: 12:33"
     ]
    },
    {
     "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\b\b\b\r",
      " 88128/138612 [==================>...........] - ETA: 12:33"
     ]
    },
    {
     "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\b\b\b\r",
      " 88160/138612 [==================>...........] - ETA: 12:32"
     ]
    },
    {
     "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\b\b\b\r",
      " 88192/138612 [==================>...........] - ETA: 12:32"
     ]
    },
    {
     "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\b\b\b\r",
      " 88224/138612 [==================>...........] - ETA: 12:31"
     ]
    },
    {
     "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\b\b\b\r",
      " 88256/138612 [==================>...........] - ETA: 12:31"
     ]
    },
    {
     "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\b\b\b\r",
      " 88288/138612 [==================>...........] - ETA: 12:30"
     ]
    },
    {
     "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\b\b\b\r",
      " 88320/138612 [==================>...........] - ETA: 12:30"
     ]
    },
    {
     "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\b\b\b\r",
      " 88352/138612 [==================>...........] - ETA: 12:29"
     ]
    },
    {
     "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\b\b\b\r",
      " 88384/138612 [==================>...........] - ETA: 12:29"
     ]
    },
    {
     "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\b\b\b\r",
      " 88416/138612 [==================>...........] - ETA: 12:28"
     ]
    },
    {
     "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\b\b\b\r",
      " 88448/138612 [==================>...........] - ETA: 12:28"
     ]
    },
    {
     "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\b\b\b\r",
      " 88480/138612 [==================>...........] - ETA: 12:28"
     ]
    },
    {
     "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\b\b\b\r",
      " 88512/138612 [==================>...........] - ETA: 12:27"
     ]
    },
    {
     "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\b\b\b\r",
      " 88544/138612 [==================>...........] - ETA: 12:27"
     ]
    },
    {
     "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\b\b\b\r",
      " 88576/138612 [==================>...........] - ETA: 12:26"
     ]
    },
    {
     "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\b\b\b\r",
      " 88608/138612 [==================>...........] - ETA: 12:26"
     ]
    },
    {
     "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\b\b\b\r",
      " 88640/138612 [==================>...........] - ETA: 12:25"
     ]
    },
    {
     "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\b\b\b\r",
      " 88672/138612 [==================>...........] - ETA: 12:25"
     ]
    },
    {
     "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\b\b\b\r",
      " 88704/138612 [==================>...........] - ETA: 12:24"
     ]
    },
    {
     "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\b\b\b\r",
      " 88736/138612 [==================>...........] - ETA: 12:24"
     ]
    },
    {
     "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\b\b\b\r",
      " 88768/138612 [==================>...........] - ETA: 12:23"
     ]
    },
    {
     "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\b\b\b\r",
      " 88800/138612 [==================>...........] - ETA: 12:23"
     ]
    },
    {
     "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\b\b\b\r",
      " 88832/138612 [==================>...........] - ETA: 12:22"
     ]
    },
    {
     "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\b\b\b\r",
      " 88864/138612 [==================>...........] - ETA: 12:22"
     ]
    },
    {
     "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\b\b\b\r",
      " 88896/138612 [==================>...........] - ETA: 12:22"
     ]
    },
    {
     "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\b\b\b\r",
      " 88928/138612 [==================>...........] - ETA: 12:21"
     ]
    },
    {
     "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\b\b\b\r",
      " 88960/138612 [==================>...........] - ETA: 12:21"
     ]
    },
    {
     "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\b\b\b\r",
      " 88992/138612 [==================>...........] - ETA: 12:20"
     ]
    },
    {
     "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\b\b\b\r",
      " 89024/138612 [==================>...........] - ETA: 12:20"
     ]
    },
    {
     "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\b\b\b\r",
      " 89056/138612 [==================>...........] - ETA: 12:19"
     ]
    },
    {
     "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\b\b\b\r",
      " 89088/138612 [==================>...........] - ETA: 12:19"
     ]
    },
    {
     "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\b\b\b\r",
      " 89120/138612 [==================>...........] - ETA: 12:18"
     ]
    },
    {
     "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\b\b\b\r",
      " 89152/138612 [==================>...........] - ETA: 12:18"
     ]
    },
    {
     "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\b\b\b\r",
      " 89184/138612 [==================>...........] - ETA: 12:17"
     ]
    },
    {
     "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\b\b\r",
      " 89216/138612 [==================>...........] - ETA: 12:17"
     ]
    },
    {
     "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\b\b\r",
      " 89248/138612 [==================>...........] - ETA: 12:16"
     ]
    },
    {
     "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\b\b\b\r",
      " 89280/138612 [==================>...........] - ETA: 12:16"
     ]
    },
    {
     "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\b\b\b\r",
      " 89312/138612 [==================>...........] - ETA: 12:15"
     ]
    },
    {
     "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\b\b\b\r",
      " 89344/138612 [==================>...........] - ETA: 12:15"
     ]
    },
    {
     "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\b\b\b\r",
      " 89376/138612 [==================>...........] - ETA: 12:14"
     ]
    },
    {
     "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\b\b\b\r",
      " 89408/138612 [==================>...........] - ETA: 12:14"
     ]
    },
    {
     "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\b\b\b\r",
      " 89440/138612 [==================>...........] - ETA: 12:13"
     ]
    },
    {
     "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\b\b\b\r",
      " 89472/138612 [==================>...........] - ETA: 12:13"
     ]
    },
    {
     "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\b\b\b\r",
      " 89504/138612 [==================>...........] - ETA: 12:12"
     ]
    },
    {
     "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\b\b\b\r",
      " 89536/138612 [==================>...........] - ETA: 12:12"
     ]
    },
    {
     "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\b\b\b\r",
      " 89568/138612 [==================>...........] - ETA: 12:11"
     ]
    },
    {
     "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\b\b\b\r",
      " 89600/138612 [==================>...........] - ETA: 12:11"
     ]
    },
    {
     "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\b\b\b\r",
      " 89632/138612 [==================>...........] - ETA: 12:10"
     ]
    },
    {
     "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\b\b\b\r",
      " 89664/138612 [==================>...........] - ETA: 12:10"
     ]
    },
    {
     "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\b\b\b\r",
      " 89696/138612 [==================>...........] - ETA: 12:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 89728/138612 [==================>...........] - ETA: 12:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 89760/138612 [==================>...........] - ETA: 12:08"
     ]
    },
    {
     "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\b\b\b\r",
      " 89792/138612 [==================>...........] - ETA: 12:08"
     ]
    },
    {
     "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\b\b\b\r",
      " 89824/138612 [==================>...........] - ETA: 12:07"
     ]
    },
    {
     "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\b\b\r",
      " 89856/138612 [==================>...........] - ETA: 12:07"
     ]
    },
    {
     "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\b\b\r",
      " 89888/138612 [==================>...........] - ETA: 12:06"
     ]
    },
    {
     "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\b\b\b\r",
      " 89920/138612 [==================>...........] - ETA: 12:06"
     ]
    },
    {
     "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\b\b\b\r",
      " 89952/138612 [==================>...........] - ETA: 12:05"
     ]
    },
    {
     "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\b\b\b\r",
      " 89984/138612 [==================>...........] - ETA: 12:05"
     ]
    },
    {
     "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\b\b\b\r",
      " 90016/138612 [==================>...........] - ETA: 12:04"
     ]
    },
    {
     "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\b\b\b\r",
      " 90048/138612 [==================>...........] - ETA: 12:04"
     ]
    },
    {
     "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\b\b\b\r",
      " 90080/138612 [==================>...........] - ETA: 12:04"
     ]
    },
    {
     "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\b\b\b\r",
      " 90112/138612 [==================>...........] - ETA: 12:03"
     ]
    },
    {
     "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\b\b\b\r",
      " 90144/138612 [==================>...........] - ETA: 12:03"
     ]
    },
    {
     "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\b\b\b\r",
      " 90176/138612 [==================>...........] - ETA: 12:02"
     ]
    },
    {
     "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\b\b\b\r",
      " 90208/138612 [==================>...........] - ETA: 12:02"
     ]
    },
    {
     "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\b\b\b\r",
      " 90240/138612 [==================>...........] - ETA: 12:01"
     ]
    },
    {
     "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\b\b\b\r",
      " 90272/138612 [==================>...........] - ETA: 12:01"
     ]
    },
    {
     "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\b\b\b\r",
      " 90304/138612 [==================>...........] - ETA: 12:01"
     ]
    },
    {
     "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\b\b\b\r",
      " 90336/138612 [==================>...........] - ETA: 12:00"
     ]
    },
    {
     "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\b\b\b\r",
      " 90368/138612 [==================>...........] - ETA: 12:00"
     ]
    },
    {
     "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\b\b\b\r",
      " 90400/138612 [==================>...........] - ETA: 11:59"
     ]
    },
    {
     "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\b\b\b\r",
      " 90432/138612 [==================>...........] - ETA: 11:59"
     ]
    },
    {
     "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\b\b\b\r",
      " 90464/138612 [==================>...........] - ETA: 11:58"
     ]
    },
    {
     "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\b\b\b\r",
      " 90496/138612 [==================>...........] - ETA: 11:58"
     ]
    },
    {
     "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\b\b\b\r",
      " 90528/138612 [==================>...........] - ETA: 11:57"
     ]
    },
    {
     "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\b\b\b\r",
      " 90560/138612 [==================>...........] - ETA: 11:57"
     ]
    },
    {
     "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\b\b\b\r",
      " 90592/138612 [==================>...........] - ETA: 11:56"
     ]
    },
    {
     "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\b\b\b\r",
      " 90624/138612 [==================>...........] - ETA: 11:56"
     ]
    },
    {
     "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\b\b\b\r",
      " 90656/138612 [==================>...........] - ETA: 11:55"
     ]
    },
    {
     "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\b\b\b\r",
      " 90688/138612 [==================>...........] - ETA: 11:55"
     ]
    },
    {
     "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\b\b\b\r",
      " 90720/138612 [==================>...........] - ETA: 11:54"
     ]
    },
    {
     "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\b\b\b\r",
      " 90752/138612 [==================>...........] - ETA: 11:54"
     ]
    },
    {
     "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\b\b\b\r",
      " 90784/138612 [==================>...........] - ETA: 11:54"
     ]
    },
    {
     "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\b\b\b\r",
      " 90816/138612 [==================>...........] - ETA: 11:53"
     ]
    },
    {
     "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\b\b\b\r",
      " 90848/138612 [==================>...........] - ETA: 11:53"
     ]
    },
    {
     "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\b\b\b\r",
      " 90880/138612 [==================>...........] - ETA: 11:52"
     ]
    },
    {
     "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\b\b\b\r",
      " 90912/138612 [==================>...........] - ETA: 11:52"
     ]
    },
    {
     "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\b\b\b\r",
      " 90944/138612 [==================>...........] - ETA: 11:51"
     ]
    },
    {
     "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\b\b\b\r",
      " 90976/138612 [==================>...........] - ETA: 11:51"
     ]
    },
    {
     "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\b\b\b\r",
      " 91008/138612 [==================>...........] - ETA: 11:50"
     ]
    },
    {
     "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\b\b\b\r",
      " 91040/138612 [==================>...........] - ETA: 11:50"
     ]
    },
    {
     "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\b\b\b\r",
      " 91072/138612 [==================>...........] - ETA: 11:49"
     ]
    },
    {
     "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\b\b\b\r",
      " 91104/138612 [==================>...........] - ETA: 11:49"
     ]
    },
    {
     "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\b\b\b\r",
      " 91136/138612 [==================>...........] - ETA: 11:48"
     ]
    },
    {
     "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\b\b\b\r",
      " 91168/138612 [==================>...........] - ETA: 11:48"
     ]
    },
    {
     "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\b\b\b\r",
      " 91200/138612 [==================>...........] - ETA: 11:47"
     ]
    },
    {
     "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\b\b\b\r",
      " 91232/138612 [==================>...........] - ETA: 11:47"
     ]
    },
    {
     "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\b\b\b\r",
      " 91264/138612 [==================>...........] - ETA: 11:46"
     ]
    },
    {
     "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\b\b\b\r",
      " 91296/138612 [==================>...........] - ETA: 11:46"
     ]
    },
    {
     "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\b\b\b\r",
      " 91328/138612 [==================>...........] - ETA: 11:45"
     ]
    },
    {
     "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\b\b\b\r",
      " 91360/138612 [==================>...........] - ETA: 11:45"
     ]
    },
    {
     "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\b\b\b\r",
      " 91392/138612 [==================>...........] - ETA: 11:44"
     ]
    },
    {
     "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\b\b\b\r",
      " 91424/138612 [==================>...........] - ETA: 11:44"
     ]
    },
    {
     "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\b\b\b\r",
      " 91456/138612 [==================>...........] - ETA: 11:43"
     ]
    },
    {
     "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\b\b\b\r",
      " 91488/138612 [==================>...........] - ETA: 11:43"
     ]
    },
    {
     "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\b\b\b\r",
      " 91520/138612 [==================>...........] - ETA: 11:42"
     ]
    },
    {
     "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\b\b\b\r",
      " 91552/138612 [==================>...........] - ETA: 11:42"
     ]
    },
    {
     "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\b\b\b\r",
      " 91584/138612 [==================>...........] - ETA: 11:41"
     ]
    },
    {
     "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\b\b\b\r",
      " 91616/138612 [==================>...........] - ETA: 11:41"
     ]
    },
    {
     "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\b\b\b\r",
      " 91648/138612 [==================>...........] - ETA: 11:40"
     ]
    },
    {
     "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\b\b\b\r",
      " 91680/138612 [==================>...........] - ETA: 11:40"
     ]
    },
    {
     "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\b\b\b\r",
      " 91712/138612 [==================>...........] - ETA: 11:39"
     ]
    },
    {
     "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\b\b\b\r",
      " 91744/138612 [==================>...........] - ETA: 11:39"
     ]
    },
    {
     "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\b\b\b\r",
      " 91776/138612 [==================>...........] - ETA: 11:39"
     ]
    },
    {
     "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\b\b\b\r",
      " 91808/138612 [==================>...........] - ETA: 11:38"
     ]
    },
    {
     "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\b\b\b\r",
      " 91840/138612 [==================>...........] - ETA: 11:38"
     ]
    },
    {
     "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\b\b\b\r",
      " 91872/138612 [==================>...........] - ETA: 11:37"
     ]
    },
    {
     "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\b\b\b\r",
      " 91904/138612 [==================>...........] - ETA: 11:37"
     ]
    },
    {
     "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\b\b\b\r",
      " 91936/138612 [==================>...........] - ETA: 11:36"
     ]
    },
    {
     "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\b\b\b\r",
      " 91968/138612 [==================>...........] - ETA: 11:36"
     ]
    },
    {
     "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\b\b\b\r",
      " 92000/138612 [==================>...........] - ETA: 11:35"
     ]
    },
    {
     "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\b\b\b\r",
      " 92032/138612 [==================>...........] - ETA: 11:35"
     ]
    },
    {
     "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\b\b\b\r",
      " 92064/138612 [==================>...........] - ETA: 11:34"
     ]
    },
    {
     "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\b\b\b\r",
      " 92096/138612 [==================>...........] - ETA: 11:34"
     ]
    },
    {
     "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\b\b\b\r",
      " 92128/138612 [==================>...........] - ETA: 11:33"
     ]
    },
    {
     "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\b\b\b\r",
      " 92160/138612 [==================>...........] - ETA: 11:33"
     ]
    },
    {
     "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\b\b\b\r",
      " 92192/138612 [==================>...........] - ETA: 11:32"
     ]
    },
    {
     "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\b\b\b\r",
      " 92224/138612 [==================>...........] - ETA: 11:32"
     ]
    },
    {
     "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\b\b\b\r",
      " 92256/138612 [==================>...........] - ETA: 11:31"
     ]
    },
    {
     "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\b\b\b\r",
      " 92288/138612 [==================>...........] - ETA: 11:31"
     ]
    },
    {
     "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\b\b\b\r",
      " 92320/138612 [==================>...........] - ETA: 11:30"
     ]
    },
    {
     "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\b\b\b\r",
      " 92352/138612 [==================>...........] - ETA: 11:30"
     ]
    },
    {
     "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\b\b\b\r",
      " 92384/138612 [==================>...........] - ETA: 11:29"
     ]
    },
    {
     "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\b\b\b\r",
      " 92416/138612 [===================>..........] - ETA: 11:29"
     ]
    },
    {
     "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\b\b\b\r",
      " 92448/138612 [===================>..........] - ETA: 11:28"
     ]
    },
    {
     "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\b\b\b\r",
      " 92480/138612 [===================>..........] - ETA: 11:28"
     ]
    },
    {
     "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\b\b\b\r",
      " 92512/138612 [===================>..........] - ETA: 11:27"
     ]
    },
    {
     "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\b\b\b\r",
      " 92544/138612 [===================>..........] - ETA: 11:27"
     ]
    },
    {
     "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\b\b\b\r",
      " 92576/138612 [===================>..........] - ETA: 11:26"
     ]
    },
    {
     "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\b\b\b\r",
      " 92608/138612 [===================>..........] - ETA: 11:26"
     ]
    },
    {
     "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\b\b\b\r",
      " 92640/138612 [===================>..........] - ETA: 11:25"
     ]
    },
    {
     "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\b\b\b\r",
      " 92672/138612 [===================>..........] - ETA: 11:25"
     ]
    },
    {
     "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\b\b\b\r",
      " 92704/138612 [===================>..........] - ETA: 11:24"
     ]
    },
    {
     "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\b\b\b\r",
      " 92736/138612 [===================>..........] - ETA: 11:24"
     ]
    },
    {
     "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\b\b\b\r",
      " 92768/138612 [===================>..........] - ETA: 11:23"
     ]
    },
    {
     "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\b\b\b\r",
      " 92800/138612 [===================>..........] - ETA: 11:23"
     ]
    },
    {
     "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\b\b\b\r",
      " 92832/138612 [===================>..........] - ETA: 11:22"
     ]
    },
    {
     "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\b\b\b\r",
      " 92864/138612 [===================>..........] - ETA: 11:22"
     ]
    },
    {
     "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\b\b\b\r",
      " 92896/138612 [===================>..........] - ETA: 11:21"
     ]
    },
    {
     "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\b\b\b\r",
      " 92928/138612 [===================>..........] - ETA: 11:21"
     ]
    },
    {
     "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\b\b\b\r",
      " 92960/138612 [===================>..........] - ETA: 11:20"
     ]
    },
    {
     "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\b\b\b\r",
      " 92992/138612 [===================>..........] - ETA: 11:20"
     ]
    },
    {
     "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\b\b\b\r",
      " 93024/138612 [===================>..........] - ETA: 11:19"
     ]
    },
    {
     "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\b\b\b\r",
      " 93056/138612 [===================>..........] - ETA: 11:19"
     ]
    },
    {
     "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\b\b\b\r",
      " 93088/138612 [===================>..........] - ETA: 11:18"
     ]
    },
    {
     "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\b\b\b\r",
      " 93120/138612 [===================>..........] - ETA: 11:18"
     ]
    },
    {
     "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\b\b\b\r",
      " 93152/138612 [===================>..........] - ETA: 11:17"
     ]
    },
    {
     "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\b\b\r",
      " 93184/138612 [===================>..........] - ETA: 11:17"
     ]
    },
    {
     "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\b\b\r",
      " 93216/138612 [===================>..........] - ETA: 11:16"
     ]
    },
    {
     "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\b\b\b\r",
      " 93248/138612 [===================>..........] - ETA: 11:16"
     ]
    },
    {
     "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\b\b\b\r",
      " 93280/138612 [===================>..........] - ETA: 11:15"
     ]
    },
    {
     "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\b\b\b\r",
      " 93312/138612 [===================>..........] - ETA: 11:15"
     ]
    },
    {
     "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\b\b\b\r",
      " 93344/138612 [===================>..........] - ETA: 11:15"
     ]
    },
    {
     "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\b\b\b\r",
      " 93376/138612 [===================>..........] - ETA: 11:14"
     ]
    },
    {
     "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\b\b\b\r",
      " 93408/138612 [===================>..........] - ETA: 11:14"
     ]
    },
    {
     "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\b\b\b\r",
      " 93440/138612 [===================>..........] - ETA: 11:13"
     ]
    },
    {
     "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\b\b\b\r",
      " 93472/138612 [===================>..........] - ETA: 11:13"
     ]
    },
    {
     "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\b\b\b\r",
      " 93504/138612 [===================>..........] - ETA: 11:12"
     ]
    },
    {
     "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\b\b\b\r",
      " 93536/138612 [===================>..........] - ETA: 11:12"
     ]
    },
    {
     "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\b\b\b\r",
      " 93568/138612 [===================>..........] - ETA: 11:11"
     ]
    },
    {
     "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\b\b\b\r",
      " 93600/138612 [===================>..........] - ETA: 11:11"
     ]
    },
    {
     "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\b\b\b\r",
      " 93632/138612 [===================>..........] - ETA: 11:10"
     ]
    },
    {
     "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\b\b\b\r",
      " 93664/138612 [===================>..........] - ETA: 11:10"
     ]
    },
    {
     "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\b\b\b\r",
      " 93696/138612 [===================>..........] - ETA: 11:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 93728/138612 [===================>..........] - ETA: 11:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 93760/138612 [===================>..........] - ETA: 11:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 93792/138612 [===================>..........] - ETA: 11:08"
     ]
    },
    {
     "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\b\b\b\r",
      " 93824/138612 [===================>..........] - ETA: 11:08"
     ]
    },
    {
     "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\b\b\b\r",
      " 93856/138612 [===================>..........] - ETA: 11:07"
     ]
    },
    {
     "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\b\b\r",
      " 93888/138612 [===================>..........] - ETA: 11:07"
     ]
    },
    {
     "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\b\b\r",
      " 93920/138612 [===================>..........] - ETA: 11:06"
     ]
    },
    {
     "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\b\b\b\r",
      " 93952/138612 [===================>..........] - ETA: 11:05"
     ]
    },
    {
     "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\b\b\b\r",
      " 93984/138612 [===================>..........] - ETA: 11:05"
     ]
    },
    {
     "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\b\b\b\r",
      " 94016/138612 [===================>..........] - ETA: 11:04"
     ]
    },
    {
     "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\b\b\b\r",
      " 94048/138612 [===================>..........] - ETA: 11:04"
     ]
    },
    {
     "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\b\b\b\r",
      " 94080/138612 [===================>..........] - ETA: 11:03"
     ]
    },
    {
     "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\b\b\b\r",
      " 94112/138612 [===================>..........] - ETA: 11:03"
     ]
    },
    {
     "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\b\b\b\r",
      " 94144/138612 [===================>..........] - ETA: 11:02"
     ]
    },
    {
     "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\b\b\b\r",
      " 94176/138612 [===================>..........] - ETA: 11:02"
     ]
    },
    {
     "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\b\b\b\r",
      " 94208/138612 [===================>..........] - ETA: 11:01"
     ]
    },
    {
     "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\b\b\b\r",
      " 94240/138612 [===================>..........] - ETA: 11:01"
     ]
    },
    {
     "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\b\b\b\r",
      " 94272/138612 [===================>..........] - ETA: 11:00"
     ]
    },
    {
     "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\b\b\b\r",
      " 94304/138612 [===================>..........] - ETA: 11:00"
     ]
    },
    {
     "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\b\b\b\r",
      " 94336/138612 [===================>..........] - ETA: 10:59"
     ]
    },
    {
     "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\b\b\b\r",
      " 94368/138612 [===================>..........] - ETA: 10:59"
     ]
    },
    {
     "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\b\b\b\r",
      " 94400/138612 [===================>..........] - ETA: 10:58"
     ]
    },
    {
     "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\b\b\b\r",
      " 94432/138612 [===================>..........] - ETA: 10:58"
     ]
    },
    {
     "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\b\b\b\r",
      " 94464/138612 [===================>..........] - ETA: 10:58"
     ]
    },
    {
     "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\b\b\b\r",
      " 94496/138612 [===================>..........] - ETA: 10:57"
     ]
    },
    {
     "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\b\b\b\r",
      " 94528/138612 [===================>..........] - ETA: 10:57"
     ]
    },
    {
     "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\b\b\b\r",
      " 94560/138612 [===================>..........] - ETA: 10:56"
     ]
    },
    {
     "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\b\b\b\r",
      " 94592/138612 [===================>..........] - ETA: 10:56"
     ]
    },
    {
     "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\b\b\b\r",
      " 94624/138612 [===================>..........] - ETA: 10:55"
     ]
    },
    {
     "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\b\b\b\r",
      " 94656/138612 [===================>..........] - ETA: 10:55"
     ]
    },
    {
     "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\b\b\b\r",
      " 94688/138612 [===================>..........] - ETA: 10:54"
     ]
    },
    {
     "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\b\b\b\r",
      " 94720/138612 [===================>..........] - ETA: 10:54"
     ]
    },
    {
     "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\b\b\b\r",
      " 94752/138612 [===================>..........] - ETA: 10:53"
     ]
    },
    {
     "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\b\b\b\r",
      " 94784/138612 [===================>..........] - ETA: 10:53"
     ]
    },
    {
     "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\b\b\b\r",
      " 94816/138612 [===================>..........] - ETA: 10:52"
     ]
    },
    {
     "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\b\b\b\r",
      " 94848/138612 [===================>..........] - ETA: 10:52"
     ]
    },
    {
     "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\b\b\b\r",
      " 94880/138612 [===================>..........] - ETA: 10:51"
     ]
    },
    {
     "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\b\b\b\r",
      " 94912/138612 [===================>..........] - ETA: 10:51"
     ]
    },
    {
     "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\b\b\b\r",
      " 94944/138612 [===================>..........] - ETA: 10:51"
     ]
    },
    {
     "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\b\b\b\r",
      " 94976/138612 [===================>..........] - ETA: 10:50"
     ]
    },
    {
     "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\b\b\b\r",
      " 95008/138612 [===================>..........] - ETA: 10:50"
     ]
    },
    {
     "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\b\b\b\r",
      " 95040/138612 [===================>..........] - ETA: 10:49"
     ]
    },
    {
     "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\b\b\b\r",
      " 95072/138612 [===================>..........] - ETA: 10:49"
     ]
    },
    {
     "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\b\b\b\r",
      " 95104/138612 [===================>..........] - ETA: 10:48"
     ]
    },
    {
     "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\b\b\b\r",
      " 95136/138612 [===================>..........] - ETA: 10:48"
     ]
    },
    {
     "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\b\b\b\r",
      " 95168/138612 [===================>..........] - ETA: 10:47"
     ]
    },
    {
     "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\b\b\b\r",
      " 95200/138612 [===================>..........] - ETA: 10:47"
     ]
    },
    {
     "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\b\b\b\r",
      " 95232/138612 [===================>..........] - ETA: 10:46"
     ]
    },
    {
     "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\b\b\b\r",
      " 95264/138612 [===================>..........] - ETA: 10:46"
     ]
    },
    {
     "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\b\b\b\r",
      " 95296/138612 [===================>..........] - ETA: 10:45"
     ]
    },
    {
     "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\b\b\b\r",
      " 95328/138612 [===================>..........] - ETA: 10:45"
     ]
    },
    {
     "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\b\b\b\r",
      " 95360/138612 [===================>..........] - ETA: 10:44"
     ]
    },
    {
     "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\b\b\b\r",
      " 95392/138612 [===================>..........] - ETA: 10:44"
     ]
    },
    {
     "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\b\b\b\r",
      " 95424/138612 [===================>..........] - ETA: 10:43"
     ]
    },
    {
     "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\b\b\b\r",
      " 95456/138612 [===================>..........] - ETA: 10:43"
     ]
    },
    {
     "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\b\b\b\r",
      " 95488/138612 [===================>..........] - ETA: 10:43"
     ]
    },
    {
     "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\b\b\b\r",
      " 95520/138612 [===================>..........] - ETA: 10:42"
     ]
    },
    {
     "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\b\b\b\r",
      " 95552/138612 [===================>..........] - ETA: 10:41"
     ]
    },
    {
     "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\b\b\b\r",
      " 95584/138612 [===================>..........] - ETA: 10:41"
     ]
    },
    {
     "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\b\b\b\r",
      " 95616/138612 [===================>..........] - ETA: 10:40"
     ]
    },
    {
     "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\b\b\b\r",
      " 95648/138612 [===================>..........] - ETA: 10:40"
     ]
    },
    {
     "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\b\b\b\r",
      " 95680/138612 [===================>..........] - ETA: 10:39"
     ]
    },
    {
     "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\b\b\b\r",
      " 95712/138612 [===================>..........] - ETA: 10:39"
     ]
    },
    {
     "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\b\b\b\r",
      " 95744/138612 [===================>..........] - ETA: 10:38"
     ]
    },
    {
     "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\b\b\b\r",
      " 95776/138612 [===================>..........] - ETA: 10:38"
     ]
    },
    {
     "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\b\b\b\r",
      " 95808/138612 [===================>..........] - ETA: 10:38"
     ]
    },
    {
     "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\b\b\b\r",
      " 95840/138612 [===================>..........] - ETA: 10:37"
     ]
    },
    {
     "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\b\b\b\r",
      " 95872/138612 [===================>..........] - ETA: 10:37"
     ]
    },
    {
     "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\b\b\b\r",
      " 95904/138612 [===================>..........] - ETA: 10:36"
     ]
    },
    {
     "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\b\b\b\r",
      " 95936/138612 [===================>..........] - ETA: 10:36"
     ]
    },
    {
     "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\b\b\b\r",
      " 95968/138612 [===================>..........] - ETA: 10:35"
     ]
    },
    {
     "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\b\b\b\r",
      " 96000/138612 [===================>..........] - ETA: 10:35"
     ]
    },
    {
     "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\b\b\b\r",
      " 96032/138612 [===================>..........] - ETA: 10:34"
     ]
    },
    {
     "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\b\b\b\r",
      " 96064/138612 [===================>..........] - ETA: 10:34"
     ]
    },
    {
     "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\b\b\b\r",
      " 96096/138612 [===================>..........] - ETA: 10:33"
     ]
    },
    {
     "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\b\b\b\r",
      " 96128/138612 [===================>..........] - ETA: 10:33"
     ]
    },
    {
     "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\b\b\b\r",
      " 96160/138612 [===================>..........] - ETA: 10:32"
     ]
    },
    {
     "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\b\b\b\r",
      " 96192/138612 [===================>..........] - ETA: 10:32"
     ]
    },
    {
     "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\b\b\b\r",
      " 96224/138612 [===================>..........] - ETA: 10:31"
     ]
    },
    {
     "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\b\b\b\r",
      " 96256/138612 [===================>..........] - ETA: 10:31"
     ]
    },
    {
     "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\b\b\b\r",
      " 96288/138612 [===================>..........] - ETA: 10:30"
     ]
    },
    {
     "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\b\b\b\r",
      " 96320/138612 [===================>..........] - ETA: 10:30"
     ]
    },
    {
     "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\b\b\b\r",
      " 96352/138612 [===================>..........] - ETA: 10:30"
     ]
    },
    {
     "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\b\b\b\r",
      " 96384/138612 [===================>..........] - ETA: 10:29"
     ]
    },
    {
     "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\b\b\b\r",
      " 96416/138612 [===================>..........] - ETA: 10:29"
     ]
    },
    {
     "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\b\b\b\r",
      " 96448/138612 [===================>..........] - ETA: 10:28"
     ]
    },
    {
     "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\b\b\b\r",
      " 96480/138612 [===================>..........] - ETA: 10:28"
     ]
    },
    {
     "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\b\b\b\r",
      " 96512/138612 [===================>..........] - ETA: 10:27"
     ]
    },
    {
     "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\b\b\b\r",
      " 96544/138612 [===================>..........] - ETA: 10:27"
     ]
    },
    {
     "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\b\b\b\r",
      " 96576/138612 [===================>..........] - ETA: 10:26"
     ]
    },
    {
     "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\b\b\b\r",
      " 96608/138612 [===================>..........] - ETA: 10:26"
     ]
    },
    {
     "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\b\b\b\r",
      " 96640/138612 [===================>..........] - ETA: 10:25"
     ]
    },
    {
     "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\b\b\b\r",
      " 96672/138612 [===================>..........] - ETA: 10:25"
     ]
    },
    {
     "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\b\b\b\r",
      " 96704/138612 [===================>..........] - ETA: 10:24"
     ]
    },
    {
     "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\b\b\b\r",
      " 96736/138612 [===================>..........] - ETA: 10:24"
     ]
    },
    {
     "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\b\b\b\r",
      " 96768/138612 [===================>..........] - ETA: 10:23"
     ]
    },
    {
     "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\b\b\b\r",
      " 96800/138612 [===================>..........] - ETA: 10:23"
     ]
    },
    {
     "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\b\b\b\r",
      " 96832/138612 [===================>..........] - ETA: 10:22"
     ]
    },
    {
     "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\b\b\b\r",
      " 96864/138612 [===================>..........] - ETA: 10:22"
     ]
    },
    {
     "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\b\b\b\r",
      " 96896/138612 [===================>..........] - ETA: 10:21"
     ]
    },
    {
     "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\b\b\b\r",
      " 96928/138612 [===================>..........] - ETA: 10:21"
     ]
    },
    {
     "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\b\b\b\r",
      " 96960/138612 [===================>..........] - ETA: 10:20"
     ]
    },
    {
     "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\b\b\b\r",
      " 96992/138612 [===================>..........] - ETA: 10:20"
     ]
    },
    {
     "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\b\b\b\r",
      " 97024/138612 [===================>..........] - ETA: 10:19"
     ]
    },
    {
     "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\b\b\b\r",
      " 97056/138612 [====================>.........] - ETA: 10:19"
     ]
    },
    {
     "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\b\b\b\r",
      " 97088/138612 [====================>.........] - ETA: 10:18"
     ]
    },
    {
     "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\b\b\b\r",
      " 97120/138612 [====================>.........] - ETA: 10:18"
     ]
    },
    {
     "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\b\b\b\r",
      " 97152/138612 [====================>.........] - 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\b\b\r",
      " 97184/138612 [====================>.........] - 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\b\b\r",
      " 97216/138612 [====================>.........] - ETA: 10:16"
     ]
    },
    {
     "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\b\b\b\r",
      " 97248/138612 [====================>.........] - ETA: 10:16"
     ]
    },
    {
     "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\b\b\b\r",
      " 97280/138612 [====================>.........] - ETA: 10:15"
     ]
    },
    {
     "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\b\b\b\r",
      " 97312/138612 [====================>.........] - ETA: 10:15"
     ]
    },
    {
     "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\b\b\b\r",
      " 97344/138612 [====================>.........] - ETA: 10:14"
     ]
    },
    {
     "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\b\b\b\r",
      " 97376/138612 [====================>.........] - ETA: 10:14"
     ]
    },
    {
     "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\b\b\b\r",
      " 97408/138612 [====================>.........] - ETA: 10:13"
     ]
    },
    {
     "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\b\b\b\r",
      " 97440/138612 [====================>.........] - ETA: 10:13"
     ]
    },
    {
     "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\b\b\b\r",
      " 97472/138612 [====================>.........] - ETA: 10:13"
     ]
    },
    {
     "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\b\b\b\r",
      " 97504/138612 [====================>.........] - ETA: 10:12"
     ]
    },
    {
     "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\b\b\b\r",
      " 97536/138612 [====================>.........] - ETA: 10:12"
     ]
    },
    {
     "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\b\b\b\r",
      " 97568/138612 [====================>.........] - ETA: 10:11"
     ]
    },
    {
     "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\b\b\b\r",
      " 97600/138612 [====================>.........] - ETA: 10:11"
     ]
    },
    {
     "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\b\b\b\r",
      " 97632/138612 [====================>.........] - ETA: 10:10"
     ]
    },
    {
     "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\b\b\b\r",
      " 97664/138612 [====================>.........] - ETA: 10:10"
     ]
    },
    {
     "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\b\b\b\r",
      " 97696/138612 [====================>.........] - ETA: 10:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 97728/138612 [====================>.........] - ETA: 10:09"
     ]
    },
    {
     "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\b\b\b\r",
      " 97760/138612 [====================>.........] - ETA: 10:08"
     ]
    },
    {
     "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\b\b\b\r",
      " 97792/138612 [====================>.........] - ETA: 10:08"
     ]
    },
    {
     "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\b\b\b\r",
      " 97824/138612 [====================>.........] - 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\b\b\r",
      " 97856/138612 [====================>.........] - 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\b\b\r",
      " 97888/138612 [====================>.........] - ETA: 10:06"
     ]
    },
    {
     "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\b\b\b\r",
      " 97920/138612 [====================>.........] - ETA: 10:06"
     ]
    },
    {
     "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\b\b\b\r",
      " 97952/138612 [====================>.........] - ETA: 10:05"
     ]
    },
    {
     "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\b\b\b\r",
      " 97984/138612 [====================>.........] - ETA: 10:05"
     ]
    },
    {
     "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\b\b\b\r",
      " 98016/138612 [====================>.........] - ETA: 10:04"
     ]
    },
    {
     "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\b\b\b\r",
      " 98048/138612 [====================>.........] - ETA: 10:04"
     ]
    },
    {
     "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\b\b\b\r",
      " 98080/138612 [====================>.........] - ETA: 10:03"
     ]
    },
    {
     "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\b\b\b\r",
      " 98112/138612 [====================>.........] - ETA: 10:03"
     ]
    },
    {
     "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\b\b\b\r",
      " 98144/138612 [====================>.........] - ETA: 10:02"
     ]
    },
    {
     "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\b\b\b\r",
      " 98176/138612 [====================>.........] - ETA: 10:02"
     ]
    },
    {
     "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\b\b\b\r",
      " 98208/138612 [====================>.........] - ETA: 10:01"
     ]
    },
    {
     "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\b\b\b\r",
      " 98240/138612 [====================>.........] - ETA: 10:01"
     ]
    },
    {
     "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\b\b\b\r",
      " 98272/138612 [====================>.........] - ETA: 10:01"
     ]
    },
    {
     "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\b\b\b\r",
      " 98304/138612 [====================>.........] - ETA: 10:00"
     ]
    },
    {
     "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\b\b\b\r",
      " 98336/138612 [====================>.........] - ETA: 10:00"
     ]
    },
    {
     "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\b\b\b\r",
      " 98368/138612 [====================>.........] - ETA: 9:59 "
     ]
    },
    {
     "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\b\b\r",
      " 98400/138612 [====================>.........] - ETA: 9:59"
     ]
    },
    {
     "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\b\b\r",
      " 98432/138612 [====================>.........] - 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\b\b\r",
      " 98464/138612 [====================>.........] - 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\b\b\r",
      " 98496/138612 [====================>.........] - ETA: 9:57"
     ]
    },
    {
     "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\b\b\r",
      " 98528/138612 [====================>.........] - ETA: 9:57"
     ]
    },
    {
     "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\b\b\r",
      " 98560/138612 [====================>.........] - ETA: 9:56"
     ]
    },
    {
     "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\b\b\r",
      " 98592/138612 [====================>.........] - ETA: 9:56"
     ]
    },
    {
     "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\b\b\r",
      " 98624/138612 [====================>.........] - ETA: 9:56"
     ]
    },
    {
     "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\b\b\r",
      " 98656/138612 [====================>.........] - ETA: 9:55"
     ]
    },
    {
     "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\b\b\r",
      " 98688/138612 [====================>.........] - ETA: 9:55"
     ]
    },
    {
     "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\b\b\r",
      " 98720/138612 [====================>.........] - ETA: 9:54"
     ]
    },
    {
     "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\b\b\r",
      " 98752/138612 [====================>.........] - ETA: 9:54"
     ]
    },
    {
     "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\b\b\r",
      " 98784/138612 [====================>.........] - ETA: 9:53"
     ]
    },
    {
     "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\b\b\r",
      " 98816/138612 [====================>.........] - ETA: 9:53"
     ]
    },
    {
     "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\b\b\r",
      " 98848/138612 [====================>.........] - 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\b\b\r",
      " 98880/138612 [====================>.........] - 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\b\b\r",
      " 98912/138612 [====================>.........] - ETA: 9:51"
     ]
    },
    {
     "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\b\b\r",
      " 98944/138612 [====================>.........] - ETA: 9:51"
     ]
    },
    {
     "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\b\b\r",
      " 98976/138612 [====================>.........] - ETA: 9:50"
     ]
    },
    {
     "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\b\b\r",
      " 99008/138612 [====================>.........] - ETA: 9:50"
     ]
    },
    {
     "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\b\b\r",
      " 99040/138612 [====================>.........] - ETA: 9:49"
     ]
    },
    {
     "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\b\b\r",
      " 99072/138612 [====================>.........] - ETA: 9:49"
     ]
    },
    {
     "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\b\b\r",
      " 99104/138612 [====================>.........] - ETA: 9:48"
     ]
    },
    {
     "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\b\b\r",
      " 99136/138612 [====================>.........] - ETA: 9:48"
     ]
    },
    {
     "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\b\b\r",
      " 99168/138612 [====================>.........] - ETA: 9:47"
     ]
    },
    {
     "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\b\b\r",
      " 99200/138612 [====================>.........] - ETA: 9:47"
     ]
    },
    {
     "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\b\b\r",
      " 99232/138612 [====================>.........] - ETA: 9:46"
     ]
    },
    {
     "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\b\b\r",
      " 99264/138612 [====================>.........] - ETA: 9:46"
     ]
    },
    {
     "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\b\b\r",
      " 99296/138612 [====================>.........] - 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\b\b\r",
      " 99328/138612 [====================>.........] - 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\b\b\r",
      " 99360/138612 [====================>.........] - ETA: 9:44"
     ]
    },
    {
     "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\b\b\r",
      " 99392/138612 [====================>.........] - ETA: 9:44"
     ]
    },
    {
     "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\b\b\r",
      " 99424/138612 [====================>.........] - ETA: 9:43"
     ]
    },
    {
     "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\b\b\r",
      " 99456/138612 [====================>.........] - ETA: 9:43"
     ]
    },
    {
     "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\b\b\r",
      " 99488/138612 [====================>.........] - 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\b\b\r",
      " 99520/138612 [====================>.........] - 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\b\b\r",
      " 99552/138612 [====================>.........] - ETA: 9:41"
     ]
    },
    {
     "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\b\b\r",
      " 99584/138612 [====================>.........] - ETA: 9:41"
     ]
    },
    {
     "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\b\b\r",
      " 99616/138612 [====================>.........] - ETA: 9:41"
     ]
    },
    {
     "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\b\b\r",
      " 99648/138612 [====================>.........] - ETA: 9:40"
     ]
    },
    {
     "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\b\b\r",
      " 99680/138612 [====================>.........] - ETA: 9:40"
     ]
    },
    {
     "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\b\b\r",
      " 99712/138612 [====================>.........] - 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\b\b\r",
      " 99744/138612 [====================>.........] - ETA: 9:38"
     ]
    },
    {
     "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\b\b\r",
      " 99776/138612 [====================>.........] - ETA: 9:38"
     ]
    },
    {
     "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\b\b\r",
      " 99808/138612 [====================>.........] - ETA: 9:38"
     ]
    },
    {
     "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\b\b\r",
      " 99840/138612 [====================>.........] - ETA: 9:37"
     ]
    },
    {
     "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\b\b\r",
      " 99872/138612 [====================>.........] - ETA: 9:37"
     ]
    },
    {
     "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\b\b\r",
      " 99904/138612 [====================>.........] - ETA: 9:36"
     ]
    },
    {
     "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\b\b\r",
      " 99936/138612 [====================>.........] - ETA: 9:36"
     ]
    },
    {
     "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\b\b\r",
      " 99968/138612 [====================>.........] - 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\b\b\r",
      "100000/138612 [====================>.........] - 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\b\b\r",
      "100032/138612 [====================>.........] - ETA: 9:34"
     ]
    },
    {
     "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\b\b\r",
      "100064/138612 [====================>.........] - ETA: 9:34"
     ]
    },
    {
     "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\b\b\r",
      "100096/138612 [====================>.........] - ETA: 9:33"
     ]
    },
    {
     "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\b\b\r",
      "100128/138612 [====================>.........] - ETA: 9:33"
     ]
    },
    {
     "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\b\b\r",
      "100160/138612 [====================>.........] - ETA: 9:32"
     ]
    },
    {
     "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\b\b\r",
      "100192/138612 [====================>.........] - ETA: 9:32"
     ]
    },
    {
     "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\b\b\r",
      "100224/138612 [====================>.........] - ETA: 9:31"
     ]
    },
    {
     "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\b\b\r",
      "100256/138612 [====================>.........] - ETA: 9:31"
     ]
    },
    {
     "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\b\b\r",
      "100288/138612 [====================>.........] - ETA: 9:31"
     ]
    },
    {
     "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\b\b\r",
      "100320/138612 [====================>.........] - ETA: 9:30"
     ]
    },
    {
     "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\b\b\r",
      "100352/138612 [====================>.........] - ETA: 9:30"
     ]
    },
    {
     "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\b\b\r",
      "100384/138612 [====================>.........] - ETA: 9:29"
     ]
    },
    {
     "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\b\b\r",
      "100416/138612 [====================>.........] - ETA: 9:29"
     ]
    },
    {
     "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\b\b\r",
      "100448/138612 [====================>.........] - ETA: 9:28"
     ]
    },
    {
     "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\b\b\r",
      "100480/138612 [====================>.........] - ETA: 9:28"
     ]
    },
    {
     "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\b\b\r",
      "100512/138612 [====================>.........] - ETA: 9:27"
     ]
    },
    {
     "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\b\b\r",
      "100544/138612 [====================>.........] - ETA: 9:27"
     ]
    },
    {
     "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\b\b\r",
      "100576/138612 [====================>.........] - ETA: 9:26"
     ]
    },
    {
     "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\b\b\r",
      "100608/138612 [====================>.........] - ETA: 9:26"
     ]
    },
    {
     "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\b\b\r",
      "100640/138612 [====================>.........] - 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\b\b\r",
      "100672/138612 [====================>.........] - 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\b\b\r",
      "100704/138612 [====================>.........] - ETA: 9:24"
     ]
    },
    {
     "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\b\b\r",
      "100736/138612 [====================>.........] - ETA: 9:24"
     ]
    },
    {
     "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\b\b\r",
      "100768/138612 [====================>.........] - ETA: 9:23"
     ]
    },
    {
     "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\b\b\r",
      "100800/138612 [====================>.........] - ETA: 9:23"
     ]
    },
    {
     "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\b\b\r",
      "100832/138612 [====================>.........] - ETA: 9:22"
     ]
    },
    {
     "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\b\b\r",
      "100864/138612 [====================>.........] - ETA: 9:22"
     ]
    },
    {
     "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\b\b\r",
      "100896/138612 [====================>.........] - 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\b\b\r",
      "100928/138612 [====================>.........] - 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\b\b\r",
      "100960/138612 [====================>.........] - ETA: 9:20"
     ]
    },
    {
     "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\b\b\r",
      "100992/138612 [====================>.........] - ETA: 9:20"
     ]
    },
    {
     "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\b\b\r",
      "101024/138612 [====================>.........] - ETA: 9:20"
     ]
    },
    {
     "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\b\b\r",
      "101056/138612 [====================>.........] - ETA: 9:19"
     ]
    },
    {
     "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\b\b\r",
      "101088/138612 [====================>.........] - ETA: 9:19"
     ]
    },
    {
     "name": "stdout",
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      "102528/138612 [=====================>........] - ETA: 8:57"
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      "102560/138612 [=====================>........] - ETA: 8:57"
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      "102592/138612 [=====================>........] - ETA: 8:57"
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      "102624/138612 [=====================>........] - ETA: 8:56"
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      "102656/138612 [=====================>........] - ETA: 8:56"
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      "102688/138612 [=====================>........] - ETA: 8:55"
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      "102720/138612 [=====================>........] - ETA: 8:55"
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      "102752/138612 [=====================>........] - ETA: 8:54"
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      "102784/138612 [=====================>........] - ETA: 8:54"
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      "102816/138612 [=====================>........] - ETA: 8:53"
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      "102848/138612 [=====================>........] - ETA: 8:53"
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      "102880/138612 [=====================>........] - ETA: 8:52"
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      "102912/138612 [=====================>........] - ETA: 8:52"
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      "102944/138612 [=====================>........] - ETA: 8:51"
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      "102976/138612 [=====================>........] - ETA: 8:51"
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      "103008/138612 [=====================>........] - ETA: 8:51"
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      "103040/138612 [=====================>........] - ETA: 8:50"
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      "103072/138612 [=====================>........] - ETA: 8:50"
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      "103136/138612 [=====================>........] - ETA: 8:49"
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      "103168/138612 [=====================>........] - ETA: 8:48"
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      "103200/138612 [=====================>........] - ETA: 8:48"
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      "103232/138612 [=====================>........] - ETA: 8:47"
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      "103264/138612 [=====================>........] - ETA: 8:47"
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      "103296/138612 [=====================>........] - ETA: 8:46"
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      "103328/138612 [=====================>........] - ETA: 8:46"
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      "103360/138612 [=====================>........] - ETA: 8:45"
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      "103392/138612 [=====================>........] - ETA: 8:45"
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      "103424/138612 [=====================>........] - ETA: 8:44"
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      "103456/138612 [=====================>........] - ETA: 8:44"
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      "103488/138612 [=====================>........] - ETA: 8:43"
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      "103520/138612 [=====================>........] - ETA: 8:43"
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      "103552/138612 [=====================>........] - ETA: 8:42"
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      "103584/138612 [=====================>........] - ETA: 8:42"
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      "103616/138612 [=====================>........] - ETA: 8:41"
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      "103648/138612 [=====================>........] - ETA: 8:41"
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      "103680/138612 [=====================>........] - ETA: 8:40"
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      "103712/138612 [=====================>........] - ETA: 8:40"
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      "103744/138612 [=====================>........] - ETA: 8:39"
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      "103776/138612 [=====================>........] - ETA: 8:39"
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      "103808/138612 [=====================>........] - ETA: 8:39"
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      "103840/138612 [=====================>........] - ETA: 8:38"
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      "103872/138612 [=====================>........] - ETA: 8:38"
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      "104928/138612 [=====================>........] - ETA: 8:22"
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      "105056/138612 [=====================>........] - ETA: 8:20"
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      "105088/138612 [=====================>........] - ETA: 8:19"
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      "105216/138612 [=====================>........] - ETA: 8:18"
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      "105568/138612 [=====================>........] - ETA: 8:12"
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      "105600/138612 [=====================>........] - ETA: 8:12"
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      "105760/138612 [=====================>........] - ETA: 8:09"
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      "105824/138612 [=====================>........] - ETA: 8:09"
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      "105856/138612 [=====================>........] - ETA: 8:08"
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      "105888/138612 [=====================>........] - ETA: 8:08"
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      "105920/138612 [=====================>........] - ETA: 8:07"
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      "105984/138612 [=====================>........] - ETA: 8:06"
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      "106016/138612 [=====================>........] - ETA: 8:06"
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      "106048/138612 [=====================>........] - ETA: 8:05"
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      "106080/138612 [=====================>........] - ETA: 8:05"
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      "106112/138612 [=====================>........] - ETA: 8:04"
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      "113792/138612 [=======================>......] - ETA: 6:10"
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      "116608/138612 [========================>.....] - ETA: 5:28"
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      "117088/138612 [========================>.....] - ETA: 5:21"
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      "117216/138612 [========================>.....] - ETA: 5:19"
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      "117248/138612 [========================>.....] - ETA: 5:18"
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      "117280/138612 [========================>.....] - ETA: 5:18"
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      "117312/138612 [========================>.....] - ETA: 5:17"
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      "117344/138612 [========================>.....] - ETA: 5:17"
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      "117376/138612 [========================>.....] - ETA: 5:16"
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      "117440/138612 [========================>.....] - ETA: 5:15"
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      "117504/138612 [========================>.....] - ETA: 5:14"
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      "117536/138612 [========================>.....] - ETA: 5:14"
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      "117568/138612 [========================>.....] - ETA: 5:13"
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      "117600/138612 [========================>.....] - ETA: 5:13"
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      "117632/138612 [========================>.....] - ETA: 5:12"
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      "117664/138612 [========================>.....] - ETA: 5:12"
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      "117696/138612 [========================>.....] - ETA: 5:11"
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      "117728/138612 [========================>.....] - ETA: 5:11"
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      "117824/138612 [========================>.....] - ETA: 5:09"
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      "117920/138612 [========================>.....] - ETA: 5:08"
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      "118016/138612 [========================>.....] - ETA: 5:07"
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      "118048/138612 [========================>.....] - ETA: 5:06"
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      "118080/138612 [========================>.....] - ETA: 5:06"
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      "118112/138612 [========================>.....] - ETA: 5:05"
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      "118560/138612 [========================>.....] - ETA: 4:59"
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      "118592/138612 [========================>.....] - ETA: 4:58"
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      "118624/138612 [========================>.....] - ETA: 4:58"
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      "118688/138612 [========================>.....] - ETA: 4:57"
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      "118720/138612 [========================>.....] - ETA: 4:56"
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      "118848/138612 [========================>.....] - ETA: 4:54"
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      "118880/138612 [========================>.....] - ETA: 4:54"
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      "118912/138612 [========================>.....] - ETA: 4:53"
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      "118944/138612 [========================>.....] - ETA: 4:53"
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      "118976/138612 [========================>.....] - ETA: 4:52"
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      "119008/138612 [========================>.....] - ETA: 4:52"
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      "119168/138612 [========================>.....] - ETA: 4:49"
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      "119232/138612 [========================>.....] - ETA: 4:49"
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      "119296/138612 [========================>.....] - ETA: 4:48"
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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\b\r",
      "133504/138612 [===========================>..] - ETA: 1:16"
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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\b\r",
      "133536/138612 [===========================>..] - ETA: 1:15"
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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\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\b\r",
      "133600/138612 [===========================>..] - ETA: 1:14"
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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\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\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\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\b\r",
      "133728/138612 [===========================>..] - ETA: 1:12"
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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\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\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\b\r",
      "133824/138612 [===========================>..] - ETA: 1:11"
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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\b\r",
      "133856/138612 [===========================>..] - ETA: 1:11"
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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\b\r",
      "133888/138612 [===========================>..] - ETA: 1:10"
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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\b\r",
      "133920/138612 [===========================>..] - ETA: 1:10"
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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\b\r",
      "133952/138612 [===========================>..] - ETA: 1:09"
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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\b\r",
      "133984/138612 [===========================>..] - ETA: 1:09"
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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\b\r",
      "134016/138612 [============================>.] - ETA: 1:08"
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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\b\r",
      "134048/138612 [============================>.] - ETA: 1:08"
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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\b\r",
      "134080/138612 [============================>.] - ETA: 1:07"
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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\b\r",
      "134112/138612 [============================>.] - ETA: 1:07"
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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\b\r",
      "134144/138612 [============================>.] - ETA: 1:06"
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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\b\r",
      "134176/138612 [============================>.] - ETA: 1:06"
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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\b\r",
      "134208/138612 [============================>.] - ETA: 1:05"
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      "134240/138612 [============================>.] - ETA: 1:05"
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      "134272/138612 [============================>.] - ETA: 1:04"
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      "134304/138612 [============================>.] - ETA: 1:04"
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      "134336/138612 [============================>.] - ETA: 1:03"
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      "134368/138612 [============================>.] - ETA: 1:03"
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      "134400/138612 [============================>.] - ETA: 1:02"
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      "134432/138612 [============================>.] - ETA: 1:02"
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      "134464/138612 [============================>.] - ETA: 1:01"
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      "134496/138612 [============================>.] - ETA: 1:01"
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      "134528/138612 [============================>.] - ETA: 1:00"
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      "134560/138612 [============================>.] - ETA: 1:00"
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      "134592/138612 [============================>.] - ETA: 1:00"
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      "134624/138612 [============================>.] - ETA: 59s "
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      "134656/138612 [============================>.] - ETA: 59s"
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      "134688/138612 [============================>.] - ETA: 58s"
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      "134720/138612 [============================>.] - ETA: 58s"
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      "134752/138612 [============================>.] - ETA: 57s"
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      "134784/138612 [============================>.] - ETA: 57s"
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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",
      "134816/138612 [============================>.] - ETA: 56s"
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      "134848/138612 [============================>.] - ETA: 56s"
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      "134912/138612 [============================>.] - ETA: 55s"
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      "134944/138612 [============================>.] - ETA: 54s"
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      "134976/138612 [============================>.] - ETA: 54s"
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      "135008/138612 [============================>.] - ETA: 53s"
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      "135040/138612 [============================>.] - ETA: 53s"
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      "135072/138612 [============================>.] - ETA: 52s"
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      "135104/138612 [============================>.] - ETA: 52s"
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      "135136/138612 [============================>.] - ETA: 51s"
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      "135168/138612 [============================>.] - ETA: 51s"
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      "135200/138612 [============================>.] - ETA: 50s"
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      "135232/138612 [============================>.] - ETA: 50s"
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      "135264/138612 [============================>.] - ETA: 49s"
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      "135296/138612 [============================>.] - ETA: 49s"
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      "135328/138612 [============================>.] - ETA: 49s"
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      "135360/138612 [============================>.] - ETA: 48s"
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      "135392/138612 [============================>.] - ETA: 48s"
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      "135424/138612 [============================>.] - ETA: 47s"
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      "135456/138612 [============================>.] - ETA: 47s"
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      "135488/138612 [============================>.] - ETA: 46s"
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      "135520/138612 [============================>.] - ETA: 46s"
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      "135552/138612 [============================>.] - ETA: 45s"
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      "135584/138612 [============================>.] - ETA: 45s"
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      "135616/138612 [============================>.] - ETA: 44s"
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      "135648/138612 [============================>.] - ETA: 44s"
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      "135680/138612 [============================>.] - ETA: 43s"
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      "135712/138612 [============================>.] - ETA: 43s"
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      "135744/138612 [============================>.] - ETA: 42s"
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      "135776/138612 [============================>.] - ETA: 42s"
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      "135808/138612 [============================>.] - ETA: 41s"
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      "135840/138612 [============================>.] - ETA: 41s"
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      "135872/138612 [============================>.] - ETA: 40s"
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      "135904/138612 [============================>.] - ETA: 40s"
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      "135936/138612 [============================>.] - ETA: 39s"
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      "135968/138612 [============================>.] - ETA: 39s"
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      "136000/138612 [============================>.] - ETA: 38s"
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      "136032/138612 [============================>.] - ETA: 38s"
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      "136064/138612 [============================>.] - ETA: 38s"
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      "136096/138612 [============================>.] - ETA: 37s"
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      "136128/138612 [============================>.] - ETA: 37s"
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      "136160/138612 [============================>.] - ETA: 36s"
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      "136192/138612 [============================>.] - ETA: 36s"
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      "136224/138612 [============================>.] - ETA: 35s"
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      "136256/138612 [============================>.] - ETA: 35s"
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      "136288/138612 [============================>.] - ETA: 34s"
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      "136320/138612 [============================>.] - ETA: 34s"
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      "136352/138612 [============================>.] - ETA: 33s"
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      "136384/138612 [============================>.] - ETA: 33s"
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      "136416/138612 [============================>.] - ETA: 32s"
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      "136448/138612 [============================>.] - ETA: 32s"
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      "136480/138612 [============================>.] - ETA: 31s"
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      "136512/138612 [============================>.] - ETA: 31s"
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      "136608/138612 [============================>.] - ETA: 29s"
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      "136672/138612 [============================>.] - ETA: 28s"
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      "136704/138612 [============================>.] - ETA: 28s"
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      "136736/138612 [============================>.] - ETA: 28s"
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      "136768/138612 [============================>.] - ETA: 27s"
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      "136800/138612 [============================>.] - ETA: 27s"
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      "136832/138612 [============================>.] - ETA: 26s"
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      "136864/138612 [============================>.] - ETA: 26s"
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      "136896/138612 [============================>.] - ETA: 25s"
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      "136928/138612 [============================>.] - ETA: 25s"
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      "136960/138612 [============================>.] - ETA: 24s"
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      "136992/138612 [============================>.] - ETA: 24s"
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      "137024/138612 [============================>.] - ETA: 23s"
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      "137056/138612 [============================>.] - ETA: 23s"
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      "137088/138612 [============================>.] - ETA: 22s"
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      "137120/138612 [============================>.] - ETA: 22s"
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      "137152/138612 [============================>.] - ETA: 21s"
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      "137184/138612 [============================>.] - ETA: 21s"
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      "137216/138612 [============================>.] - ETA: 20s"
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      "137248/138612 [============================>.] - ETA: 20s"
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      "137280/138612 [============================>.] - ETA: 19s"
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      "137312/138612 [============================>.] - ETA: 19s"
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      "137344/138612 [============================>.] - ETA: 18s"
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      "137376/138612 [============================>.] - ETA: 18s"
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      "137408/138612 [============================>.] - ETA: 17s"
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      "137440/138612 [============================>.] - ETA: 17s"
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      "137472/138612 [============================>.] - ETA: 17s"
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      "137504/138612 [============================>.] - ETA: 16s"
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      "137536/138612 [============================>.] - ETA: 16s"
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      "137568/138612 [============================>.] - ETA: 15s"
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      "137600/138612 [============================>.] - ETA: 15s"
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      "137632/138612 [============================>.] - ETA: 14s"
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      "137664/138612 [============================>.] - ETA: 14s"
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      "137696/138612 [============================>.] - ETA: 13s"
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      "137728/138612 [============================>.] - ETA: 13s"
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      "138592/138612 [============================>.] - ETA: 0s"
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      "138612/138612 [==============================] - 2070s 15ms/step\n"
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   ],
   "source": [
    "y_pred = model.predict(valid['inputs'], verbose=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "papermill": {
     "duration": 1.720719,
     "end_time": "2019-05-29T17:02:02.834244",
     "exception": false,
     "start_time": "2019-05-29T17:02:01.113525",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "papermill": {
     "duration": 64.624447,
     "end_time": "2019-05-29T17:03:09.725634",
     "exception": false,
     "start_time": "2019-05-29T17:02:05.101187",
     "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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qhusFSHlM7AUQArYbTdddyKqQNVUUAWEYYPtR+R7aN71qBD9ptE1IuELYdXCODz/4Ai/OVEkpoKsK3z5c4bc+/zzPTpQveHlypkbGUEGCH0ZK7AcS25M0bI+Dcw2eHF+karnnvO/RUoNq26OQ0bC8EBTQ1WPLBSABvysI0QtAE5GlH4TgBiFSSkqNcz/+5Uoi+AkJVwif3TNBy/EoZkx6cml6Myb5tMpc0+ahfdMXvDzbBvNsH+4hlCHVpke9ZTNXa1Nu2qztNbl6bQ9BAHvHy+cs+k3bxw8lhqbQk9JQFSKVj5HxpNY1T1ejD0AQRqJvqApCCAbzq6fxOHHpJCRcYlQtl9FSg2cnquw6WGL/XIVqI0TXYKQvw43rehkpZunPGdy1bZDNAzkASg2HwA8wzGMCpitgu+GSFTu20GT3aInFpnvS9t3LTF1lpJAGKajZDr2mwZqCeU4drgoZg7dct5Z8SluK0lFVlTuvKnDH1kF6uso5Wmqckz8/Z2poisD1Q+7Y1sdcvU256aMCAZHgq4BpQNOBniUffoAATB1MLaqB3Hf9yLKPe7mTCH5CwiVE1XLZO15mturw4N5pxisNFi2JDjgBHJqxmFy0eMdNI+RTOvfvneT7bl7P5oEcg/kUk2UVNwgx1ajy7oWgawp5Q+Whp6d44NkpFEWhL61RaXocLbX4wTs2U2+7fPKb46QUhbQuONIK2DdRZWMxzUBPmjnXJq1r7LXKx6VFHlto8pEHn+PrBxdxAyhk4L33bOen37ATiET/vhvXcd+N6wB49KU5ihkDRTnmXDB1hco5WvjbBvNMl9tMVW029GV5yzVr+PKBWcoNnzAEwjhKpzfNuy6xKJ2q5fLMRIV/+OY43z5cwg1hIKfzE3dv4z+9dtuKHjsR/ISES4jRUoNsSmfP+BS279OyJaYKKV3B9kLCEDQFdh8u8+otUXbZ3aMlNg/keNetGzgw22Ch2SbrqkhFYDmSDcU0m/qzfHO0RBhK0rpCw/EZMDXmGy5//rWDLDQddFVhsD/LfNPBCUJ8XzJZa7N9bS+267NoOWzqyy5Z42MLTX7ln59m91gNiPzDCxb84ZcOASyJfjc5U8P2QjKpY4J/PonYChmDe3YO8fREhUNzDUb6s/zWO27ixg3FSzq+v2q5fONgic89OcGuQ4tRW4uAesvjD/59P8CKin4i+AkJlxBN26eYMahYHojIQk9rIGX0C2Xkrmg6UYRLzlSZqdkA3L1jmF99G8eidGTIbVv7uHfHMAN5kwefmcINwii/vaHR8gKaLYfZpkdfRmdDMc3RSptKy0UISb3tMpg3ATA0hccPlfjEN0aZb9gM5U3WFUyejMU+EytJGIIdwse/ceiUgr9tMM/e8agB2Yw/Yi0nGkzlXClkDO7dOcy9O4fPeduLxWipQaXlsPfoImkNcpkUoZTIUOJ7Hp/YfSQR/ISE1ULHAi5mdOZqbXQlamhMCRACFBE1RuZS0avbtAP6c8cs2rt3DHP3juMF8DNPjPPw8zPMNGwMIVBVn6myRcsJGO410FWVTEplsmajCQUvlBRMFT+ElhPQcnyenyzzlf3zSBliKNC0PXaNWjhEvnI1DrsUQiJCqFqnPr9CxmDLYI6HX5zh+akGi00HkDzwzBTXrOvhTa9au9SmAJHL6PNPT/LMRA1kyI0b+3j7TeuOW+dyomn7BGGI7UM2Vt9OCKmmQM3yVvT4ieAnJFxgztRw2rGAb900wFjJImsKFi1JEISERG4TP4S7tvZRbblU2i7fd/X6pX13/MMH56LRqNb0pnlyvEyj7bM2l2asbCFlsFRjKLdcejMGVctjtmaT0RWGek3qjkRTFdb0pjhUavDowRIyCMmkDXpMHUWBquXRJmokXSIOg9RPE/9XtVz2TVSpWwFShjTaHoqUGAq8OF2nVHe474YRJspt/vxrB3lutgVEQrVzTRr3SJnFpsN77t56WYp+ztRQFQVTi2pvKY5FFPkh9Gb1FT1+EpaZkHABGVtocv/eSVxPsrbXxPUk9++dZGyhCUQW8M2b+rhqJMfbbh7hxg19jBQUdBVyKdi+NsN9N6xlsDeDoYulBls45h9+YapKRo8iUL45ukjD8mh7Ppm0RjalgqrQ9kHTQFHADXzG5lssWAFHax77jjYI/YB7rxpk55oeQj+k7QQYKvSmdXRNQVUUCplj8tFyJbYrafmRgL1u56kjbjrx817gU2559GYM+nvShEIBIWjZPn/12BH+4pEDS2IP4AMvzLapWg4LdYfdo5fncKjbBvMUsylu3thP24d608GyXGzHw5Hwnru2rOjxEws/IeECsnu0RDFtUMhGbphCVl2a3xHuQsbglk393LKpn/fcvW0pTLNp++RM7bShkR3/cDFrEoSS+brDxGKLcstB0RWCIMTUFbJmipbuoygCx3apNEJcyVJIYwhU7IAtg3l60hrNtoftSmoh2KHFQD5FNqWDUOk3QwSwYMduCeCm9Tk+dN91pzz/Tvy8H4IbBPSYGooiCNyQIJDUXI+pSpvDJQtBVKZOKL0HjM61WNObZrF5eXaWKmQM7tkxSI+poarKsSidbBKlk5BwRbHr4Bx/9tUDVFs+QoGBnMFNG/tYVzAJTzMsRSdMM5vSKWYMbC9k7/jxoZGdD8JDz07zzFgZT4IXSNb0pGi7Lpqi4HkBhq7iKyH5lE4+peN4IVNtF0+CoUDKUNCEQigD6i2bf3xijNCXHKk0CcLoY1BzJHXHZiBjE0qFO7cPcfOmImMLTWZrNqqisHkgQ73t8uhLc0uupe3DeW7aUFyKn9cUMFQV1wdDlaiKgqoK2o5EUQSuH4lT57J0/ndCMBTluHaLy41CxuD1O4d5/UVobE4EPyHhArDr4Bwffuh5ypaPkNB24UjZ5Wh5lp4UFLMpNvbnTsog2QnTzMSNtJ1wxtFSg22DeR47WOIzT4yzf7bGfCsEwABSemQNdzD0aJ4mFCqWw51bhzB1haOVJgqQTwnyaYNASqotn4oLi+P1U56LBEoWbCyA5fkcLVvomspNG/o4MN/ggaen+IfHx+nPG7xhxwA71hbYP92gYXlcv6FAIa1Tamj0ZXXGFywUKSnmdJAS01DYnMmwf6aOFzcO+DKqPUBk7Q/0pLhr2+AreHdWD4ngJyRcAD67Z4KW7dOf0Sk1PRQiizkA6g4M9wgeeGYKQslbbhhZEv2m7VOqOzz4zBQvzTXwfI+BvMmmYpa1xQzfGl1gtNSm28HhAu4JwR6uB20PelIhO9b0kNIUMrpCMZPCth2qbUnDicI77ZBlkdFTeAE8f7TCuv4cTx1ZYP+0hR0vb5RdPvWtad55K9y4oUi17bHYcrhn5xD5jI6mguuHzNcdmm7Iuj6VN1+7lsmKzYGZOi/MWEvXqcPd24uXbYPtpUAi+AkJXSzXX36ulBoOMozcFboq8IJjPpysAVlTxwtCRkvN49IMzNRs/uGbR5itWCBBUeHoos1cxWbDYPsksT8dClE8vxfCYtPlh+8YoNSwuXdHP5/61jQe0bJzOqdWG0+GuF7IvOUwW/FOKosDfHrPNJNlC9PQqVgO2wbz3LtzmJs2FJfcVd0x+Xds7Sef0vjE10d5YaaBAgzkNN73+u0r7uO+0lnpQcwLwMeB64hqgj8upXx8JY+ZkHC+VC2Xf3lqgqfGyzTbHrm0zqs39fHOV2942aIfpT1oRR2fFIGmHPNTpHSFxaZLEAR4fkhvxlj60Lw4VaXadFAVDRRwvACFEF/CxIKFx7HG1jMRAigQBlBq2PzznqMMZFJMLLbIpcBxzv2cyhb0pOIetvWTxb6bQwsNrl9XZK7u8I2X5rln59Bx7qrdh+b5wrNTLLY8ChmdO7cUUTSFgV6DXErnvhvW8vabN5x7IROOY6Ut/D8Cviil/AEhhAFkVvh4CQnnzZeem+Erz89SzKQY7jVp2SFfeX6WrKHxH1+z6bz22YmLz+kqthPQ9EJUCW4YWUBpBVQBbTegmNMxdZXZWotvHCxxz45BFloetuvTDqJOV14IQRAJvCAS27MJ/lLwZBjFxwchTJYtxhebTFZ9BNCJ/j6Xbj8SWGw4tP2zb+cFAkUItg5mqba9pVpUMWOw+9A8f7d7nHxKZSirMVlp8bHHWgxnVdYVUjTdgE99cxzLCfjJ12+/pFMnXOqsmOALIXqA1wE/BiCldGFZtc+EhJfNsxNl/vqxw3x7rIzt+PTnTL7jmmHeet1avFCe0mXz6P45CmmDQhwBUsiBlJJH98+dk+B33EKj8032jJdxnIDhXpM3XTPMIwfnWKiH6ETpetMasVWvkdZU1vdl2DrYy2S5xWf3tJkst2h6gIBARha6EKDKSOQNAe5pInw6dDw1fhh9MLKpKIpnse4jiYT7HL05S9SXOYbJQstn72SVTf1p1vRml66/7YV84dkp8imVQj5F4Ic0negj1nQCTDOFaYLSdHjkwDxvvGb4ZY2StdpZSQt/K1ACPiGEuBF4Evg5KWWreyUhxPuA9wFs3LhxBYuTsFp4dqLM731xP4fnm7iBj4JkrtbmoWcmeW6ixvfftoGtA7mTQhybrs9A5viejikNFqxjqnamXrKd5Q8/P0vT8TkwW8P2JaauImWUN+Un7tmBH0pUBaYXLR45WKJle6Q0lZFCBtf12XVwnnrLZbBgMlJIM15uUbPlUmiiAHICinkdNwyptIKo1nCW69JpjPUdqDreeYv8+ZBRoW17fH7vDG++doitg5Hof3HfNM9PRZKgzFvoGrSDSJjcrmpL3lCYazgva5SshJUVfA14NfB+KeW3hBB/BPwy8OvdK0kpPwZ8DODWW289i62SkHB2Hto3TbnpgAjJGga6ruB6IU3bYdFyODRXZ/tQz3Ehjrds6mdLf5bJsoOuB2iqwA8ktbZkS38WONZLtpg2WNtr0rQDPv2tMa5fX8RyfZ4cL/PcZJW0odKfNfADQbllE0o4Wm7RnzeptGzyKQPTUBguZvkPt6WpNF3KlsuhUpN1PRnCMECogoOzDW7fUuS2zQPsGSsR50jDBNYNmrRcn2o9wCF62Uwi10paicIwnRBap/C1nM3ffyZ0Tu++ScXDTJ3YHGCqkDYUdE3B9QKePlrhts0D1B2PAzONaGSq+BxkENU2XMDsygPQcEPyaeOcs2omHM9KXr1JYFJK+a14+p+JBD8hYUUpNVz8METKKHUAgK6KyKXhBlS7LPbuXOzff+sG/vSrh6i3PXQlcn9oWjQfTu4lq2uSRjvg0Zfm8L2A8aqN40vyhsJoqU1Kg0orGkykkDHwvIBvHW7xmi0FUkaKlKpguRJDVTm62CbwJS/N1Wg5AYW0jqEpTFZstg7nGVswkdjoQqAokmrLpemES+Ltxz+AVgiee3ZXz/lwJl+9lLChPwUIhnpNnhmrkkuBrusIFKQI0QwF14fh3jSPPDGHokA+BZX4K6F0lVkBbDsK2Ww5AXds6+efvj3OH3/5AJoquWpNL5v78zRsF8v1sd2ARcvB8yGfUnnN1gFeu2Mw8fl3sWKCL6WcFUJMCCF2SilfAr4DeGGljpeQ0GEwb6ApCkJE6XpVNfJZawrohkohc+yx787FfsOGPv7LG7fz0L5pSg2XtXmD+64fWRogY7HpsrbXXNq2VLfpzWg8OdZgbW+arKEhkARIcqbGbKWJrqk4fkDT8Vlo2DRdn/0zddJ6HyO90Jc1cEwVKSSlpoWmagzmUpiGymLTZarmoACOH6ICri9peyAJSanHrHVTjcZs7Yz25KyA2Cuc2dfvAjNVh3uvHuLVm4rULRchBD2x4DpOSMv16M1EYZhzDYeWG2AaGgOKT7Ud1Q50YMewScXyWLB8cimdN1zdz3TNRiDIp1RmqjYPvzDLSG+N/myKQIbM1l0sJ2A4p5M1snx1/ywNxz+pM9tqZqXrR+8H/iGO0DkMvGeFj5eQwH3Xj/D8VJ2q5dFyXYQjcQPozWj0Z1LROKthyHzD5rnpGgqwd7zCjuE8N24o8qHvPnUemP6cQdMOlvLftL2QIIwlUEQDiyBVKnZA0VQZ80PSKQ3fF4RS0nB8+rM6QgFNUThUarJjKPL/m7rCSDHHQC5Fj6kz33DIp0LmWy3mmmBqCkNDPczW2viWR8sDQ7KUbyYMXp6kJFHEAAAgAElEQVSr5kxoRLWH5fj8rQB2HZxn32QFPwioOyFF0yZjqtRaAVJINhbTPD5aisosQ4IgRAqVobyCpoGuKNyxdYjta3L88O1RMrHf+cJzmC2VnKlTtVz6elJ4NclEucVgLs2i5WK7AX15Aykkngzpz5ocmqszOpxLGnpjVlTwpZRPA7eu5DESEk7khg19/NJbrj4uSme49/gonYlym0NzdUIJQ70pkIIXpqrUbZ97TuMGuGvbIH+9a5SFIw5tx2e61iaUklzKYKZm05dNEaJQNBVCJGldpd526TFT+DKkJ62jKCqqUKnYLrPVNs+MV9k8mEaGEsvxKUuYrbaxfR/blWhCo+2GBKFPZdHD8wOC2K9ihZHg6yJKP7BSnEszqQDqLjRdDyOOLJr0ApRGwGBWcN91I6zry/HibA0/CKnbPooQWHYAWkDbg/V9WXRNHJc+odRw0ZUoZ7wXSAxdIIg/ukLi+AG+DEip4PhRTSjTozBf95KG3i6SFpCEK4qxhSYPvzjDC1MNHD/k7Teu4/atA9x0wtB3T7JIuZVCVwWmEb0GiiKotJwzDqgtELQcn7Fyi5btgRSkDY2Fqk3ZshnOpnACmG85yDDECcDxfSwnwA0it0uPAftnGuTS0HLguenGSaLab4JhKJiaxlTZPmUETiekciXcN+dLpyghYHdy49NpS1GoOgGpho3tBuyfq1HvOrFWAGtzChsKaX7o9s3HRT8N5g0mFtv4YdQeE4ZR1FJaV1ClIKWptEV0vTUFDE1gOSEZQ00aertIrkTCFcPYQpNPf2uMhaZN2w0QQvDSVIPAFzQsj3t2Dh2Xo8YPZZQfPsbQFdre6S3C3aMlhntMKpbLSBjSaus4fkjDCRkpZJir25RaDsP5DGlDMJDJMV9vM1f3cYiSmqV1WHTjAS9ap7eeF20w7BD3Cui64gGEMNcKuP/pWQom+B40T/BBKYDtS7YO5U7KlXPf9SP82SOHWGw6pDXBTNWh7fls6MsSypBCOorpLzdchnM6ulBYbNnctmWAbYP5C3WqlzyJ4CdcMeweLeH5EoRCT1pD1xRamsd8s021nV6y3KuWy1TV4nCpTtYw2NCXIWtquF6IqiintQgXmy6O5xOG0HZCTEMjnYKG47NpMEt/1qA/b5JP6xye12m0XYSqous+ahCNR9sJk1Q4u6tEnGX55UrVPvX8EHA8ydMTtZOW3bChj5+9dzv/78mjjC20KeQ0XrOm/7gonXWFY1E6ipC88eo1SZTOCSSCn3DFsNh0EQrRQB+x5W7qCmXLw49713byyw/n0yzmXWaqNvtn6wzkdRbqHjlTY2N/lrGFJoutqKNPZwi6xabDeKmJF0pKTQdVAQUFQxPM1xzaro/l+FheQNNxGZu3sU7jbllOA+t5pLe5LInD95FELi/HP3Xz8A0b+pYiphLOj2SIw4Qrhv6cgQxBVRX8OBul7YWkdRVNEeRMbSlh13Bvmlu29LFzJI/t+TwzUWNdv8lrdwwQBnD/3kkqLRdVEeyfbvDCVJWtAxkWWg6llosMQlptj4btoikwUbYIpcSXkpm6xf6504t9wvF012RSKowUzNOum/DySAQ/4Yrhrm2D6JoAGVJvO5SbNrWWx1AuTSGts20wT9P2MeMRtnvMaCjB27b0cfuWfu7ePkwhk2LRciimDSqWy0zNppDRKGZN5hou9+wcQgV0TSFn6vSkdZp2yNqCia6o+BJabf+Cpi243Om+VoWcwbtuTbJirhSJSyfhimHzQI4fun3zUpRO2/fZuS7P7Vv7l6J0Ogm7OmkVAKrNKCVvB8sNyJkqLTfKSZlPqSAENcvj1Zv7aLZ9Ki2XvlyKlusxV3O4cX0vL0zXUVWV03gkEk4gTeS26lwuBfCCgD/5yiEeO1ji2nVF8qb2io5LsNpJBD/himLzQI733rPjtMu3DebZO14GWBp0Q1EE/fkUAI22y3ytTdXyKGR1hvImrh8Cgt6MTqXlUrd9Fi2XqWobN4gaet0gJJ3SqbYcsimVejw+33Jy1V9JdMahPds5ZzS4Y0sfLcdntuHQaDu4HthOwP7pKvtnq6TVSbYO5dkylOfakR7een00EljVctl1sMSesUXqbZe8qXHtuiJDPeaSeyj5SJyaRPATLitOHJGqP5taalxdzkteyBjcvKmP0VKDiuWSMzXedO0ajpSaHJqr8/R4mYYbUm269GU16m0HL4S0prBlIMPjh8tUWy4TCy1SKRUVSTZr8rWXSlw1nGP/TJV6VxTKahJ7iMNNz7BcI0oLTQiBlKzrSzPfctEUFSUVRVhVWpFLTBgBtbZHqe7yWHMB2/UJkHzr0CKllsvGgokXQq3tUGrMsa6YoS+jc8OGAkHASYO9J4CQ8tJpWbr11lvlnj17LnYxEi5ROhE2nSHx5hs2+6Zq3LiuyEDeWBoi73Qv+ZmGLxxbaPLXjx0m9CTFvEFKE5QtD0MI2r7PYI9Jqe5SyGo8cbiM7Yb4QUi17eH5IUIJaMcpHMIwCsG8/CPoX3nSanRtZAj5tBLl+fdD3BDypkooBeWWTwAUTUFf1uTWzUUOlxqMV1r0GAYNxyVnGmhCsG24B10oHF6ok0/p3LCxwNpCmls29WM5PqrKFZ9WQQjxpJRyWRkNEgs/4bKhe0g8gIrlUkwbLFoOQ70mmZRC3Xb5wr4p1hUyx4l698eimDGYb9h8Zuwo6wtp1hRMmrbPul6TwZ40iogcA2nDYaJsUciYDOZMji60UVRB4EeRJIcXWgghCYWk2ZRYMupclTKi8MJVZ94vg3Z8TQQgZYhtsxTNZDUDsvqx3rqaAooiabsBB2caCAUyeZ1a26XZ9lAUlfGFBv25FH4g8WWIisKBmTpXDefJGtpSJtSEiETwEy4bOkPidTi+cTXyv48vtAgCSXHEOG6Ak+6PRcN2eWDvJLsOztOwwUzBSE80IpWmqtRtD9sLWWzYuF4IQrBWCtb0mtRsn7bn8dKcQ9WyqVrHuzDc+J9EZs6MJHLt1E9wMHQ6pmlESdSGciZj5RaehKGsTtrQSBsqgQTX91hoBgzl0hiaQkbXUBToSRtMViw29eWWOtE9O1FeyoI6eEIW1NVEEpaZcMlStVyeHF/k0ZfmeHJ8EYji6jtkDJWmHZAxok5Wk5U2qqJQzKdQFIVMSiOb0pfcOJ1wzPufPMq/Pz9Py4vGeCWEgyWbB5+Z5amjFdpuQFpXqFoeE1WL/pyOaagM96bRFclg3mRqwWbBOrW/OhH7s6MB1RZkDchqUeN2N30Z6M+ZZHRBre2RTSn0ZU1ypkbONAhCiedKPC+g4bhkdI1iTqfu+KztTVFuOrQcj22DeZ6dKPPxXYexPcn6gontST6+6zDPTpQvxqlfVBILP+GS5EQXjO2F1C2PuuIzjImpKxQzBpOVGhv7soRhSLnloCkK64rppf10BjjpDsd89EAJIcDUQNM0UrqK0naYqjpctcYnpSrM1R0s10dXFMZLTfoyKbIpjbWFDNOVduKteZkERB/LrAKGpmFocappCaahcPeOYaqWSy5jcO0alTCUlCwPPwwZyhu4XoDj+wznTPpyJq9a20NfzkDKyCjIp/Wltpw/f2SaYibFQByJNaBHsvfQvulVZ+Ungp9w0ThTI+qJ/vpMSmG4N43lRQ1xFculmDX4vpvXs9hyqFgu+bTGcD5Nj3nM7dMZ4KQ7HNN2A5BR46GuRla/oQjqSBACRRHU2i7DvWkmyk0OzDap2R4jfVnWZFNompZUjV8mHU9OzYa07pM3DTIpgQwFawsmP/baLUuN8P05g4eenUartKm3XRptn2xa5x23rONtN6znSKm51JB/qob7UsNl/Qm9d3tNlcnTJfW5gkkEP+GicCoL/rgBxU/w10Nkrbe9k6MuOpkVO/u0HP+UL/+SL9/UmK/7qBIs16PtyKUUw98+vEC57vKq9b1kDZW5mk2t3SbwU1TrDtILeGp8gdUnFStDANgepBWXmg/5dIq3Xr82dslFn1UvlEsd6g7NtTCHFG7d3M/dcWK0QsY4Lsz2xCitwbxBzQ6WLHuAmh0wmF994ZqJ4CdcFE5lwXfm37Kp/5Q9YruHIzwVp4qx7375CxmDbYN53nrNMJ/ZM4XjgesdazXUAMuBF+bqKEo07mpf1mDrYAbbDXADycF5i7aXOHReCQRRrvyMEQ24buoKd23r56aNxz7oHZfcLZv6T9uhrpAxzhh6ed/1I3x812EgsuxrdkDFcnjv3VtfydO5LEgEP+GicDoLvhNGd6oesR1r/Uyc7eUfLTX4rhs2kMum+NuvH8aNo0J0oDej0PZCbA9GS3VShsr2wRwVy2Wi2qbtBmR1FU0IMorESlIovCxUYGO/ybXriwRBSBiGNO2A+58c56XZJkfLLaotFwXYOJjlHa/ewDtfveGcO1LdsKGP994d+ewnqzaDeYP33r111fnvIRH8hIvE2Sz4s1nr50vnQ/Pma0ZYbHp89cUZPM/HDgSaqmKEEs+TWC54fshktU3ZiobXCzWotl08PyRlQGCvnhTGrzQZFbIphfWFDLbn02NqjC+0qbQ9BhoGR+brzMYB+lkFpistPrn7CJbt8e67tp6X6K9GgT+RFRV8IcQY0CBulF9ub7CEK5/lWPBns9bPh+4PTW9aI6Ur1Fqga6CpCmGoomk+aR3qthfn0YFc2mCm6lCqObgySviVGPjnTlpAPq0iRBRWe7TSoul5lBvhUojrwVL7uG0kIIXAC312j5a5c8fgsp6LZyfKfPSRQzwzUSUIArYP9/LTb9jG3TuGX/kTu0y4EMEGb5BS3pSIfUI3HQu+E3GjqlyQvCfbBvO0HI/5mo1A0rJdWgFUHclk1WG+FcnOpmKWTEpjXdEkRHJ4voXteXgyCidMxP7cUQFPQtUKqLYCypZLteUw3yX2p8KKv66+G1K3lzco+bMTZT7y4It8+0gZTUQDyh+crfHhB15g18G5V+qULjsSl07CRWMlLPgzhXp2jrllMMf9eyd5caoBMu551UVOg/6eNIYmePxwiQXr2DKV1ZcB85VAA3pS0HCOdUxzzsEf5vkSxRT0mPqyBiV/aN8007UWPWmdrBmlvtY0n6br8dk9E6vWyl9pwZfAvwshJPAXUsqPrfDxElYxVcvlGy/NM11vM1dv43shA3mTt9+8/rjQzd2jJcZKTV6YrdH2Q/IGBCEYKugCUBQmFy1qjn2c2MMxoS+aYLmgCWgFyUfgbPhA+WU0eLR8SKNw17a+ZQ1KXmq4OF5IMXVM4nQVbFdSaqzelpeVFvzXSimnhRBDwJeFEPullF/vXkEI8T7gfQAbN25c4eIkXMk8PVHhYKlJre2hCmi6IePjVSarbd59xyYmFts8/OIs++fqLNbb1NoSKUFRQMrI3YAGGiGapjBfiix/jZNTKDTsqF4giRKmJWK/smRN+NG7tvDuO7Ysy+03mDdI6QqOL9FilfMCQBEMxj1uVyMrKvhSyun4/3khxP3Aa4Cvn7DOx4CPQZQeeSXLk3Blc2iugeP56KpgoeFh6ILBvMFczeGvvnGEUEgc26dle7Q9iRc3vqphZKG7ARR6dPpMHV0RhEThmooS1QC6H05JvA2QIhH8lWRLX4pf+K5X8bYb1y17m/uuH2HfeI2DpQa+76MIgeUG9OXMVT2E4ooJvhAiCyhSykb893cC/3OljpeQANGISU4YYugCQ1VxAh8/DGi7Ck3HI5/WaLsBXnDMc9+dyXiq4iHzAb25aPQkD07ZQlvMqKRTCi3Lo7V6PQQrTlGDe7cPcN263qV5VcvlX56a4KGnpym3XIoZne+5eR1vuHr4uMFwfvZN2/nUN8ejKB0/YMeaVz5KZ2yhyd8+NsqDz0yzEHfM2FBU+cAbX8UP3LbpFTvOK8VKWvjDwP0iyi2uAZ+SUn5xBY+XsMrZMZxnfMGiavkUMxqeH9L2AkxdI6XBdM2LfPuhRJ4mzEYBanbIqzdmaTk2R8snr5hXYfNAlvXFLFJKZqotxhZa9KY0RituEsHzCtFvCsyUihVK9k1Ul1w5f/f4YT731DQoklxKUHddPrl7jGemarzt+rUM5U1sL8TzJb/9/TetWOTX2EKTP374AF/dP0MnLY8CTFUCfuvzzwFccqK/YoIvpTwM3LhS+09IOJEbNxSZrrb52ovzLDZdsqZOLqXTY4LrhziBj+tHIXqW7UeDcMTbpgQYGmiaQEEytmhx55Zh5sozx3WuMgBTF0wsWKQNjamKRc2yabtQthKxfyVZtCXYPp/ZM82BmQaKIlhTMHn80CIpQ5A3DFRNIe1L5ustDkxXqWzrZ01v5qRUHSvB7tESL83WaNqQUsDQRDQQSwCuD3/7+JHVI/gJCReaQsbgrdePYLs+n9s7TaPUoCelUcymOLrYomY7BAH4IaR1kN6xEEFFQNsDPIkE6u0WCw2bfAr0AFK6QFUUTEOl1nRp2T7fOLT68qlfLPZNNfjErsO867ZN1G0PFVDUaGQyRQEk2G6I5R5rTelO1bESLDZd2o6PTxzdBcSDpSEFVDqjuVxCJIKfcEVRtVzGFpoUMhq6KpirtxlfbKGqKilNxUXihyGmqdLfozC2GL2UQWyad6JxAmCxFeAT1QKavozmtpLm2YuBD4wvNji8UKfH1KnaLmEgUTVBGAIiyqPfGQwHzp5s7+XSnzNIpzQ0XMK4qtgZIlxIKGb1FTv2+ZIIfsIlx9hCk92jJRabLv05g+tGevFCedrOVN08/OIM01WHrKFRszxsPyQUoBFQzOWwPY9eKXD9ENsN2FDUmKz4pxyl6tKzz1Y3bU/i+ZI7t/fzuaemcXyHjCpoByFCqFw1UqCYMQjDcNnJ9l4Od20bZM+RClNVi6oNjitRiLKAGhr85zu3rNixz5dkHIeES4qxhSb3753E9SRre02qLY+P7zrMRNmimDEIAtg7XqZ6mqr6obkWEknL82nEI1ZpIvKpOl6AikIQhBQyOmZK5+q1BQbzkFGOvQyd3rQQvbwJlwYZQ0HXBD9651Z+5M5NFFIGTUfSYxj8p7s288HvuIpi1rhgqTo2D+T4wJuu4vtuXs9gRllqE1pXVPm1t193yfnvIbHwEy4hqpbLp58Yo9mORqTSVRPXDylmUhyca7B9qOesjXGmrlC1XCzPZ7ZqY/vHQi5rpTYmIBSwPZ9CxmS2aiMUjb4eQdvxWGwfH1OfdAy5dNBVhf3TNT7y0PMstlw0VbCxzySb0ik17Mh1p8D//uJ+np5pLm2nAK/fXuSuq4YY6c2wppBaqiVWLZdnJiocnGsAsH04z00bisv+UGweyPEb33sjv/G9l0d8SiL4CZcEndGqqk2P4d4UYQjj5RauG9Cb0Sh3NYCdqTHumpEevvriLDXbww9O7hBlA4SQ8iUDCkghCQPwPI9aEk9/yZJRIQwCnj5aZTzbJqWD40Hb9dg62EN7qsZU1ebxA7PMH59skxD42qEKExWLG9b1snOkl+mqzfXretk3VWNysUlvOgVCsn+6QcPyuGfn0Ion8rsYJC6dhEuCzghYAz0pbE9iGAopVaXpBdTsgN7MsQawMzXGDfWk6U3rGGd4slMCVCRuIClkTTb1Z8hmDXpWb4/7S561vSlqjiSUUGo6lJseaUMja+pULZdC1mTfZOUkse9msuKAUKhYHpOLTR5+YZZKy6GYNcmYGpmUTiGjUW17jJYaF+7kLiCJhZ9wwThd9blqufzd7jEmyy1sXxKGIdduKLA2n0JKqFgON28cXlZjnAA292fx/BCJB+1gabxanchF40mo2OCGbZqOh+8H1GxJ+soz6K4YpqsO7a5ODi0vpGS1yCjRWAbbhnJYzpkjqOwQ9k6U8cZAi9NlvP6qfl69ZXBpHUNTaHv+slIwX44kgp9wQahaLt84WDqp+jxaanBgtsGRUpOcoZLWBYstlxcmarT6M2wYyHDf9ZvwQrmska9ypkZv1iBj6gR1G0WAIeNBNOJfSFS1bbrQcI+92HYyMvkli3OaHm1WCLoLTxxeZME6e8js0bKLIWBDn07Ll3z94AKGri2NhuX6IZoiVjSc82JyZZ5VwiXHaKmxVH0241hpRQh2HVyg1HBYV8zQ8gIMVWFQKNhhwGA+xc/ce9U5+VL7sylUwPFCejI6QdPDCVmKoAiJInB0JbL4Ei4PznSrQmB+GWIPUQepdEpQsgJ2DORp+z6PjS6wfbAHhKTeDlhXMJeVgvlyJBH8hAtC0/YJwhDDPOaLNzSFpu3i+gG9aZVsSqdmu0gkoR+STRunFPtTDXLSyXP/7NEaPmFkwbc9bC+y5iWQVkFRoS9jMFdduR6YCReWjtQLovYZ+yyhVbYnCaXEDnzWF0yOlNtYXlTTu3rk3KJ0LjcSwU+4IORMDVVRcL1wycJ3/ZCcadD2JLYfDWo9pJu0dB/HC1hfNE/aTyeaJ5vSKWYMbC/ki8/NcGS+ydpCGk2VHJmzOLrYIqUpbOjX0YSC7Qes78sghCAIoO2FeC0/SWt8BSEBlCgVRiemy1SjXq95U2HRCnEl9GgCFWi0AyZkm639Gd77uu0Xr+AXkCRKJ+GCsG0wTzGbotKysWwfy/GoWj43by6weTDDQsOl0XKotxwWmm0GCynu2jZ40n460TyZlIaiKGRSGofm6ngypJA1aLQD5moWpq4QSImmqXhhgK4pLDYdSk0HN/RJJ6bOFUkQHN93QlUglNEHvjcV1/akpCetEYqQWjvg1q0DF6u4F5zksU+4IBQyBvfsGOQZU1uK0ulUn6uWywNPT/L0RA1kyGs2D/A9N69bGpawm6btUzyhum25wVIOFScIcYMQTVUQikARAj+U5DWV3qyBokDW0PC9kIWmn6TGuYwwiftRdCGIoq9c4kHSu5bpRALfn1NpOAGqCn05MDUdy5MM9ujctL7AtsGTn7MrlUTwEy4YhYzB63cO8/qdwyfNf/+brj7jtp2Qzn/bN8Nc3UFVBWvy/z97bx5kV3bf933OOXd99229Yx1sg+GQnBlyyBFFUqQoseQytcQJU5IrjuWk4j/kcrkqcSWyq6ykkiqXnMTKaqcSJYxdKjuOY8u2ZDuWKEuhSImkLEozHM4MZ8VgsKPX12+/+zknf9x+jQamATRm0MAAeJ+qLqBfv3ffed33/u7v/Jbvz+P0UhMpryX1JOA5in6cI5TCUxLhu3THGZtJTjOQmEaNtVEyNfYPGO1IMlcP0NbQjwuWRxrLNcXTG/+cSkAjcIk86I0063klb310TvGTzxzg2FydXOuHtiJnNx6dTzrlvrFbkvVOkmKTks4zq0OSrGRznKC25g7GucV1QAnLcjemMIbAcxinJYEj2egn5EZjjKUWepQGXnynyy36c6Z8QEkLw+OLdb7+5hqD2+Tc6wp8X9AKHS5uJGgLba+aa3t5M+Wrryzzw6fn+YFTCw9tRc5uTGP4U/aVSZJVa/YkfrYbk5LOvNQ4SnF8vkE79BgXBms1J+brfOrEHOc3R6wNUtJCc6AVIISkn5bEuWWmHvDEQhOQU2P/gOK5DgfaIdltTh2fSi9pLqq0ckJfcHjW59BsxEIzoOYLNscZG6Ocz59eeGgrcnbjlh6+EGLILfSjrLXNu76iKQ8VO5OswHuaRDQp6TTWYjDUfUXkKZJCM1/38R3JKCvJCsOnTsyhBJzfTOhfHXBqsYYrHQJPUZgSKadyaA8iTacadHK+E28bpFBBckMcxwPmGoo40xgrGOWahu/gOwJHSZo1SeRLOqOUwHceKWMPtzH41toGgBDirwMrwP9FlSf5s8Cjsw+a8p7ZLcl6p5OIJiWdUggkknKrEkMJgaMESkne2RgyU/cJXBfPk7QzzeFWjVGeEQUualKML6qT/uFsnH94SUo4HLj4UuI5ldy1oDLwO88k1wVHSaJQMBf5aGsxxpLbKokLkJYGz1EsNB4tYw97j+H/SWvtD+74/peFEN8Bfmkf1jTlIaIeOKSF2fbsB2nO2dURWanfFc+fDD65vJmireZAM8R3JUqoal6ssShl2RxlCCGYqXs4UjITuKxIxcmWy6VeSrdX8trVPnFS0N/SRHlnNWY87ax9oLnUS1gdpgQOjEqI9bvnFTgWhmnBbM3DdQRPH2rx26+ukRkIZUrkA0Lw+FKTn3z60P34GPeVvRp8LYT4s8A/ovKT/gzvTorvihBCAc8DV6y1P/WeVjllT9xMnAzYTprCtqP7nhKod8qphQYvXqhmv+Za8/3LA+KipF1zeP5ch+fPd/mTHz0AwK+/eBlfQZrnxLnltStrfPxoC8+tErTrw5Rcm2ogeWHQ1rIQ+TRrLrORg7aSYVLw1Veu0tshdbwex/v2+abcGwqg2Jo57HJNKmNngC6U1ffN0OWZx9rM1lzeWBnzzKE6b62M6JUQJ+Bjubgx5pd+6w1+9tPH+NLTh+/DJ7o/7NXg//vA39r6ssC3tx7bC/8J8DowjffvIzcTJ1vpJtRChwONEEfCy5d6CKF46khzO4G6n5OB2jWPZ4/N8tKlLr/72gpJYZBK0ArrLDRDBnHB77y2jBAwE3p0k5zI94mLlFbgcHEzpl3zCD2Hjx5ucX4j4dSCi+dI6r6LNpZSWyLP5TvnNvnGG8sMp7r2DzWTWnsFeAI8F+qB4sR8nU8cm+P0gSaNwOGfPX+RmZpP2K5Rq3ms9VPOrMaEDszWFOMk53/47TcBHhmjv6cqHWvteWvtv22tnbfWLlhr/x1r7fnbvU4IcQT4SeDvvM91TrkNO8XJdmp7v70xojcqqPkOV/spM1FAu+aw3E+p+Q6R794T7W9jLIdnIhabPs3AZXWQkuSaZuhgjeDt1TH1QJEWGtcV5KUlChQrg4y652KBQVzguIK8hFFW0o48osBhM845tdCgn+SkW8Y+UFCbFh0/1EigXpN4jgAkvVhTaEt3nPH26pBhUhD5kn5a4EnFlW6MI0C6iloQ4vkuzdDlH/zhhfv9Ue4Ze7okhBBPAL8MLFlrn3lqG/cAACAASURBVBJCPAP8KWvtL97mpf8z8Fe5RYJXCPFzwM8BPPbYY3ta9JR3czNxsjgr0bYKXse5phG4YC3DLe3wvSRQ328d/aRSZ6bucXWYMBu6FCWsDVMONgPakUvQl6wNUlZ6CRvDnDgvUQqkUAhhSdOc762MKIyhKDXaGr72+ipZoWnWXL74xAIvn+tsC2fpaVPVQ08BDMaGEnBEQVmW/Pb3c5b7OaWubghHFnwONmtEgUuuq0ofz5FIJSi0oe1Lrg4enS3hXuvw/0/gr7G1m7LWvgz8e7d6gRDip4A1a+0Lt3qetfYr1trnrLXPLSy8Wztlyt7YKU42IS8NNd9BierPXPMUeVHFwCdSBLeaHgXXQkWvXunzzvqQV6/0+eaZ9Tuqox+lJYErOTwTViqWaYlSln5akBSG+SjgI4eavHy5T2ecY2yJBNYGOcZozq6NeGttxMYopTfOWO2nvL2SMs4KHAHDNOd//8Z5OlMBzEeOjKrLWltYjS1nNytjX3Oqx99Zzziz0qU7TMFUj83XPYy2KCnoZYa5+qMz6myvBr9mrf2jGx67XWXbDwF/SghxnirZ+0UhxD+4w/VN2SM3Eyd7fL5Ou+4SZyWHWgHdcUovLjnYCoizknFW3LLT8KVLXS53RnhK0ar5eEpxuTPipUvdPa9tUqnTDDw+fXKeUlvWBzmhI5ir+ZzdGLAyyGgEDq3Aoeb7tOouzxxtMVcPuLA5JissrZqHRdCLK68uzUuEkuSl2S7NU+/v1zjlAcRyfQWJ78JMK2Cx5RMKGCTVbvKJAxENX5GWmjhNyLOCQVLws58+dr+Wfs/Za5RzQwhxiq2kuBDip4HlW73AWvvXqHYFCCF+BPh5a+3PvvelTrkVtxIngyqskhTwkcPt6gIxFuVx24TtmdUhrdDfljQOPEXL+JxZHb5LE+dm7KzUOdAM+NzpRc5uDGgGPsvDhFMLdS5tjqn5Dq3Q5cRCg8h3MMbQTwpGWUEzUJzrpERutQ4BDFJYaICx14rzZmsO6/G0yv5RI9oq1YSqy9Zi8ZSgHgp8z+Xnv/RRDrR9vv76Cr/31jpJbjhQ9/gLPzqt0tmNvwR8BXhSCHEFOEfVfDXlA8TNxMmAPXe17oqwt/5+D+t69thslViOc1qRw88cP8bZ9SFaR9R8h26cE7oOxljWBynRQp28tCghaQUuUkoWGh7DpKQWCMrCImS1lW8EDmvDEgu4jqTlS/o3m4k35YEnUFDqa/8/OBMwEwW8dLGHseAIQVEaHKkwCBqBw4G2zyePzfHJY3P8/Jfu7/rvJ3s1+BestT8mhIgAaa29o7IOa+03gG/c4dqmfAB4fKnBG1eHSCHwnCp8Mkg0Tx66s0brds17101nZxfukZka64OM5V5CXmritKSf5hyerfEjH1riX7x0Ba01pdHMhC5X0py6gqwoiQKHaKv7chDnd3o/mvKAkeqqa1aJKgl7sBXgOYoogHEKWWExpkCIAtdx+JEnFx8pgbRbsVeDf04I8VvAPwZ+dx/XM+U+sls1zsePzjCMC3pJQWecstJP6Iwz3lzt8c9fvFwNCVeKQ+2AZ47ObOvb/8HZdTqjnLm6tz3I5GuvrXBmbQTWcGimRn+c88bKkCu9mF6SY8rKaO91lvhmDpt5Cf1rIZx8Gs15JNjqwUKU8PpyH9910AZyC5kGNNQUnFwIma8HnF0f7nuT4YOAsPb27pAQIgT+LarKnE8A/wr4R9bab93NxTz33HP2+eefv5uHnLJHdo4ODFxJWhjGWcGzx2YB+N6lLt95u8PGOCXPSwaJZn2UYbAs1j3adR/lKHwBcaF5YqnOYjNklGrOdcakeYkUksC1XOlmdIY5vaxgY5CQ5lUFwLSScsqd4AKhC2lRJRelgNCDJKvi+AcaLp84Po/vSD5zaoFGqPa1yfB+IYR4wVr73F6eu9fGq8Ra+6vW2n8XeJaqa/b33scap3zA2G104KQpq13zaAQOB2cC5uo+rusglMD1JJ4j0UjWhxlFrrnUSUgLQy/RZIWlHXmsD1MubIyZb/ikBczUPbQ1dIYJSgocZ6rTPeXO8bZKL3Mqj18ISHOIfPAdGOSaYVbQCB3eXOvfsybDDzJ7vs6EEF8QQvxvwHeppo396X1b1ZR7zqRWfieBK7f1d3ZKFJe2qvKxxiKEYJQWCEApwbjUgKUzyvmjcx3OrY+Is5ys1LgKstKihKC0hrwEg92OxU6ZckdYKHaE8HwFbCXyjQGtDeOiGn/ZT8rrzudHlb122p4Dvgf8KvBXrLXjfV3VlHvOjaqWcH1T1k6JYkeAkgIhBdZYDBJXSZQQuFKwOSppBB5CVDeGYWpQUlBo8B1RDRcXlcytFAJEVXEjzC2GL0yZciPiBrVMWWnrAGgDriuJXEWca1qhc9smw0eB2/pVW2qXv2Kt/bK19v+ZGvuHk1MLDcZZQZyVGGPe1ZQ1aezyHIXAYLWlyKuuXUWlU6uUZKnh4bmSJNd4UpCXhvnIpxV6bAwzAhe6oxwlJAdaNVwFuQFbTo39lDsjL6udoQv4ovrekVVYpzDQ9BQN32WYlHxosXXbJsNHgdve7qy1Wgjxo8BfvwfrmXKfuLFWvh441yW4Jo1dzcDhZSWQKqbV8JBbOrUawYm5CGNDSm14a2WEFQLPgS9/8jD9pGSUFpxZGzEbuTx1pEUj8Hjl0iavLg/YHKUYa5FbcdjhHnfePlV7/ZRHh1kPkOBKgespTsw3CD3F28tDumlOI7QsNmt8/LEZGqHDyfkGh+eCaZUOe6/S+RtAi6osc9vDt9Z+924uZlql8+AyKel88UIXz5GcXmrQCKqLK84qIbT30/z1woUO/XHJxe6Y757v0I0L8lyjHMGHDrb4kQ8t8rGjM7RrHi9c6KA122MVX1/u84dnO2wME7pxQTfOMVYgrMFTinogSbXFVZLNUUZaVAnncmvAxvSGcnepbyVbHQGtust8zefwTA0lYH2YsTHOWGwE/MDxWYwQpIVGAEsNn5OLjesaC29VXfaoGPc7qdLZa0Drs1v/7vTyLfDFO1nYlIeXSWPVREZBCYkx5l3lne+VUVoy3/DoxBmffXyBwHMw1jJMCz58oIVSbF/gO6UcAlfSHWY0PElrqcE331gj8hVlaRjnhl5S4Dghi3WXWuAzTkuUlGBzLFWTz2TYxpS7w6isRhOGoSBwHJ59rI2jJJd7KaEn+dyhBTzlsNJPmY18lJSMs5LNccbJXYR3hRS8fLnSdjq91LilsX+/yq8POnsy+NbaH93vhUx5OLhdaOi9Mkkqx7mm4Vd6OnlRqX7eKPH8rjXUHD7emuV3Xl3hcDukmxRoAzXPZakesj7OaC+2WBtVm1djDHEO2dTK7wtNBzxX4EpYaASsjHJqnsOJ+RqnF5scnaux3Ev5w7MbxEVJw3c4NhuS35Dn2endf+rE3LZzcTN2Pn+m5pEWZt8HAH3Q2GtIZwn4r4FD1tofF0J8BPiMtfbv3s3FPMwhnbvlWdx4nLnIpzPO7orH0otzvnVmnd985QpvLg9JdUk78DjUrjFb9zjcDnnm6AyOhP/3e1d5Y7mPqxQ/cHKWjx1p82/OrvPmyphCa2Yjj3GqudAdIaxkqelxZKbG8xc3We2XlFTJtpmaREpBf6wpbeVNR0FVbpeU02asKe/mWNulGXos98cUGiLf5YkDDT5zap6NQcYwK3l8sc6BVkgjcLavi+9d6nKpE2MAay1JUbLcTZBS8KNPLm2HBB807iSks1eD/1XgV4D/3Fr7MSGEA7xorX36/S31eh5Wg3+34ow3HmdjmPPSlS5PH26x2AjeV/yyF+d89ZWr/M7LVzmzPkRbS1Jo8rKqb358scXxpQgMfP9KF4tgLnIxGpYHCUlZcqRZB2HYjAtWuxmFhZoLoS8ZJobR1HpPucu4wETO3nEcPnNylqbvoG1V/fUnPrLEbOSz2k947eqAo3Mh2lhevTJgfZTy2EyIsZYDrZAjc3U+f3rhgTP6d73TFpi31v4qVa4Fa+20E/4OuFUX6/s5TifOqjmwcf6+jjs59jvrQ9bjAs918Jzqy5FVm3o3zTDa8vpKn2FWEniKRi2g1QjISk2cGvp5DlLiu4rMVidIGLgYoUimZ8uUu4wElKz0c9ICsrzk0mZMbmG+ETIXubxypUfNd+glBaXVSCHZGOeURtMIPYapoV2v1Da74+yh78Tdq8EfCyHmuKaH/2mgv2+resi4XRfrez1OnGvqQdVY8n6OOzn2OC3JSo0S1R/aWosFjIWsMGhriTONMQZrrskPl6XBbj3HWjCT11Edx2g79Q6m3HWq0Axb5xwkBfTiktBxcV2x3WELUBpLO/RJipJBXFJoi2Mto6JgsRHguRJtzEPfibvXKp3/FPiXwCkhxLeBBeCn921VDxn1wGFtmNKNc+K8avWeqXnMRHe2dbyxG7bmKUZpSRRcm/P0XrsJ64FDFDj4jiLOSwQghEBQiVI5CjZHOaUxFKWh3CE37zgSUWp8VyJE1T1bjZWuYvJSCRTTLeGUu4ui0tNBVMZfCagHinbdoSgsWVl12AI4UtAIHU4vNdgYZawODUZIHputEfkOaa5RUj70nbh7FU/7LvAFqvLMvwB8dGuu7ZQ9MBf5vHKlzzjVRJ5inGpeudJnLrqzWZo3dsPO1Xy6Sc5Mzdu1O/ZOj31yocFCzSUvSvKy+ioNFLoy+gJ4YqGO77n0k4LeMKY/TPEdRS2QtDwPjCErNL6oLsgkLZBWE05nD065y2iqUI6zpZLZCBUHWzXmaw4bw4TOuODpw23irKQdusxEPkpIPntqjscXGniOYrHhE6cl3XHKTOQ/9J24e03a/gzwW9baoRDiv6CSSP7FaePV3pg0DXXibNvDn6v5tCLnjpuR7keVTs1xqdccDrUDnjjQRArBN15b4cJmTLvmTat0ptxTjrVdBJJBkpGW4LlwfK7OZ0/Oo4Wl7ruErnpXlQ6wfe0ADNOSlX4CVPX70yqdawd82Vr7jBDic8B/A/z3wC9Ya3/w/S31eh5Wg/97b64yU/OQOyQhjTF043zPc2HvF704558+f3F7u3t4JqQZePdt/b0456VLXX7j5WXqnqI0hobvUFgYJiWvLfdwpSDVBs+pBq5nhSF0JYvNEFdKPnK4RakN7cjFWskrV7skaUlnnGMsNAKFryTLwxxrq7tOpi2FrkbrTaK8TZ+tpiBD4MInjs3SG5dc6Y1ACAotyPLyltVJNQXxQ3RXqynwXYWkqvByFTQjn8VGiO8IskIzX/f5qz/xkesclXFSEnjOdnc03LpD+/zGiF9/8TIzoUc9UIxSTTfJ+fKzRzg+X7+XH/m+sx9VOpNT8ieBX7bW/guqZrkpe2ASe9/Jg6DcNykD9RyJryRaG95cHjJI83u6/l6c88KFDr/x0hX+8R9fpNCGY7MhriNZHmSMteHYXEScF9Q9xWIjZKkRcnyuzseOzHB4tkYj8okChxOLIY4rMUCaa85vDInTkkFWkpfFViOXW93gfIWwEi3AdQRSVrrrGnAFOEqhbZWY9pTg7bUh6+OU3BgElmaocHf8igIJDRdmPAglhAp8F9rew3MxuQqWmh7N0KNZUyilmI08irLEdyRH52t84cklzq2P0Bpmah5aw4uXe+T6+jvfrQoQOuOMpw+3iALFONdEgeLpwy0646kQxq3Y6xV7RQjxfwA/BvxNIYTPbW4WQogA+H0qfSsH+KfW2v/q/Sz2QeXGVv+7JTew30zKQE8vNXhjeUAoHXxHcHZ1xJGZ8J6sf2fvwTgv8ZXk0mZMFLrM1QOWmj5vr4+5tBlzeTNGSki05nAroNAGoSQHmyH/0edPcHEzpjPKsdbSHeWs9lI24wypJKWBwHdIS0M7kvhKkBYlXW3Iyq1d8FZycEJeaCzVIG1jLXFeslAPKIxCa8F85JEVmlKXsJVQTAqN0dVNIpBVZYnWD4d0g0OVt+mMMzxHMlf3yUvNgUZAWhoOtkM+dXyOZs0ldK958zVfMhN6fP9Kn7m6t6fChlFastgIONCqbT822XVOuTl79fD/NPCvgS9Za3vALPBXbvOaDPiitfZjwMeBL22Vcz5yTFr9lYJunKMUD0Q796QMtBF4PHmwiVKQlZqs1Pds/Tt7D5LC0AwdQtdBAElRYgykuSEvNFHgUPMcIsdhfZDST0oU8NSRFkVp+YmnD/PnPnOC0FM4UhCXmsJY+uMcgWGcFJTGMtj6d1wYHFVNUnLUVn5BVv96HniuIvQkUoFFkBWWca5xkChhGBclNV9R8wRzkUdaaMoShkXVFJTrKiFecC1M9KDSVOB7oFzBMDa4jqDmejxzeA7XkSw0fJQUfP5DiwDvKlNebHq8sTzYc2HDg7prvt/sVUsnFkKcB35cCPEl4NvW2t++zWssMNr61t36ehgcmffERFzsQWJnGWgj8PjwQW87rnqvblajtGRm671qniIvDZ6ryLTmyYNNvvbaCpGv+PDhJp9+fJ4zqwNeXR4greT4fI164PHssRkcIbebaqyp5NACVzJIwFESgcXg4EmLIy1paciNoR54BB44UqIkOI5gY5CCtkSBQ+QJ1oc5WWkIfIXrSAptiFyXw60a/bSgLC1H5yJOyIjzGzGrvawqV3VA5neemJZcv9O4n0ig7sFc3WOhHrA+zMDm1ByXjxxtMVPzyHNDXpYsNkPaNW/XYTtrw4wPH2wRBc5WiMbhsdmIzjjbNSb/oO6a7zd7nXj1XwI/A/za1kO/IoT4J9baX7zN6xTwAvA48L9aa7+zy3N+Dvg5gMcee+wOlj7lbrCbxg9UnvVKL+VyL+HUQvQu6YZ7xU7jcHgmrKqHCkPoSZSQNAOXTx6foVULtl/z6uUeg1SzNshwlORKN+FgK0AXlb/RjlxcxyEKDHaQorXBYAk8EFKyUA+YrQfMN1y+d76H70iUK3CEIs81B1oh1ljqvkNcGqwoaYeqygsUmmbgUnMd0sKyPk5JioKza8OqzNVCaas5rGFRdYpKc2cSzB8UYw9wsK04WK+x0Ar50FKDlVHKWi+lF+e8ebWPENDyPZQjObnY4B9+5xyXN2NGueYTj81wcr5OWlShmE8em6Vdu+bR3ypEs18ifQ87e93//BngWWttCiCE+G+pZtve0uBbazXwcSFEG/h1IcRT1trv3/CcrwBfgapK5w7XP+V9sJt64DffXAMpWGoEHJ2tEboOZzcGZIXlQNu/5xfVTk+u7jkcm404uzFgwQ9QCj722Ayuqk7jYZrz9uqIcaZZ7yeUpWFznLM+zCiN5cmDDU4vNpmPAkJP4jo+wzhnuZcQZ4a5urslJyE5v9ZHKMV8wyd0HApraYYui3WfwmjOrI4oLTQ8RRo69FKNIwxYietIxnnOMM9Z7+WECoyyjPMqhDM5ycutLlFNNbFpos4pqS7MwIXBzcUft7lfHr8DFHmlV79Yd1ls+lzqJZXURlkySAuyvCQ3lsBVbI4yjs3WCHxFWRi+/voq+WnDqcU6Hzs6g6eub9a4XYjmQdw132/2avDPUw0uT7e+94Gze30Ta21PCPEN4EvA92/z9Cn3iJ3xcaiSZ72kwGI5sbWNXmwF1Tzb9znA5L1yoyfXihx+5vix7ZvO5KYF8MZyn7fXh/SSfGvNgku9MRujlIVmwJsrlmGqOdAMeHy+wbfOrDFRpXju+BwzoWR9VHJmbcjhdkA7dOhIiaPg+GxEzXfwPcVby0NmIw8lBbk2jFKNpyxprvGdarzjwVbI5U6MsdDNYKFe5QHSHQZfUyU5BZUeDFRxz/mGgxQShCXpF9xo8yc3BM1WdY+E5D65/WlRstzXvHq10nFabHis9GIONGqsD1JGumSUanojTWeU041zfuDYDDXfZX2Y8cKFTU4t1jk+F3FuvYoAT0M0+8ctDb4Q4n+hOj8z4FUhxO9s/ejHgG/d5rULQLFl7MOt1/zN97/kKXeLnfHxCaWZqOBc40a9+XvNrTy5nTeEN1dGlKXhQLtGw3e4uBmjEPSSkmOzinYtYCb0uNgZEngupw808TsjFps+xlhyI4h8yYmFiMWGz+HZiNVezJnVmNdXhrRqHs8cbdGsuRyeCeiMSzqjlHqoqsEpShF5Eq0ty/2UVBuagWBzbOknGmOvGftQQGqrhK0DeOqa9x+nJQttn5VuTknlXUH1XEN1g2jUIM8hK6sE8K2IHBjvQ1Y49GA2clFIap7E8xQSODITsjbMyW0VKqv7ks3YoIC1YcL3LgsOzUSErmRzmKE1nFsfcWKhTmecTUM0+8jtPPxJF9RrwNeozjcNfH0Pxz4I/L2tOL4EftVa+6/e60Kn3H12S545UmBvKN76oFc/TG4IL17ocqkbkxYarCAKHEpj8JRBSEnkKpqhwzvrhoNtj08cm+OFC5s0fEUvLvjuxS6FMRhj6Y0LZiLNMNXMNxwW6nVOLtbpxjmOFPiuw6G2y7mN0VZCV2KtQSMwGASSwFPoUjBb18SZJt3hqqe2uvgqzaLK2CtZSVFnGpLM4rvgOqCEICksroC8qC5Ao8F3KtEwra8lfm+czlVTsFB3KfoF+dZ73mj7d+oc3Wq6VyCqOvtiaxBJqCrhPqML4rWSJDccmYtoBg55mTKMc7AGz3VwlMFREmMs5zdGSCFZavoErtzeYXbG2TREs8/c7ir+h8DfAP48cIHKcB+l0sb/hVu9cEtr59m7sMYp+8RulQ7t0AUpiLPygdlaTxLPcV4NtJip+aRlVR3Tjwt8V7DazzjUDOiOCxynUkaEqvLnai/mzZURy/2EyJUIKemOc9zNGCUscW54fXnIKNNkZYmQAmMso6xkY5iSFSWh73JqvkFnnLM5LGhHkqVWxBsrfRqRS1pqiuJavN3CtVCNrUIzzUBgrcBRhvm6zygVjNKCXBvMluyE3vpKskqCwuhbV/nEGjaGBY6CvNy9/HMSHtpayk1JLZiySjgDjDNNYbZ2HakGO2ZznDMXeQyzgnFa7WqGWYESMM4NobulbJmXXOpqvvjktTLNaQ39/nO7OvxfAmaAE9baT1prnwVOUg00/+/2e3FT9pfd+gM+/6FFPn964YHpGZjE8LWupA1OzEesDBOkkLgSkqLAkYqPHIiwAs6ujWh6XjW3FmiFLi9dHJBpw5F2iJSC7rjgQMtnbRBztZewNkg5PlfjyGxAO/Q5vz7i0mbCaj8FYTHaYrD005yFuo9UlSceOJIj7RDHSsp8a46rW434c3d8hslFaKwltxalJKXWpLokLQ1KSnx1vbZQzYco8HCd6y/inQZ74s2NdOWV34w7qRDaaZLHprqBTHYpjpKU1nKlnzDfCHHd6oYz2Y3UPIG21Y7CUXB6qc5co6qu+qDvIh8Wbvcb/ingCbtDcMdaOxBC/EXgDeAv7+fipuw/N4uPPyhb652J5xoOX/jwErP1gOV+TDN0Ob1UZ5iVCMch8BzaNY/CaGYinzgr6cU5rZpLVhS0w4AD7ZB+XDCIMxqhiyMlTzZDFppVJL1dg5nQY22YUvNdAuXgRhBnhqt5Ql5YDrdrxCWkZUnkKwJXsTpKWfAVuRGYUuO7mn5SGVAHcJzKa5fSklsYZCUN30UKxWCc47oCN7dIBTOhZJwbilJT8xVSaEpgdEN2d6fxv5shfLn1VVJ5956omq6klNQcSWwtSgkOtmpYHWNl1WR2sOVRaFhsBJxarHNyoY4xdlvl9YO8i3xYuJ3Bt3YXdTVrrRZCTEsop9x3bkw8NwOPz5yaoxtX/QQzNY9xXnK5GxPnmsCR1H2PHzo9z9n1IauDlIWmy3y9wVy98jaNtawPEp482OKfv3iZyBXEacHasKoy6ccZ1loWGi7Lg5g0LVFK4ggYpDntWshS3aU7TimN4gtPzDHKNN0kQ2IZFZo4rwyyovJ+ta2Mp6+gFngkucZzJI/NhFwEQs/BkRkI8ByHpMiIMw2i6tydDQVKWvo73HVfgOPCIL+7HY+TyqIJqYU8g8g35ApKUw0ebx9ocmQm4nxnxCAumGmEfGgx4uBMxMePtDmzOqLQ5gO/i3yYuJ3Bf00I8R9Ya//+zgeFED9L5eFPmXJfqQcOG8N8V+lpqEIFky5huKbAOCF0qu7YrDCkeYnnSFb6MSvDnCMzEU3fYX2cM0w1DV/SDBzWh4K1Ucog01hbJSMLYxBC0YxcunGJEA6PzTYwwEZS8NTRNn/8zjpJUZDkVfxeUAmolYC/5QVDlRhVQuBKyfIgxiAwZYmUkjgt0Fvuen+HR99NLDeOHCgtmD3U8d8pux3SUOUKogAW6gG+UihHIK3g2GzEwnGfxxcbCAQ1X6Gk5Ohs+L4M/W5Ng9Obxq25ncH/S8CvCSH+PFXHrAV+AAiBL+/z2qZMuS1zkc/vv7W+Qya38ua//OwR2jVv1/b7Ewv17YazDx9s8J0LXa70Ei5vjhlnhs044yMHG4zSgicONvnNl69ydCbiQNvn5UsDRqmm5lRDYIytYutVClizmSQo4IqT0Kg5zIQenVGKcqpIe3dYCa4JJonaSuJ5lFU1m1JJPFcQKI/L3ZhxarG2GkAjVZXwHOX6XSGaSTJ3JzncUzGT3IKTQzN0cRzoxRnrw5zQUyS5oR8XdMYZTx1uX+fVf+vMKv/k+UusDzMWGj4/89xRPnf61rLbuzUNvnhhc7pTuA23NPjW2ivADwohvgh8lOo8/aq19mv3YnFTptyOiUxuN863ZXKPzLa2NVh2a7/fGfcfWkOgJC3PJS1L0kKz0Ag4OlfHIshLw+PzDQZ5zsZIoE3VuLU+SumnBUV5fddCufVFWenzdwbVjqLuGnzPBQGLTRcpodQWRykiJdAmZa4ZVNo0rsMg06S5xdiqXBPAGMjM/ZVWuFXZJlSNZYMkZ3OUM1cPma/7XOjEdMc5Tx9p8tSRFkqIbW/8W2dW+dtfO0O75nGkHdBLNX/7a2cAbmn0d2sanDz+oOSf7gd7FU/7XeB393ktUx4i9nO7PZnM9bXXzaRZwgAAIABJREFUV/nuxQ6OkBydC/nUiXmeWGpgjOHFC92bvvcoLUnykt9/q8dbq2NqnuTDB5usDWG2IbjSHfOV3z+DsYLQqZqKTiy0+NjRGeYin2+fWWOYlduGeDcjmAHZJPahq2qVRlGQargyKLbn/bqypBVCYSHNcooSPEex1ktIqxA9hfngqA7ebh0GeGs9Y7mb0Yxc6r7DUiPgueNt6oHHgVaNt9cG/E//+nWGmebbZ1ZBWM5bS1ZUO5yG5/Ar3zq3bfDPb4z4g7PrdEY5c3WPz55a2LVpcFraeXumdVBT7jr7ud3uxTm/9fJVvv7WGlc6Y7TWlNZwsROTZat0hzmhr1hoBDd971FW8vXXV5iNAkJXgpF880wHjKUzTlkZJEghaAQOm8OUDQSuUqwP6qwPk6omXoDYMvV7NcajHbIKEy/dGlgdQ0NB6PkIqu7dpHiwxzsmJZSjgrI0+I7kfCdGSEkrdPnGa6usjTNaocswMcSmMkS+BE8YuqNqqtn5jUpqYTLZ6mArYJRqfv3Fy5xebGxp6l8rSp2Wdt6everhT5myZ3Zut6WsOikj392WJ36/x/7+co+r3TFxoQk9D89xEAiGueb7V3p04oJTS/WbvvfVXoInHTyn6oYtjGacF2wmKeOsxGoAibWSIPBwt+Lv47ygMCCl4KNLTdo1F8/Zm9e02y7Ao7oAfQG+D0oJPnq0Teg6qBszsA8YnoK6L9HW0go9rvYSxlnJS5e6ZNrgSkUzcBE7PqdyQTkO0oFSG/7g7Dp/cLbKz7QjD0cp2pHHTOixMogZZwVxVmKM2S7tfNiHkL9fprfDKe+Zm4VtbrXdnsykPbNaGeDHlxp8fJfh0ZNjr/RS+mlOK/C3kqZ9XrncozvOsYBjDeNUk215klnkccIYzqyOqHmKwzMh1hh+780O//K7l8m05dzmmKMtn3fWUzrjgrVhRpkXrA01GVtaNUKzNtQ4CqSFt9eGxIUBYwh9xdnOmCvdfNeKld3YbRcwCT6UFrIYNuKYN1bjO/gLfHCJNcRxtY/55tkuAH/8To+6D0IJ+rG9LvFcAoMMRFZiqW6CX31lmdOLDT5yqHndseuBYrlfTOWR3wNTgz/lPXGrsM1uGj1pYbDAN8+sc7kzohX6ICxvXB0yjAs+/6HFdylgWitYHaSkRcmZ5SGeK/mj8x2sFXiOZJyW9BKDJ6oqFqyhM6o0XBp+NSzlpQtdlnsJFztjTh9oIinp9FM2hwnHZuvMRwEXO2PWhrrytqni74McAgd8R7G5NWU8GmWUVtNfq7Tz96Hi8aEmBzYzuFUmYDL60VMwiDPeWhVEnuDUUnv7OaNUM1f3pvLI74FpSGfKe+JWYZtTC41dt9sC6I4zZqKAWuBQ813aNYdeUlwXcpkcuxNnWCy9pMR1FZ1hTt1zMRqUkvQzQ1JAL6+kDFxHMtfwudBL6cUlnqtYG2e8vjLgsYWIZuSRGDg+HxHnlquDhKws6ccljoIjsz6tSG5fFFkJ3S1jX1NQWoOQ1aCT3jQ3uG9oAzN1nwPNGotNj1eujOiNc0qt6Y1zuknOZ08t3O9lPpBMDf6U98Rk3u1OAlcySsubzvAF0Mbg7Xid50hKYxml5buOHeeaXlzgO4q6rxiXVUnkTN2l4XuETtX1qYBaAAdadZ461Kp07Mcpw7QgTQuSQjNICq50Y0apZqHhMR95lIXh4mZCoSuP0lXVBK1wx8dygBkfPAfy0oD44FTMPKw0Q8EzR1qEgctszeXkQoTnCpb7KaXVnF5scKEz5oULHXrTqpw7QuyinHDfeO655+zzzz9/+ydOue+8cKGD1mzXQcO1LtZTC41dxyb+5itXePFij7LUNAOPwKs6XHvjnFwbhBBkpWGUFwSuoig0G6OM0HXJypJOnJBmkBSVBAGiqgaZhAFy8+APA5/ybiIJnzk9x08/d5SitPS2hsw7UuBKQT10WeknwM1zQg8zQogXrLXP7eW50xj+lPfEzYZI7+xivXFsYs1zKArDIC7ojDJGackg0xhraAcuWhsKW8kOKykoCkNWlmibkpeVvO+ko7S4oWYx/iANep1yV8kMfP9KhzNrI37w5ByfeGyGyFf04pw/Ot8jcCTPHp29aU5oyjWmIZ0p74mbhW0644zId9HW8ObqgNdX+rx0ucvV7phCG54+2uKx+YiVYUZSGqQwlIWhExcMc01eWtpRQFZYPFfh+x5ZWc1+lRJCpypnnIh3ubda5JSHghJIcugMM75zfh1tK2XOQVJita00lG6RE5pyjamHP+U9s1uVxCgtcSS8tToidB0agUtZWs6vjzBWstTyGSQlpxcr6YK3VwYoJZCqUqQ0QtAMFIWxzPsOVgh0aRikJVpXRr8WCIapRQOOrDpRpzzcTJrd4lRzoTPi2FydpDAYq7eH2EOVE0qK8rqc0JRrTD38KXeVeuBwdn1M6DoEnkIKQehLwsBllOXkhSEtDZ7jME41oadQjsIVAiElCsHKMMcazSgrMaYaLhK4gsCtkqvWVkMYFZUhmHr5Dz9KgO8Kal6VvFntJ0hhybVkdkvWGqrEuiPFtOP2JkwN/pS7yqmFBt04x1iDMZXkcD3wmI08HCkZZzl5qXGlxRpDq+ZScxWZ0RitKXTBKCmYjVwKY+mnGZHrELgKKyopAvTW1CRZSQnPRvf7U0/ZTxSVwY8Cj0+dWEAAG8OUVs3l8GxAw1fEaUmcFfTiknboTjtub8K+3QaFEEeBvw8coJIO+Yq19m/t1/s9qkw6Ut9eHfHOxpBCW3RpkFgMgrmmz8eOzPCxHZULu4lRHZ+vX/ezK92E0hhOzjeoBw7n1oa8sxGz0qta2l3XYbHucXKxzrmNES9f6jHOSwLXoeE5uI5DN04pSkPgS6yFUVwyyvfWsDTY2Flud5Pt+ZZ65Gi6e3+o0UAng06WcWHz6p5fV5MwW3dohh6t0OPYfMTnTi/wudMLj2xCdz/3PSXwn1lrvyuEaAAvCCF+x1r72j6+5yPFpCN1mGi+d6GLxVSGWhviXPPEwSb0c14oNxmkJZ8/vUAvzncVo/rys0eASqjKV5Ik12gLv//GKklpiAtNWZRc7qUYbQn8nH6c8+23N0iLKrTiCBgkJetbBtp3Ki98kBjSD07175RHhNhAPCgJhyULrQKEZZRqhmnBjz996JE0+vsW0rHWLltrv7v1/yHwOnB4v97vUWTSkfrmWp9G6ICQCCnIDdRrHptxQaPmkpdVh+vZ9eFNxah2ClVlpaHmOcw3fHppweooxVOC5UE15zUIFNoKxkXJIIfMQuQL2AqxFFRfSgks1WCMKVPuF9pWocCsMEhpeWd9+MhW8dyTGL4Q4jjwLPCdXX72c0KI54UQz6+vr9+L5Tw0TDpS+0lJzVPkurKsuTbUHLbmogqMNWhjGKUlnVFOPbheirEeKDqjfPtnaVG9DkBrQ55rrK2O68oqaWqtIM70dtepkgJrK49+gqckjhLXzT+dMuVeY4DSWnJjEcA4fXSrePbd4Ash6sA/A/6ytXZw48+ttV+x1j5nrX1uYWGqj7FXenHOlV7Mvzm7TpLldOICTwlybckLzZVeRl5ohkmBFBIlJfXAYa7uMUqv71qaiFFNfha4irysTLlSEs9TCFEZ8MKAEAIhLI64dgIZY5GiCu3A1uNCoKR816zVKVPuJRJwhMCT1Y4zCpxHtopnXw2+EMKlMvb/t7X21/bzvR4lJrH7A40arlIcatc4tzZkFOf0RxlSQlpqIldxdjXGGM1M5HNqocFnTy3QTfJdxagmP/MdSZyXbAwz2oHLUj0g15aDTZ9hUpCmGiUsgesQKggExJlFGIjL6qQKHNC6BKsJH71Q6ZQPEEqAkOC7EmMEJxcaj2wVz35W6Qjg7wKvW2v/x/16n0eRb51Z56WLXZLS4DuCubrPU4dafH95wPHFOlIIpBAYCzVPstgK+PxWZUK75vHlZ4/wB2fXWe6nzNU9vvzkke0qncnPxnlJaQw//OTSdVU6nqO2q3SagUvoOaz3E851hsS5pSXh8cU6B9s1rnYTRkWJK+GElGyOMzqjkkTf37msUx4N3lWlMzet0tnPfc0PAX8OeEUI8b2tx37BWvub+/ieDz3nN0b8f68ts1D3mY9c4lxzuZPwwx9aIApdvvDEIlJe27gZY+jG+XUn+PH5+raBh2rH8MKFzrbY2U88fXjPF8Tdnl37woUOlzZjvnO2Qz8pcIWgHioWWwH/4WdPcXZ9+C7RtpV+zGvLPX7r5RUudWOshnwrauUKkAoCVzDfDPGU5MLmCAW0ogCEJSs0q/2SkuqC2M5LcG3M4KTRK91lzS7gKEge5JmE+8Qkf+NwrRw3kFAaiFwotvSRjs+F5FqTG0uea1o1jyMzNayFI7M1Pn6szYcPtnl9ucc41QgqpyF0FdYaCgtH2+F0CMpt2DeDb639Fkzzde+XGw3qixe6zNR9AtdFOZKGo4CcF85vcmIx2nXwyK3ile93/uzdHkKx0svoDFMeX2rQT3KGcQlYDrZqt5impbBW8InjM8xEHv1xzkZcEDiC3jjHdyWPz9fZzEtGWTUs1gscpLSUWpBmJUpUk6c8pzLgmanCAA6QltWJrKm+n6T7BNVzLVNjfyMe1cATS/V7UlQGv+ZAoGC0NVpMUP2eD7RqjIuC5W6MlAIp4dhcSC/WHGz5HJmpAXBkpsZrV3q8uTqiHTpbOSX49Mn57XkM06EoN2faafsBZmKMtYaZmofW8OqVPkuRR6ZL8txgrUUh2BhlfPbUwh3P+dzP+bPvhX6aoaRiru6z1AxpRi7DVPPtt9f5jZeucqUXszG8XgP93PqYmZrH4XaNE3M1Ds9GBK4g14bAU8w2AhpRQNtzcJREKMiKkprj0QwcSlv1DNSdKt6bazjQdDnU9GkHCktluJTcSgBSGfqaAwfbznWVSY8yO707KavpYQoIVaV/1PTBdyRh4BG6EAUuUsFcpBCqyjvVfJdnj7YJXJe0sJxaqvPkoRaNoLrJNwKPuUbA+ignLy0N3+FIO+JKN6bQj271zV55ZPTwe3HO9y51eflSl84wY74Z8MyR9nUdqDc+fy+himuzVzP6aUYr8KgHzrZnM3ltL863u1tDT3KgWUMAV/sJWWFAGDrDjIudhH5aIgWV+FjocLAZ4rkCKQXfeG2FTlxpxPtK0Ip8Nkcpo6zk2Fydo3MRn3hshrrv0E9zHCkZJAWdYcrqoJoP67sejUAyGwW8fqXP2+t91vqanWbUAZp+Zfws1dZ7OmpiygeZQMBPPHOQ//hPPHFdyHLCzmsaYJiW2zr6p5cafOzoDAAvXery0padmGsGnJyvUw+c667nD1LY6E708B8Jg9+Lc7755hpn1kb0khxfSdK8YKYRcnqpsZ3Q3Pn8SZhjp9b7jWGObQ/cWi5sjFBSMc5z0lwT+T5PHWniKcU7GyPOrw050K4hpeWNqyMGWcFi3SMtLNpqNoY5b631iVyXvCjRAsap5uRCRFrAqcXKi7mwMSYuNEtNj2GiGWcapeDYbEToS1zHwXckP3R6gcdma7yxPOCdtRFXewmDvKy21kYjkEgM5zdTxtPhrFMeEloefOmZQ/zFHzn9rjzV5JoudMkfnt3gaj/nyQN1Is+ln2S0Ix8hBFc2R/QTje8I+mlBnGlOLjb41IlZPKV2tQX3kzsx+I/EZvTs+pBeUlDokmbo0ow82lFIXurtDtQbn7+XMMfked04J/Kr7tVhqikNtGsOy/2Umu9wdm1Ipi3tyGNzVDDb8JDAmbURsw2P0ggubI5phQHjosRxXULPxVWCq/2MVvj/t/fuMXZk+X3f59Spd9V9dfftbr7J4XA5OzuzOzP70GrlldaOXpZgKRtZgRQgivKAEBtB7AQR4DyQ2AECGzAQBI4cOIojxFYSRbESBWtJtiIlirTyrlazq9nZmd2ZnRmSw+FryH7cd916npM/zu1ms9kkmzNNdpOsD9DAvX3r1jl1btWvTv3O7/f92bzXS1idZIS+zYmFmLwysWZ5Ba4tOLIQ0wp8U9x7WvJnF9fpTQrGWYklLJKywrMsfNemVALflrw/TElqY1/zGDHI4d2VhK+cuzWJc+s1fXWQUiqYjxzGMy39TuRzfmXEO9eHlAqaoUMz8qgUSCHIS7V5Pe+ny/PD8kQY/HFaUipNqcCRxtPoOAKl9WYG6vbt71SvdaftkrzarNNaKTVb/DP/B5hkBZYw7U4LhSMFwhJMshJHCipVMc0VgWNOLNBobfydSVZhWzDKStK8RGjNUsOnHbkc7nj4DuiZ99SSYta+YjwtSIqKSisqoakqBUJTaY2qNBq96a6pqXmcyMuKtfGtDsit13SSV5QaQleSzoopuI7FJC03P9uwE5VS5JXiSi/h1Ut93rg2IK+qR3at4Ikw+LFvY1vCFMuYyQ8UhcaaZYJuj2KJfXvzRNhgp2iXje1CV5LPtpeWhS2MLrfR7obIc1Az11ngWBSVRitN5NkUlUZaksC1mBYa17YAgRAghEUnckgrjSctfEfiOTaWFPi2hdAWlrh5cqpKz9q3iAMjOyyFhdQCKS3QAilMsRGBwJXUWbA1jx2uLZmPb3W3bL2mQ1diC2P4N24CeaGIfHvzsw07USlYH+eAoBOaMpyvXx4+shOlJ8Lgn+42aAcOjrQZTguGk5z+ZIpry80M1O3b7ybaZWO7TugyyUz2asOX2Bb0k5JDLZ8kKzm92MCTJkRwLnZYH+Uo4MxizPoox7Y0J+YiBtOUyLEpi4JpXlApzan5CGnBZ0/OcXqxiUaxPkxpexbTsjInqeOwPpwymKbkpSIKbF46MUcncog9G6UVoS3JZvr0tqVJy4rlpk/Tp6bmsaHjw8luyOdO3yrTsvWaPtzysS1YmxTErtHS701Snuo2eHqpaRRek4LhJGOcFVgWRJ5kqekDAq2rRzbe/IlYtIVHM0rn6FxIt+Gy3AzwHAspLC6ujnn72pAUONr0+chSk0vrY759bYS0BGcWY37qU8c4Ph+bfg0yrvWTO0bpDCcZX7+4zsXV9BYJYweTIFMocyCZrt0/NQebbgj/6idP8tPfc2LPonSGecXphYg4cBCYp4PDLZ9SwQ+cXXpox3Y36iidmg/Fb796hUleMp25q450AmLXppfkxL7Nd64McaTAd42L69X3+rgSnl5u8tFDLeBmhu/GRXG3yKffee0KeWEWtTf48ls3mGYl3392Ede2yEvFP3/tKkfbPlHoc32QsDbJubI+Ia9gqekxTgukJbjanyKE0efPSrOoXWlzx5qLPY63Q3KtkFiMi4o8K0DClfUpWpss0KqE6T3GyQOy2evYhrLirrr/AvNI/bjmaFmYScGRtoMlBFWlKEtFt+mzEHvEvnFt9qclV/oTirIi8mwqBZ86Po/vShqeQ6ErjnVCvnZ+lSSryJXC2rJwKlF0mwFzkYfrWPwHP/TMjgZ+L/jGxbXbMruTrERKDkyC1/0Y/CdTMq7mjvSTnMv9KZ60aAY2ean47rURJ+YiWpG9uQAeeTe9/43AZjBJSfKKYZpzpTelN86JA0l/JuvQDl1ePDHHq5d6fOuyiXB4esm4yD53ustvvnIZMFLN47RCCMHnzywhpWCUVYSu5Nh8hG1bs4VyY0AXmyHDac44KxlnGeNUI4WJrMhKTVYYbZ/52GN9kiEsSVIqDrVDWr6JwEpLzXBasNQMsSxBmldcXk9QSvHeoLjjk0225bXQoLUxenfSCXJmmaU25onpcWPjuK/3C9oh2NLCc23KCjOupaKoFJaA+cgjL0qWmiFJXrHc8ZhkigrFifkYKUwWd1mmxL6PlOBYFpEn6U8L2pHHqW7Eifn4gRl7MK6gVy6uA9w2UXkUqQ3+Y8wH0bk5tzLidDfi0npCXmpcx0QynFsd8tMnT3BuZYRtmdmW75oloHbgsjbOyYqKN68OZ4vhmsWGf5tMg1Kajx/tbF48r1xc51Q35sxig5fPr5JVmqcXY37ue0+wNs5veSKoSsWFtQRfWgySKWmpyHNFqRS9JGV1ahahD7UclIJpUdCJbYZZwXNHW3zmqXlWxymDaclPf/oYp7sNfvWrFzjUcvgX51eJXJuVccb1/oRJrrAtTdODqoJ8h8SzDX0dwazilwRV3ZzFb7j1Nmx7rm8uknuY7fNqdyUf75e73XgeNAXQS8AWiiPzRkN7kJScWAi52kvRWvHc4Q5nDzWQQtCfZkhL8PGjMRdXxxSlItOaY3MRFvD+KGNtkBPaFofbAScWYn7w2WVsYSEfcNTBxkTl3Mpo8wn3IMXg3y+1wd9D9lpI7MO0PR95XFgZ37dGzjgtWWz4RJ7N5V7CKC0IXIuu59MOXU53G1xdn3Kln9LUGrQgKwqeO9JkkhcUlWIu9jjaadDwXZKs3NQ32RoLDRB6JtT1d7/9Pi8e6/BTnzq+OYM6Ph9zfN7cgC6tJwzSnFboccoSvPJejxujjOE0p+HZ9KbFprvEtyAtFbYl8FyJLzVpoUgLxdooJSsUnhSbv8187JIXmhOdiGuDhKJUJkY7dhlnBbZQ2LbFuLzVfG4Y8tA1WjBCG5fOBhtGPraNYul6Yr6/IdAWeeA6NqNpSfEAfDyKW8XfHgYbNxkLiFxIC7i4mtEJLexWQMN3yKoEtKKfpLxzXSAszWdOzlEpQSdyyYpothbmASZC5oVjIb3xlLeuT3h/mPOXTi1gC+uhzbT3Wi9qP6kN/h7xYUXI9rrt3/32+5zpNm4xrsA9xaU2wtcavstHD5l+b/gswZz8nz+7yDcv9XjnunHNPHvELH6/eqlHJ3RvUev0HYteYubGOwmfrU5S0GrHfp7uNhilJe+sjOiELrbQXO0nlErxzHKDJKt4/eqQLIfAE9hoCgV+pSi0oBW4SAs8YXFudczrWYlvW5xebvDl797g+WNtWr7L752/Zlw7WUnDdxhlJaEtWRlmtEOP+YZP0E/oJQVVZXRiOpFNVlRoBZ3YY5IVrI2q22breQWRhJPzPkmpyIuSYaoYZ5BnpRETw7iHNgzmxs3iw87SH+Z6weaTDsaoTPKbfShKk+uiNTy1EHCplzLNFQ1f0godLqyMefZIm0+emKffvTlxudJP+NjhNpmqiHyHo/MNpkVJf5pzSkaP9Ex7v6gN/h6x0+x14/8PenawY9tasTpJWWzdjLvcanzvxG58lu3Q5Qtnl/jCtiiFzbyEO6h17vR5f1LcdtH6jsWl9SnDpOByb0o39rCExdfOr6GEYD7ySLKSaVmhhcJ1wBIC19JkCiapxrE1pVOhpcSVimGS4UgjyiaFxbeu9Dm/NuJ7n1rkLz53iJffXWdlUmILxZlug3fXRiw1fYapKRDT9BzG0wLXg8PNgAooC2hGFq3AIc0r8h3Ma6lhkilCW5EXFVoYWeC0NO6fsjLCbZYGxzKuobIy3/swxn7rgvKDRnJT/tgXN9cnXAGFNsb/+Jykn2RM84pjcwHdhs/JhYi8VBSlucltn7i8eW1AmiueOdyk6W+4BE0wwOMy437Y1AZ/j9hZtvfeBvZBtd0OXfrbRHLuJZW88b0P6rO8181ip8+FpZmPvdv6OUgzuo0m43zENC0YpiXfvT4kyxVPL8UILQBBICWTqiRXCte1sCpFWoBtQztyOTUfcWOco7Ui8l3OLDWRQnBxbURWeISeTejFHJmLyfKKtWnJkU7AtdEUKWBclKz0p3iOTZZDFMDhuYjJVNGJPPKioqo0lap2dKFUGINXljmuA65lMZlJA8cuJLkx/r5jQmBd2zxBNB2otGA1uf/VXZ+ddfsfFBvROZ41W5TWxvgLAe6s+3mlqDBJiCfnQ5qBt7kY/9zRJpXSt01c5mKPSVpxpTelOXva3M05XHNn6pHbI+41u33Ybc/HHsPUJJrcb3TBB/VZbr9ZAAhL8Oql3uaaxvabyQ89e4gLK+Pb+tnyXfKq4tJawto4Y2Wc0k8KpnmJbVuEvk2pzHrBZK2kLMD2FL4NjgMvHu/yPac6XFgZE6Yl00ITOJL1JMO3JVfWE9JC8ca1AUc6AeO05L31xHwuBULByjRHFQopLTxH4PsmEifNK450PCZZxVoFc02H9WlOy8uZViakc+ttXgFTBToD6SqkDVLDMDefxTY0fUl/WjHIjPEc5hDcR+bD1sXheyX9fxDffjjbr8AYcwm0QkFZaqQtmG94SF1x/kax6daSgB9YxL7EdW0Cx2I+9vjo4TbLLaNvP0pz3r4+Ii8VAsHZQw3CmVna0L7vjRVKqUc+QuYg8ERk2j4Mdpud+7DalkLwQ88eQkroJTlS8lB8nhs3i08c66CUJnTsTS3/jdn9J0/M8wNnl/jkiXlOLsS8eGLutn4ut32+fXWAUpr1JCcvNL5joZVmZZSCqohsi2FaEHg2zUBgCaMrdKgR8syhGN+xUQgqjTE4rmSalbz63jqlgkMtn6pSfPNijz988zqhZ3NiPkZYRkt/PM3pTUuj4e5IfMfGcS1KpelNCpZbAX/uzDw/9cljRK5NHDg41s1CKRu0POh4xrirWWgmM9eOb5mZsJQW5awe8IbxTth9BSF3y4YbBn/rxb0RUQQQOzDngyeM68cTOxsCe/bnAoEHjQAC12wbuLDUDDjcCTnSCukEPrbt0o4kzVmdYw1UlaIVuCzFPsfmQn72MyeRQpBkJYMk5ZsX10kyxTOHmjjS4rXLA4apuV02fJcTCzFxIB/qOfw4U8/w94j9DN+6W9sPMkb5btxrTWOnqCIw7qlzKyMTZXRjQjyTqpAWCCTH50NKBRJBPy/xbclc5CEtwWRaEIcuZ7oh1/sprcBhLnQplWaaFVzvJ1wfZVRa8dRCk8WWT5JXfPf9Ie+tTVlsOjR8j8WGT1ZU3BglCAGVhkmhZv5/wTDJOHa0w4mFiGle8tVza7hSsDYp8OWtC69gDGToOeRVQVFBOSvr51jmiaGsTOx6zpYCK9L8fzcOQYHxlW/F5abhl0DLh3Fq+jUSm9HGAAAgAElEQVQoQBSmndgz/4tnFr83Na4m3zbaU5NMU5SmOD2zXAPbYiYhIil0hWtLFhsuo0zSDX3eH6VYQiEtyeo4I8krPrIcYWFxcW2CZQmSouSd6yNi3+X0UkzTdzmzJEwwwI0xLxxtkxYKKcR9ldysuTu1wd9D9jN866CFjt1tTWP74tyNUcofvbXCJ450WGiYKKMLK2PmYodJVtGfGh3/btMzmZiqohv7HJ6DJC+4uDrGEhanFmOksHhvfYoQgh95/hC2NSFwLb7+7hRX2jRDTTd0CT2bQ62Q16/2WR9l5FVJoRxGSYFQmvWkJMlNkfilZkDkS/KiIssrtLB49nCTSVZyfZQh0fiuTVXC2rYwnY2Jt1KKvARL3AxdVAp83yRkrc7SeqvZ3/2EamrMhbx1kVdgDDPKuGAmmZmll6VZGEabxdVednPR1bKh4ZjfKfRtskxR6JJCg1VB7FuklcJS5ibo2IL+sOR6mvDe+piqUhxpBwzSgrKEbkPyzHJMVsD1UU7gVpxfMe4bhIUrBZ5j8fb18WZG98ePtHjj2sGKeX93dbwpizIfu3zudHffJlIflgfm0hFC/IoQ4oYQ4vUH1UbNweVuiqPb6w30kpxO4LKWZLfUH/Bdi3FWcaIT0PAkRVlxpT+dRXZUPL0U0wpd5uOQI+2Apu9wciHCd2xOLIQst0Ji32GSV5xdbvHc0Rbf99TCTKPI59zKkKPtgChwODoX0/BsqkpzfnXCcsMldm1C16afZEymJWWlEAICaZGXmmFa4liC66N8U5+lYZswTMmsvJ+AJIOVcYXvmpl74ELsQ9OHyLHxHPdDz7wKzKwebtaPVcrcBOZcM5OPfJs4kCx1XGJfbN6MNoxAVcKwgKJSNH0PhMKXJkEsCsD3HBabPs3QhKS+dW3IJM+ptMlDmGRwfm2KKyVH2j6+Y3FtlJEVFRaCotS8uzIxcgpVxR9+d4XVUUbDk1SVyejOSnjxZGfT5XcQjP1vvnKZvNAcavnkheY3X7nMu6vjfe3XB+VBzvD/J+CXgH/8ANuo2WP2KnlsPvL4ve9cQytBO3JYiHyE0JvyCltn/0leEfuSSX5zWus7Rv75cMtl7EnySpMVCt82tQI6kWsWN6clRVVxfZCRlYq0NHVsD7VMSOXqOONr59aQmHoBR+djVkcph9o+l1YnWMKiAtqBTdN3GaYlRanJq4o/95Eur10esDI2UhG+A63I5+PH2lwbTLm4OubaYEovmRWasW4WPN9w6yTaXGRypu0j7I2ZuKBA03Ylq5Oc0IGkuPeC61a2LtRuEAvT5kb7GujNFofZuCmlJh242rIP2zbZxBpYT2F8ZQTCrDFUFfSnMJhms9/G9FVjXEMNF5AWnqtIMhN3X6JIkpJxViKbFv0kw3NsEiH41uU+nm1Ch195b53Tiw2OdgIEbGZ0w/4mMm7wlXMrdAJ3U+epHcnN/z+Ks/wHZvC11n8khDj5oPZfs/fsVfJYP8m5sDLm1ELM2jijN8noJQU/8rFl2qF7W1RR6Br9nGhLRFNaKAJX8tKJNlcHKYttn3FaELk2761PsaWFLyVzkcPaKKfQsNDwONTyWBkXZKXi1Ys93h+lzMcOF9cT0BahlxJ7Ftd6KZO8REqLbmySqwZpjlKKp7oBZ5Y6gObiWoJA0Z+5qCJXEnk2l9amvD9I6SdmobwozToDmNm1jTGmwtg1PAdsWxK4kjnfQQiL94cJS62ASgjSvGQulqyMs12XnNxu7AMHpDRPFRrIKqhycxPZuhaQljdn9TbGzVSpWyUeKozrR8z+rzEKqgWQFzffuxJsy/S/UibD1nMk46kiLUtOLUS0Zm670KlYanr0E8W1wZBj7ZCFho9A8MbVIU8vxRxuRSakeB8TGbeyNs451LpVQzz2JdcGDzPwde/Ydx++EOIXgF8AOH78+D735slmr5LHtu5nI/wuyUrWJhknF+Lb4vE7ocvl3oDjc9Et4Xdnlho40uajh9oADNOcc9fHQML6JKcdOmitcRzBnO1yYj7kxHwD2xrz/jAj8ipixyHwHNqhR8t3WB2nTAubsixpBQ5ZpRmlJYGbs9wIKEvF00sNFpoOb1wb0Q59PFuw2JIzY1VyeZAxF7vcGKeAoJ/mOFKh1E1D6DlGWkBoM7svSoh8gVaaXGkiF+YaHsc6If0k48agxLFMdbMPkjRlpHstfM9lmhd4riQf52DNkqLUTV//1qeIAhM3r/XN2b4vwHMhy29dgBYYt5E1+14BUIEWmnL2dBBGJnu2UoqwsqiUxrMllrAYTEv60wLbFjjSopo9qZ3qxiZxrapYbnu3nUNwewb2w5r5z8cu47TanNkDjNPqtgIrjwr7Hpaptf5lrfWntNaf6na79/5CzQNjt6UdP+x+NqKKNkIxO5HLF188Siuybwm/+8Sxzma4aT/J+NZ7A8ZpzrFOxIn5kMv9Kb1pyYlOwIm5gCQ3Bd0/e3qBhcgDpSm0wkJwuhuRFsbFgKpQWpji1N2ISsP51QlKVxybi8gqzKwyKzjccclK8xQiLMGp+YA0LfBdSTNwONkNEVrgSTNTlswkDWYGthNC4AqUAktYeBaUlaJSgheOz7HQ9BAIYs9Ca41QJkwTbr84t4dobnzuY24yJZpJarJZValxLEiUkXv2Zt+fBduguRmmWWJm9BtaRO1I4tnSZP3qm21XzPpmbXlCkGatIGc2+y8VaIFrCVxHMsxKKq1oehaVUqRFhQOEjmSc5TQDB6UUSpsM2o0w5judQ+/3U165uE41+402wn37DyjB8XOnu/SmprhRWVX0JybzenuBlUeFfZ/h1xwc9ip5bDf72SmqaCef6Ea46ZuXh4SexZmlFpd7CVUFDd/hUi/hWCcEBFLCRw+1SbKSo3MBZaVxpXGjXO5NWWgG2JZEC/C1RmkTt//80Rarw4yshI8eNtWS1iYZriMRWvDC8RaulLiuZJQUZv1AQStwOdYJ8R3JtX7KynDK2jjDswWOY6MqzXwjIHYlWVUROJIb44ylOOD7n+nS8Gwu9RI+dXqB6/0pg6RglJX0pxmDcYHrGq0FJTRpZlws7cCUq0zLimlmbiwnFgLy2YKy0hrykmPzEedWRoSyAmEWZD1p1hGKEpY7Hs3AZpKWM8kDY8SX2x6NwAEESk+Y5oqqhCgQHO5E9Cc5K6McifHdN0OXcZJDDpaEpabLUtNnnBml007kcrU3JXBtTncdLGn8TVmpmY8dmoHDKKuw4JZiRHc6hwZpTrfRfGgSJicXYr744lG+cm6Fa4OU+djli88cfST991Ab/Jot7EZHZzcLaXupIb5xY9gI87Qsi6MdePPaEE9KpIDXrgxYG2ZYUvHHb63Rimx++NklLq1Pef3ygEKVXLgxpuE5dFseNwYprm1hW4LeJCd2Jc8daXBlmJHkJf/01SvMxy4/+OwSL7/bw5cWq+OUYVaSZQUvnZzjrWsjKq34zpU+tiWoqoqjczFPLTVY6ef00px2aJHkpXGxOGY+7UqLTmizNs7xpGB1lHNsLmCU5JRKE7jmmLK8QliavNImfNM2Pvko8FgdpnQbLpEHDc8hqyqE1lwf50gN7ky+uqyMXz+rzCxeVTclF/rjjKxQzEU2Z5bbaKV458aQtKwYrOUIC6pKs9x28S2bYVYynmZURYWYSUF3Qod26BC6NmlekpeKI52Y7zuzQFZWfPvqENcyiWoCCH2b5w63yCvF29eGdGOfs0uNzfPjhVnFqbudQy3f23Hm/yAlTE4uPFjN/YfJgwzL/DXgq8BZIcRlIcS//aDaqtkbtrtatmc2biyk3etx+l77+SBsDfNs+C7PHGoyynKuD01YX1JWZJWgqEpansWXv7vKtKg4thAQ+TbNwMUSgiPtkKeXGxybC+nEHpFrkr7GWcXaJMcWcjP87uV3e3z6ZIdW5OA5Nr4jePHkAkc7IR891OS5w22W2gGFVlQKug2X460AxwYpjKEuVck0N3Uih2mBa1n4niTNK167MiSwBc8cavJUt8kgKegnBWWlmG8GFIUgLYzLxLIFvmOhqopGYJOUELmSxcjFsyX9pMCzjKyEZVukRUXbt4l9l6Zv49o3Q0XB6PVISzHOKq4PpqyOMwLfxrIERaUpK81iM2AxDjkyH7IYuygErmdzZMHnI4sRrdAjKRRaK55abPDRw00Cx+I7V4dkpeJwO8SyBa1A0olcpLAY5xXNwOWzT3dZbHl3PD/udA4tt707hvvW3Ju6xGHNrtnPcm87lUh85VKPM90G33hvjaJUNEKXPFdYEkZpgQX8yy+ZQIBhmvPqe30i1+apxYjXLw/RuuLjx9o40ua3vnWZpUbAkbnwZpuTHNcR/Gvfc+qu4/DGtQGTtCTyJe+ujmfqj5o3rg2xEFRKMUgLfNdmKfZwpcVSO6AduBydC4hcyVvXh5y7Mebd1SmW0CRZxVqa0/Id5kKPpCiIHBtLCk7MxVzuTRAIkrxgPS2oSkW34VMpjbCMVLRjW9wYZ5SV5uxCxPvDnLduDFluBQymBZYQBK5RsfQdi+ePzJEWFUutgLysUNqUnVwZZBybCzjVbTAtKo7M+bx+Zcj6KCVyHZRW5AqansT3HCJHcmOUsNgITcnDTsCVXoJAEHqSk/Px5hPf/U4C7lYqc79j9veLusRhzQNhPxVBd5KPaAcOq5Mp37zUx7U0oefR8G08KXFsMzN849qAJDeqjKcWIq70plRK88zhhlnEVFBWJaOswpE5ealYavmEnk3sS86vJHzj4totLqzt47A1j2AwLbG15p3VhLeuDSgqhedYZKXixHzEpX6JLSxs26LhWfzz166S5hWX+lNCxyItNJFnMSlKmp7FXGTqAExS4+ceTyragctHFiO+eaXP6jhnNE2JPY/31hIC1yJ2baZoGsLlpeNtfv/19/naxEhK+LbAlgIpBVleUlYVk1RjW5r3B1NWk4xBWiA1rEwzbC24NsyIHDgy3+D0UgNLwMeWGrwt4fJ6SuhYnFqIObvcAA3vrZlCJSfmYo7PRyCMiN7FlTHTQrHU9HdloO/kPnycKlA9bGqDX7Nr9lMRFG5d6O0nOd+40KNUCqU0aQmVzgHNxKpwJYzSkqpSNDxJXireXU145nBjs7D6xn5eubjOQuiihaZCc2F1wqmFiH6SMkmzTRfWRiy4sMQOeQRmhq+U5htX+ia7VAocBL1EISVMi5mkcllxpZcwSHJWhlO6jQCtFEVl4dnwVLexmVHsStP3QlVkhSC0bZTSvHVjwtMLDU4taL52oYfWCtfSsyLhBZ3AQUrByiDnyHxMN3S4uJ6yMpyQ5WYBOSs0C00Pjan0damf4DsW06Lk6mBKUUAzkFjApIT+JGN1aPOGgLWWz0sn5vje0/ZtT32nuhYVmlPdBpVWvHltSODYnFlqUClT5vJe3CsO/yDJiDxK7HtYZs2jw34qgm7n3MqIpxYjVkcZxzohWmiKUjOYZESO4P1hxsn5GDO9NNr5Wle3hTZuxHt/+ql5JqlZeHQsePvGiPOrUz55orspAbEh+SDglnGYDz1603w26zdx/WmhWGj4WNJGWBDYgrysGE1zhGWR5SWXewmH5yKQMN8IEAIcW3Kll7DY8EiynLyqSLMC35ZM8pLIt9BaIYRACVP45VDLpyw1SlhGwqCqGOUFQsNqkvPsoQZJqZmLHVqRz3pS0ksyHEuZZDbPxXFtXCkQFqyPcrIMHNvo2IeeJHZNtvNwWjDNK9bGpqzknc6Jz53uMskK3r4+wpMS0GSl5vRSTOQ5nFsZ3fP33Sq/sTH29/pezd2pDX7NrnkQi7EflI3au92Gx1LT58RChGdbaMtiLvY4u9TgB84uIGf+fCnh48faO+7HdywOt0P+/EeXsaVFf1qgtebTJ+c42Q1v2X4jQmTrOLQimy++eJRO5JKWmqfmAhqzGW/kSeZDG2lZOLZFHLg0A+OLt6VF07cpKk3sWTQCG9+2EMChtscnjs9xeiHCdkzx7pdOdDgxH1NoODXvc2wuQgiL5w41WGx5CEDakk5oFqI9GxqeTbfh0/AdQley1PTphDa2JYkdm8h3OD4fcqwTsBC7ONi4jiSwTdKYJyXNyKUV2SBgWpgwz8MtkyB1p3NiQ/Y6LxVZZWoKnD3UoOm7u8rt2KuckJpbqV06NffFQXmc3nAvLTSNpv3ppQbpLPHqxFzMOyvDW7J0wSww++6tvuEr/YSiUkSezWCas9T0WG56zEcegzTnD964Qa4qYt8hdCRrk5TBxMxczyw1bokdP7kQ8933h3z7sqAS0mSbuopeIshLjWtLHGlm4VWl6SUZXzm3hkCDEASew1zg8MyhmC+cPbS5GL6xSFxpxeVewpvXRig0WmtuDKacXx8zmpR4rsWJuQAhzM1kMju+JFeoStFt+nQiG2kJKgXNwJ7VlJ1w/saYSaZxHWgFNo3QwbIsfNdCKWOAs0Lh2JIbw4xr/YQ/vbDOV86t8OPPH75F8vrVSz1Gacn7gynv3BjjWHB4LtxcS5kPPXMD2cXvu5P78CBo7Dyq1DP8mkeSDVfCfOiR5CYDcpIZt8pWl8J2V8N85N0SWrrcCHn5Qo+vvrNKUWgcy8TGf+tSHzRcHUwYZxVX1sa8fGGdb1zoM99wCR2b71zp8+W3V24JS33ucIu1pEApjVKKaV6wMpiSZQWOZbRn3l0dc300xbUE0yyjP8npjzOGk5yiqLAsi+uD6aar7HS3wfWRKRZSFJpDTZeVYcrL59e4NkgYTUosYTT/v/HuGudvjGm6RrBMzxalhda8frXHm9f7zAUOLxxrc3045U/OrfLeyohJqsk1FDlM0pL1ScE4LVBlxWA8ZTCtsC2NRPHGtT6DtOTEnE9aaP7hH5/nj9++vjmu07ziD968wbnrIxZjh3fXEr7y9hrTtGCSlrx6pbdZ/+Bev++9fr8HnWn7uFEb/JpHkg1XQiuyWWr6uI5guRXRidxbXArbXQ1rk+wW3/Biy8x6p3lFoTWOLZmLXQ61A670p3xkuUk7dFiblAySgtNLMUoJQt+mE/n0JtktfuVCaX7sY0f4yFKE5zhoDcsdE8u+3ArJK8185LLUDFluh8zFEb5rE7gO7dDmeDfm2FxIM3Q2Z63t0KUxi6kvtKYV+XzsSItpXlFpzamFmOVWiO862JYgdCVXhikfP9rhs6fnCF0Hy5U4jqTlupw90uLUYsxTizGgSUtFHMJiLIkD41JabHocavooLKQt6TZcjs41UAoWW6YIeaEECw2PTujxT75+aXNcX7vSZz5yWGgEXB3lnF1u0okcXr86IPIlzx9psTa5u1rQnVxF23+/2rd/f9QunZpHlk330ol7fL6FnUJLPdvicCfkk7NM4G9cXCfyLN65UXB6scF87JNkBZd6U+ZCh+ks8cd1LKZFcYtfeZyWnOyGPLUUb+7r0toIy5I8e7jFG9eGXO8nXBumZv2hFeLZgmle0m14HJ2LeeFY+7ZQVwF84lgby7Jm+61ohjYKOL1kfPmX1iYorYh8h6xUzMUuQkDkuXz0cJPXLveYZiXf/xETpfTqpR7LjYBKm0gj17ZBK5Ksotv0ON1tcKgdEHs2rcC4eH71KxeYC23yysgjALR8ydvXs02f+2BashAZGYVJVnCsExD7MaujjI8eaqOU2lUo725/v4cVGvw4UM/wa54odirMIi0js7DBhlxzK3TIZ9tKyyKwJUleEcwMW14opGXdEpa6ff+hK6kQyJkimu9YKA2OMJo4rm1CPKVlIS1J6ModQ1132q9tSxwpKCtjeG0pZjIMFp3QIckrikpv9lcrbpGgbgU2CIEnLQQCrTWVMpE/UkhCx2Y+dpHSIp+10QwcxplCSoFnm2MapBXdxs0M2FZgm7YLTeQ5FJUmyc14wocL5b1bYZ2ae1Mb/Jonip18w53Iox04t4VZnllqMMmMUmLDl3Rjl7VJQexLkrSkN0npRN4tYanb9z8feriWMcxJWhK7Eo0g8KSpXYugN0nRbET0eDuGuu60327oEbs2vXHBcJKiSk1eKRYbPp87Pc/aJGN9lDMXO/QnOY4teKrb2NzHmcUmoesQezZFXtGbpAwmuUkKC21OL8d87nSXju/Qm+RMs4JnliJ6U7PW0PAtVkcZvSTjpz91bLN/zx9pszYpWB1NObMQsD7KWZtkPH+k9aFDeQ9SaPCjSC2tUAPsf3Wh+2l/Y9v3+ymDNKfleyy3vV33eWtbGuMuGacVgzSj5bsst33mI4+1Scb7/YxBmiGFZJTmrI1TkqxivunziaPtW6J07nQs85HHxbUJb183fubYd7i0OuZbV4fcGCZM8wotoOnZnFxocHw+JC0qrvdThCU4Ohfw+TNd+knJy+dXGWYVrhRErqQ3LVkfZyit6cYuyy2fwHU2RdjevD7k3I2EaV5wuB3y/NEWT3UbszUBm2le8lvfvMpXL6yyNsxxLJhruHzPqS6fO9NFAOdXx1xYmTBIjJxx4FicXx1zfZAiLYtnlhp8/pkllpu+0dQXbEbprE8y1sY5eaXwbMnpxZgfenb5Q4mRPU41ZveC+5FWqA1+zb7rk9xP+xvbai14d22MJQSVqjixECOFuK8+77bdvRyffpLz5bdXuLw2ZpAU/NHbN5gWmqYvKRUMpgVHOz79cUngSbpNl8i1eXdtwvOHWxxfiHjr+phr/SmHWwFPL0WUlaYdmdn+UivAdyxWRzlfu7BCkldcXZ/iuUZvP/RsFmKPn/2ek7RDl1curjNIC776zgoCi/VJRif2yPKC5uxp48RcxOokpyyNVv44qzh3fcThmcpnUQoaoc1fOLtMI5Cb47L1WFuBB0IznFYcaft8/uziBzq39vtcPYjcj8GvXTo1+57VeD/tb2y7lmSErqQduUSeSy/J77vPu213L8fn3MqI3iSjE/m8dWOILSWd2CEtjUJlK3R458YIxxUsND3KEkZZiWNZXFibMk4rlNIsxD6l1oxzRSfyOb8yoj8tNvu4lmSmaPjqmGboMBf7NAMPhCCvNF85t7J5XG9fH9EKPYSA0HcQArQWXFgZMx/5XOpNaQYO87HDlV7KhZUxndBjfVLQCn3mWy6qUnz3xuCWcdl6rKFvE3omEqk/LT7wubXf5+qjTm3wa/Y9q/F+2t/YNskrXNt8x529v98+77bdvRyfcVpSKYXrWAxTI/Vg9PQVZaUIbEFaaCzAsgSV1kxzow00yUumhaLSGt8RKK1JiwrXMUlW5RaNmiSvEBYkWbXZd1uadiwhWBvnm8c1SApCV5KVGt+GvDT1Did5SehZjLMSRwocW5CWFUlmJB6meYkthVnwFiY6Z+u4bD3WDVzb6ON/0HNrv8/VR53a4Nfse+TD/bS/mYHpGlExMNEyd4pu2Yt293J8Yt/ILOSFoulLNFAqjZQWtrSYljNjjhEZkzMJ47yCyLUJHAspZjcFIfAdSV4oIt++LdJIKwg9udn3sjLtKK2Zj28Wk2/NIno8W5CW4NqmKlXk2iSZMou6ldEq8m1J6NlMUkXg2pSVNjcabaJzto7L1mPdIC8VtiXqKJ19ojb4Nfse+XA/7d8rw/Z++rzbdvdyfE53G3Qij94k5SOLTcqqojcuNmWLB0nB04sNilyzOsywZ3o4hVKcmg+IfYllCVbHKbYQxK5Fb5LyVLdxW6SRYwtOLsQMk4L1ccpwmoHWuFLwudPdzeM6s9RgkGRoDUlamILmQnOqG7M2STnWCRhOC9bGBUc6Pqe6Mb0kYy5yGCQpa4McS1qcXWzdMi5bjzVJS5KsoJ+UtAOnjtLZJ+pF2xrgyYrS+SDt7uX49JOcVy/1ePv6iKu9Ke+tTZiWFb4tOTnv044C1pPstiidUsE710ckuXFfCMzsf0PTB7gtOujdtQl/em6V8+sTImnzzJHmLVEyG8d17saYcysjiqLCcSSnuw1TmzYtuTaYkuQlgWtzuBUS+5L3eylvXBswyk2o6bNH2jy9FN82LluPFeDppQYv7BDZdL/jV2vp3KSO0qmpqal5QqijdGpqampqbuOBGnwhxI8KIb4rhHhHCPE3HmRbNTU1NTV354EtbQshJPD3gR8CLgMvCyG+pLX+zl63dSef3gfxC9+PX/A2X3Lgsdy6mWpvPss4tzLku9dGXFgbmeLRWISuRSf0aQQ2k9nCU+DYHGp7WEJycXVMLy3IspKiUpRKoYFCQVmCUmALsD2QGsoKhjtEpnU8U36uKCvGqSZVoG7frKbmkWA5gqPzTYQWJEXOKK0YTnIqDe3Y5dMnO/z89z3Fx4/N7Vmb37q0zm+/dpWVUU634fLisQ7rSf5IZvo+MB++EOJ7gb+ptf6R2fv/GEBr/bfv9J0P4sO/U+bdqW7MhZXxfWVv3k/23sZ3lIZ3VyezohKKEwsR06wCSxA4Fq+82+NP3l3j/V5CXpSMU6gAR5q/UplSch3foRIWSZqbzMvAZpCUJBUcnFWWmpr9RwKRA2kBOUYawwJ8C5qx5Oluk1/80Wf2xOh/69I6//CPz9MJPVq+5NL6hNevjvjCmS5nDzcZpxW9ac4XXzy6b0b/oPjwjwCXtry/PPvfnnKnzLuvnFu57+zN+8ne2/jOepIT+fYs49OhNynoTwt6k4xeknOlP6Uojb5IrsHzBK4DCEhLMzOX0qYSFqWuyEqNBqa50XmpF1lqam6lwhh7PUs7kEDggJBgYbE2Sfnt167uSVu//dpVOqHHQsPDcWyGqaIZOLyzOsGWJtO7E7h85dzKnrT3oHmQ9mR7vWjYYbIqhPgFIcTXhRBfX1m5/0G7U+bd2ji/7+zN3Wy7/TtJboSswCSsJEVFqTSVUiR5xbSsUFqhK0WlmKWtY0rWKfMapSkqharMjF8AeWXcNvXsvqbmdgpm1w7mGrEEKG3+lxcVK6O90cdfGeW0fLn5flpWtD2L4RbbEPuStfGjocf/IA3+ZeDYlvdHgdtuu1rrX9Zaf0pr/alut3vfjdwp824+du87e/EFLcAAAAhjSURBVHM3227/TujKTa3wvNSEjsS2BNKyCF1JYEssYSGkhbSYJbWAlCAt8xpLmFqnEmzLnMCuBMva+a5ZU/Ok4zC7djDXiNLG6AsBrmMqdO0F3YbLIK023we2pJ8pmltswzitmI8fjTyAB2nwXwbOCCFOCSFc4GeAL+11I3fKvLtTTdO7ZW/eT/bexnfmQpdJWs4yPgs6kUM7cOhEHp3Q5Ug7wLFBaHAFZJkmLwANvg22hKoqkVphC4lnCwQQuLY5kfd6wGpqHnEk4DvmmgLj4pkWoCtQKOYjnx9//vCetPXjzx+ml2SsjjKKoqTpWwynBU8vRJSVyfTuTXM+d/r+J6v7wQNNvBJC/Bjw32B+o1/RWv9Xd9v+gyZe1VE6dZROzZNBHaVzO3WmbU1NTc0TwkGJ0qmpqampOUDUBr+mpqbmCaE2+DU1NTVPCLXBr6mpqXlCqA1+TU1NzRPCgYrSEUKsABcfwK4XgNUHsN+9pO7jh+eg9w/qPu4FB71/8HD7eEJrvatEgANl8B8UQoiv7zZsab+o+/jhOej9g7qPe8FB7x8c3D7WLp2ampqaJ4Ta4NfU1NQ8ITwpBv+X97sDu6Du44fnoPcP6j7uBQe9f3BA+/hE+PBrampqap6cGX5NTU3NE09t8GtqamqeEB4rgy+E+FEhxHeFEO8IIf7GDp97Qohfn33+NSHEyQPYx58XQqwIIb45+/t3HnL/fkUIcUMI8fodPhdCiL836/+3hBAvHbD+fUEIMdgyfv/5w+zfrA/HhBB/IIR4QwjxbSHEX9thm30bx132b1/HUQjhCyH+VAjx6qyPf2uHbfb1et5lH/f1er4NrfVj8YfR3D8HPAW4wKvAs9u2+avAP5i9/hng1w9gH38e+KV9HMfvB14CXr/D5z8G/DNMoaHPAl87YP37AvBb+zV+sz4cAl6avW4Ab+3wO+/bOO6yf/s6jrNxiWevHeBrwGe3bbPf1/Nu+riv1/P2v8dphv8Z4B2t9XmtdQ78b8BPbtvmJ4F/NHv9G8C/JIR4mFUEd9PHfUVr/UfA+l02+UngH2vDnwBtIcShh9O7XfVv39FaX9Na/9ns9Qh4AziybbN9G8dd9m9fmY3LePbWmf1tjzDZ1+t5l308UDxOBv8IcGnL+8vcfhJvbqO1LoEBMP9Qeret/Rk79RHgp2aP+b8hhDi2w+f7yW6PYT/53tlj9j8TQnxsPzsyczO8iJn9beVAjONd+gf7PI5CCCmE+CZwA/g9rfUdx3Cfrufd9BEO0PX8OBn8ne7s2++2u9nmQbKb9v8pcFJr/XHg97k5gzko7PcY3os/w2iLfAL4b4H/a786IoSIgf8D+Ota6+H2j3f4ykMdx3v0b9/HUWtdaa1fAI4CnxFCPLdtk30fw1308UBdz4+Twb8MbL17HgWu3mkbIYQNtHi47oF79lFrvaa1zmZv/wfgkw+pb7tlN+O8b2ithxuP2Vrr3wEcIcTCw+6HEMLBGNP/RWv9f+6wyb6O4736d1DGcdZ+H/j/gB/d9tF+X8+b3KmPB+16fpwM/svAGSHEKSGEi1nE+dK2bb4E/Buz138Z+H/1bGXloPRxmx/3JzD+1YPEl4Cfm0WZfBYYaK2v7XenNhBCLG/4cYUQn8Gc42sPuQ8C+B+BN7TW//UdNtu3cdxN//Z7HIUQXSFEe/Y6AH4QeHPbZvt6Pe+mjwfterb3s/G9RGtdCiH+PeB3MdEwv6K1/rYQ4r8Evq61/hLmJP9VIcQ7mJnAzxzAPv77QoifAMpZH3/+YfZRCPFrmAiNBSHEZeC/wCxGobX+B8DvYCJM3gES4N88YP37y8BfEUKUwBT4mYd8Uwf4PuBfB16b+XcB/hPg+JZ+7uc47qZ/+z2Oh4B/JISQmJvN/661/q2DdD3vso/7ej1vp5ZWqKmpqXlCeJxcOjU1NTU1d6E2+DU1NTVPCLXBr6mpqXlCqA1+TU1NzRNCbfBrampqnhBqg1/z2CCEqGaKhK8LIf6JECL8EPv6ghDit2avf0LsoGy6Zdu2EOKvfoA2/qYQ4j/6oH2sqblfaoNf8zgx1Vq/oLV+DsiBf3frh7Mkp/s+57XWX9Ja/527bNLGKDfW1BxoaoNf87jyZeBpIcRJYXTf/zuMPswxIcQPCyG+KoT4s9mTQAybtQreFEL8MfCvbOxopmn+S7PXS0KI35yJir0qhPgc8HeA07Oni7872+4XhRAvz0Sz/taWff2nwtRD+H3g7EMbjZoaaoNf8xgy01X5i8Brs3+dxUgRvwhMgP8M+EGt9UvA14H/UAjhY7RO/hLweWD5Drv/e8AfzkTFXgK+DfwN4Nzs6eIXhRA/DJzByGG/AHxSCPH9QohPYrJBX8TcUD69x4deU3NXHhtphZoaINgiFfBlTOr9YeDiTHMeTLGRZ4F/MZOKcYGvAs8AF7TWbwMIIf5n4Bd2aOMvAD8HRikRGAghOtu2+eHZ3yuz9zHmBtAAflNrncza2K71VFPzQKkNfs3jxHQmVbvJzKhPtv4Lo1v+s9u2e4G9k9YVwN/WWv/329r463vYRk3NfVO7dGqeNP4E+D4hxNMAQohQCPERjMrhKSHE6dl2P3uH7/8/wF+ZfVcKIZrACDN73+B3gX9ry9rAESHEIvBHwBeFEIEQooFxH9XUPDRqg1/zRKG1XsEoFv6aEOJbmBvAM1rrFOPC+e3Zou3FO+zirwF/XgjxGvAN4GNa6zWMi+h1IcTf1Vr/38D/Cnx1tt1vAI1ZWcFfB76J0aL/8gM70JqaHajVMmtqamqeEOoZfk1NTc0TQm3wa2pqap4QaoNfU1NT84RQG/yampqaJ4Ta4NfU1NQ8IdQGv6ampuYJoTb4NTU1NU8I/z9XWWteQn68VgAAAABJRU5ErkJggg==\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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\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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+0mbFDXh6tk3atd98K+WvHj5N3jL4X996EFh9o6kyU3UxNUneMkEHTQNDk0wst6n65/9eBfDIeIXxShNTE/zlI5M8Plml5voYQrB7oMQb9/dz34ERPnN4kk8cniGKwBAQxvDQySoTK0/z42+6lpt39K65tM7lkppe8dFIeb7i4sUROcOg5GikKqbjqkMJvuJV8f8dneP0UpuJFRdNA1sT1LyAj/7LSXb2FdYsxFUBzls6uqYRxZLFRkDRNgiSlMkVj+GSw3Axx0IjoO5HnF5qkkpJmgpSCUGcIjQImx62pTFf92kFKZau4dgaKYKhkg3A2FCJP/7qCT7x6AR+KPG6fDjnc2KmZPM19hZM8pZFK4iIUsnpxQYjZYdWmLBQd88Q+1WqAfzGF0/yj09MMVMNCEIoOhBFEKUwU6tTsAS9BRtNEwTBS3+vpoCWJ3lyqsbXT1SYXGlTawd4gSQFlps1Hj5d47f/+dTaPhbZ5Larhz694vN//P2zODoMlUzeect2ynmT2/cMrO1Tc0PafkAQp3hRiqZphHFIGOtYRlauOqqvHpTgK9ZFd8SKkND0Y56ZrfF3hydpBSn5nM6Och40jWbbY3rJ5QN/fAhDF0SJpC9vM1yyuHtsGF3A0dkGC02XkbLDyYUmdS9CyBRDh7JtYesaUSKJEhAi+5t2lNbWAZESRGAZEXEoqbRhtOzwfXfsAqA3b/Hlo4s02xIhMiFPznt1L9CXg6JjMVVtkyQJbS+iGcBcYxIhoXYel9AqxxZeUPKVbgtegu9LGr5POa/h2OD553/46DrkTHh8qkrbi7OXGaGTdwTVdvSiPgjIXEHnOqCfwFQt4g++OsHxuTp/9mN3r5WNV5rcvmeIf3xyGlvXyVnQ8lKWgpjvumVnp3zgxQdVXJEowVe8LKsdqDN1j4nlNo+cWuT0cnSGpat5CdOpj21Cw41oRFCrvyBLM/WIQgWemalx7UAPuwZt4tRmoR7QCCKGCya6rvHcfBM/iml2hHZVpDXAJLPCwwSGemyGR3M8v9QkQjJQMNg/VCRJ4ZOPnubQ+BLPLnS87DIT/PWw5MGS137R+vBlLPL1EgHL7rneEc6kHcP+kSJekBDLFJlKpEyQaOcU+/XypRM1/uKhcT549xiQudr2DuW5bnuJuapP3UsomBrXjBTZO5Sn6r7ME05xRaEEX/GyPDlZ5USlSd2LOTpd59TyiyWnEYMdR0g6luY5aMcgSFloe9xz3QDXDJd4YrJG0YtJkoSVdkjDD6m2YpLkxRa5poOQIFOYWwmYqwb4HTEPopCHWks8M1un0Y4wzDMlfj3W/WZjqelTckxSQGiCFIEXvPor+a0vHKO/6HDP/qE1V9vu/gI7ego4lo4fxui6hh+lIOHwxPK6xiJ8/cQCf/XwBJNVl4Jl8O03b1sLP1VsDpTgK16WE4stwiih5BicWDgzrKTbVbIeI7gdgxdGtPyYMEkp5wyaXshE1UXokpn6uQUtBbyzizruiwRodeIa62HnYRRdiRJ/JtONmOlG9aIftxHCb3z+aX7nn3VaXkArysJX95Qd3rh/iL6CzWDB5NCpCkGQsr0vxzVDBZ6bbfHzn/oWE4shKTBc1PiJtxzgg3eP8fmnZvjNLx4njVPKjk4SJ3zym5O4fsQH7rpWif4mQQm+Yo2aG/L1ExUePDbHZMWj4OjcsXcAL4jwo5Q+2yA4yxtxobIqAZlKYglBmND0YvqKDstuyKlF72JdiuIlkMBENQZiNKBsQrsV81izxWMzLXI67O7Pcec1Axzc1oOmwVeOLfD5p+eYqkeYgKXBYivl1z5/DDeM+fLxChqSvqKN0DXiVFJEcGh8hTfuH1L9AJsEJfgKIBP7zz01y5ePzrNQDyk62av9QycqWKZG4KeI9TrCXwIN6MnbJHFKKiWtMKHm+UwseOd1BSk2DgHEgN/V2atJmKl5fOm5Cv1Fiz1DJY7Nt5irR9gCHEvDNnWsOMYPJB879Dz9RZucqWGYOqIT95omKQ0/e5tTbA6U4CuALFrjVKVJO0zpLVnkLYMoTmn5EbVWQCwlec2kPw+L7ssf73wMFgTXDBeZb3gcn2/iBzELrRglCZeHBGid1SWTCrA1WGkHPDy+zJ6hEu0wayNDghuk1Lte9bxmwnxz9aZw0YFdfQaOYdJfdCg6SmY2C6oltjg1N+SJqSqfeXyGJyaX8ULJcNnGFBq6DkGUECQp28p5rt9eZrjo8MxMlcl6hAbnjEl/KSptyZOTKzS9hKZS+U2Jl7zQX3J0vs7USpt8pxP8JcaKrZEAp6sxPUbMO2/dzthQacPqqrgwlOBfpawm7frcU/O0g4TdfQ7ve+NebtrRlyUwqwfM1Vymax4tP2alGWAbGq0gZrkdkiLocyyiJEEXMFQ2GSjZLLshuweLBHEN0FhpJ2isr8MWMv/xbPPK71DdKtQDeODQOI5pYnH+CKxzkQDvfM1O1WG7iVCCfxWymrTrn56cI29q6KQcm23yi59+mu+4ZYTbdg8wX3OZqXvM1VyQAsvQ6Ss4LLUarLRjoijCdWw0I7tJGl7Cpw9P0gwSWn6IlFALEhyyQUIiPdMPrLh6qLYld+0rMlSKeWyqcd7ttK4lAmxLY7kdqHw8mwiVLOMqZDVpV8HSQdOxbYvBHocoTfjSs4vMVD0Ktomla5iahhfFOKZGksI1A0V6cgZRLGl4ASIVGLrBE1MrTFQ8mm6Ipelrd44PtBPW4uFX89SUlVF3xWCdJ7nQah+9Y2Wuu70DBfpt6LFhtGiyrWSdYTEaInv4a3pmJPTlTdVhu8lQFv5VSMuPaQYRtg6GpmPogjTNfsBemDC14nLD9jKOqWPqgiSVNLwIUxdsGyixa6CAqQuOzTcYKefY25/jgW+0SMk69CSSoOvd3iSz6LodNZ4KubliCM96MzOBnK3hdjpmi5YOSIbKFjv7CpxaauOmEbaWCUjcfZzOTVC04Nuu33bRO2xPL7X4w6+c5OvPVQiimF19BX78vjHefvOOM7ZTk9ecGyX4Vyirna0nOpODdE8iUnQMSrbJSiugv9NflqYgEZRzBlJKwlgyXHJYqPvYVkq16VEwDVp+RClvMlv1iKOU6apH3UuIUzB1iCOoRSmiq7f27HG3eS2z8qJXkwNAcVlYNfYbXVE4s62E2ZNVHj5ZZbhHZ/dAjpmqR+UcHTcaMFzQ+J7X7uZ11w5c1A7b00stfuOzz/CNUysULI2SrTNdc/mVzx4FWBP9801+c6GT11wKLvXEM0rwr0BqbsjXTlSYXm7Rk7NBSI7NNmm6EfceHGZsqMTd+wb4xKNTyJZP0dBpRimGpnPdjl4GSzbtIELXNHb2O4z2WDx2OsHzIyamV6i7MY0ouzmKNpQdE5lCc50hOW7KhYfvKC47Bplgn+/lLAJm6gkz9XMPkLOAH7hjO/ffvH1DrOpD4xWemW1QzpmUOsc1zYRmEPLANybWBH917oXVyW/ytra2fjMNAOueeGZbj0PLT/j0kekNnXhG+fCvQMYrTartgL6CQ94xyNsmvXmDmhfx+FSV8UqToVKOg8MlGu2YqbqHhuSOa/oYzJlEacqKGzLXcBkq5rj3wAjvfs12Kq5P1YuJO+/oMVALYLIerTsKR3HlEnNhUThnEwL/87FZnl86x6wuF4HlVkg7THDMFzoddF1gCFhuvXCHtvysT6obx9Q2XX9C98Qzhq7TW7Doy1kcGq9s2DmVhX8F0vKzbJJBEhDEWTaxNJWsuDFPzda459ph2kHMPQeGOTBaYnrFpRkmRImk0o7Yburcde0AXpxyarHNyYUWnzo8iR9mqY9TjSsz25hiU/CnXxvnrQdG6Cvb7B8qUXSMi2LxDxQtCpaOH0lMM1uXJFmajoGivbbd2twL9gui70fpphsAttwK2dbjnLGu6OjM1dcz2uGVoSz8K5S5WoAfpWikzNR8Jqoe7SCgYBs8PrMCSHoL2QxTkZTsHy6hCejPW9TdmKdm6kyteFiGxsRyk0rLZ6Ut8SOIldgrXgUrrYjxxTaLtZCHT1YwNEgSODKxQu1VpFu+a2yIG7eXaXgRtaZH2/WptgM0TecDd+5Z225sqEQ7iHCDmDRNcYOYdhBtugFgA0WLln/mjy2b/nPj+hk21yNPsS4k0F8yqXsxLTckSVJq7ZCmH2HqBnU3ZrHhs6Mvz7OzDSQpQkpOLrXpL9jIFJ6aStg7VGBmuc3JSpPljTMqFFuMOIHFdsCtu3twI8Fs3ef6bb3Aq/Oj7x0s8uF33LgWpdMMzh2l05u3uG1Pf+b6dEOKjrEpO2zvGhvi00emAc6cPP66nRt2TiX4VyACeP01A4wvtPjKUpuGH1FwdGrthIW6T8MLqLQ0Wn7CdNXFCyImjTZF22ClFeBFMU03YrLaRiBpK7FXXCQswDLAMQVSCEqOgRtmVqxjaq96QpW9g0V+9b2vedntevPWpuqgPRd7B4u857adHBqvMFf3GShavOe6jeuwBSX4VyRFxyBJ4PZrBlhs+jSCmJMLLQaLOUxTUPeg1vRpBRFNP0KmEMuUph9iGCA0aIVAmIXSKA+O4mIRAaMFi33DZdphzJ7+Anmrk4en40f/+okFfvcLxzi60EKmsHcoz0+97cCLYum3AnsHi5d0JLIS/CuQsaESRyZWAMjbOicXmwRxzN6+PIkQVJohUkr8KKHg6ERpShxK2ikYYdZxo0RecbFwyEZcm8Bg0eCusUEOjpZ5vtLkkfElLFPnwWfm8aKESjN4YerJDsfnXf7Pf3gKYEuK/qVEddpegaz6KHUdbF3HsQxyhs503acVxOzuK2DbBiMlh+3lPIamIUVnPlheXeidQnE2AZAHbt1R4sfuHWPfcAmEoB7EFHMmTT9kcsXl6HyDEwsvzq2dACvNhAe+MXGpq77lUBb+Fcqqj3KgYHN8ocmu/gJuEJFKQTOMCMKEU/UINHCTM/OlqDFRiouJIwANnp5r0o4n+OCd+zhdbXLbrn5qbogAGn5CMUpYPM+7pc+ZsfSKjWFDLXwhxH8QQjwjhHhaCPHXQgjn5fdSrJeaG3JovEJ/waIVREgEbhSyWPNYcVMCmU3tagKxymSp2CAME0wDDA3m6z6PTlSoNLNZ07woJU4kYZJg6ufJ0tahO5ZesTFsmOALIXYAPwXcIaW8iSx31w9u1Pm2Gqv5Qlpewv6RIge3l/GjhL6CgxvF9BY1yg7oIhtBqax6xUbRDLO8+a0Yqj6cWmwzVMpizHOmhqELLF0nSiTnC4w04IxYesXGsNE+fAPICSEMMjff7Aafb0tQc0M++9QMJ+ab1P2QuhcRJ5JrhovZUHNdp8cxKedMEpnF7SsUl4rpmsf+oRJVL8QyNGxTwzHAjxNGe40Xib4F/Nu37FUdtpeADfPhSylnhBC/CUwCHvBFKeUXz95OCPEh4EMAu3fv3qjqXJHU3JCHTlT45qklGkFM2Ta4ZrhIlKS0/Jhd/XkMU+PkfAsJmFrK4xNV6l6IhgQpVTSO4pKzZyDPiUqTH3r9Xg6NV2gFJvtHSlwzVGKu5lN2XGpehGMYHBgp8r437uWe/SOXu9pbgg0TfCFEH/Au4BqgBvyNEOIDUsoHureTUv4R8EcAd9xxhzJGO9TckM8/Pcejzy+RN038Tkjb41NVdg8WSaXE0DV29RfYNwrfOLnEbC3ANgQHhkucXGhS8eQ5rfvuHOYKxcVkMCfY0eNQaYaXPMZc8fJspEvnfuB5KWVFShkBfwfctYHnu6oYrzQ5udBgoOAQpSmWriOAIJK0vIj+vM0Tk1WWWwFlx8ALY3RNMlTOkQI9eeu8rhwl9oqLiQnkdei1IGebRCkMlTZXGgNFxkYK/iRwpxAiL4QQwNuAoxt4vquKlh/jhgl5WyOMJV4YYRs6liFww5TBksVgyWHFDZiqetT9mBu2lSg7JnU3pB5ElFXQrWKDsckCAuIkiwgzNEEq4Ttv3n65q6Y4Bxvpw39ECPG3wLfIjMojdFw3ipen6BjkLR03SLEMgRdJbENQcEwEGm0/oWhpNNoRrSDCMXSmaz4IQblgYxo6k1FLmfOKDaPXhr6ciRtG1HwwTcGtu/v50bv3csuu/stdPcU52FAbUEr5S8AvbeQ5rlbGhkrsGymv+fCDKKIdZLNP3bTx93KiAAAgAElEQVS9xIoX0w5iyo6OEBp7BvN88/QKlq6xWPeoq+G0ig1EBw6MlEhSQa90eNNoiTcfGOadt6pIm82MeunfpPTmLd5+0zZKtsHXTlQwdA0vTugpWAyUchRzKW4U0/Rjlpdclt2Athex4KWo5JeKjeb6bXneuG+YHX05BgsOQkhu26Os+s2OEvxNTG/e4u79Q+QtnYJtEsUx4xWXqhcShTGOZVD3YhpRRMOPESixV2w81w07/P77X8dyO6Dlxxsyf61iY1CCv8k5Y0Jm2+C1BQc3iHnw2ByDjslKO8DSdSxdp66C7hUXCQ2wNZApa0aECVw/muee60ZVyOUVihL8TU7Lj+k7y3JyTA1d00nSlLYfMV/3CBOJeOlUJQrFuiiZYJsCWxekQiNv6hiGzuv29LHSjnCDiMMTy8qqvwJRgr/JWZ2QOUljpqsebpQgJAzkTAZKNm4YYxkajgXLSYpJSnS5K624YhkpGgyXbPwgIRZQawXkdMFoIcfksk85p3PntQNrc9RuxqkDFedH5cPf5IwNlZhvejw+VSWKUywN2mFMIWdwfLZO2bHQhYapGTiawFAtqngVHBwp0ZM32Ttc5DW7ejgw2kPVizg8WeP0coN9wyV29hfJ2wYF22S80rzcVVZcAMrC3+T05i16bZOaYxJJSd7UuXV3kaV6yKOnq8xWW1RbKd7lrqjiiqfPAcc2GMxbXDtSoNYOOTbX5MbtfdT9AD9M+fSRafKWzl37hy/KHLWKS4sS/CsAKeA1O3vRtMx8b/ghXzkxx0ytSSI1lQ1T8arpMeCawRL37hti10Ce+w6O8O//+jG2lXKkGji6gVOAph/zD4/PcPOuXnShUXSUhFxJqNa6EpDw4NF5js01WWwG1NyA2ZWAbH4gFZqjeOUIIKfD9oEcr93Ty627etes9kozwNbB0gz0gk3VDcmbgpVWxImFJrv68q8o9r7mhnz9RIXPfGuKp2aqeGFKf8HmLQeH+OA9Yyr6ZwNRHt9NTs0NGV9qcujkEnP1NrWW2yX2CsWFY3YWjSwX/VDZoGSbvP7aIfwoXbPah0o2dS9F0wWWodGXtwgiSTFnEsbpK+qwrbkhn39ylo9/c5LHnl+mGaQImU1v+LmnZ/nIg8c4vdS62Jes6KAEf5MzXmkyu+Jj6xrL7ZBKO1Zir7hgCgaUzUzoiw5cv63IbTtLXLe9wGgpz86+HJqAdhAxNlQC4Pvu2IUbxVSaAVEY4nrZNJrves0ObtvT94qic8YrTcYrLWarTTQNyo5OIWeRs02E0Dk+3+TQeOUiX71iFeXSuUzU3JDxSvMlRyrW3JBDJ5b4+vgiiw0PU9OQymGvuEAswI+hJye4ftDBDVN68zZ3H+jH1HWml13KOZPFps87bt6xdh/es3+En74/5s+//jxzjZCBosV7btjBvuHS2kPhQmn5Me0wwQslawNHhCBzTWp4fsRyS3UEbxRK8C8Dq/PRFmyTvryFH6UvimmuuSFfO1FhcqVNtR0QxxCR0lbZLxUXyKp8hrHEjyS9OYtyTufJ6Qb3HRzm/ptGKVoGVTd8kdHx9pt3cOfY0MsaJ+ul6BgULJ2cJQjdjvUiJavOhpxjMlBUcf0bhRL8S8iqVX9koopt6IyN6GiaQd7ObvbxSpOxodLaNhPLLnECtmGQJiFN5ctRXCCCbE7jgg6WDi0/IhWwyyjghglumDBT9RjI2/QUzi0HvXmL2/cMXJT6jA2VGBtqcnS+RLW1QsNPMElIgYKtcXC0n7vGhi7KuRQvRgn+JaLbqtc10DU4Ptfk4LYSZcfCMTUOT6zwBw8+x7MzDWp+TJJAX0HD6Axtl56KyFGcGxOIyCJu8gbUgsxJonfWWZaGY2ikUpA3DZ6aqnJwpIeCpdHyY6arLu+5beeG17M3b/H2W7ZTzJl8xhBrUToDKkrnkqAE/xLxxFSVqaqLBJZaIf0Fm4Kl89x8k4JtMD5f54vPLrDYCogj8Dtvu/PtlD4zRTMFlgFGkv2QDRNsAaEEL1TznGxlyiYEUSbuuoBU6PQXIAgTvAiKjo6XpHhRQk/OJIwSEBo37uylHSYUHJ2d/T0st4NLIra9eYt33rpD5c6/DCjBvwTU3JAnJqsMFh0cWydOUp6drmEYgvm6z7VDJSaX2yy3AvwQbB0KGrQ7SXGqEezIacRxQhRDzs5mF2r7kjAGuzMruRL9rUmjK3lSGINtSvpyFpU4QQJ52yCvCWaqPn4UYuhw57WDvOng8Np+aZqqUbNbACX4l4DxSpO+go2mgSYEjmlgmjoTS21ylkbVDRhfbK7NUhUn4JBZbKtOHF0zGCmZeHGCrkGKwA9DemzoLdosNQPaISpxmgLL1ElSMA0NO02puSFuJMkZMFCyCRPJYtPnxHyd/aM9AGfE3yuuXlQLXwJafsw1QwWemqpRX3KZqbaREtIUtvfmCKKUVnCmfe4nmeCvYhsC29SoegF1V5KQ+WZ1RyeIJZYBNWWgbXlCQJcSL4pJU8nrdvcxvtJCENFbyrG9x2FHX56FRsCDxxYZGy7hRyntIFIzVm0BlOBfAoqOQbUdkgJCSMJUYuqCJE0JY8kT0zVsU6B7ZyZKWP2/pGf/L9RDdF3D0BJECmECTpKwEiY4etaYyq2zNSlaYAlYCaAdJQyXHHb1l3nPa3fz8UcnuH60RClvd22vcWyxTdUNKTqGSnO8RVCCfwkYGyrxyecnKVgG23ocANwoBSkYX2rhBgl5Q2O4CHOtMyNxRks6GjC75GOZUNQtSnlBlEhaXkLDh2IegkCJ/VbFAhwdNKFxTb/B979+L7fv7kfX4fY9Azw5U8WPJN1DpcJUcMO2Em8+OHK5qq24DCjBvwT05i129OVohxHNIGG016HlJ9RaPmXLoG5ptIKIvGOyTUrcKEVomcvn2oEyDd+n0vQIInA7nW6Q+eslsOJezqtTXG4MAU0PNC3llp0lNLIUCdcMFTk8scxoOcc/HpmhHUbMVH1aHcug14GmF/OhN+9ToZBbBCX4l4jRXockcbK5aclSHE8utXGDmJt39vL4VA0dMDSBZQg0oTPQa1NpeiCyATRp51i+Csff8hQMyJlQ97IQ3h4bbt/dT1/RwosTBooWz1daFGyT7T0OaHCy4p/hMmz68I9HZqi7ER/+juuV6G8BlOBfIsaGShyZWAGyOWkNobF/pMTg/kGiWOKHKScWG+iGTtEw2DNcJIgSJio+tmlQtmBJdcoqOvQXTGxTp5yX+EHEgdFe9gwX2d1fYFdfgadn6+wbKpO3Db7yXI0wTjAFpDJz/4jO/1LA07M1Do1XlOBvAZTgXyJ68xa37elnvNJc6yi7/8bRNSvsLdcP01+wyFmCKIGBosXJ+SbTQiOIE6TKa6roIMg6/4t2lv+mp2BzzXCRG7f3EMYpp5dbLLV8btreC0DdiwmihERm+0InX5kEmYIbqIRlWwUl+JeQc+Uk6c1bjFeaFCwDTYP+goUfQytICFJJMW+y1PDwYsiJzK0TqIyZW5qs3yZmtJylS8iZGodOVPjCM/MkSUpv3mRnX47X7ulntCdPT87ANnV0AXF3vjJAaJC3VcKyrYIS/MvE2emR794/xI07evjCM/OIOLPISrbBSNEiThNWFgM1t5UCyPJKhjHs6M9RcnUOn66CBramIQQs1DzSRPK15yrce2CIW3b0cnS2ycyKix9kfUCSbJyHKeCm7b0qYdkWQQn+ZaA7kZqhwTMzdb5+osKtu/r49htHWW4HzNcCnpxZYXrZo+XGat5axRqWBjkDTiw0SVNAZFa6ITQMQ2CZKbFMSdOUxabPjt487719F3sH8nzp6AJTtRAB9OU1/tWN21SUzhZCCf5lYLzSpGCbJDLluYUWOdNgqGgztezSdCPKeROQVBo+T0zXiNOXPaRiC+GnkBcwU/PoL1iUcxamIXBMHYkgBBKZkkjY0Ztfi7X/zlt38Ivvurx1V1xelOBfBlp+TF/e4nhH7BMpma97TCz7+FFE3jRYaPg8fLp2uauq2KTUAyiYkh7HJk5T3CghiiWWKbBMHR2NvKWr/DiKM1B3wyWg21+PhJOLTeI0pdIMGS7ZTFc9Fuo+E8tN+goWz8xUmWkoj73i/CRkYZWWKUh80ESKLgVpnOAlkr19ebb35Wl5MV85vvCqZ6qquSGPT1U5udAEYP9IiVt3vbJ5bRWXDyX4G0y3v96LIh58dpGZFR9dlziGzrG5Oqam0QxjNKFRaQRK7BUvi00m+HN1nw+8YTffOLXMQiMgilOuH81SJuTsLGvmZLXFqcUWjSDi2sESY0NFRnuddT8Aam7I144vMlPzKed0kIJnZ2o0/Jh79w8p0b+CUIK/gdTckM8+NcNCI6DlRRybaxAmKYNFG0PXcIOE55daDJVy6GSx0UstNY+h4uURnXEZUZxQzll88K5refPBkTVL/MvPzuPHkiRJ0A2NgqXj+jFPTtXRNIlj6hxxV9aVNG280qTmRfTmDRwrkwxNE1TbAeOV5kWb/lCx8Wyo4AsheoE/AW4iiwT7USnlwxt5zs3CqmW/WPdp+TGLTZ+FpodjGkxWXcq2wb7hIpMrBstNH8PUqLcCGmr8y5blQrKdJiloGoRRwp98bZy8ZfIPR6bwE5iruay0fKQEiWC47DBSztFTsPHDhLafsOKG7OkvrEuwW35MnEoK9gsJuy1Tw4uizE2puGLYaAv/I8DnpZTfK4SwgPwGn++Sc3Y8/epr8mokTpxKdE1DSkEYpwiRULJN2mHCiYUWjqnjhQleEGdTF5LlNFdsPS5EOjUBYQp6kgXsDhdNHjm1zIobs6ffQaDRDiISCTkzxA9jxoZKFGw96+QNExxTW9csV0XHwNCy+9exsleLMErRNU11Cl9hbNiAfSFEGXgT8KcAUspQSnlVhZ2sWvFJAn15iySBIxMr1NyQlh/jmBoFK4vCaQYxJVsnjCVRKpFpSihTgjghTiFOUsJIib1ifQiZGQeDBZMbRnsQmk6CwNRgqR3RW7SxLQNJSt0PkUJjqRVQdEwMLYvgWe8sV2NDJXpzJjU3xg0iXD+m2vbpK9iMDZVedn/F5mEjM7RcC1SAPxdCHBFC/IkQonD2RkKIDwkhHhNCPFapVDawOhef8UqTREomltscmaoxsdwmkZLxSpOiY+BHKYNlh+29ORxbI0bgBjHLTZ/ZhsdSw6O/5LCzxyZOJZ6Kt1esAwsY6rXYNehw685eSnmLKJEgJbqAIEpwTJ3Boo0G+EFK0cpG4ba9iIKj05+3aAfRugS7N29x78Fhrttewg0T3Cjmhh29qsP2CmQj38cM4LXAv5NSPiKE+Ajwn4Bf6N5ISvlHwB8B3HHHHVfUgNL5esB8zaVgm2vW+8RSmyCW7Opz+Pg3J5ivuXhRii4EbhgDKStNSQiEYczN202mvIiG6qtVrAMHeMO+fm7f28eJhRZxmv1kTF3gGDqeH5MKWKi5aAJKOYu+vMmewSKagLHhEtt6cvQWzAsK0+zNW9x3cIT71IQpVzQbKfjTwLSU8pHO578lE/wrnlW//aOnlhBCsH/UQNN0HAv8KGF8scGTUyukacpA0aHmBjw1XcWPwNShryhoeJJWDJ9/tqJy5CjW6HcEjmXgBhHNIMt3U3IE5aKDSBNSqWEbGrfu6qNoGTx4dBEpJaYmERrEGoyUbPwoIU2h5Bi845Yd7BsuqWkMFRsn+FLKeSHElBDioJTyOPA24NmNOt+lojuufrhkM9cIOD7fZP9wgSCWTC27nKq0sCwNx9CxDJ3R3jzPLTRw/QQ/ATeQa756JfaKblZ8ieFH2EYm9pIsFbKlQRALhCbJ2zq37urj1l195B2Trx5boBUk7B0s8Po9AzSjBNcPMXWNnGUyU/M4MFoGzh9koNgabHQX+78D/rIToXMK+JENPt+Gsxp9k7cNhso5LNNgqR1wbK6JaWoMly2er6SstCJyps5oOYcXSBpegndFOawUl4sYsFPoK+gEcUIQgR8maAZsLxa4/4ZtayL9g6/fww++fg8AXzm+QF/eQtM0Gn7I8bkmtiEI4oSqG/LhTx7mufkmhq5zzWCet1w/SsONlOW/hdhQwZdSPg7csZHn2EjOZQ2t5sEB6CkYHJ2tk6QpNTfkhu1lcpaJbRnMNyKq7Yj5uk/eMrOshgrFOtAAqUHeNrB0QZimDJVsSo7F3v48Jceg5oYvEunVQIG8rTFT9ciZGm6YcrLS4uj0DM8vt8hbGgYaT880mFrx+f7X76ScN9XgqS2CmkfpPJwv5BIJfpTS9EJmVnx29OdxTB03TFlsBPTkTQCCKCRNJG0/oOb6pMp3o1gHZmdJE3AMwVCPw2DJRtd13jDWz/03jZAzjbXw327Ghkq0gwg3iGn52fLcYoOaG9LwY0wh8GKJYen05Ez8OOKLT88zX/Mvy7UqLj0vaeELIZpw/lTsUsryRa/RJqHbdQOQtzWafsTTszVmlj1qXshw2WbvUJHR3jzb+3PIVHRmr9LZN9rLYsNlvp4gEWtTyykU50Oj82MToOtg6Do3be8lTiFv6tyyq4+ZqocbumiA0KpnRM10T6PZ9EOemW2QpJKp5TYNNyCREkMTxGlKztIJY0E7yOL0FVuDl7TwpZSljqj/LlmEzQ5gJ/BzwH/d+OpdPlYHTq3S8EOOztWYXG4zNlJACJiuupycb7KjN8f2cp7Tyy2emKzhBjEaKbv7i9y+p49SzsCxs/hpheJ8aGT++0BCT05jZ1+OPYNFZJqQswTH55okSUrJ1tE1eGKq+iIrvzdvMTZUYqjk0PIjCobI5kmWEj8GXdMIE0kUpUgpKdgaPTn7slyv4tKzXh/+t0sp39D1+Q+EEI8Av74BddoUdPtDAWaqHstuRMEyaAXZpOJBDNPVNp95fBrH1LBMnbJtEKfghjG6ljJT96k0fCRQtKAeqsgcxZl05hNfuy8KGuwZKPH8cpsTlRZpktKbs3jrDSP0FbKZqTQh6euk8Djb/z5eaRIlKfuHy7SCiOFygZV2xFIjIo4TBFCPBL0Fi2+7YZTRHiX4W4X1Cn4ihHg/8HGye/OHuMp1a2yolPnsIcs50gyouyF5y2S5FbDSDFlu+rSDhMEei+29efo1nbHhIn6YcmyhiR/GuF6EqQn8MEt2dVV/aYpXxKrPtGBAyRY0A0k7TAijhJyhYRdsFmoBXzu+yNtu0CnnLLwo5sBI8UXJyz7/1Ay/9+AJFuseJcdkbLjI9dt62dZjcejEMotNn7xpcE1/noPbyrSihKYfn7MTWHH1sV7Bfx9ZIrSPkN2fD3XWXdVoQvDkVBUhBEIXFEwDKWFiuU3BMvAdkzSV1Foxe/oEPXmTvoLDt5aWQUqeq2TJ0RxLY6WVoAbTKl6KVgwSiWPAXL2Nhk4zSDC9iOVmwlwzZLrm897bd/PGfQPoQsPp0ujPPzXDb33xOEJAT14nSCRPTNWxDMFwZ6rD23b3UcwZfOPUMlGcYGgwudymqXLbbwnWJfhSytPAlpkNs3tw1euvHcCPUuabHjNVj7maSxSnmLYgSVJGenPEUmAZGkGc8nylydRKmzhJ8aLsNVoJvWK9tOPMVZgzJP0ljZVWSD3KyjRgqRnxuadnKDka+4bL3Lanf23f//6l56i2A3SR+ewLpo5pwPH5BrfsHMDSYa7h8ezxBm0v4uZdvWzrzRNGKdPLLZ5wjLX5b9UArauTdQm+EOIA8AfAiJTyJiHELcB3Symvyo7bc0XojJIjb9aZrbvM1X00oD9vUnLyFGydhp/Q8NosNwOW2wFBmtDwLizlrUIB2T0TJdDwYsIIUl64jwwJ8zWf//HwaX7qrQfW9nlyaoWTFZeyLchZBkGS0vBjCiY0vJTegsnR+Qa6gMmlFpahc/h0FdvUGSo5mL7Ol56dXztew40Y6cnRl7fwo5QjE+ubLEWxuVmvS+ePgQ8DfwggpXxSCPFXXKWROt2Dq1aptnyOL7QQaOztL1D3I6puxHJrGSdnkKTguRG6DsWcxfxKrMRe8YrxJfj+i0frBYAWZdb+E9MNcrbJvfuH+NRjU5ga+LFEN8AxDDRNww9jrtvWQ9OPiEJJuWiSsww0IfDihGemarxubJBvTa5wutJiYrlNkEj2DRX4jlt3oGnGWuCCmt3qyme9A6/yUspvnrXuqtWz1Qidbh49XcU2BK/Z2Ydh6GgIDB28UNJyIywEjqUTxOCFqmtW8eo4nyUmAReI44QkTam2A56YqvLcYouDwwUiCa4fUm/7eH6IG6Z84M49jC+26MlpWJbOYNkhlWAKmG34PHZ6madm6uQdi76CSbUd8pXnlvjU4SkanRh9x9TU7FZXAeu18JeEEGOsjgsR4nuBuQ2r1SXmbH/lQMHm+UoLyG50P0pZdkP6cwaDPTatMMbUBI2FEO3/Z+/NYyzL7vu+z7n79rZ6tVfv1dM9OzncSZmkRJMQqSiGGJtKhBgJYMBJBCGwYNhBnMRRkCBBAghIgBgxbDhQ7ASIJCcRoiSSQUmUSJmbNcNZyFl6eu+uverV2+6+nJM/blVNdU/3dM1M93Cm532ARnV3vXfr1Hv3/c7v/JbvT4fFtoet62wOY4oKhmH18O6GE94TTB1EBcVdvh/mko1hzPn5gIubY6YDGyUtbNviwvqIpKzQFPzMcpevPrXE9y/tUO75MAtNl7yQ9MMEJeHV9RFtz2Cp7bIbFwSuiSYkr64NubDY5vxCA0NMpls9DBzVw/816nDOo0KIVeDXgf/gga3qPeROEgpXt0NOzwToOvTjHF2HJxebSKFxYydipR8zTkoQ4JkCU9fYjXOkJvAsJknaCe8KR0BgG1j6nb+/H2y8uhOS71nxL56bZZRWtByTn3tsli+cneGxxRb/4ZfrOP+nzkyzG2eM4wLLgKnAwjRNPnl6ClvXOTXlkxQVliFoOSaa0MhziWMILm2FRx6WMuH9zVG37OtKqS/vTazSlFLjB7mo95I7JWgBelF2EK8cxDmXNkNe2xhTliWDqEAqRZhVNN36eb5jkMcK1zLpp8VBM82ECW+Xlm8yHZikucb6KMfQ6pGGaQmVAssAx4CslCSl5KPHW3imwS99bInvXtziai9hfTgmzSS/+r8+i2fpnF9oYQroxxlhVo84/NpTC3z1yQWivGCll5FLiWsJNKFhGToN1yItJVWlJgnbh4SjevhXhRD/GPgMED7A9bzn3C6hALfGK/dPAFkl+fSpNmgag6RgNyqRFewMS15bC7m2FZFmOeOkwKLWMp8w4Z2w0LDQNY0wqzg/6+NaOqWChgPdQMPQBbpmMN90eGSmwUePd4iygmMdj688sYCpCeK01s1P84KdYcrz13cxDIHSBB890eFrTy/y1SdrmeW/+vETGAbkZcU4LYjzAtvU+cYnTvDEYptnTnUmxv4h4agG/zzwx9ShnatCiH8ghPhLD25Z7x13StAeHu58MLd2J+LqToJtaHQDG88S6FqduU4VlBKKEqYCk8ATkxj+hHfMVpjSj+uB47/8ydP88idPMtd08G0b3zRY7Dgszzf54rlZ5tvOgWiarsP3L22z0o+YadjowiBwHVqBjZSSi5sRT863KKXk4ye7B0b86eNT/NqXHuHRhQCFxpRv8Vc/doxjHW8SynnIOGrjVQL8LvC7QogOdcftt3kIHNnbJRTSQhJlxUFDy/7cWksTDJOcOCsZZwWZVAgBhgBbQMc3abgGZVXhWwa9+G7ptgkT7o4BHJ8K6AY2c4FJ4Og805oiSnNeujkiryTHOg7HpjzOzrcOjHHbs/j4yS7fu7SDLjQCW2cjK7ANAQiklIyzgsDRWR++WQ756eNTPH186pYCBl1nEsp5yDhy2l0I8UXg3wS+BvwF8MsPalHvJYclZftxjlC1pMKLN/sEjsFGP0bXNY5P+/zFlV12w5yskGQFmEYtY6sDFZIwK9keTjprJ9yde+V2zs16nJkNODfX4PiUR1ZINsYxjmXyxLEGvmUyFdg8MtfgI8ffHGrpBhaOpZGUCksXlBIECk3TaNgmYVrRDe5uwPc3jgkPJ0fttL0KvEDt5f9dpVT0QFf1HrN/kx+WVNj39m/2Y/KiRAmNCklalpQV6KIundM0DcvQKMsKNHXXMroJE+ANYx8YtXbOYU5Omcy3XbJC8uhCk0oqXl4b8tkzMzy52H7T6fNO0gefW57hX13Z5dlru9g6hEmOrMBzTZ5aDOgnOV9/9Nib1nVtJ+R7l7fphXk9mrPl0nCMiazCQ8Y9Y/hCCB34LaXU15VS//vDZuwPc7hiR9M0KimJ8pLtqOBGL0IIQeBY+A4EtoapgZSSLC2JM8UgkUwmGU64FzpgGgJXf8Pj6thwZqbJYtvlkdmAhmNxdTui41kH96NnG/i2yYs3+3ecxjaIc05NB/z6V87zlcdm0HUdxzKZbjl8+sw0jx3r8PVnjnFqOrhlPdd2Qn7v+RXyQtF2dC5vjvnT17ZI8uqWa0/44HNPD18pVQkhfg74L9+D9fxUuV1S4fXNEE0opIIp38bWBb5lsNIXNByTUlaMk4qkLNFVbepdIJlY/Ql3wRUw3TRBQF4V6FXd8drxbUZxgawUCy2bOCvpRxkfP9W55fmOqfHSypinj3XeVEq8L31wajrgN37po0de0/cub9NxLdq+xdWdkOmGS1aW/Hh1wNeeWrrl2hM+2Bw1hv89IcQ/AH4HOPDwlVI/eiCrehvcT1W//YqdYZzy/cs7/PnFLQxN0G04ZEXJMC0YpQVFJbEqna5ncWraou3Z/PDKNlLCIM5IJkH8Cbfh7IUALRMsS8fQBHlRMVaSwNZ5bLFF29F5fnXEb//FTb758iYtz6ICPnOmS2NPB3m/ouz2UuKiKnlp5Z19DnphzkLL2bt+hW8b6JrOTlQc/Kz+xMN/KDiqwf/c3tfDXr4CvnR/l/P2OBxzfzeqfvubxsYw4yc3d7myE6FUHafPi4rVfkLbNRklFUWpECjmGxa9MMcwNE5P+6eIKPgAACAASURBVJi6TiGrSUhnwh1JFSw1bSoUZSGRKIpKYWjQ9kxsQ2NjlCEUWDoElo6mBN+/uEOSVXzx/DSmbhBlBWfnGrdMYxunOS/dHBA41i2fg25g8ZO1ISu7MZVSLM80WJ4N3rQZdAOLMK1o+zqOqVMUiqysaO01FR4uU57wweaoZZk/96AX8k64W5fs2zl+HkgrKEWY5Ly6MWZtEHOs7TPbctkYpqiq4vrOGN2opWcblotp6nzs1BS7cU5eSZ450eZHNwcUD1Vb2oT7iURwbrbFIEqRAiyzpBtYPLrQIMxKSgWaJmh7NrZlMNOwGcY6a8OYV9fHPHOyc5CwPVxKfHFzjBA6y3PBXqxfY20Q84c/XuPUdEBWSkoJz13rYRkao7i4xSn63PIMv/f8CgDTnsEra2NyCV95fI44K29JFE/4YHPUKp054L8BFpVSXxNCPA58Vin1Pz/Q1d2DO8kYH/X4ue/Vv3B9QFFWhLmkkhXb44x+mBGmFcc6dVmcrkFegaPXsrNLXYcwrbiyHbIdZVzdjjgx5VGVFaqsZ5IWsj4C6RrcQeV2wocQJSQr/RCJYq7h8vhCi50wY5yWXO/FrO7GDOIC06yrKRxToAudbmDzhXOztzgxh0uJ81Ly5LEmUVryxy9vsNKPWdmN6Pg2bd/CtQxsU2ec1JvDF8/N3eIUnZoO+Pozx/aqdCqW5xrMt1xcS5/U4j9kHPWc9r8AvwX8p3v/fp06nv9TNfi3DxqHox0/D4eCNA3WBzE3+wnTTYtxVqBpgrKSbIcpUiksXadh67iuRcuzuLYdUUiJLiArFa6lWOlHuLaJY2VYOoQ5qImYzoRDhFFBa8rCMTQatsH6IGGmYfPSyoC0LBkkdcw82euLSktFy6mIC8l3X9/mU6e7BxU2h+vlA8fgZi/mOxe3CLOKhmOSl4qtUYImBE8strBNHc/S2Rlnd3SKTk0Hb6reOcxkAtbDwVGlFaaVUr9LPXwHpVTJ+2Ae9/JMgygriLMSKeXB8fNereCHQ0GBY7IVFji2zos3RtiGjgQUkjAtcCzBKMpZmvKxNFjdjdgcJFi6IC4qLF2jLCApJYtNl8cX2whh4JngmCAm3v0Eas/KdSwcU6fl2fiOiW/r3NxNODfXwNB0uoGFaQoUILT63okyxWLHw3cNvnd5m0Gc89z1Ht++sMlz13sM4pzlmQbPXd8lzmq1TF0T+LZB07UZpwXbUV1FEOcVLc982zH5OynKTko1P5gc1eBHQogub+jhfwYYPrBVHZHDGiL7MsZHOX4eFkxb6rjEecX2KCXKC5qOwZRvY+mCSik0BE3P5MmlNk8dayEECFF7755pstR2CBwdQygGScFSp66jnvJtPNtioWuzPGUz62uI9+JFmfBTw6SuxrmdpgnTvsZ8YHF6JuDMjI/QarXL9VGCZwnyUvLUUoOltoeu1/eYqdcqrI/NB3imzspuckfDC9BwTExNUFRV7dUfa6ELkEoyjgt2xhnDOOORucbb1se5vT9lvx/g8vZDI5r7oeGo2/zfBn4fWBZCfBeYAf7aA1vV2+CdtIIfDgU1HYtjbYfX1gs0Af0kx9I0TNOk2zCwdJ22Z/L08RZ5qVgfZmwMI4ZxAUJws5JIqUjKikKlhGnOTMPh6RNTRGmFrkGUlfTClEEUM/GJHh4M6mPufuSu5QqWpjwWmg4KjSgvSfKSvJJEWcV826PpGpQSwqTg0nZEIav6hGlqbI5KpnyLQZJTSIUuFJahsz3KsSwNXRd3LVI4NuWSlhW+aWDtCekXUrHai/EdE8cUPLHY5fiU97bDMe8mVzbh/cVRq3R+tKelc55aDuSCUuoDqyJwu2DaTNNhkOSYpsbGMCYqSmxTICVUQtFyTTZHOQJJlleUJWRVhQ5s5yVK1i8KSiItk55IibKSlmvS9G2ub4y4uZNOjP1Dxu2KqLpWDy453g1YaLtsDxN+tDJgpR+R5ZI/6acsz3k0HIvtMEWVipNTPhuDhOnAZn2YsBtKUJI0rxBA2zHZGKf4lsEjs807Snn345zPLc9wfTumFxa03IpSgqwkf+WZYwcyyO+Ud5orm/D+40ghHSHENwBXKfUy8EvA7wghPvZAV/YAuT0UNNuyeWS2yTMnOizPNegGDk3bpuObPLHY5KljHaYDi3Fe0m04TDUdPMPAMg0MAVLVHwpd1wnzEk2vX1bXMjjedkmL8qef8JjwwPAFnO5azDR9SgnXdyKu74xZH2Vc3hrhmiYLLYeWp/P6esz13RBb0zk9E7DU8Xj6eJupwGI6sHEsg6brMN90ONlt4DsWbdfga08vYJvirlLep6YDfuUzJzk969FPSvKy4kuPzr9rYw/vPFc24f3HUbfov6+U+ud7Gvg/D/wm8A+BTz+wlT1gDoeCBnHOP/vuFY43PSopeWxWI1eS4x2fMCuppGI3qss1daGYa9hoCpKiIjF1wrSeSjTl2RRK0vUsVkYx05VNWkrCpESn3l0/sMeiCcC+Mmr9XrYcKCuY9m2EhH6Y0nQCZhs2aQHffX0DxzRo7hncrmmQFiF5IfnSM7NIIbBNHaUUXlpg6TpfPz1FUkgato6maUilGKcFZ6YDbu4mRNkb3a+3i6mdmg74m184e99/59sVZQPHmJRqfkA5qsHfd1D/NeAfKqX+byHEf/FglvTe0/YsPnK8w/VejFQwLkocQ+fKdoRvayzONoiKEkvXUVrJUtOj5VqkZcXVrZAwL7EtncCzKCqFROAYBqO0xDE0hFbHeSdJ2w8u2qE/+wZfKQ1dkwgNkrzCs2vJhF6Us9hxySqwjDc8ciXBNQVRLmvdml5MPEzIsgqFwrdNpn2HXpyRlxLH0sgLiWfppIVkvm2zPNP4qRjeiWzyw8FRDf6qEOIfAV8G/jshhM3Rw0E68CywqpT6xXe2zAfPR050kErR9Ax+cHEHEGiAZ+lc6UV8/ZljfG55ht/+wbXakJuC3ajEs3WWmg6OZZCVFR3XpJ/kBKaORGEZGgsNl9fS5Kf9K064Cxag3aNBTu792X98xxNYlk5VQlJWZEXFXNPBMWt5grSoMHQYxBLPKTA1jVwqdN1gOtAYJCXZ3vPiomQqsHl0sUmUFXQ9m2u9kLSomwFPTgcHnvzE8E54NxzV4P8y8FXgN5VSAyHEAvB3j/jcvwW8CjTfwfreM/aPrX/w41Xmp1yKStKwDLqBQ8c3D4aa/1ufOcUfvbLBpa2QKc/iqaU2aVExSuuKjKyoaPsBrqETuAadwOSJpSYSxcYwZZxzi96OKyCZNGi9ZxweQGIAs03BlOcyTkviPCdKIFe1F28DrlW/X+O8NvQtD+bbPq5lgoLdOKOSFV3PZqZhM9+ykQgMQ+Nnz83wzVe22QlTGpaOaRgYhs6v/uxZBmlOPxI0mg4npnwemW9gCI2kqBub5gqHYZrTcnw6vjVpdJpwXzhqlU4shLgGfE0I8VXgu0qpb97reUKIY9RhoP+aurTzfU3bs1hqezy52EbT3jjADKOU56/1D7oMP316Ct/W62ERlsZcy2ZjkNLxG5ye8bF0nY1xQts2UQJ2uhlzLY/1YcLz13aJ8hKpJI5lYghBb5wTVm+EffbDBhPuP/sGf//d3RkpsizGMAVZCa4JsgTPAEuD490Ax9A5vxBQSsHmKCPOS/phSioVhhDoQmOUFPTCjOu9iMfmm3SaDh3f4wtnp/nRSp8oq1j0Hf7dz57mr33yJN++sMmnTk0f3GfjNOfqzpitccaZbsDGKCEu6rvgCb/5tsUAX7zZ5+JmXSe/P8wEmHTJfsg5aljmPwf+KdAFpoHfEkL8Z0d46v8A/EfwwRGRvH2o+TjJeWl1iGXpdDyLlV7MP/mXVxhEOS3X4MpmzA+v7rLYcVAonru+y/YoRUhwLIOOZ9EObMZpzk6U0/As5toOU76LJhT9KCep3ojvKybG/kEiD30tgRzoZbAZKpIcenkd2hnltdjZ+iDlxm7Ic9f7KFUrpfaijDAvsHQYxhnXdlJGWY5jCzbDlO9e2matH9EOTBanfH7x6SW+8uQSf+vL5+kGNoO9+Pv+fTZOc15bH5HkEh341oUNLm1FtByDvFD83vMrXNs5mirfIM7584vbvLI6wDMNQPGnr23x3LVdDI1Jl+yHnKN22v4K8Eml1G8opX4D+Azwb7/VE4QQvwhsKaWeu8fj/j0hxLNCiGe3t7ePuJwHx+0laBc3Q0BwdrZWIry4Nabj2WSVYjcsmGpYdH2bqzsxHzvZ5bNnZhhmOXMt96Az8exswMY4xzcNZgKLtmNjWTpZofYSe5OE7vsBSf0+GEDLAiUEvmOQ5BVFBRvjjLJS5IWkqBQ744K4kLg2WLpOUcFsw8G2dZJcUlYK1zL2Nn6TflQcdKgevs9u9CIEtaRCL8zo+g7TDZteXND2LTquxfcuH+2zcXl7TD/K6PgOnmPUM2x9k6JSrA3TSZfsh5yjGvxrgHPo3zZw+R7P+Rngr+yFgn4b+JIQ4n+7/UFKqX+slPqEUuoTMzMzR1zOg+P2Gv2ikjx1rEVzbwDFIClpOXXVRFJITF3gWXrdeUtdLtcL8zc1yOR5yc44YZgUZFLScU1kVTfXKPXWg60nvDfsd81K6iRuUcl64hmgCRinBUlZMkozpKyH3VdVXX1jaBqOYbDYdqkqGCU5cVZSSUlWSBY7LnFR4ZgaYVrecp9tjTM8W+f8QoNMgmdpmPobw04Cpw4fHoUwrX+mtXf/JXtVPpVSxHl9dtxfw4QPH28ZwxdC/I/Un4EMeFkI8Ud73/oy8C/f6rlKqb8H/L296/ws8HeUUn/93S74veB2JcLqUIyl7RoM04q2ZyIUFJUiLyUtzwTqD2k3sA46E0dpzoX1MZ5rEtgmjqUxSiosU0MJkLL28Cc1PD999vMngrq+3tDrr5ZuMNt2EQq2xymmrmMbBgpFVpQooJQSSxcIBE3PwLMtpAKF4tS0jy4EuiZu6VA9fJ9VFXi2QcsxiHOJbeoHTkOYVnSDo8XcA8dA1+pyTsfScU2NOC/RNQ1vT3Jh0iX74eVeHv6zwHPAvwD+W+AvgB9QyyT/4YNd2vuD20M8j8w26McZti6YCkx2xzm9KOOppdZBB+LnlmcOnrOyGyOA5W6AbWl4tomuQ5pL5pouLa9WRpx8/H76GNTG3gTSAjzdoFJwqusRmCbPHG/T9ixarolUisDRMTVBmkOYVCRFwY3dmLZr85XHZ/nc8jTTvkNR1g1SHd+8Y4fq4Xvs6aUWvShlZ5zR9UwGUU4/qaUTjsLyTIOOb9OPUuK0rE8HUYGpCxZbzqRL9kOOUG8h2i6EMKkrbP4GcJ16gzhOrY3/n9xvPZ1PfOIT6tlnn72fl7wv3K4FbmqCn6wND6p05pseDce4pQJi/znfu7TDbMPmRNcnTEteuLnLxjBlZTfhmeNtLEPn2Ws9Xl4bkuR16MAzIS0h/sCkut//uOzF6EVddimpu2YNILDAtA10rRYrkxJcQ6Pl2Ty+2OATp6ZRwMYw4dLmmFIqirJiMyzI84LNUUopJQ3X4njH4/PnZ/jSo/P0ooyNQVqXV7p1yebdKmQO32NhUh5U6XQDi88tz7ylVv2drjWp0vnwIIR4Tin1iSM99h4G/78HAuBvK6XGe//XpJZWiJVSv34f1nvA+9Xgv1MGcc4f/HiVcVIwFdgc69TCWXFW8tJKn0+d7hLmJRfWx0iluLQ5phfmTAUWp2d8FpsuJ6c9/s+/uMnVXoJnwU6Yk5ZwsutwdrZJkpdICWlZcWUrohellEqSFxVKQH9cIgRoOtgCAs8mySvyqmSY1PNTHUMgBGS5IrrHJmPvfZ3vWMw1LBbaPtd6Eah6APZSy6VEkZYSW9dQwPK0T1JKXl0bcnEjotib27rQsmnYBr0oJ8oLBIK0VEz5FkIo8kpiCY2WZzHKCwZRTlnuhVk00AyY8ixcS0cTgjCrWGi5NL19qWBJ27PoRTm+pXNiyqNUMNe06fgWcV6y1PbelhE8PDzHMTVeuDEgyks+cqJ9kOeJsxJdZ9IgNeE94e0Y/HtFEn4ROKcO7QpKqZEQ4leB14D7avAfBvY9tUubIS+vDnAtg7yoqCSM4pyT0wG6EAeDqFf7Ca5Vd2cqBVONjKZt0nAMPn9+lj/48Sq6rnFuPuD6ToRnGXh2Hft3LI2Vfo5jaHQ8k16UkFQVlqahaRq+ZYAS6JpGlGaUEixdw3Y11kYlM75GKWt556ICY2/oxlslkFuezmLHQymJbdaD3E91fXpRRqEUV3Yipn2Llm/Q8hxGSc76KGWh6eJZBq4NWgFNR8fe05nRdY3pRhtLr4cNBI7B1iDhWi9kc5SzPS6YburYuoauJL4tKEqF7+jksqJIYCaw+NjpFv0wo6wq+lHFMydanJxucGF9SD/KyaWkqmCp49GPMnphzvn55tvyeG/Xlbk9qQ8T6eAJ71/uZfCVusMRQClVCSEmhSW3se/9KSV4bXOI0DQqKZkOLHai2pBvjVN+4akloK6H7o8zphoWaV6ha4K/tDyDbxv047z2TsMcoUHDNWh4FrOmQErFblywM8452XX48UqIZegEjoVbSrbjnFNTLpmsvU3b0Dgx3+LydkzHr3+Wb+mYuoaOTssyMA2d3ShFRSXj8s5Gf6mhM9f0mA5MNsMCDTANjdV+XX3UdEx0t9YiKmPF1F6XclpJclkxjDOqqp4PnOUVlqZQCCyjfp1WxxkNyyDNS9ZHKZap03IEu5EiKioalsnJhRYK2BwkCF2gibpCRtPg8YUmu1GGlIqygjMzDRxLx7d1PNvnVNcnrSpW+zECwVzTOahLfzuaNG+V1IdJUnTC+5d73ZWvCCH+HaXUPzv8n0KIv07t4U84xP5koOu7EQpR1z+XkEs4N9tA02ojsx/j1zTB2ijh5iDi7GyTR+cbNNw65LNvMLqBRT/MGSclwzhnp6wHMPp7QzDCtGJ5psGjiw3CrCRMC4ZZST8tmW06IF3iPCeX0G1YSCkwDZ2lpkc/zTCVRsu3WWi7WLs6rp2yqATXeymZfKNRyTfAs02u7IwZZQ6uqbMyiEiLCs/U6TYdZgOHvCzJpeLsTBPbFLXkRJixtpviOhZPHXMYpzmr/ZSdOKfhOzw232Sm6fDq+pCVQUoZF3iGXgvS2SaBW9ANbKY8k6ysiIqK+ZbLMCvw9qpZLMMgSksW2y4v3RhwdjYgynLSQse3TfJK0Y9SHEtHUIeajk15B8NEDg/1fjvcPlvhdgXLCRPeT9zL4P8a8H8JIf4GdbWOAj5JnQP7+gNe2weO/clAcV7RsAyKCkwDolxiGRo745zl2eCWOPBXHp/jpZsDelHOhc0hea7QNMGXn5gH4HPLM1xYG3JpK8W3NYZxQVpKGo6J7+is9xM+crxO6J2bb/CDyzsstR1u7sbcSAt0Hc7ONBmlJUpJ8rKg7VlEmcI0TGwNPEPDtQy+9sQ8f3phi6ZtMuXbrI8S0kIySkosA+IsxxTQG6csdDzivK7l7ic5Cx0P3zbYDrP6tOEaRFmJa+qoCtJScnY6wLZ0ikryyIJkxrNIior5tsNM06XlWby+PuK19RGjNMMyNZanA4QGV7ZDbu7GaELRcB2mfJNOYJMWJSBoWDpRXtKuLI5PeTy62CJMK4ZpxulGgO8YCOCllQFzTZNjU95BGOadhmD2w3dxIVkfjWg5FvNtZyIdPOF9y1safKXUKvBpIcSXgCeoq9b+UCn1J+/F4j5oHEwGsuqxiJujjKwER9cYJSVCUwfytm+MqjNYnmvynde26UcpTy626TZsrm6HtD2LU9MBnzwzg1TbbI1zpgKH2cCi27Bo2ib6lKCsFFJKGrbB6a7Hpe0YzzEwhKDhmAhN8IVHZ/nOhW2SomRnnGFZOosth2NtB4ng3Fw9h3c6sLnRi1BKYeo6YVpLCOgCLMvCthQKGMQFmq6hygrL0NkZZZzoBqR5XQqYZRIBNB0L24gpZYVEUVSSvJTMNWzSsiKrFG3PIi8kvm1wbqFWjLy8Len4Vh3WcU08S+fV9RECDdfUcAyNrJTshDmg6Mw1SIuSvKynPN2tqmU/BLPv2cM7C8Ec3rSPd1xmAvug3HFi7Ce8XzmqeNq3gG894LV84Nk/3nc9m3FS0HYNtkcZrqWTVZKff6KePnT7jNBhkvP4YpNCKZ441gHq2Pt+mKHhGHzjkydvEXSTUtKPc052ff7olXV2xpK2bzLb8ugGNogp5poOmqbRC1Oeu9Gn45pMeRZCq3fumYaDqQvOzAYsthyeu9bn5LTH1ihlK0xBSgxdwzE1FIpp3yTOKqK8QBeCwNYZVhJT15AKwqTk/HyDcVIxSDLOLTQ5N9dA1xRxKRlGOS3fpu0arA4SRmnBqa6Lber0o9rDdi2dM7M+haylpR1DoKSikrDY9nh0vskozXltLUTX4VjbYZjUKqVfOLvAz5ybeUuDe79CMLdu2rfOl51U50x4vzLJLN1HDldw7Mvbnuw2DgZX7Bui22eExnmFqQk8Uz+41uEww1vNFG17FufmmlzcHDNKCtKi5OMnO6wN3xiiMYwLikJxvOPQC3NMXaOqJGuDmLKSNF2TC+sjPEfH1g1sy2C+6VKUFfEgJnCsurMYhaZJorRECIGzJ/l7uutj6gLTEHR8k/mOwZOLLWYbDmkhWez4GLrGq2sjdqOEi5s5GnUMveO6vLo25ETX5/rumF5YYBsa3/jkcX50rc8gzkmRnJkJUIClaWyMUj57dopRUjJMCo53NT5+YpqWX9/Oz13vHfRM3O5x36/pTZPB3hM+iEwM/n3moILj5N0fc7uXKYBRUvH0iTfCEIfDDHfzSk/PBAdhhU+d7pIWkudv9skKWOq4XFgfE+UZFzcHjBLJmgaPL7SI8pKLG7XI1tPH27QciyvbIXFacnbe5njHJSurWi8or1CIumJonNB0TK6WCtcUOIbGY/P1mAPT0JkKTP79nz0HcItBfWqpxY+lopqHf3U1RxcaU57F2dmArCy40Yt5fSvk6aUmHz/ZoRvYFKXi6RMdPNM48KLHac4L13cpyoqma+JZJi3P5NGFJr5lcHM3ZhTXAmUdr5a3uFMFzv0YIjIZ7D3hg8jk7vwpcLuXebLrM4oLDKEhpXxTmOFuXumdwgrLMz4/Xulj2xoXN8Zc3gqplOLMTICrG/TinLMzPmFaYBiCubaLaQqeONbm4vqYQZTR9i1kBUooZFVrsuSVwjR0JILlaY+sksw1HKRSnJ9v4tvGQQUS3Np09Nz1HnMtl9OzDTZHKefmNIpScqUXc2LKxzY0Sqloew7Huz7Nvea0pChvmeGqC41j3YBcKl68OcQyNE50PaA2tsM0Z6bRfE/CLJPqnAkfRCYG/6fE7V7mIM558Uafl26OEULwyGzwlo8H2BhkhFlOWtaJ4mMdD9fU6Cc50aBkdTfG0nVsU6eqFEuzDmFacnEzpFDwb3zsGMem6p8zTnNeXR3w2kbKQsthe5zR8Cxcy2CcFbhWHf8PHINBbJBVCt+uK242RjEnuw1+sjbkpdU+uhAcm/IOJAFuD38IBaOsQMp6iHcp61GSrlnX9DcXLBxTIyl400b31FILpMLWU5quDkrwwvVdjnUDWo79JpXSoir5sws9fv9HK2SV4uxswKdOT1FIddewz1Hfv8lg7wkfNCYG/32EVIqnj3cOPMa3aggaxDlrwwhT0zF0uLwV8sPLO4ySkjiXNB2Tlmcz5ZskhWKc1iJcx9selYRH5hq45htv/zgtSfKKnXFeV/f4JoM4Y6OfEJcVeV6RywrLMHB0nZZncarrglT8ZH1Mb5QxSEravsW0bzKwTX7v+RW+/syxg/BHqUqQite2x4RZwXzLZhQXbIcpDdtidRDjWQYstG7JUdzptNBt2qz2E7bHGf2ooFBjpgMbeyyYb3l7v1POt1/b5vXNkEfmfISo+M6Fbf7gpXU+f77Lp0516Uc5v3PtBsfaLvNt52133d6vk8Ptek2Tap8JD4KJwX+f8HarPi5vj1mebnJhY8j1XsQ4LVgbpozSEtdQNJwGUV7h2Dq+pVNUOkIKnljsoOu3hiTyquLbr28RWBZffarFblywPU4ZJyWebdQ6O4WkKiAscgzfwbMNelFBtKe/PshK5lsOtmkwSAo8J2ex5fG9y9v8wlNL/PmFLVYHKQsdh3GWM4xq0bHxnv5NwzYYpRXjOGdjGKMLcRAeOWwML26OeWyhQctzoFMnT9szPv04Y3OY8gcvrbPYcnlssUFWSq7txpyYdjENg50oRwmwDY2LG7VsQ1koGr6BpdVVS2+36/Yo3MuYHy7xfKvcw4QJ75aJwX8PeasP/n7YY5TmXNwYc3M3QirBlH9nby9MS6YbFhe2FMOkYDfM6xF8QtFPJOYgIXAsLm2ETAUWTVMnr96IM7c9i9MzAd+7vM2LK0MGYcZjiw2iTJIWFVujjM1hgqFr5FWFbejYDY1+mFGUkkGcM85LZCnpegbX+imBZaAQRFnJj6712ZlKyCo4P99EaAKEZH2YYRo6J2c9LmyMKCtYnvFpOCYbo5SyVPzxK5sszwbEeUXgGIzigrmWS8ezsA2dl24O+OjJqVqHyNSI84rVQYqpa5zuegyTgpdXR1SVwjYEU57FxjjD0nV0DXJZsTGSmJqGrmt4us7FrZBHF1sH06Dup+f+Vsb8bgJ7MCnxnHD/mRj8+8BRjuP3+uAHjsHOOOeV9RHbYYJvGeRVxcYw4zsXt/jCI7NvuuYLN/u8cH2IUpJBmmPqdeXMIEp5ZT1nJtBxTYMoE+R5xfml5oHX/GcXNnnxZp+OZ3Gy42Jr8Oy1Pr5tsjNK2Ryn9IYFQq/bqwNLQypFP1XsJDm7UU43MInzglfXoFSw0kswjVqErVKwPo5ACf6nb0m2RzFzLY/l2YCGrfPaRkgl66GCYVoRZRWaqDtqf7IyQipwbDg15XJ6psWji02mA5u5vfzCn7yyQZxLLKFYHWUoBS3XZLbpUPXesQAAIABJREFU4Dkmp7sBl7dHbAwz4rwiLyWuqaMpwbiomA0chCaQSiF0Qcs1WenHnJ9rcnM35jnuXtr5dnirk9v+KStMKrqBTVnBa+ujg6qjSYnnhPvNxOC/S456HL9XyGZ5psE/v36dXpTi2yY6Ak1ITs/4DMKCF272aTjGwWi69X5CnEnKsmR1kJCWCqRA0zXKCnQNMinRJMzbJo/NN/nI8bqp6/nru6z0E2YCG01o7IxDorRid5xzaTOkKCvSUlECuqxHMPYSieINUbWqgs1BQUHdxCWAVNWDQ9j7d5JXdH2NqzsjNDSu7ER4psHrWyM828DUdTRNp+EarPZTXri+w/q4QlIPIQkz+PF6QphJmo5OxzW5tDmmUhVZqVBKsjLOycqSwDIQGtzsxyy2XSxTo+3alKWkFxXkeUW5N51KSljsuKRZQSE1skJyousR7+UwVgYJMw3nvoRX3qpef/+e6AQWZSVxrPreWOnHnJwKJiWeE+47kzvqXXI3Q/7SjT6+axx4iRuDjONTLuMkZ6WfsBPmbA0jBmnJ89f7nJ1rYGoam8OYStYe5yNzDTqexfow4cWbGZ89M4OuCf7FT9ZY202Z8i02w4z1YYpUIBV4di2zbGi1brwyFaMkpyhLNkcp/8dz13nu2oCfrA6wdI35lkvHM/jO69uMDjmUloACKO6iiZoc+n+dN0TW9lHUz9+IJEQ5ttjz+nsJti0wNYGmCUpZa/Nc3c1uucbhyTq9ccbLayPSUnF1J0QXGj/72DSeYWL1IraGMSu9mEqrlUSjPY++qhQnp33OOyYv3OizNog51fV5YikgzhSZpmhagoWWjY5Aobi8M2J5Jrjl/Rylddjlbtr5gzjnhZt9Lu0NHHlkrsFHjncOTm53q9ff3wz2eyagxNAFvTBj2rcnJZ4T7jsTg/8uuZMHl1cVz68M+OyZ6QMvcW0YUciKflQglWStH9Vlk6YOKJ6/3udaL6Tt2bQ9C11obIcpmibohwXTTYtX14e8tDrg6nbIbGAxSnJ2o5JKgSkgKmE3qrV6myZ0fBvPEGyPM168OeSV9TGjJGcnzqmKilDBKEkJM0huk/jN34b4dXXvh5DtXa9UQKpINUXT1SnKisu7b32FUQFr/YTj3QBTQFqWXNoMWex4uJri4lbIym6KpkAz4cZ2zPWuxZfOzXFmuoEQiv/4Fx4H6g16Y5CxNoz4aODRi1Ku7kSMs4JT0z5ZIWk6Gb5t0HAsxknO9Z2IqlJ0Fu8cg99PSO+Xib6yOmCUlnz+kZm3rNe/vD0mLSRNx+L8QoPVfsJumNNwzUnCdsID4S0nXr3XfBAnXj13vfcmMa4f3dgFCR879YaHtjVM+eZPVnFdk94oZaWfEOcVrmXQ9kwWmjaIevKUlDBKczZHGVWl6DYszs81ifKSK1tjNscZWSnJK0VZlmS5pBZNhvCQa7w/kPsoBvm9pt7m3nwyuBuBAZoGRQUNp+783R1nlApUWZ8IKllvLJ4A1xE4lsaU74JSBJbBQsejYet86sw0x6dcvnVhiytbIau7EVEhWWg6PLHUZDpwifMKz9G5uRMhBZya8vn4qTqBenii1XPXe7yyOqrzJ3shmTSvyKuKJ5ZafPxk9645ntunZx3eDCbGfsJRuZ8Trybcgzt5cIMw4+MnO7c8zjIF23GBn1dc2YlYG0R0Apc5WyMtKl5dH3N2NmC+7bI6TNkcpJi6TsvXKUu4vh0Rl5IoqyhKSZgUxIXEEvX828AR2JogLN4woe/nkbhvdxNSClxDR1YVu5GiF2XYot409sNLgQmiqufWjhJFlFboWkqSltSpD4U/1+Jbr23QcEwqCWFWl576lmCcFfzw8oD5VswoKWh7Jo5l4hiCMCsYpzkNx7pFMydMS0pZN6HtY5kaSVEc5FvuVq8/ad6a8F4zMfjvggM99FxyabtPkpd7IwgNsvLWx768OsQA5tsel7ZDULAzThlEKbNNl0pJvn91G0PTibMCsac3Y1suUPHszT5RKhnfNjY+3vuaJYdTqg8fUQVlUh2EhgBiBU0Dkr3Xuh7hWIeAoM4/3OiX9aByG7bGGSdnJV3f4UcrfWxNMNt0GSQ5GoI0ydmNErbHoFQ9X9e1dH7mbJeu73BhL0Z/eTPcG6FSN6yt9WNu9CQt12Km6aCLeqxk3ZV89/g+3HkzGMQ5v/mHL/P/vbRGnIFnw19+fJ5f+cypSUPWhHfFxOC/Qw4fx9uuzo1dianrPLrQJC0qXlzt8xE6TDfquO+V7ZDHFpusDTJ2wgwNQZwrCgHDJCPPK0YpzASSOJVommQ9r0MH13sxaf7+DM28F+jUv3t2h/1sVL7xGE2D7A4vUglUJQyzijAtmW/alEVFjuSE6aNiVQ9STwuyvGQnhbarM9O0cCyD717aRSJY6UUIAa5l8Phig2ev7jDKKmxNo6ogygp213Nars65hTZd337L+P7dOqj/q//nx/y/L2xg6KAJiDL4/Rc2sDSNrzy5MDkFTHjHaPd+yIQ7cbg6Z22Y0fFsOr7F+jBlvuVxetrnh9e2+fbrW/z4Zp+irOgnBav9GNc20C0N3wHHEkgFcQbTDY1SCixTw7VNTENwaTOmyN9evPthQgDBEWxbBcQFZIdeJIO62ggg3BvSvjFMeG09xNQEutAYJyVK1s1m46wkzsA2QDN00kLRci0CR+e7F7dJKsl0w+VExyfKJeO0RNMES12PM/MBEoECWp7N5x+ZoRdlDJKCtmfg2SaeY9DxHfpRxuXt8R1/j8vbY7716ga2UeeFAteg6RtowDdfWTtoDJsw4Z0w8fDvwNFa4fvoGgSOyU5Y0HA0Nkcp/aggyUqGaU7Xc3hiscEPrvbYGBa8tj5mfZxgoBgloARYuiIrKnIFi02XzajABcZpwThV5NRG78OKAobvsP+oBDT1xnV2xiVpPmKc1BU5hibojXOGSU4/jEnyOh+w4Oj4tkZRKl643mM3q68RJjlzgY1pumyNEm72Y2Z8i1nf5fPnZ/jEye7BYJr9QTfjNGcQ52yOcrKywtI1lFJc2Q65vBVSSnkwGnF5pkGYliQ5NMy6zFYTAoFCF3VfwkRzf8K7YWLwb+MorfDPX9/FNuo2/aqCG/0QJeuRgGlZ8sMrPbKi4uPLHS5tR2yNczRdkZYVBjDKIKM2Rhag9rzSnajA0DWUVAitrgvfb2r6MHr3R0Vw9+yFvO3vxV5Sd3nWx9AMWl7K9y8lgM6prlXLO1QSVUk2RvktJ4bdDL758jbn52MeW2qhUZeZbkfJQUL3dk38K9sRo7RECMVaP6kTuULyxFKH5671ONn1SHOJaxo8H+8iNIFr1aEp24AkL26pvPqb//QHfG55hpNd/65jHCdMuBuTkM5tHA7VaJpWV3AcOkbvf395LiAr60SpRV0nvjpIaNkmUDcV3dxJuLg5pihKLE0w03RZ6Pho1J2kTQtavkm3ZTHt18PApSrJy5JKKkwd5gL9Q+3h34vDxn6/DPVO+Do0bDg9EzDbcNgKa7XOQZTzjU8e59OPTHNuvs1Tix1KpVgd5uSyvp4G+AZ4el3++fpGxG6Y4lgmvq0z49dzgOOsPJhry966lCYopGSlH9frVApDM9gaZtiGRlbV0tC9OMO3TQTwpcfmyUoYROUtxh5gM5R8//IO/+jPLnFtJ7zfL+eEh5yJwb+NMC3fpKnumNpBid3+9/ebZXRdo1DgGDonplwMw8C1dY51XCxTZ5Dk5JUiryQt16DbcOh4BoZWe5xxXhFYOkstj+XpAF0z8BwDSxc0HR0hBC3np/BCfEAI9pxpm/q46ulvfoyvgWtqaMBulDFI8nqGrhKEWcls0+appTaVkjRdi2dOdNivstSApg22aWDv3RclsNZP+dSZDj//5CLdhs3WOEPXuSWhKoAzXY+GZSAlmHuVO1OBCaLuuE2LCsuoBeD277u//68/xTc+sXhLt7EA2o5Gw4Qor7jWC/ne5e37/npOeLiZhHRu456j6xS8cGNAlFeEeU7DMvBtg8gpaTgmw6SgrCQXt1MsAb04o5/mqKoeahLnkmFSkkhIcjCQ6CLFMQ3arklW5mwPJJMo7dEY71Xp7IXZye9QpVNI6ppNCXlVUJQFw6RkqelwetonTCtmGg6fPjPN1jhlZ6Tz6KLk8taQQVKHbURVdzTr1Cezp463+fwjc3WD3DDFNd+80wSOQcO16AYOjq2TF5ILG2Oub49B0+jHGZ9dnibfG2BzeAbA3/naE3zn4g67YY5UYBsC09ApUcS5Is1KeuHkLpnw9ph4+LexPNMgygrirERKecsxfRDnjJKCnTBjrR+R7cnyZmXF+iBltR8ziHLKSpJmBavDhErCUsPFtw1eWRtweX1AdMgolcBOrFgbFlzailmdGPv7Tg5kJURyLxGq6Sgl+dZrm4RZwfM3d1nrh9iGoONaBI7FJ062mfJtKiDMYZzXVUCWDnMdD8vQGcQZL90YEqY5jy00qKpamG4Q14naMC1Z301Y68dkecXFzRHbYYrQdDxDYxjlvLI6YqUf0vXsW+6z56/v0nBMjL0YVS4VUioqpTANcGyD7lHKlyZMOMTE4N/GfvejrkM/zm85pl/eHte67L5FYBvomk5g65iaxqdPT7HeT8kqie8YCE2j4Zh86sw0Z+danJtrIFWdsLWo2/8PI4F0kpl9YAjq1z2wNWYCG8/QcEydlX6GkoKLGyFXtmMsU/DUsRbzbZ+//NgCM/4b1zCB+bbJqa7PbNPitfURnq3x0ZNTtDznIN/z4s0+/397Zx4c2XXd5++8tffGvgxm5WA4FDkjLhqJEinKki0plBd5qbhilV2xnVQUJ65ESipOxUmq4vyRslNOpexUlopjOXEqthJbsiqq2FEsKwolWYvJITVcNCSHMyRmx95Ab2+/+eN1gxhMYxkMgAYG96sC0Gi81+/0w+vz7j3n3N95YWKOrG3x/vv7eWC0xFtTNepBxFDRZbCYJUoEMYSJmSpfe32GZhjdcp3lXZuPPzqGZZskCfghVBpp2WgpY3G0v8ATxwe7dDY1exUd0unAakvh20JphiGcGCliGGnT8ecvV3jHQJ6bCz4jPRmCKEGkzkDexjENrs43uX+oyM1KEy9cBAHbMHFUQhAqgjitI79318luLVkDDBPq4drbubwd6jEB1wXHMsi7NnURcoYgBoyUXZp+wnvu6+ODJ4d55rVJpqs+lim8574RDBQ3Fj0WmwG9eYfTh0qcOpBKZ6TXw9vjpoxt8OLVKu882NvSV7L4yKlREPjzN6YZyNtM1wJc16TXdonitLfvi1fneWisvFTO2ZtzeHJ8CIDP/cVlLs97xAkc7HV4+p0H+CvvPqKrdDR3jHb4d8BSfN82CSJFxoEgVvRkLWpezHDJZaw3R8Y2mVr0iGLFVNWn6BrEKBphlMoYJ+D5MWKkDb3b1SXr+C9NC9ME2xTqq2k3t2iHxlzSZipRAtVmxERSo7/oknFsso5FPmMRxAFvTFb54MlhChkLyxCqfkzeERCT+wYKRLHiQG8GW6ylnE6nfA9wW+L/QE+GwYKLYwpKCcWMgy2CL9DjWoSR4psXpzk6ULglj/Tk+BBPjg/dItim0WwWHdJZRqURcHZilmdem+TsxCyVFQtc2vH93rzNTK3JuavznJuYxzCE6xWP8ZEidS+iUg840OOiTJhebJK3DS5OVbENk768i9CKKydp05AEyFrpyHU19vM/qr0WAdKwShSTBuPXob3FcI9NX97FMiHrWnh+TBDGVJoBpiFcnmugkrfjaccHi/RkbeIoXVtRbYbMNwJytpC1TcRQHB8srprvGR8u4oUJVS/g/I3K0rU0UnSYqYVUfR+imHoQYZkGRwfziMFSEnatPJJGczdsmx8RkUMi8lUROS8ir4jIp7brWFtBO1EWx+k0fXkCrk07vm8bBnU/xkQ41J9loJjhvsEcvVmHkXIGxxYeHOvjYw+Mct9AnivzPjnb4PTBMk/dP8B9Q3nyrdaBAuQcONif4/hQjpFls3ShpWvvCiMFk5GCScFMnd5+IUtaA1+w0xLMoZJBf96hv5RZd3pqAcN5g2LG4WBvjg+/4wD3D+XBgEU/ZrSUpdhqUjPbiBgpZ4H0//zUySEeH+8nimIKrsVY2aW/5GKaBh95cJSenLNqvueRQ71MVj2+OzFHGCpsQ1DK4ORYL+88VMYyDOphTF/e4fRYmULWQSUsJWHXyiNpNHfDtunhi8goMKqUel5EisBZ4MeUUt9bbZ9u6uE/8+okE7MNlEDOTuvoTcPoOI3+2quTvDXfYLrqcX2uAYZBX9Ym48Ir16pcmKyCEu4bLPDQgRIvXV8giRJqQYJtKIIEyq7F5YUGMwsBjVjH77eTtva+kFbZOCZkHQNTTBBFwbGJJcZUQsa16Mk4PDhW4r2tFa1vzdaX1C7bN4VXrld4a7ZOzjJ5x1iJB0ZKXJ5rcHXOo+4FvDnb4MpcjUYYY4lwtD/Pu4/2Mz5SYmqxyVfOTxKEMTEQJwkDeZePPnSA0XKGqh/xxnSVyzN1Ko2AjGMCBlMLDW4uNAnihJ6cyyNH+vjpxw/zzkO6M9Z+Zlfo4SulbgA3Wo+rInIeGANWdfjdotIIOHdlnoFChoxjEESKV29WuX8oTzO8fdsXrlYwSHjt+iKOaWJIyKWax3femqPomNiWQZhEPD8xx/VKgyiJ6c1naIQBi40IEbiRJIQx2tnvAMtL85tx+mVKQk/eIkxSaQQwMJKEUpxQ8yP8OCaKYm6M9JB3Ld55sJcwjvjOpTlevblIoxFRKtjUg5hnL83xx+euc+ZIHw0/5NJMk/M3FzBagynbNbm54PPNizNM1XzGBwv05x2uVzwqDZ+SYzNaznK1UudqpcFc3ee7ExUafkjBsZiu+zSjmChM1xQowAuaPJvMMFP1+NSH79dOX7MhdiRpKyJHgUeB7+zE8e6Ui9NVegouhilp5Q0RUwvNlqRxWhfdnk5fnK7Sm3V44fIsuYxNwbUI44Szl6cwFIRJTG8ugxfECDE3FzzGerK4lkmddEWlZaQa7pahnX23qPswVDKxbaHuxaASxDTJuA5Z26IexMzUQ9TkIof78xwbKHD+Ro0wVtT9CNMy6CtkCOKE128s4JgGb8zU6M+1qrSUIlJpm0kRwTCFRhAxMVsn71g8MT7IjUWPJAZQXJlrUMwqvDDihYk5TMOgL59hqu7hRTFBlJbt5kxwHYM4SWiEivlGyB+/dF07fM2G2PZcoIgUgM8Dn1ZKLXb4+ydF5DkReW56ujtLxWtexH0DeZpBzGzN59JUjShRhFHEUDFzSyy/5kUcH8wxXw+xlEKpBNVyAo6ZVoIYCEkMjsVSp6UwTggihWMCknZwiverwH2XaVdEpS0iE2KVECVgmUKcKCwTkiSiESU0gpi4ldBtBDGxUoRRgkhr9G5AM4hxTKh66d/9JMGStOWiAIlKSOIEP06vl3qQyil4YYxtC7Yl6Qg+UcxVfYJYYRmCZQtRS+xtaQWxpAqaAJIk1D2f6apeqqfZGNvq8EXEJnX2v6eU+qNO2yilfkspdUYpdWZwsDsLSQoZC8c0OTlaZL7uEycK0xQeGO1hpJy7RTytkLGwLYvjgwX8GJqhIlbQn3cRpKWRozBMCCLIWNCME0o5m0LWZKy/QE/WpZwzsE1dF9sNTCBjgmUCSdpkJOeamIZgGqmTNQyLnGWQc0zMVp19zjExRbAtA6VSpxsmkHVMghiKmfTvrmFgWSYZB2KVVhV5Udp1WMTAMBRBlJCxTcJQEUaKrGViGUII5B0DZQhxnEoqmG0H37I/USAimKZBDAwWdTJXszG2s0pHgM8A55VS/3q7jrMVtMvgLDHoL7icGCoyXMpyciQtg1suntbe9uFDfRRck2LGopw1eOxoL4kh2IZJrRHQ9AOqXshIOYOFwlRC1jIxgXzGYqjgknfMpaXzmp3DEBgoOAwWHIZ7XPpyDqaYGCg8P6DS9Mg7BgN5m/HhEr15l4YfcaCcwTaFvGuRRAlzNY/FRsBwKUOYJIwPFHBNhWMZgEnGMvCjiDgKsQyhN+cwPljCBK4vNCk6BpV6k9layMGeLJYp5ByTsd48cZQw3/QoZ2yUUlik1VlxRBqCihVIQsl1+aHTB7p7QjV7hu2s0nk/8HXgJd6WJf/HSqk/WW2fblbptJuefHeigm0anBguUMymI6eVi17a274xWePSTBVTTA72ZXAMgz95+fotVTpnjvYxXw+YrvkYksZxBwsOsYKFRkClGXF1vsHsQkCzZUu77FIvxNp6BrLw6OE+DvXmaETptZ+zTeaaPjcqPl4Y3lKl8/ChdEVtuyEOpH1s16vSCeKYq/M+V2driCkc7svz+PF+Hj7Ui+cnXJpdBCU0w5iMbXKgnKXgWtS9iJeuzzNdD5he8Kl5ISLpjeD6QpOFhkeUpI13jvUV+OSHjvP+E8NdO5+a7nMnVTrb5vA3QzcdfpvlDVAytoEXJtT98K7qoJe/ZhDHXJqpU6n53DdcQMUwXM52PFa7euhCqyQQURztL5B3Lb788g0s08Q20xaJQyWXm5UmpikMl3OgFFfnGlyeqzFbDRjtyWKZBjnHoL+YpRmkzVbmaj5xAtNVn2YQk6DI2QZhrDjQm2d8OE8zSHjj5iL9xQzjwwUUkDHTYkcvSsi7Fl89f5NL0zUs0yBrWxztz9FXyHBltsZDB8up1rsACF995QbTdZ+CYzFT85lrBCilyGUsDpTzPDRSYKqWitB99PQoB3tzFDMOz745zZXZJvePFHlzps61SpOcZXJtoUEpk94mvSjh9MEeylmLxXrI1UqD2ZpPzrH4hQ+N73hy85nXJm+TX2h3xfq+k50d9Wod19brxKbZn+yKssy9SnvRy8XpKvONgELGuutFL8tfMw4VDx0ocXywmP4e09JcYWmJ/sXpKu860k9PzuH7Tg4vOYb2jcMUg8fv6+dPz99MnXk5Q08ulWk+NdbLUEtAXwnEKBQGRwcLjJSzmCKYJpwcHubKXJNL01Xm6z6LXkTOMSnlbBp+TD5j8c6xMnECDwxn+YnHDvLmdI28axPGES9eqSBicupgCcc0+dipA2AIw8XMLTev9433k7OtpfcIcGW2hjNjptUmChRCIwhwTIP+nM2RwRKxWuRQf453jPYs7WcaBsPlDM0wwU8Sxsou1ysB1UZAwTE52JdjuhrghTENP6Sv4PLzT40vzdC6Ucmyrtx2B1bTclrteY1mo2iH34Ht+GB1es22SNZy1utZaojw4pV5mmHMUN7lxHAR10y1X0o5aS3Jt8jYBn4QcbAnx+G+PBnLIONYJEpR9UKmqh7XF+qUsw79eRclgilwbLCIHybM1lPZ5zh5e5VnW8mxGcKDYz0oSBPcDjx1MhX6WnmjhHTFcvu9eWHC+HCJMFaEEQwcdLg273Fpps5gKcv9w0UsE04d6iXvWjT8aGm/3rxLb1aRd22mq00WGhGDRZtSNt3WtSxGe02UUoQJ1LxwSZagbctOc3yweNv776Y9mv2NDul0kbMTs7eM8OH2fEGblaGmc1cq1LyAR470Ucy8nWtoBhGFllzAtUqDkWKOjGvw2o0qWdsgSSBSCc0w4cRgkaxj8OrNKlOLTeI4wTBNhksuD4yWMCVdadyejWw2lNApFFFpBHz5eze5OFXDNYUHx3oYac1M2tsAt+3Xfu5mxeNqpcnxwTyv3awyueAhBowPFlj0Al66toglwhMnBnji+GBXlSU3G4rRIRzNRtAx/F3M8g8xChab4aox/OWsvDmcnZjDFsG2ZSnssTI2vDJ38OZ0nfm6z8OHe6l5EYf6chiGQbUZ8PpkldduLGIaBk+fHsY2Lep+yLHBwlIoZ6tyGltF+1y+MDFPlKSNwBt+zFTNYyDvMlB0ODZQ3DX23gnbkUvS3JvoGP4uZfmHuDfn4IUJC36IF0Q0Q9bMF6wM/+QckzCKaQRvqzyujA2vzB08OFZaGiWenZhdii0Xsw7vOtrPod48N6sNogQyDkv7tpu6w+15hm7SDpO1wyZ51+at2RpZx0ShONyfX7J7N9h7J+zm867Zu2iHv4N0+hCPkN2QzvnK5N9Yb5YXLy+Qc9MmLKvFhlfLR3SKLYsofvD02C03nM3kGZazE2GJ5Te2yUWPoaLL4f78UqjrTuzdLdzteddoOrGfZdZ3nJoX3dYYY/mirrVYqZFuicFYT4Yj/flNSehuVIK3faNZznpVJm02Ijm9VbRvbE+MD3BsoLjk7O/E3t3E3Zx3jWY19NWzg2ymRK9Np3LRp04O3XW56Hozi9WqTI4NFjg7MbvmyH2zYYm7SXJWvYhzV+bpzTkcH8wv5SL2WlWMru7RbAd6hL+D3G0no7aD/r6Tw0t1+ptlve5ey495bLDAG9OLPPP6FG9ML9JfcHhzurbuyH0zM5rNzgra++Vsi3cd6UMQzr41f0tz8L2EboKi2Q70CH8H2Y5FXSvZyOh4efLYMuCVawt848I0Dx/q5ZFDvbdsX2kEvDldY3ywxKkD6UjzW5fmODFYXHfkvpkZzWZnBcv3y2Hx6BF3qcR1rzpJvdBKs9XoEf4Os5Wj9JVsdHTcdo6xSnh9soZjmgwWXK7MNm7bfrkjNQwjdcQqYabu3fKanUbum5nRbDbPcTf5EY1mv6Ad/j1EJ+e8XNq5Tc2LCOOIb1yYZmK2zo3FJnGiSOC27Ts50p6cQ6V+q7Rbp5H7ZsISm01W6iSnRrM+2uHfQ9zJKPfFKxUafkJPziGJ4Y3pGih12/adHGl/wUUMtaGRe3tG01adPHdlfs2cwfHBIpMLTV6YmOPZN2d5YWKOyYXmunmOu82PaDT7Ae3w7yE2OspVgIiJaxuEYUwzjJha8Lgwuci5K5Vb2i52cqSmCB95cHTDI/c7TsQagkKRtpJRqYD9Ougkp0azPnq+ew+x0VI+AU4dLPHGVI2XrlaoBxGjPS5JrKh5AVXPWerju1aieaNYzzGoAAAP2klEQVT6NHeSiL04XWW4mOHYstdu+NGGVpjqJKdGszba4d9DbLQKqJCxiGM4czR1jjcXPPwwoZA1eORIH6YYtzjYu3Wk7VWji17AtfkmjSAmaxvkHQuOdN52OXqFqUazNWiHf49xp4uplILDvTn8OOaB0RLFjLMkwrZVFDIWM9WAibk6Wdug6JosNiPmG+HSTGL5tptdnKbRaNZGx/D3Icvj3XGSEKlkydnD1jvY44NFLs4sIoBjmwSRQqE4Ppi/rYJIJ181mu1DO/x9Snsm8JfPHOZQbw5TjG1zsD05hwPlPFnHoOqFmCY8MFpiqJi5rYJIJ181mu1Dz5PvIdZbZbva37dy9e9qxxjpcYlj97ZmL51mEjr5qtFsD3qEf4+wXunjWn/fqtW/ax1Dh2o0mu6jHf49wnqrbDe6Cne7bNChGo2m++iQzi7hbhuFrFfOWPMiLIHzs3UaYUzONjlQdmmGnV5tc6xnw2qhGt27VaPZGfQIfxewFY1C1l1lq+DFawvEiaLomsSJ4sVrC7CFLY03o2ezk01SNJr9jnb4u4CtCLesFyOX9ve2SoGk39YXLdg4m4nT70SoSaPRpGiHvwvYCmnf9WLkSuD0wTKmIVT9GNMQTh8so7bQ428mTq9ljTWanUPH8HcBW7W6dK1yxracwjtGy0vPNfwIcwOh8k4xdqBj3P1OSyr1ylqNZufQI/xdwE6ULG72GJ1i7F9/bYqvX5jekri7LtfUaHYO7fB3ATtRsrjZY3SKsVeaIfN1f0vi7rpcU6PZOfS8eZewE6tLN3OMTqWWUZJq1S/nbhQt9cpajWZn0CN8zZp0KrW0DME0br10dNxdo9n9aIevWZNOMfaerE1v3tVxd41mj6EdvmZNOsXYnzo5xFMnBnXcXaPZY2zrHFxEngZ+EzCB31ZK/dp2Hk+zPawWY9dxd41mb7FtDl9ETODfAR8BrgLPisgXlVLf265jbhV3o+2ycl/bEL7z5hwXJ6sggpBwveJTaYSUsxYPjZU4NdYHKC5N1Th3dZ7Ls3WiWBFLgoWBaRoI4EchdT+h5iU0W2H1og0nh0v0FWwW/AgTg5oXMFNtMltL8FexMwPkMyAGRAFU1ljnZJNOBSPSBbomYAqEClaT4rGA3rzQl8tSyJjkHJOsZbHohVyeqzFTjYlbrz3S5/DQgTInR8oMl7LEKma+HvK116Z4+coC9eRtO7ImJAKmCQ+O9vAz7zvKkycGl/4/lUbAn1+Y5s/O3+T1ySqeH1HKOjiWQRAlVL0QxxFODpd5/L4BRssZal7MgudTzjiM9GRoBhGff+4KL15dgAQePlTmJ959iKxjUfMiql7EzYUmzTCmv+DwxPHBNfv7bkS2+tyVeS5MplVO48NFjvbnma37Wl9Is6WIUlsoprL8hUXeB/yKUuovtX7/ZQCl1K+uts+ZM2fUc889ty32bJR23XnetW9rBL7eB27lvpdmavzvl26QdyzKWZNXLi9yYa5KwbEYyjtUggjbMHjoQJmaH3NzscHcYoCXRFTqCgFEAJU6W4B4lWP3ujBQcLm24BNFsFuUaGzAtSFnG6gkYcHrbFtfFg73FxkrZenLmzzz+ixXFoJVpX6KJoQJPHSgyE8+foSnT40C8KWXb/DV793krfkai42QJEmoeoo4Tm8SxayBIULeNSi6LqfHygyVsxRcm0QpYpXwheeusuiFlLM2QkLFjyk5Nj/9vqP0F1y+/L1JHAMePFAkVgbzzYAff/RgR6e/3vVUaQR8/cI0V2drlLMuiOLmoocfxjx+bJCBonNH16Bm/yEiZ5VSZzay7XbG8MeAK8t+v9p6bldzN9ouK/d9Y3IRkVSvxosU835AxjRQCM0YytkMtmnwwuV5an5ItRkTozDFxDbT0bRSqZNXrO7sASo+LPoxpuweZw/pDMCQtIqn5q9uW9OHaiOg4gW8dL3GYvNtZ9/pInUzFhkH3pyt8sbkIhenq1ycTh/Xgog4hlLWAQwSlZ4/pUDEoJRzaPoKP0l4c6ZBzY/oyTvkHJNvvD5DzQ9xbYNywaVUyOJaJrUw5PmJWV66VqE/bzNQzDLTSPfrzTp88+J0x/e1Ednq+bpPbz5DLmORc22CKCGMFLMNX+sLabaU7XT4nVRabhuwicgnReQ5EXluerrzh2YnuRttl5X7VhoRjkCsFH6UfgEoFH6cLDn1RhgTxjFRkqASRdw6S+1q9+S2I92OAvwo3krxyy1DqXQ0Hq9hXJyk9f1hnFD1Q6Jld7eOuylwTMELoRHE1LyImhfRCGLCWJHEaflo0jq+ah0jTsASIQJUHFMPY5LWLNex0rUEiVIYy65eQ0EcJ8w3QhaaETnHxLYFL0yNLGRMZmudb2XrXU81LyJOEpxl28RJghjp++q0j0azWbbT4V8FDi37/SBwfeVGSqnfUkqdUUqdGRwc3EZzNsZmJH5X27cnZxEoMEVwrfQLUo1K1zQI49QR5WwT2zSxDAMxBLPlbIT0H7SRf5IArmVuqfrlViECtsHS++qEaaQO2jYNiq6NZS7bv+OLQhArMjbkHJNCxqKQsVJnbAqGmd5AjNbxpXUM04BIKSxATJO8bWJIeoQgSujNORgiJMvuMmnOwKA3Z1POWulNJVRk7NTImpfG8jux3vVUyFiYhkGwbBvTMFBJ+r467aPRbJbtdPjPAidE5JiIOMBPAV/cxuNtCXej7bJy3/HhEkopFJCxhF7XwYsTBEXWhIWmRxgnPHq4l4JrU8yamAixipduBiJpkrSdLF2NHhdKrkmsYDdFeW0gUekIteCublvWhWLOoSfjcPpAgVLWWXL0nWY4vhfhBXCsv8j4cInjg0WOD6aPC46FacJiMwASjJbDFwGlEhYbAVlXcA2DYwM5Cq5FpR7QCGLef/8ABdfGDxMWaj6LtSZ+FFOwbR470s/psR5m6yEz1SYDuXS/+WbAE8c7D1bWu56ODxbpzbvM1z0aXkTDD3EsA9sS+nOuXueg2VK2LWkLICI/CPwGqa/6HaXUv1hr+92QtAVdpbMSXaWjq3Q0u5c7Sdpuq8O/U3aLw9doNJq9wm6p0tFoNBrNLkI7fI1Go9knaIev0Wg0+wTt8DUajWafoB2+RqPR7BN2VZWOiEwDExvYdACY2WZztgJt59ai7dw69oKNoO3cCEeUUhtatbqrHP5GEZHnNlqG1E20nVuLtnPr2As2grZzq9EhHY1Go9knaIev0Wg0+4S96vB/q9sGbBBt59ai7dw69oKNoO3cUvZkDF+j0Wg0d85eHeFrNBqN5g7RDl+j0Wj2CXvG4YtIRkT+QkTOicgrIvLPu23TWoiIKSIviMj/6rYtqyEib4nISyLyXRHZtTKlItIjIp8TkVdF5HyrX/KuQkROts5j+2tRRD7dbbs6ISJ/r/UZellEPisimW7b1AkR+VTLxld207kUkd8RkSkReXnZc30i8mURudD62dtNG1djzzh8wAe+Xyn1MPAI8LSIvLfLNq3Fp4Dz3TZiA3xIKfXILq8h/k3gS0qpB4CH2YXnVSn1Wus8PgK8C2gAX+iyWbchImPA3wXOKKVOkbY3+KnuWnU7InIK+BvAe0j/5z8sIie6a9US/wV4esVz/wj4ilLqBPCV1u+7jj3j8FVKrfWr3fralRlnETkI/BDw2922Za8jIiXgA8BnAJRSgVKq0l2r1uUHgItKqY2sGu8GFpAVEQvI0aH16C7gHcC3lVINpVQEPAP8eJdtAkAp9TVgbsXTPwr8buvx7wI/tqNGbZA94/BhKUzyXWAK+LJS6jvdtmkVfgP4h2ys/3g3UcCfishZEflkt41ZhfuAaeA/t0Jkvy0i+W4btQ4/BXy220Z0Qil1DfhXwGXgBrCglPrT7lrVkZeBD4hIv4jkgB/k1h7Zu41hpdQNgNbPoS7b05E95fCVUnFrynwQeE9r2rerEJEfBqaUUme7bcsGeFIp9RjwMeAXReQD3TaoAxbwGPAflFKPAnV26XQZoNW/+ePAH3bblk60Yss/ChwDDgB5EfmZ7lp1O0qp88C/BL4MfAk4R9plU3MX7CmH36Y1pf9/3B5H2w08CXxcRN4C/jvw/SLy37prUmeUUtdbP6dI483v6a5FHbkKXF02m/sc6Q1gt/Ix4Hml1GS3DVmFDwNvKqWmlVIh8EfAE122qSNKqc8opR5TSn2ANIRyods2rcGkiIwCtH5OddmejuwZhy8igyLS03qcJb1wX+2uVbejlPplpdRBpdRR0qn9/1VK7boRlIjkRaTYfgx8lHQavatQSt0ErojIydZTPwB8r4smrccn2KXhnBaXgfeKSE5EhPR87rokOICIDLV+HgZ+gt19Xr8I/Gzr8c8C/7OLtqyK1W0D7oBR4HdFxCS9Uf2BUmrXljzuAYaBL6SfeSzg95VSX+quSavyd4Dfa4VLLgE/32V7OtKKNX8E+JvdtmU1lFLfEZHPAc+ThkheYPfKAnxeRPqBEPhFpdR8tw0CEJHPAh8EBkTkKvDPgF8D/kBE/jrpTfUnu2fh6mhpBY1Go9kn7JmQjkaj0WjuDu3wNRqNZp+gHb5Go9HsE7TD12g0mn2CdvgajUazT9AOX3PPICJxS6nyZRH5w1aZ5GZf64NtpVMR+biIrLq6t6Xm+bc3cYxfEZF/sFkbNZo7RTt8zb1Es6VYeQoIgF9Y/kdJueNrXin1RaXUr62xSQ9wxw5fo9lptMPX3Kt8HRgXkaMtDf1/T7rY6JCIfFREviUiz7dmAgUAEXm6pbn/DdKVnbSe/zkR+betx8Mi8oVWX4ZzIvIE6aKb463Zxa+3tvslEXlWRF5c3rtBRP6JiLwmIn8GnESj2UG0w9fcc7Rkfz8GvNR66iTwX5eJr/1T4MMt4bjngL/fagLyn4AfAZ4CRlZ5+X8DPNPqy/AY8AqpmNvF1uzil0Tko8AJUm2iR4B3icgHRORdpHIbj5LeUN69xW9do1mTvSStoNGsR7Ylnw3pCP8zpIqQE0qpb7eefy/wIPDnLVkJB/gW8ACpqNgFgJbgXSfJ6O8H/iqk6q3AQofuRh9tfb3Q+r1AegMoAl9QSjVax/jiXb1bjeYO0Q5fcy/RbMlnL9Fy6vXlT5H2UvjEiu0eYesa6gjwq0qp/7jiGJ/ewmNoNHeMDulo9hvfBp4UkXFIBc9E5H5S5dVjInK8td0nVtn/K8Dfau1rtjpyVUlH723+D/DXluUGxlrKj18DflxEsi2l0h/Z4vem0ayJdviafYVSahr4OeCzIvIi6Q3gAaWURxrC+eNW0na19oSfAj4kIi8BZ4GHlFKzpCGil0Xk11sdpH4f+FZru88BRaXU88D/AL4LfJ407KTR7BhaLVOj0Wj2CXqEr9FoNPsE7fA1Go1mn6Advkaj0ewTtMPXaDSafYJ2+BqNRrNP0A5fo9Fo9gna4Ws0Gs0+4f8DmBGBW6BPVIwAAAAASUVORK5CYII=\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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mGi1MNKotF1PTuWVv94IOv+WBR0hIbFD9wCuueN7X7BUHigzPNBnoSFGxPTI6NMM44a0fgeNBHUlnGn76Uw9y9UCeWw8UuWl393l1forNixL4iotKu8FzXngD3Hd8midHazx6psyZ2QYpXcNA47EzFZ4er/ETL93L9Tu7FoT3eKVFEEG6TW4ZGrQimJhrkUuZZFPx455NxaarwVKdl+ztPadNdz05xie+fZLTM03CCJqxLZYUsfA0k7+nZj1Mo4qmaUzNOXz7mRnmlSUFHbpzGiU7wg9DLCPioVMlKq24PEw+aeAnX7lrwWBbtT3+8uvH+PLj49QdiaXDyw8Wec+te9cUzPv68rz7Zfv4xtMTSKlhaDWm5lwaSfsNoDcLhYzJXMvnydEaQRBScwJuu7KohP4WQAl8xUWjanscGZ49Z+StaYJqy2e60aJie3Rn05i6TkhEEEi8QPLI8Cw37u5ZEN5CCKIQ5myJFbhEEhqJ9G1WPX718w/TX8hy7c4Obtnby5ztcc/xKYbKTeZsj5QpeMneIjfu6uAzD56h2vAQAsJgsb1u8tfSIQxjdUmxkOK+E1MMVc7Wi9dDeGrCIQV0ZASzjZAGLHjnREDGhDffsI1MOsXQTIOurMWffPUpvnRkAi0CTYLnw7efLhFGEbUXry2Y9/Xl+eBtV/LB2+DR4TJhCMOzDQ6fLDHT8Gg4IYYu6MqZuF7ITNOn0nRX7PzO514+F5XZc91P8dxQAl9x0Rgs1ZcdeT8xWkHXNOZsj7rtkU1ZBGGEECAjgaZFVNoMj14Y0l9IYZkw54HrLRoq55muhWjC5rGhiKdHa5iG4MR0DdcFw4DAlzx0qsQ9T09j6ZBJ6URSkrY0HDs461iRjAW2BgwULA4Pxm2Z14y3i34XmG1JQhYNqJoGOUvHD0MeG6lyaEc3hwdLXL2tg28+PYUlwEjrCAEgsJ2A7w+XefXV/eclmBtOQHfWwvZC7CCKzy5k3HZNIKXEDiLCKFpwKV2LlWZky3Xca6nMVurw16tqU5w/SuArLhrzAqmdtBkLfTcMsL0Qw9AJpQSpEUYhpiaIMOhuMzyemmmyvTPDj9yym28+PcVwxVsoSwFdORPb9ak5IZYZ0rA9ao4PEjqyJroBkRQIGVJuhbgR9KUEQSDRlnFc9qL4765OE0PXmPevMQ1wl8hNLfmELHZCUQSGJnB9aDoh+bTOxJxDwwloehGGBlKCEHEnoQto+RBGEZNVly9MDfNPDw0zWKrjR9CdN3jjtQP85CsPsq8vv3DufNrA8SOylk7W0LARIAUagpYbUnUCvFAyXm2xPxHcq7HajCyXMqm2PB4/UWGuFZAxNJpeyNtuWtlDaqUO//nONhQrowS+4qKxIJBSi1LV8SMODhR4bLhCsZBizvGYrLYwBaRSJl4oKaQFt+ztIYoiHD+i2nDpzhps685x4+4e/vKbx5FRSNn2CUMwDEFaCmxP4gURYSSJEpWJoQskEsfxaCT9RAjUWwFuCCHRiu3f1ZvDDiJ601B2Fkf+7eiArsfeMbA4wg+iuDPJpXUaTkhv3iKfNshZGi03wtAX64cyVv+4QcQjp0s8dKrMcLlFEMadQrkW8OXHx6jaIR/+gasXhP6BYoEjw7N0Zy22d6aYrjmUmzYz9fi3pXToyWlMNx3uPjpJsZBmT0+GlKEzMttipuniBSE9uRQH+vPs7Mpw3Y5OAhlxfKqJ7YVoQKXlcVV/gXuPl8indfpyJk034BvHJrh+Z+dZnVA7K3X4Fdtbtr7i+aMEvuKiMS+QIH7RHT+i6frcvLeHphPQlTNIWzqGplOxHQwddvfkecdNO3l4uMIn7z/FnO1g6Qbo0HICIgRNR5JLgakLwlBiuyFeIJESkBJDE2RMHTcIsb0A14uwo0X3RQB7HW7xh09Vz/q+nCu9D2hLeoEogroTkjHhRbu7qLQ83nXNLrqyFq+/doAvHZkgcEKkXOxEXnywFzeIGK85lJvuglpI0wRBEBCFcHyqxuHB0oKA7cpa3Ly3h8FSnUM7e5mseRwdm0NokInAC2GiFtGXDdANGJmpM1W1qXnxCD2KInwf6i0fXQhOTzeYa7r0FTJ05ywKKR3HDxmt2EzXWuTTBoVEgKcjQXees9qzlJU6/HxaiaWNQl1ZxUWjXSBVbI982ljQ327rSlMspLll32KqTtsNKNUdvne6zPGJORotn4xlUK4FNBOhqhHrqKsuLChRkuF1ToOG45OyNEAmdRal8VK9/4XCbTtwKjljSodiPsWZcou8pXPPM5McfnaGJ0fmaC2jTv/28TLfPl5eaGdKg5S52ElJGV+fcuPs0XFX1orVI3vh7mPjvPRgET+UTFVtKk2PyUbA1Fm9W3zyBhFdGY3OvIkfSSq2S38hzVOTDW42DbZ3ZwHQhGR/X44HTs5w/fZOpJT4vsQNA/b3ZM5pTzurdfiKjUEJfAWw6Pf+7FQdgCsHCty0uxtgWSPdYKnOVx8f5etPT1NrBXRkdN5+005+5tVXnpfBbUEgLeFAscB9x6eptnyCKB6Vd2VMJusOMzWXmhNQyFhkUgZj1frCfisrYEBGkEkbbMtnmLEdMq6PE1xYQV8wwDJiFc9y9OThLTftZmSmxdNTc5wpNzg+OUfdjVVJqRWOu3Ty0IqgZccqlYwe2w8iAeWGy3eOTzE553BsrErNDehIGVy3s5uHBqeoNmCFpp1zvrlWRCEdd6JuIMmnDUYrLVquTyQlnh/R8gNu2NnJ0IyNIyMiNyBt6uztyuMHEb35lReUrdbhKzYGJfAVcTyY49OMVR06MjpIwbGxKuPVFnnLYKAzs2Cku+/4NGiCp0erfPH74wgZYWngB/CPD53Bdnx+6Y3XnfXSVm2PB06W+PT9pzg6XiMIodhp8HOvPrh6EC8t1q9DhEQDTVC1PbwoIggj0qlYmKwnKEEa6O9JkU8b1F0fTWj0ZE3Gaxc2zEA9YH6QvCwTDbj7qUki4tmGJgQ1d7GjOl/tdUS8uIoQqq7HN4+N8cRIlboT0J+38KOIkmnw+EiFycb5HTsAnCBE1zQyhsDSdXZ2Z7BMnbrjk7V0runrQBcar7qyyMnpOt0Zi3xil5hXVa3GSh2+YmNQAl/BYKlOteXTlTVIW/EjoWmCwVKNPT15ruiPR/XZlEa15SOR3P30JKYmyafTcQQ+DQw95FsnSrzl5kUvi/lQwZ998BRPjduYAgwB5WbAn9y1cuTGwVKdgUKatKHxtacmeHCwzGTNW5ClBtCdERQ7s+v6jQ4wNOuy6E1/8RiZ8zEF+BKWzi+e72xjZC5ipl6nM6uTNjV682nCKOLEZHOhjsGqfdJZzDUC8hmNXV0FIhnxsv19FAvp+N60qWFedWWR63d2cniwxMScQ2/e4l3X7FpRf6+4OCiBr6DhBASRJJdanH5bpkYz2d5O/D1irhVgaCRui4IwkmRMjXLTP8une7BU59mpGqembDIG5NImkZSEYUgYSv7mO89y/8kZ7n1mBofYl/2a7TkO7ezkuh0F7j9R5rGRCqVmeJYwDIBSS1JqNdmM+BtgMEiJ2F7QiqDVCJlsNNFocqAvhZNMIQpm7OK5Gnrb3558rK/fV8zx6iv7eeWVsU1lOTVMV9ZSAv4SRwl8Bfm0gaEJvCAibcUeE54fkUu2t2NoAolGZ8Zgzg5j90YkugYtP6KQNs7ysmg4sT+9G0IuUVDPH9HzYcwPGKvNLNT3gScnmjS8gEeHZpmpO1Qu/qD8kqM9CuY80TKdSAScnIkvoAbouka3paFrgqm6jyRe+StJbAgaZFPQkUnxI7fs5n23XrGsTl2pYTYnSuArOFAsMD7binX4UoIUzLVc9hcL5C0D2w0Wpu9dGRM0wRuv3cZnHz5DtelgaYCmUWnGi4Z+6u8fJJ8yuP3qIq+4sh9di0fkVRdw16czP112lxVqWwmLlXX6Fucqp9a6spaAuhOR0yOEHs+mOjMw0JGl0nJoOBGGrrGrO8M7X7ybd714tzKgXmYIKS+dV+qWW26RjzzyyMVuxpZkvV46pib47EPD3H+yRKXu40axh4gWQpAsEEqZgpYncYJYCF06T9jmwAQsE/KWxr7eAt15k4lKixCJLjTGqg3q9vlbI27YkWW27lBpRegCbt7Tw2+8+Wpu3K3cIDczQohHpZS3rKfuho7whRC/CnyQ+J1/EvgpKeV6vMIULzBdWYvbrx7g9qsHzimbn74PzTT4i2+e4JHTZTrSBt0Zg6YbgSYIwhDHC8ikLIJQ0mp5a444FcvjA4EPTT9iqjkHxKPz3pzGnt48L9lXJJ8yqNRbfOvZ6uoHa2Om5uD48SzMEOAEQRxiQrFl2DCBL4TYCXwYuE5K2RJC/BPwE8CnN+qcigvDShEMDw+WODFepTNj0plM9S0zYqraoFQP6crGgr9UDzbEKLmVWHr5PAkTjYiJRg2I3UzPd+Q00Th7lcL3hmv80h2P8NEfe9GGZgVTXDpstA7fADJCCB/IAuMbfD7FeTA00+AfHniW+wdn8f2IK/pz/Pgte1ZMFlJueDheRE/bYhpDB10TCBGHDGi4AZ4S9ufN+dorzkfYr2YLqHjwx3cd49YDKh7+VmDDBL6UckwI8afAGaAF3C2lvHtpPSHEh4APAezZs2ejmrPleGJkln95ZITT5SZ5y+A11wzwpuu3L7zUQzMN/tfXj/Pw8CyFlEYqrTNUavKxrz7De27dw60H+oGzIxj25i3SlkYrkFgWVBouwyUbOxk4Oo6S9M+VjbhyKRGHXDAN8FZxvB8veypC5RZhmeCvFwYhRDfwDuAKYAeQE0K8b2k9KeXfSilvkVLeUiwWlxYrngNPjMzyV996ltFZl76siUDwb0dG+dL3R6gmkQi/cWySB56dolTzeHbK4eiEzfCsy5lZh889NETdWRwTpk2NhhPwigNFrtrRxVzLZ6Rc45mpRWGveG5s5BTblfHIPrvGSQSsOx6+YnOzkc/bG4DTUsoSgBDiS8ArgM9s4DkVwFeeHEcT0NdhYho6WeKMUA8OzpA2NTrTKf79sTGmmsuPK0fKHt96apLXXb+NQjpW60jg6Ngcnh8SBCGTjfUENFCshSEgbSxm57qQpIC+DoOD/R08MTK74nqG/i5TRajcImzkXT4D3CqEyBKrdF4PKJ/LF4BS3cPU4ljv8xgGDE3ZC6FuZxr2ivvrAp4cr3Fwe4HefMCTY3NM1RzufWaC8boa0l9IHMnaDvTniUmchtENIWvq7O/PownBPSfL56iO0gLedtOOhaB4isubjdThPySE+CLwfeJ1N0eAv92o8ykWKRYszswEBKHETO7wVNWjkDHpyaewvZBAihUNhZGE06U57j9hEkQw2/Q4NjKHkvWXNilifb2ua/h+hGlAf2eG26/uJ3+TwfW7Ctz5/VGm5wICYKBD8N5bD6y4mlZx+bGh8zgp5X8D/ttGnkOxyLw75baODEeGqjRaEcWCjhtAteWypzfDF743wljVZroeYrD84FICFVty34kSN+7pYabhKGF/CdOdirNiNb3YOCuD+GZpEViaQAK9uRS3X7ONa7Z1Med4dKZTbOtKqaThW4wNM9oqXljm842GIbxkbw/vfPFOLBPGay4SyYGBPCemm1TsFmktFuoraRK8pKzpwaOnZxkpq2A2lzKFjMmt+3vJpxZnbALoLxjUWiGDkw3uPDLKSNlmqubg+ZLJuSaVZvzMVFVKwS2DstRsEoZmGhweLFFuePTmLV5xoHhWZMKlCaFv3N3Dwf4OdD1eKfsL//AQIgpB09F0sPBX9M3Om+D4sdD3lW32kiYlIGvGrrLX7ehEEwI3iPADSVfWxPMj7j05zWuvGeDkdI3d3TnSloHjhVRsj709eeWSuYVQI/xNwNBMPELzfMn2zjSeL7nzyChDM4sZLRpOHOCsnXl3SoCqE5AyNExN0HDDVRNtNPz1x0tXXDy05NP0QxqOz+Scg+0GVFsebhhSa3kYBlRsn3xaZ64VYBnxM2KZGrYXnvWMKC5/lMDfBBweLNGdsejKWRi6TlfOojsThzqYZz4hdDvtCaGLhRQ+0JG1CEL1gl8ORMQB6zQ0dnelCSPJbDP2wooiyazj47gh3VmThhPSmTHwEv2+50dkLV0lDd9iqDu9CSg3PLalxK76AAAgAElEQVR3ps/alk/rTMwtLrBfKSF0b97isw+dxtA0qk0fx4+ottSK2MuFEHACn7ueKp01aysYkM+a2EbIm2/YSaXlcWV/B7NND8ePCKOQvX3580oa3h5Rtdz0mG06NJ2AELiiN8dL9/fxot3dygh8CaME/iagN2/RcEK6cosxbBpOSG9+8cXqylqYhuDT9w9ypmKTswxuuaKbIIDtXRlu2tXJbM3h0dHKunLAKi59LMDQYKpxbgdeDyDr+9x0dT8v2tdFby5Fueli6hoTcy2OTdT55OFTTFcDJFBIw8v3F/n51x5cNlxye95jLwx4cqTCrO1haoJiIc3TY3P4oaRu+9x2db8S+pcoSuBvAl5xoMidR0YBVkwQ/cTILHccHiYI4KpiDjeArz4+yYGBHH0dKUp1l+t3d7OzN8s3jk0w2VB+lpuZJLPkqqEtKi1486HtCwbZfX15qkWPzxw+xYODJUq1YMFTq+LAfSdLzLZ8fvct154j9NvzHn//TB1NE6R0HbTY77+QsSjVXaotn/tPTnPXkxPce2IaL4S+nMGHXrNGwnrFC4IS+JuAfX153nXzrlUTRC8XTkGfhtGyTcubQgJeIHE8H03TiDXAis2KAWRN8FaxvnvAr37+EbwoDt/wsv39vGhvF/edmMF2YztORgPNgDAEP4DxSpOvPDl+jsBvz3tcdwKEEEghIQQ/iEjnNGYbLtP1Fl/43hAnp21SGmR0qDQDPva1lRPWK144lMDfJOzry6+aIHq5cAoZUzAx5xII6EmbTNccwkgSRdGqIXMVlzYpIGOBZepoXrhq1112IK+DE8K3j08zMdtksukRhInPvkhyDMt4hbXvS0r1c5+M9rzHhbRB0/URUoAOphHbjDKWwdCMzelSnLA+ZRm0/AApwPXgb+59Vgn8i4zy0rlMKBYs/AiCUOIEIdP1FlU7oN6KsFsBo1UbBBi6hutHiLUPqbgE6TQhl4lX1qYMQXodb7DUIJc1sTQ4PdvE0DSkXBT084JfE2CagmLhXP37gWKBroxJ1Q7Y1Z0hiiRuGBKFEWEYUW04FAspQikJoyQCpxuAjGMzAZRqwVmuxIoXHiXwLxPeesMOIgnjFYexUoPR2Salho+hQSsImLMDHC/E1KDinn8+VMWlwZwP1RbUfRiZC9YVntr1IQxjw64fwRU9GZL1ebSieEW1E8ZxeHZ053jrDTvOOUZX1uK2q/u5ZkeBrGVww+5ubtjVye6eLKapce3OTl55ZZGb93STScXH1AXomo7QBDqQszjLlVjxwqNUOpcBVdujYvvs6kxx/7MzVB2fhhOSsYhV9VISAGEYqRymlwEaiyEUJGtnywqBIIpr5FMat15V5IpijsOny5yecohY20sHVs97PM++3hz3nZjm3mcrSA90EcZrBTR49VV9lBtKkXgxUQJ/k1O1Pe47WWK03ODAQCdNP+KR4Vk0oeH6Pn4IXhirAGYCSV9WKP39JsYCOnI6thPihfGK6LVWVUig6YSYJrx8T5GdHVl+4j/t479tgOvkvr48f/jOG/nFO77HiakWgYS8Ba87NMCNO3uwTKVMvJgogb/JGSzVqTRdunNp0pZOKCGMIhotH8MQZFIakRPiJs73MypF1abkhoE0J6YcrOSNNYy4EzdkHFN/Nb8rjbiD93z4j6NT3PP0FG+4rsivvfm6VR0Bniv7+vL81ftfyp1HRunOWCu6EiteeJQOf5PTcALCKMJK4uhkLB0iES+7DyVhJFUAtE2IBVzRk+Z1V3ZzaFue11yzHZd4QdVMM6TmghvFQl8DerPnHiMt4B039POyfZ0YxKM7C3Ai+MpTJT7yr09smBF13pXYMgUTcw6WKXjXzbs2pINRrB81wt/k5NMGuqbh+RFpS6cnazHQk6FquwQR2E6k1DebkM4s5CydkaqDjAK+8MjQsvV84Npihmt3dFBuBoxXm+iaxv6+HO95+V7OzNp87KvHEEDWAk3TiWRIy4XHRiscHixtmBBey5VY8cKjBP4mpzeXotr0GKm06M6a5FMaKU3nul1dnJyuM61yz25KSjaU7Oaa9bICfvtth1Y0pP6/3zyO4y6uzJ1HAI6LMqJuMZTA38Q8MTLLvzxyhlorwg0CvDBirqXxmmv6qNsBnWmDrx2bUbFzLjOKOR1DE7TcgAh4crRKIW0sm72qN2+RTkHTgTCCgBAviGcGWSBt6sudQnGZonT4m5ShmQb/8N1h0HT6O0x0Xadi+wx0pTnYV+AdL96F0DQl7C9Dmk5IGEkcHzKWRn8hRRhyTvaqqu3RmbbY3ZPDJ85z0PTBT9x6+jotNIHKeLWFUCP8TcrhwRIpXZA1dc7M2kzVbEZmGzx+usxnrVNkTYOZhop7fzlih2A346683xScmKzTnUvRlbEWslfNp7wsFtL836+9ko9//TjHplsAmMChHXlef2gAU9dUxqsthBL4m5Ryw6M7azJcsRmtNBmvOshQ4gTQCGBG5azaEgRBSM0LuOfpaV59dTH20gKeOFNhpNpCyhZZS+dtN+/ipTWHQtrkQH8BgEhK5mxXZbzaQiiVzialN2+RTemMVVqMlm2iUNJwYt2s8rTfOpTqMNvwyKd1Hh2aJZ824tH9aBVTQCGlE0aSmYaLjORZwt3zI3RNUxmvthBK4G9CqrZHR9riqdEasw2HlhcRBOHCmF7ls9o6+MADJ2a466kxjo5WOVAsMFiq052xEEJD0zTSps6u7gxNP8QPImzXx3YCKk2H7lyKA8XCxf4ZihcI1bVvMqq2xx0PnuLwiVnOVOrUmgFOMqRPG7E6R3F5sVb2AlODeivgVNDkqbEKc3bIVK3JQ6cqIGBHZ5qD/QWK+TSHdnYyORfr8q/b2cVNKiXhlkIJ/E3GnY+O8JXHJujOWHRbBjKSBHaIH8Zud4rLi4yA1VIQG4Cux7M6yxB88v7T7O1Oc+RMDd2AwJecmrEpNz3eftMu3nbTzheq6YpLECXwNxl3PTVBV9qkqxDnKNUNA02GqBiYlx99WQ1kRKu1fLkgToSSMkzyloYXRDxwvMy32urs7TbZ3plDExp1Vz0lWx0l8C8BqrbHYKlOwwnIr7CAZp6mF9CXMfCCED+McLyAphrZX5YMdKaZqNhYgGnG2cw60haNlkvFhd1dJh3pFJouCCPJ5GTjnDwHwxWfUDa4dqCTlgqqtOVRRtuLzLy/dBhCd9ZadgFNO3u6s5RaAaNlGy+S1G31El+uDM/YzDpx4pC+fJpdXVm6cxbdWRMdsL2ApuvS8jzqLZdmovrRAEtAxohnAePVAISgN6909VsdNcK/yAyW6uRSJtkkBVE2pS1sX24xzNtv3skf3/UMnh+gI3GUS85lSyPRwLQ8iITHdD0iisCL4sVT+/s6mGo4NF1Jb86Cqo9G8lLLODG5jP9lcLoBSIbLTW67skgYwcmpOgAHBwr0ZE3u/P4ZvnOiTMsL6O9I846bd/HDL96tjLqXEUrgX2QaTkD3khcqbWqMzLb4SnWM752awQ0lB/rz/MB12yh2pHnPy/bwlcfHmLNDTJT+/nLHARz3bL1dsVPDDQJec7DINds7QUiO/+sxIiCT0gjCCK/NY+vabQUODOSZrnn82ddOcMOOAtds7wIheeBEiUeHZhmvOpg6pHWYrtrc8d0hmq7P+1++n66sdV6qR8WliVLpXGTyaQPHP/tlnq47PDVW4VvPTGIZOt0Zg9PTNp97cJgnRubozFjcfvU2rt3VQV+HCn611cgCXek0nRmLmYaL7QfYXsibb+hHAH4QocnF4JjXFNNcs6sL0zQQAgwNTs+0yKYNsimTUt1lrNpEiJCObIpCLkNnPkMUhXz32TKDpfp5qx4VlyZqhH+ROVAscGR4FohH9o4fMVhqUnd9enNpTENQbnrYbsBY1efhoTJXFPPUHY8gAKRKGbeVsAArBZPVFiDpyBT44KsPLpT/+deO8pnvDtF0IZ+GnlyaN16/faHcDSQpHZp+QNMNODPb5OhYhaodkdKhOxcBOoYukJGk5vg0nOC8VY+KSxMl8C8yXVmLm/f2xKkKbY982mBXV4YTk3NMVGwGZ2yQkLU06o6LwMSPatRaAa4fUFHx7rcMGmCZcY7itCmpuwG6fnaH/2tvOsSvvenQwveP/sdTzDkhfWb8qqcMgRuCqQuOT9SYtT3Slo6ugR9B1QnozghCCUITdKRN8mljRdVjRY3wNxVK4F8CdGWthVFS1fY4cmaWo+M1Zmo22ZSJEBqnZ1q0QkjhMtNwCZP0dmph7dYijCAK4xy1oS550e7uVeu/9YYd/N39pwDoTOtICUEEAxmTSsNBNwx68xkqrkulHtKwPQLfQxca6bTFyw/2LoRrcPxoYWQP4PiRisOzyVA6/EuEqu3xneNT/MMDpzgzY6MLiRvAzJxPueHSSgbyAnBCcJV3zpYjAlohuIAM4YY93dy4u2vVfW7c3cMHX7WftCkYrTp05gx+/U1XcWh3F24UEUUhV2/L8+Mv2ceLdnaha7EXUH9Xlve/fN+CwfZAsUDT9bHdgCiKsN2ApuurODybjA3tnoUQXcDfAdcTe4f9tJTyuxt5zs3IvEFspGKTtQzG5+aYmGvR9BO3usQNxyR+6ecn8Wp0vzVJCdBMGCk3+MS3n8XSB9nbl+fW/b1nxcYZmmnw9WOTDE43SOmC118zwCuvLNKVtchYBl1ZC1MXpK1YDPTfnOFNN27n0M7Oc/Tyy6keb97bo7x0NhkbPR/7OHCXlPJHhRAWsYOBYgmPjVQYrbR4YmSOhuMzU3cJg3jxjGHCvJpUuV8qADQBpoCGF9JwfHqyFk+PVwnDiJoTcNuVRaq2x+ceHKbuhHRnDIIIvvXMJHU34M3Xb+dAscD4bIuxqkOHlCAFcy2XXb35FUft7apHxeZkwwS+EKIDeDXwAQAppUeselS0UbU9Hh+pUMyncH2f0WqTuWaAEPHoXpNnR0oUqPDHW4WcDpoOjrfY2Wd1KGQNUroAAYau01NIk3IDpusOlabLYKnO8ckavozozZtYSVIUIQTPTtUYHMjzkr293HZ1P4+NVHg2WYClomde/mzkCH8/UAI+JYS4CXgU+GUpZbO9khDiQ8CHAPbs2bOBzbl4rLZgZbBUpztr4fiSpidxgwgn8HH82ChbWzKsV8J+69AMIRWdfc/tEOx6gAF05zQyZqzgS5sasw2fMIpoOAHlhocGmMaiF082pTFd8xeSoHRlLW6/eoDbrx544X6UYoGLsZBtI422BvBi4BNSypuBJvA7SytJKf9WSnmLlPKWYrG4gc25OKy1YKXhBBwo5hitNJDEGYkqtsSToLOor1dsTVYyzgdAqRnx8Okydz81yXdOTDPn+AsZrHrzFhHgB4sHsN2IrKUrz5pLgHm5UGl6TM61eOR0mS88fIahmcaGnncjBf4oMCqlfCj5/kXiDmBL0b5gRdM0simDXMpksBRPo/NpA1M3yKdNqk0Xx4sw9NgwNx8HRbG1WWqcbx8DVl0IfJ9qw+fp0TmGy00OFAu84kARU2iUGz52y6PW9Cg3HQ4OdCjPmkuAwVKdUEpGZm2kFBQ7MqR0ja8fm9jQ1csbJvCllJPAiBDi6mTT64FjG3W+i03V9nh0uMx3jk/x6HD5rBF82jz7MqdNbWFafaBYYKrucCpZXVvIGBRSOilL5abd6iwNmmEBOzstdvelzyoTmqBYSNHXleax4QoA+/ryvPvWvVzRn6XSCvCCkNdds403X79d6egvAWK1m0vGNEhbOpoQdGQMZCQWBoMbwUbP7X4J+MfEQ+cU8FMbfL6Lwvz0LJcyE318xJHhWW7e27MQK2fVBSuRjHWxUiC0CMuEIARDQKCG+FsWnXimZ5qABC1ZVSuEWJj5dZrw0oP9QDzSH6s5C+EO9vXl+dm2sAuKS4d82qA64VHsyCxs84KIrpx5VqL5C82GCnwp5WPALRt5jkuB1eKMLBcrp+n6XFHM8+hwmSPDFSxD44ad3YSR4OhEldFai6Zyst/yRIAjF9dfOI4kDDxkqCGJ7Tt9hdRC/ZoX0ZO1NlRgKC4MB4oFHhmqULN9OjIGXhDR8iP29uQ21MaiVtpeAFZT28wvWNF1qNgeug5XFPOcLjUIQ9A1DUNolBouDS9AR9BS7+uWxyCOapkzY7/73g6LXAoQ4AYRe7sterMCXdcIfJ/ZpkvD8XnNVUVllN0EdGUt3nRoG34UMlP30DTB3p4cQsgNtbGoJ+MCsJbaZumClUeHywszgnzaIAwj6k5AFIYITShD7Ral0wQEZCydMIhoepIoeRg6UyZpw+CNh7bxhmu34fgR3zk+wXdPlRmrOfRkLd75oh0c7FdG2c3Cvr48P3bL3hfUNVMJ/AvASmqbm/f2LOtr2x55sDNj8uCpGY4Ml/GDiErLVwJ/C5IGUimduh0y57VFQI1AJAHPrt1WYK7pLYQ2+NnXXMXPvgaVlGQT80KvXlYC/wKwUpwRYMGYq2uCY2M1HjhRIpsy2NeXI5syGKu06M6a1JwA2/OYbihxvxVJGzDTCJf1zHJC0DXoSJvs7s3xmiULpVS4A8V6UQJ/nay1Km4+ouBgqc5k1eWBkzM8cHKKctMnbWn0ZdPcckU3ffk0NdfjybE5hJS0vJDBUhMvDKm3lLDfqlSDc90wITbMpgyYrNo0Bzq4ckCpaxTPHSXw18FSt8uZusc/Dw+zozPHtq7Ugs70yPAsoZQcHavwnWemOD3bIqPFIRIqGQc/krz66iIZy2Bbh8m/PzbCru48NcfH0HT8MFDqnC1M1oT6klAaOmBq4ASS3b059vbmeHS4rFQ4iueE8tJZB+1ulw0vYHi2ianpNFxvIVTC4yMVcimTiu1xYqrOdMMjpYNh6uiGRtONKNVbPDM+R9bSqdgulmHgRZLJmkOl4SJUHIUtTfvt19u26QK6chavvbq44N2l8soqngtK4K+DdrfLsUqLjKnRkTVxgmghVMLJqTppU8P2QkYrNpoQZEydVhgRRBGhhJmaQ6Xp0ZWxODo+R0fGZKJq4wUhtg+eGt5vabwQ5r3q5822pgamZfDBV+3nqfE5Tk41GJ5t0vCCc8J0KBRrsapKRwhRZ5VwLlLKjgveokuQdrdL2wsppHQ8Pw5EBSx0Bk6yTQoQAlw/TgztB9DywAaaTsCXHxulUvPoLFikDJ1iIUWprpzvtzICQEIhA7oDtoyF/8HtOX7y1ivozac4MVWDSPKtY5NM1lr0FTK8aHcH+3oLsPci/wDFpmBVgS+lLAAIIf4QmATuIH423wtsGetRu9tlxtSotQIkkmv64v7O8SMODsQp4LqzFl0Zk/FyCzcAQ4/d6iCepp+ebVL3I7YVUozN2sw2PDRdolKRb01MoK9gcP22As+WmiA0Bjo1unNprurPcXBbgbQVj+SjSHB4cAYvkuRTJo4T8uDgLA03WMhkpVCsxnqNtm+SUr6s7fsnhBAPAR/bgDZdcrS7XeYsg4rtc6CYI2cZC7k9590wHxupcKCvwHilxZzt4wVxPJysAT2FFJahYWoSP4qYqjsYGni+0uVsJeZ19RkD+vIW12zvYFtnlr39BV60p4eT03W6Mxb5tE7DCfn6qUl+8PptlJouri/JpjQsQ9DyIrKWSb0VLMTPUShWY70CPxRCvBf4PLGK592wtQalCwsk9i66aC6X27OQNnjni3ezqyfHvSenqNketh+SNg3cIELKCD/QODlVQwgwdAMvVHExtwoGsLvHYqAjQ8406czqOH7E4HSN1107wGTNpjtj0ZWLn6eunE5v1uLR4Vk8P6I3bxBKsL2QlKFzRW+Gmhuo+DmKdbFegf8e4vy0HycW+A8k27Ykq62Om19Fe3Agz9HxKp4nMTWNqaZHztRACGqOR92L6DQ1hNSIQh8NFQ55K7C3O83PvfYAlq7z5FiFkdkWpqHxkiu6OdBf4MnRKts7z1bN7Ctm+f6ZKsW8haEJ0rpBNm2wozNDEEiV1ESxbtb1lEgph4B3bGxTLh8efLbEUKVFIW1QMgQzcz7Nlo8lTKqOjymAAJpEaEZIIW2hawEzzXBrTZu2GBkBVxRzSCnYX8xzcGDR5yGKIiq2R2/eouGEdOX0tjLB9Ts72NaRZXR2DMcP2NVl4fsRs7bLf7qiT8XPUayLdQl8IcRVwCeAASnl9UKIG4G3Syn/x4a27hJmuZW3ABOVFodPl7GdAF0XNNw4v2gQwMhcvKomY0DKIs5b6wdUWhI7iH1klcC//OiyoCNj8eJ93Vw10MGpmTpX9OWXDbb3igNF7jwyCrCgw6+0PN518y729eW5fmcnXz82yeB0gxRxUhNlsFWsl/XOA/838JvA3wBIKZ8QQnwW2JICf6WEJ7YXMl5rEfoSGUmGq00maiESyApAxvowO4g/OlBtSdyL+3MUG0zLgx3dBp0pg3zKoOnFhn44N9heV9biXTfv4vBgiYk5h968xbuuiYU98LyTmgzNNDg8WKLciGcTrzhQXDi24vJnvQI/K6X8njh7KeiWtRKtlPDknmemSJs6mbTBVN3F9cOFUbu9jCOOBkrYX4YIFj1xdKCnYNCds5ioudS9Oa7dUVg22N78KH1fX35DhPDQTIM7j4zSnbHY3pmm4YTceWR0YfaguPxZr8CfEUIcIFmEJYT4UWBiw1p1ibBSwLT28Mb1lsdjIxWeHK3y9HidrqxJJCNqno8brK6i8VcpU2xeJLGg15h/YTTSpk7TC3DDiO2dxXMM/3c9OcZnHhym3HDpzad43617efMNOy9ouw4Pls7xAAL4xtMTXNnfwcmpOi0vJJPS2N6RZVtXWsXqucxYr8D/ReBvgWuEEGPAaeLFV5ct68lTW3Va3PXEJIPTdbKWQW9WZ7rpMNfyyVkahoqNs2WJiIV+R0ZDRJLRShMkXL+rC7EkosldT47xZ3cfpyNjsqPDouqG/NndxwEuqNAvNzy2d6bP2qZpku8PzuH7EYYumK47hFVwvIiMaXDEnj1r9qHY3KxX4A9LKd8ghMgBmpTysg/esVae2ntPTvPws2Um5lrk0waaEOTTWZwIKk2fphvRkTOwvQAV2mprYLCo5zQEpEwwdQ1fRgShzoG+HJ1pi6dGZ5mYs2n5Ib15iy89PEJHxqQ/SWjdnwTU+cyDwxdU4C/nATRUstE0SXcuzUStRVcmhRSSputTtl329uTUoq7LiPUGTzsthPhb4FagsYHtuWRYK09tVypONuoGERlDsL0rQ0/eIp8y2NeTwTA00oZBbz5ePq+4vEkB/z97bx6bSZrf932euqvemze7yb57uueenZk9tLuzu5Kl1bGyZSGSHAGK/1AkBYkRxIlgI46TIAhsICcQI4dhwYJsw4ltKdGV6Igi7Wp2VyutdmZn556enr7JZvN4+Z51Vz1P/iiSzWZz2Owesps9XR+A6Jn3qHr41stf/Z7f8f2NuIKGA0ebJsfHiq7qfpSBzFkdRpxb9GkPY+a6EfPdkOmGQ5IqLqz4mFu6MJq2Rnu4txmez54cpxMmdP2ELM/p+gntIOHYSAXL1IjSHNMUmLogk0Vz1/p3vuTjwW49/DPAX6UI7fyqEOL/Af61Uuqb+7ayPWY9Hn+jG7PQ9wljiWvpnJ6s8exs67Yt653m1CoBTx2qM4wSlNCwDB2lJElaKGNO1lwECiF0ak6OZ1tUbZ3rqyH98u/nY4WrgW0JnjjcZGkYEyYZw1gy4lksywjdMKiaGmOuxbnFPp86NoJl6Bi6TrOiU3cN5vsxrXpl45jdWDJatXc4691zbKx6WwXQDz0xxaofk6QSx9RJU4USCkMDz9Jv+c6XPPzstvEqBH4d+HUhRIui4/Zlth/Sc+BYj8fnSnFxucdCN8EwBEdaHu/Md+lHGS9tqWXeaU4tFDeE0ZrN4ZbHuwsDlFQMwpjlYYJlwnTdouHY1FwTP8oI8wzL1GhWLbJBQpDfGgIoebhJUkU3zJisO8x1QoIkYbTi4VgmDddgsuFiavDti20GYUarWsTS/Tjj8ckqX/9glQtLfSaqFmGm6Icpv/jSiT1f59YKoG6Q8I3zy8y1h1QtjaurIXkOh1oOo559y3e+5OFn13r4QogvCiH+N+C7FDOXf2bfVrXHrMfjO0FCkEhGahYNx2SQZLQqDh0/vk1TfF0wTdehEyToOrckr06O19CF4LkjLZ4/0iDOMi6vhhwZdTk2WgEhWI1Skkwy2XT57Mlxpmouo56FYxTG/qG4W5Zwp3RlKMHRIJM5aaao2zpNz+LGIGKmaVN3LXStEDtzLZ3VMGGi5uDHGZdXfCZbVT5/soWtCy61Qwwh+OUvn9nzKp3taHoWL50e54nDTYTQmKg5nJj0OD5WpVExyoTtx4zddtpeAr5H4eX/HaWUv6+r2mPWyyiDJCdT4OgCAfiJxDI1wjTdNk65k2bOZgXNp2ZafObUOL/3xnWQkpVBykTdYLEfg8xBKZ47MsJgIuU7l9oESYZhpORSYueKfpnVPdBoAgy1826sl4LjR0gJsyMe3zdR4zuXVxlveLiG4HovohcmvHh8lI6fkOaSlWFIkkviLOenPnWcQ02PIM7Q9fs7mLzpWXzxzORtw9FLPn7c0eALIXTg15RS//V9WM++sBGPt3QMAWmuEKoI1SSpRNe0e4pTbr4hdIOE692QlW5MqHJUrggSiZSSulskyGqugQYkmQQlCROFLLUUDjSOgIqt4SeSbAd1uxwwNJ1PnhxjsmpzdqrBzGiFdxZ6rPoZh5sOP/D4JA3HZLRq8db1Htd7MZM1i8+dmuRQ0yvOZ2p0ypGFJfvEHa2cUioXQnw/8NAa/PV4fMuz8Cztlhh+x4+YGa3uKD71YQ1Ym5//xrkllIJQZqwMIgahRBNQsQS5Y/LWfJfPn54gTiUjVRsj1vGjkOh+fAAl94QGKAVRJnEMkAkfWmKrAaMVl2dnmtzo+nzt3A0+c2KMHzg7udF1u/m788zsCGem6uQ5G6W/QJkkLdlXdkNaHnoAACAASURBVBvD/5YQ4n8RQrwkhHh+/WdfV7aHrIdfWhWLE+MNTkx6jFdtEPDE4eZtCdvNbCR8dxgcfWF5QDdMmW66mJqOrmtUbR3TECB0aq5OzTZ453qXqbpNrmB5EOLLIo5flm0eTCZqOpZZTCwzDY36rT1LeCY4+s1rWHcNFrsxS4OYsYrD7IiHZxpIqXh2tsULR0dvKwzw45QgzpBSbgzTKZUvS/aL3boSn137d7OXr4Af2Nvl7B+bB5jcDTs1YK2Hc4ZRRiYVpigMw1jF2QgXCSGYqjmkuWSYZEzWXWq2QcU26EUZOWDpoOWlrs5B46lDLUYqJnOdkDDLSbMcy4+40ZdIQGXF4HkJjNcM/vonZsiUxLVqVBwDTdO2/b6sszkPtJ2mTknJXrPbsszv3++FHFQ26+asszXOWnUMDE2QAjNNhysrAf0oI5eS0YpDkORYpsHcasiVdoBU0PJs4jSjHUCal+WZB5FvfbDCyckqEzWbsapJmkPNttC0gG4vYbgmiGcAj43VuN4NuNIOqLgG33dibOM4SZ7zrfeW+d3vzhHnipMTVX7oiSmOjVV3LAwoKdlrdhXSEUJMCiF+VQjxB2v//4QQ4t/d36UdDNYTvpvZGmc9OV6j6ZpkqaJqG9RcgyTJqVsG3lqFxtWVIWNVizTNWeyFdPwYQxPorAlslRw4pIILy0PSTNKqukzWLH78uUO8cGyEx2eqHG3ZfPHUCD//uRksy+BbF1bQNRiv2Mx3QvpRQj9K+Pq5Jd5eGGAZOi3X4NJSwL/6iytcXnkkmtZLDhC7Den8M+DXgL+/9v/vA/8G+NV9WNOB4k4NWLBWy3xmAqEJvn5+CU0THB+voAvohBmHGi6Hmg5BJqm4JqlSLPUiFDBWgRW/iAOXBTsHC8cUSKl493qXmmtg6DpXV33+4x88w7cuLJOkimbF4tLKkMcP2cRpTi6LWnsBzK0GxKnkymrAkVGP+ppKpaHn+GnGty4sl7LEJfeV3Rr8MaXUrwsh/h6AUioTQjwS9mmnOOvW6p3Pnx7n86fH+T9fuUqS5fhJxmI/JklyKpYOmkATAiEEhg5xokgVWAa4OgziD68CKbn/hLHCENBLFfOrIcuDkFQKXr3YIVeSmZbLdMsjTiWjVQtdaKz4OWen61xt+yz2I1xTp2qbjFZupuZNQ6ClhXplScn9ZLcG3xdCjHJTD/8zQG/fVvUQsFmuoT2I6YYpr17q8OWnpjg9WeOd+S6zrSq60Li0HHJh2We66VGxTeI0o28YZHmKbemM100MXSNc9knKYP59xaBImisg3OLCaBoEsnhu2U8xdEGQZLy90EfXQEpFnIEQYOkaQggajkHNsTg+pnFqsqi2udELCWJJzSt6q9NMISnUK0tK7ie7Nfj/CfC7wEkhxJ8B48BP7duqDhAfpouvCUGuFNdWQ1xTZ7xm0w8z/vjtG0w1XYQoBl6ESUYvTOgHhULhaM3hWjsnSXN0TSOIc0wh8GwTJcvQzv3EBMbrOkmm8EyD+V5yy2cfrqVuBGAbkGQaQhO4piKTsBqmmHpM09W5tBLQ8HS+/PjURnnletjv1GSd71xaQalClKwXSmqOzmdPjt/vX7nkEWe3VTrfFUJ8kUI1UwDnlFK7Gti01qn7CjCvlPrxe17pA2K9LDNTknOLPkFSjC3s+DGTdQfX1HGswnOruwYr/ZgbvZBjYx7fvtRGKTgz6dGLLV670uF6N8JPMnShQIM4UNxIU0Yl6DqMOII4K+UW9hsbqLoarmmQZylNr9BaitObYTXXgCwrPPyOn6ABmqahCYmUirGqjWfrLPsJjx/yeOnUOI5t3Ka79CNPTVOzDf7y4gqDLVU6JSX3k91q6fw08IdKqbeFEP858LwQ4h8opb67i7f/R8C7QP0jrPOBMYwydE1wfnGIa2rUbJ0ozbneiciV4ujoTUnbJFc0qyb9MOPd6326fkyUKSqWQcMxyKRicRCh65CmIPSiEoQchmGKpiCIFXlZtrNv2IDrFM1UUSZZHsQ4uiBOJa6pU3cEmZLINYnrxX7AMFI4pk4QZyhZ3PBdU2ek6nB2sko/yvjrzx/eUXfpK88e5ivP7r8YWknJTuy20/a/UEoNhBCfB34Y+OfAP77Tm4QQM8BXgH9670t8sFQdg0vLPq6p4VjGmoencWLco+Mn9MOiSzJKc8IkZ7TiUHNMvn1phSRV1B2dfpDyh28vEEQZaQ5pBqmEwVqrvmFAmEI/Az+HaAfNlpJ7Z12dVOQQJaBJyHMwdINhmqEbik6YEccSR9dYDWKU0GhWBGmWIyXIDKIcGp7FVM2k42eM1qyyO7bkoWC3Mfz10OZXgH+slPodIcR/tYv3/U/A3wU+9K9BCPFLwC8BHDlyZJfLuX+cHK/xZ+8vM1Z1kEqRpJIwzXhypkGzatMPUlb6Mc2qyZERD03AIEo5OV4lyiSphFwoQIFQVGydVOaksnho/QJoGoxY0InKuvy9RABVA4QGI1ULBIRRSqNiohDYhkbDtehFMUEKE3WTJMvwbJNEKaZtk2bFouMnLPRDlJLUXJsnZhroms5oxeInnpspu2NLHgp2a/DnhRD/BPhB4L8VQtjcYXcghPhxYEkp9aoQ4ksf9jql1K9QDEjnxRdfPHC2rulZPHukxZW2zyAqFDfPjtXRhcbJiUJ0bauw2lvXe5ydqnKtG2PrOkr56Jogl9ComKwOC2u/2dhXTA3X0ulGKRMVjV4oS0//I3J6zOHpIyP8+FOH0PWiqub84pDFQYij61xYGXJ8rIJr6bx9vc/yIOaxySrDOMfUNTp+RJJIhC74q5+Y4cx0jSDOWBpEHG562wrp7QWXV4Z868Iy7WHCaNXisyfHy3h/yZ6wW4P/M8CPAP+DUqorhJgG/s4d3vM54K8JIX6MYmBKXQjxL5VSP3fvy30wPDvbQkpFxTZvab46Pl7dVkVztGqRpIqjIxWWBhFSgW0Y2AZMNVx0TXBlOURSJAZNAXkuSdLiJiB0DVMvDf5HpesnvD/f43ek4suPT1F1dIQGSVYY9KOjFQxNJ80UrqlTMQ2GcU7VMRjxbNJMcs0fMmo4nJ6sYggNXQh+7OnD++bRX14Z8q++fZk0UwgNOsOEKys+P/vpY6XRL/nI7CqGr5QKgMvAjwoh/kNgWin1R3d4z99TSs0opY4B/zbw1YfR2MP206+Oj1e5tDzcVkVzfVh0mktmR1zOTNaYHakwO1LFswxqlsHRMZvxisZE08K1TTxHByGYbOj4YYY6cHudh4uWo1FzLbpBTLsfMzvi4poGkw2HJ6ebNF2b8apJ1w9pD1MON12OjbmF5AUKpSR1x+S52RF++Klpcqluq77ZD/743QUGYY7nGNRdE88xGIQ5f/zuwr6ds+TRYbdVOv8l8NPAb6499GtCiN9QSv2DfVvZAWOryNWrV9o7qmhuHRb9t3/oMa51Qv7yYpuKbVBzNJK8iPdraERZsUvo+ilzqz7DOMNJM4KoUGN8lHXzDYpYvOKmyJxN0fAk1a3dySZwdMzh6FiVQZjSCyDOsg3lyilcQjtjqgUfLA6YaHo4ps6hhkvFMXi6H/LO9T6dIOXUZIUffHz6vnrWHyz6tDwT2yxSzLYGDc/gg8WHashcyQFltyGdnwU+oZSKAIQQ/w3FbNtdGXyl1J8Cf3oP6zuwrJdrXlkoavM9S2e64ZCnhWu+dVg0wDOz8JVnbpbmvXxukZZnoWkagyhhrhMwjFJyOcZPvVgksNcHTF9u+7QHMW0/RaAYq1pIoYGSNCsW3/5gheVhdiDDQIJCOmKsZuHZBpqQrPRiJIpeCIYOUhbDRiTQcqHmOHzm1CijVYvxqs17i0MajsHVTkDPTwgzxSePtqi4Bv0gIUklb851QYPRqoOmCcIkRwgYqdz0yB1TI0zhS2cm+dIBHOnnmBppfutFTHOJY+56/HRJyYeyW4N/mSIOv+5o2sCF/VjQw0A3SDi/1OfcwpDRqs3hpkOeS96a63P20N2V533vWgc/ylnxY5I0J8olQsA/efkDbvRCrq0ELA5COn5KlhXzVfO1+aoPS0euAoIcrnUT1DZqQemWX2Q5hH4YcXnF5/yNPm0/QUNgmxptPyHKMnQF11b6ZBI8y6DlmSz2IwaJROWFCqXQwDVhEOX84j/7c6SCsZrDqYkqLc/kmdmbAnjdIOH1ax3OLxbD7E9N1nhutnVP4ZtukPD61eJYYVo4A1MNj6mmvW2Sd7Mm02jV5v3r/WJHYukESU4nTPn+A3hzKnn42NHgCyH+Z4q/1xh4Wwjx/6099YPAN/d5bQeSdamFTCocU0MqxdXVgOmGh1L5xji73RynH6SsDBOWugFtPyHJFFGWkyvJB/mAXpQwCHOyLCPOIIWHumbzbpYeA9++1GWsIsgphOayHFoehFHxvIXCNqCbpoRpipAQrsV8PK2YH7+aQ0umpAqUhGHkM+bZ/NNvXuQXPg/PzI4UIyrXdlIN1waheO/6gEGQ8tKZibsy+t0g4evnl5hfDTA1jZVhTJIpwiTDNhu8FqzekgfYKt3x5HSTFT8hSHKGYULFMXjx6AifP13KMJR8dO7k4b+y9u87wJ9Q7Lhz4Gv7uaiDzLrUgmuaPDZpsOIn9IKEth/x9OHGhod4p5K9C8sDJhsuq2HC1RUf1zQJkoRhkiGUYMWPAIFpwDABQ4NcFhfgUUEBmRRIKbEMMHSNXiSpu4JUKoIYXNsglzlRWtwQ1vTJsA2IUvBE0eDWcAWWYaCU4sYg4thEld978zrPzK4pofoxrYqzIZOhCUE3TLedVLUTF5YHdIcpLc/mRi+k5poIBMNE0gkSjo5Ubznm1olqEw2HL56a4MYg2NfSz5JHkzsZ/P8D+IfAzwNXKKp6Zim08f+z/V3a3XOnYeN7wfoELM/SyXPJ8bEqUikWuzGXlodUHesWkbUPq+q4OUlLMF63MTRY8kNkLrEMDZkr4lziGQL5KFn5TSggUxIQ2JqGZWqsDCSZulleluYSpRSoItTlaqA0gW3qDOOMlgsrIdRsA93QybJi1GTD0ZnrFhHK4dp0Msu5KWFsGRphmjGM7k6+dBhl5EpiGTphKvFsDQHEmSRI8tumpW03UW2sZqHr8MUyjFOyx9wpE/TfAS3guFLqBaXUJ4ATQAP47/d7cXfDboaN7wXrE7AOt1zCVBIlGVGcsxqECKFzcrK6VhFiULFNLiwPdjyOZ+noQmO5n2LpOq5tIISOaejomiJVEk0rEp+7DRd9XBCALjQMAZapkUkw9WK3Y+o6jlV8gbMcdA10AYkspIotQ2BohQyCJYptqVKFpEXVMuhFOeO1wtBWHQNdK2YQr5NkEkMTt0w22w1Vx0AXGkmmcE2NNFekOWiiiMlvnZa2m4lqJSV7xZ0M/o8Dv6SU2rBaSqk+8O9TyCwcGDZvjXdjcO+Vk+M1/DjFEBqnJ6ukuWJlGFF3LJ6aqVN3bq0I+TAPcf04o55NzdFYHoYYojBGmZRUbQ3XECSZwtGKKpZHqU5DX/txLY3j41X8OCfJck6PeziWiZ/mjFfMtaqWteoeTyNTIDSJrWtUbfATqJjQCVNW+xFxknCk5dEJYr7y9CGguBatik3HjwiijCBO6QYZTde8a42ck+M1mlWTThBTtQ0GYcrKIKZqabQ8Cz9Obznm+vcgiAtNpnVp5VKbp2Q/uJMboZS6vQVIKZULIQ5U+nA3w8b3gs0TsPJU8cTh+oa8Qr6l2mQnT23zcY6N1Vjqx0SpxDAER0YhyhQL3YheEIIShHlOLhV5DnGaEcWSMC+8YMnDMQS9aRUVOUoV+Yh4y/Maxe/iAGMtk8fG6xi6RpJmnJ6sM1IxGcYZRx2bM5NV4rzoUJ4ZVYSpxDU0TmqC1SAmTHOmmh7Pzdpc7ycsDwKkUpwYq3NissJXnj60UaXT9CxeOj3O646xkYM5e+jeqnSansUXTk9sVOmMVe2NKp1WxbotzLjTRLWSkr1GbGPPbz4pxG8Dv6mU+hdbHv854GeUUn9tLxfz4osvqldeeeXOL9yGV6+0yXM2kl8AQZyh69xV0u1e2VxtsXX27W7+eO/l/es5ixvdiLluiB+n3OiFvDXf5Wo7JEiLcIYhQInC0NomDONCv8cAzkxVuD6ICJOcqYaDo+u8veBjGxBkRbWLaRXljA3HwtJgyY85OlJheZhQcwwONRxyCb0oIc0kS4MYqRSdYVLUwVdNxjyXQyMupiYwDQNNh+87McahpoeURULzi2cmt72Oi72QxUG4YxJza/5mGGa4lvHAvg8lJfcLIcSrSqkXd/PaO3n4fwv4TSHEzwOvUuTRPgm4wE9+pFXuMbsZNr6f7IWnpmmCN+Y6QFEHfidj/43zy3T8mFxKlJJcaweMVC08y2KilqMQJFnGqp9TNUEKSDJoeQaWqQjCnF6cM1Z1ybKMlmszTDKOjdmYQnCtG6EJsHWNvp/gx5KxisVY1VkLs/QQChYHMeMVm1wKzk416PorNDyT8apN20/oBSkjnmRpGHN8rIqGYq4T8Ssvf8CZqUJ24ompYlzC1uu4PIh5Y77L04cbOybDt3ZCv3xu8bZmpf3Y8ZWUPEzsaPCVUvPAp4UQPwA8SRFB+AOl1J/cj8XdDQdha7zV6OyWzd79p46PbtysduL1ax3m2kNs0+RGP2K+E7LQDej4FqcmqgxqFsMk48Kyj23kKKFh6BpjFZNTEzWiLKdZMWkPEoI0Y7RZZbzmMtf1sc0KHyz1qTlF40+YyiJRqhR+lPLk4QaOrnOo6bHUDxlGKS3HoOkYZCiemG2SZYp4bYyjbejomkbDMQmjjPleSJxKTCHohSnR0oCma20k2DUheONahyiTzHV8cqkYRhmzox5nJmsbuZmdPuuqY7AySGgH8UYn9Khn06iUydCSR5fdjjj8KvDVfV7LR+ZeDe6DZmst9lZdnu04vzjA1HUurwy50Q9JsqI08Z2FPlmuaHoGI56DX5eYTZcb/UK1c6RqY5ugaTonx2ucnRJcXB4SpDkXVgYIpdA1QZopdE2j6RkkcYbSBaM1m4ZtUPdM2n5CnEpOjFcYhBmGoSF0gS0EJ6brXOuEtAcJIxULQWHYnz7ssjRMULKYIIWS6ELjyekmSZ7z+rXOhirp44dqfPtSh2urPo+N13AMjctLAUGU8exsg/AOAzZHKzZ/9NbChuqkkmAagp/99LG9vHS3UUoblxxkSnfnAHCvCeflYUwniAmTHMfUGakUXv0gSUmlBBEXWVABM6MejqEzVrFpeBZJlq9pzAiePzbC4ZbHH7wxz3wnYmUQ41o6WS7wbAOj5jDiWehCYegCP0zRUDSqBrkSPHdshDNTNfw44xvnFsklHBnxmOv4ZDlMj7g4A41cKbI8I84lM3WbsapD1TZoVkwWOiFfe2+R6YbDSNUmSPK1NboMkpyRhosmcgZRsWt58nBjx8/mctvHNnWEkORSopsalqFxue3vmwG+vDLkt16bo+VaTDcchlHOb702x09+YqY0+iUHgtLgHwA2avLtmzHnO9Vin5qsce7GgPYwwTEECkGUCx6bqNONEsgEJycrzHdDbvQiTtRsvnB2guV+jBA6uZJICXGecXasTs2xODFeY6rhcmElIE4zLi0NkblEaBrjNYvlQcKxVhUlJLoQHBurMDNS2ShFrVgGT8606AQpcSY5OuJRc0xcy6RxzOTN+S5BKrE1Qd0xEEIwXnfo+DEL/RANGK3aZDm8v9BHFxqHGjaXV0PiNMfQoB/ndILkjmWLHywOmKo7ePbNZqogTvlgcbBvomnfurBMy7Vorom1NSv6xuOlwS85CJQG/wBwNwnn9WoUP8oRmiKMM4QwsIWi6epMNV3ytkRZghOTdZ6abdFwTRZ7Ed0g44nDTRSFQcyU5Ox0YewBdF2jM0ypWxpDaTAzUmG+46OkIogyHj9UpeaYHGpU6EUxlq5z/saAq6uFdO94zebx6QZffnJ6rXoo5nrP5+hIhbGaRdO1eHOuw8IgZLGf0Koorq4oVoJCj360apHlCscyqLsWC70Ax3I5OupiCEEvTLA0jWd3Wy6pxM7/v8e0hwnTDeeWx6qOzkLvURa3LjlIlAb/ALDbhPPm5O7siMtnT44zvxohc0WzbtL0DNJMYloGzx1u8MKmG8ZU3dkofQR4brbFa1dW0YW2NoRd0nJMLipJkGQESY5ramtlk4phkqFrGsfHqkzUHPJlxe+9OU/FMZis2GRK8vb1Ph0/4eLykPdu9FnohggEHywNeP7IKKcmq/zE8zO8Od9jvuOz2IsIUkmeS56YrqNpgr+4uIIEDKWIYklbi3h8qoFn6zimweGmw3OzrTt+pqcna7wz30XTBJZZdNH2wpgnDjf39NptZrRqMYzyDc8eYBjljFbLmvqSg0Fp8A8Iu0k4b03unpqo89OfnOXl9xbx44xBmDDVdDnccDgyVtl43yBMOL84JM3lLXXsW28yL52Z4HLbZ6kXEecQZSl1p8gLdIYxc6shV9sBwzilHaSkac64shmvOWhKo2LqtAcxb871WA1ilFRUHJPu9RQUfPrEKG0/ZrLmcHxTiOO7V9pcXQ0wdY2ZpkvXT2j7KbWqyYtHRhhEKUGS31Uz1LOzLfpRRsePCdMUXdOYGa3y7C5uFvfKZ0+O81uvzQGFZz+Mcjphwk+endm3c5aU3A2lwX+I2Da5axRCO5N1G8PQmKq71G2DMC3a9NMs4435HiB4eqaxoTG0Hi4aRtlGd+lCN6Ltx4xWTExTZ6kXc35pAELh6hpL3YCrvYiWW2jP9IOEQZAyWrFRKGq2wVvzQ+Y6AYamY1kaSEXVNXn9Wo+/+xvfw9AFEzWLL5yZ5LHJIvE6UbP5je9cYapRYbRq0azYtKo2syNFd+q9VF6td8/uJKa312J7x8aqt006+8mzZcK25OBQGvyHiK3J3UGU8I3zbVquzVMzDea7Ad+b62AhaFQMPnl8nBvdECEEUim+9t4iUChHvnKpzXw/YrmbUHMFTdfmLy+2SXNFLiWL/Yg4V1gGVEyTlSBlcZhg6aIYwJLm+EkGSvDuQhfbNMlyyfVOQJbljDdMdE2jF+UoYKEbkOUOpycqvLcw5LtXe3xips7RsRqXVwKWBgm9MAWhMeKZ/OjTh5moOR+pUWqnXVM3SPjDtxZ4a77DUi9E03SOj1X4G586+pEM9HaTzkpKDgqlwX+I2JrcPb84IM5Szk6P0PYT3prrY2oahgVZLji/NKDpmoRRyoqfUbENoiTllSurLPYiKpaOn+Z0okKJchDlXO8NMfVi0HqQJiz1EqquYsyzmOsMcVyLrp8SywxD6CiRszyIaXkQpxJDV2RSkOQSVy9KIa+u+hiGQNc0locphiawdfju1S7nV3wcQ8fQdHQNJhsuUSb5zuU2Dde6q0apu/HY/+z8Mt98f5FEQs21yTPFW/M9+MvL/HtfeqzUsin5WFIa/IeIzXH3a6shFxYHWLrG9U7ApRWfMMmIdEEnUJyaMBkEKX92bgnd0KmYGkLXCJOc9jCmH6T0ggRd04jSjGvtgCwDywTdKBK2SZLTjaEXx8RphgJSFFGak+aSibpJz88xdZ2KZZHkIUdH68x3Q1b7MaaRIDTBaqgY8yBXkkwqENANY5KsaBPoq4SppsfyMKYXZDiGYG7Zp+vHfPHsNG9c6/Kdiyt0o4zxms1PvzjL50/fLK28vDLkj99d4K35PuNVixeOjuCaxo7zCP7y4gooQdMzsHQdLADBpZXgroeelJQ8LJQGfw+4H4NX1ml6heLi9W6EFLDQi3h3vse1XsTxEQ/XMuiFCX9+IcQ2dOY6PhII4rWBIrcd8VYt9jABEkU/CDaeUcCyX0iBtsObIZYgiRAK6k5GLwoJk4w3rnUZrp8kVawPNmwHsBxEmESYRWgfXYPlXkoCzPX7GBR69zW7GORdcQ3+4I05zi0Nabg6FUPjG/Ndfuf1RaomTNRtnjjcQGaS672Iha5PksPvfm+OL56Z4OR4jYV+yI89ffi26xHnCoXC0G6Wahq6Ik/lXQ89KSl5WCgN/kdk60zSO0262gtev9bh/I0+aabwLBPfzEHlXOsFTFVdgkzimjqrg4g4gVDd/Sjc3Zi8SBaa9X4s6Ycx4Q6vXb95pBTa/jmg5bfebjLWhpmkkrpjECY5N3ohWZqxlGSEkdqQVB6mELZjLraXNr7EI24x0LwfZfy/b97gb3zSRKBtez1OTlT59oU2YZzj2ZDlikEsmWw45fCRko8t5Tf7I3IvOjgfxk47hc3Pfe29RaSSmDosdkPeu9EnyiAjp9Mf4tjg6BorgeSmj70/5MDwLkcwro8N+LC3DVMYphnXB9vfdgTF77R+nI0NRQ5SFEcNEvid713j7PQIr11b5ddfucqxsSqjFYvTkzU+fXyEudWA+U5EnOVoCCxD8NThVjl8pORjS2nwPyJ7NXhlp50CcMtzUireX+wziFLafmHu1kUZYiCOofcxHnf+YTewTgJ1JTdyAx0f0kyyEMTEuSKOcp491uSd+S4zo1X+rRdm+PalVS4sDbF1wadOjPG50+NlwrbkY0tp8D8i96KDsx3b7RSGUcbvvzlPEOfYhk7FTrmwPODqasiFJR8pJUKjSLBmcmNiFNz0gh815NovbQCuCalSSMC1dBpVm/lOxPNHR+j4MYeaDr/4hVMPcrklJfeV0uB/RLYb2HFpech0y+PVK+1dJ3C37hT6UcLl9pBemLLUD7m0HPDBUhdN15CZYiXabM5v9+YfRWMPhcG3TEhTODzisDyIkVLScAyEUAwSiWVqtIcRr13p3JdE+/1M6peU7MSjNBd7X1gvldR1uLYacGFpyLHxCrMtd6OrtbuL8M76TmGd+U6hELk4iFjsx1xdHRAk0B1KetGjas63Z73OxhVgm4Kaa3B0zCHKBYYGVdvAMHQWuhGWJuj6Kdd7Mbah0/Ksu7pOd8t6qC7P2fdzlZTcidLg7wHrHZ1TgeS7bgAAH0ZJREFUTYfnjrSYanhomoZnGxvTme7EyfEafpwSxFkx43WYsDgIcXSBoWt0/Zx8rbplTeL+kUVf+3ELVQl04MnJCn/l6Ql+4vlZzk7UcC0D2xDMNCs4etFpHMUZtim4uDJgtGpycrJ619fpbtkcqtvvc5WU3IkypLOHDKMMQ4NvnGvzzvUecaaYaTqcOdS4rWKnGyR871qHN691me+GKGDUMxmpWdRsi3YQsdhLWOqFXGn7BB/fHOxdoQOmVtTr24aGjCSODRVH5+Jin7m2Tz/M6AQxh+oelgnjTY9BlKKUYtVPeGyyxqeOj1J3LAZRwlwnYBil5JIdB6R/7d0bvPz+8trAd5ef+8xRfuTpwzuud6+S+iUle0Fp8PeYl99b5oNln4ZjYNuCy+2Adpjw6ROjGxor3SDhG+eWOL88ZKkX0B4UQ0mUlGS5YlkkHB2r8M58jyurA1ZLOfUNciCX4JjQcC38JOJIy0PlilU/R4iUQw2XimOA0nB0nbOHGoxUbKSS5BKiLCNKcwZRwnsLfVzTwDZ0csltNfvrIZk35lb57dfmcSwdx9QYxBn/4x+dA9jR6O9VUr+kZC8oQzp7iAIurwZ4po5r6+hmMSKwYhp868LyxusuLA/ohilJJkkljNRcWlWTHFgeRqRKMt8NOdzySHIwP/SMjxYahYcP4Mew5EdM1S0cw2BhGOOaAs8y6UcZJ8ZqeJbO+0sDekECKOJMcXKyysmxOheWfc4vDrB1/ZbntoZb1kMyX31viaprMlF38SwL19Spuyb/8i+u7LjmraG6IM7w47Ss9S95IJQGfw8RQM0x8CyNKFVoCGZHXDxboz28uYUfRhmZLFQpcykxdIGhC/JcEaRFeWUvSKm7JjXXZKQmHqkLtd0NzgAsvfi3ZcNoVWeibjNedRir21RMnVwpbENgGjo112SyZpFJxSDO0XWNM9M16o7FWM1ipumSZJI4l7c855jaLdIKwyjDMTV6QUbVLK6CphWduU1boz2Mt1ntTTYn9TtBgq6zr13YJSU7Ue4r95CqY9CqFAPC06zwGpcGCbYuODFh3fI6QyvUI3VNYxhnDKKUhW7AYi/kFcAwdVzToN1PydSHd6V+HEnX/nUoumjXNYBEDq4Btq1zqO7hmhorg5helHK9FzJMwNVSKrbGtz5YJstzLEMjySWgGEYZ852AVy6u8s6NHlGSowSM2CatusNM0+bpmRFmR72NtVQdg5VBYahvDGIaLtiahmVpdGPJaNW+4++zm+E2JSX3g9Lg7yEnx2scqnf4k3cXabkmlq7RiTJMQ+OpQ41bXnd9NWR5GJNLyaWlAcMkY7Gf4GiQSEjznMVBjsHudG0+jmxNXaSAzCDq5zwz45ClGdc6ETrgmRAAgYQ4lBhaTKo0Go5FmGRcXQlYGrRRCr51oU3dM4mSvOhzEBFPaYLLuWK+t8B/8KWbzVijFZuvv7/M87MtvvreIlIqDCGoeRZJJvnFl07cx0+kpOSjURr8PaTpWUw0XKZbHldWfBDw2GSVTx4fJZXqlte9dGaCmmey2A8ZqzkszHdpOAY1xyTKc/pBgrNm6Ru2oP0I195rgG1AvvZ5tKqCQZDQj1JGqwa51EjyjLotCZNiRxBLwcmxKpNNm/GKyfVugGMafPvSytp0MJ1BkFL3LHKZc6Ub8JmxCq6u8db1Hs/MFpIWbT/m6cMNZlouQhO8erlDmGZoAn75y2fuWKVTUnKQ2DeDL4SYBf4FMEURkfgVpdQ/2q/zHQS6QcLFpQHPz7b47KkxklQSphnjVes2yd2mZ/GlM5MIioacv//bbzJVNemEOYQxfTQqtiRTcGyiRrbYZxA/WqEdnaIqp2bD44eaREnG1faQmWaVumuhC4GUkrpr0w4SdIopYLkUtKoWpyYrRJnEMAxcW+O52QZ/9sEKLdegG0tyVXjrVddkGEuOjHj0w/S2fMtEzWGq4fH4dJO/+VmKPolNA+FLSh4W9jMXmAG/rJR6HPgM8LeEEE/s4/keOBeWB7QqNpoGmhA4VhGHv7Dsf2gZ3nrZ3ohrMkwkuiZACCxDI1dgGwJB0TEqeHQarjZ/MQ1dkEmFQDBeczF0DVMX6LpAimLSlqULhCZQaGg6VG2TKFXoovjsGq7BMMppegZ+rNA1gS6KzzqRioqlk+YKJWG0emu+ZXMHNJRllSUPL/tm8JVSC0qp76799wB4F/hY73+HUcbx8QphKomSogxPqsIb/LAyvPWyvZceG6MbJCRJTp7l6JogyYuqH5ll1BwLSzw6JZqCNe/eKgywQJGrYhKXknB6ssqT03WSFNpBhKsL0lySZDmuLjjUsOmGCVIJKrbJYxN1OmHCX3ligm6UECc5hlCESUI/yDg9UWN1kGAags+eHN9YR1lWWfJx4r64KUKIY8AngG9v89wvAb8EcOTIkfuxnH2j6hjkOZyZrjHfCRnEORrw7GzrQ8vw1sv26p5JnEn+/EIbBIwaGi8csQjTnDiHo5N1Kprgres9Lrd9ggQ+rr2aBuBZ8OShBmenaiwOU9p+hGuZPDZR5RNHR8mVIkhyfvjJSd6+3qcfplQtgzOTVaYaHnkumWkZjNQspuseU02HZ480afsxmtD48wtthHBooRitulRdkxOTHj/4+PQtQ8g3j5XsBAlVxyjLKkseWoRS+5sMFEJUgZeBf6iU+s2dXvviiy+qV155ZV/Xs59s1rR3TI0olfhxuq8G4tUrbfIcPNvg1cttLrd93p3vgabxzGyDYZiy1I+4uDwklYoTYx5hBsu9kKprUHdMWp7NaMXENHRu9ELqjolnCf7iYoc0lxxu2mRSI5c5I1WbpmdjGRq6Jqi5JnGaYwhB07PIpKRqGVxYHvLOQo+FfoStadQcHds0CJKMlmdT90w8S8M2jLUBJDBWs/nc6fEPVZN8+dwiLc9C025uTMt4esmjjhDiVaXUi7t57b56+EIIE/i/gP/9Tsb+Xtlr6dm7Od52rz0+XuX/fm2e711bBVEkCo+PV3d1jGGUcb0XEqU5o1WLpw41uLoa8p2LK/TjHFsXaELQDZNC3902uLDi88a1Dp1t+n/+4lLntseudTftC7Z70zacW95peOG9cLOTtWbBdN3hyEiFTpDyxtUul1d9hlFSxN8NDRBoaERZSs01mWm4jFRsbEunM0xo+zG//p0rzIx4fOXpQzwzO3LX1/H1ax3OLw4I0xzX0njlUodvvr9MkkHVgZ/7vmP8/EunbznmaMWm7cfc6Eb0ooSGYzPVtEv545IDy755+EIIAfxzYFUp9bd385679fD32qO+m+Nt99rFXsjyMOLthT4t18TUiw7Nmqvzs58+dkuoYOsxOn7EH71zA1s3OTtdYRinvHq5i6FrTNQsrncjrnZ8/Cjn9ESVOMk43x4wCB7+0I4J1BxIMvBsQRgpUgnJWsOZQRHTd0xAgWcJLMtgxLZYCWNaFYtDTZcRzyHIMn7mxVnSTG1cm5VBwoWVPocaldsMcjdI+Mb5ZebaQwxdcHU14pUrK7x7I0SsrU1QVCD86FPj/M3Pntw45uvzHY6PVlj1EzQhyGXO0bEquhBl2KfkvnE3Hv5+Vul8Dvh3gB8QQnxv7efH9vIEey09ezfH2+613TDlu1c7jFZsGhUbzynUL9NM3aKls90x3pjvMlpxGK2atIOUOIdhnDKIMlIFcq0+xzY1wkzSjjLi5OEv01w3poOoGG4eJQrNAN24tSJJA3RdwzQF4Vr1zbW+T8OxmG565BKEgJZn8xuvXNv4XIdJxpVVH1PTGcbJbXr0F5YHdPyYVsVhGEuarsW5G8WOxjHAtoofAfzJO8sb17sdxLRci/NLfTxLp1mxqNgWnSAp5Y9LDiz7WaXzTaWUUEo9o5R6bu3n9/fyHOs6J5vZqoWyX8fb7rWZVAyiFM/SNx4zdYHQuKW2e7tj9MIMz9YwDUGUSqI0RylFLnOSTKFkoYdviKIsME4lmXz4J1utr1+u/WRrD2zeeKq151ASpEJogoZrIZXANjU0TZDlhZRFw9FZHsQbn+t8J8Q1taKzNpO33cSHUUYuiylYUSYxjZs3UU2ArmkgNDQg3HR3DZKcqqPTCzMsoziXZWoESf6RvoMlJfvJQ63Jtdc10ndzvO1ea2iCmmMSJPnGY9vVdm93jIZrEMSSNFM4poZj6ggh0DUdyxAITUfXCoPomBq2qW3U5j/MGBRhE0sUBtZY+4XEpl9MsPZFFYX2kKkJFODaWqEzJBWGLrANQS/KGa/ZG59rkKzp6aRy40a82SBXHQNdK553DI10s50Wxc1GE8VNYPMV9CydYZTTcA2SrDjX+jnKOv2Sg8pDbfD3ukb6bo633WubrsnzR1q0/ZieHxNE6ba13dsd45nDTdp+RHuYMuqZ2GvNQzXHwBSgrfnCcSpxDY1Rx8C2HvILSBHOMYBWRce1wLEEMitkFLZO7c1ziRKSiq0TpTmnx2qkWU67H6Nrxa6gE8T89IuzG5+ra2r0w4wwzZhpFaJomw3yyfEarYpNx4+o2hrdMOHISNHtECUQR5IoluTAC8caG9d71LPphAmnJ+oESU7XT/DjhJZnlXX6JQeWfS/LvBvupSzzoFXpAPzRW9f56vtL+HHO8VGXn3rhyIY2y07HuJcqnaudkHcX+tzop+TbnuFgolEY+ooDx0ZdHptqMV61eG9h8KFVOpoGTdfkyFiVqYaNa+p0/ITFXojQxLZVOje6EXPdkJPjFSZqzraJ+K1VOgrJn763zNvXBqSAZ8D3Pz7OL//wE7T9uKzSKTlQ3E3S9qE3+AeN3VT67PVNavO573TcV6+0eXu+h6XrOGshjijJSHPFE4frnByvFUO3leLKio+uaeRScWysgiZu13JfH9X4wWIREz89WfvQRrMH0aew289lL95TUvIgKA3+A2RzI9Q6QZyh6/DC0dEHZvTWefncIheXBzQ8G20tUC6lpBdmTNRsqo7B63Nd2v0Iz9EZrThMN1ymms5HNnp3+mxKSkrungPTePUocqeh1ZtLMYGNWacXlgf3xejdkqRc8/CTrNCgOb88wNYEY57NWMWiH+ZM1hw+d3p8V4b+Tl5xOdC7pOTB8rDn/A4cd6r02etS0u3oBgmvXmnz8rlFXr3S3qg5h1uTlEGUEcQp3SCj68e0BwlLg5TFYYRC0PSK3oLd1JSv71zyvJB73lrvDqXyZEnJg6Y0+HvMnSp99tvo3cnwNj2Ll06P88ThJkGaESQ5MyMuaBoakoZnIHPFlbZPmksyWYwG3OkmArtrWiuVJ0tKHiylwd9j7jS0er+N3m4Mb9Oz+OKZSX7hC6f4hS+cYrrpcKjh4tomeQ6WpWPrGvPdCGOt5v1O3vtudi7lQO+SkgdLuZfeB3YaWr3fcru7jZNvjrefXxww23IZRik3BhFVaSBRtIcJT07XEYB3h7zD+s5l/TnYfudSDvQuKXlwlAb/AbCfRm83hndzpVDLs7ANnYvLQ05N1vFsg6urPkmWc2a6yktnJnj9Wmdb772zJTfw2pXVjec2Vx+VlJQcDEqD/zFjN4Z3a6XQyckqb1ztsdAL+cSRFo9PN24pFd18ExlECXOdgNVhTM016QYJTc8qB4WUlDwElDH8jxm7iZNvjbfXHYunZuokmdwx73CjF/DOfBc/yjF1namad1tC+IWjo3zxzCQvHB0tjX1JyQGj9PA/htwpZLRd2MfSdT5xtLXt+9ZvIr//5jy5FNQ9g8Mtl7pjEcTZfeshKCkp+WiUBv8R5F7i7U3P4nDTo3XIYphkzHdCzidDXFOjYhlw9H6tvqSk5F4pQzqPIPdaHll1DFYGCecWBuS5pGbrBHHOXDe8rS6/pKTk4FF6+I8o91IpdHK8xm9cuYKp6VimTpJKFIqT45UyrFNS8hBQevglu6bpWRxqVHAtjUGUoutwdrrORM0pJzyVlDwElB7+I87dygBPNW3y3L5N8bLUwykpOfiUHv4jzG4Ez7ZS6uGUlDy8lAb/AHAnYbL9Yje6O1sp9XBKSh5eyn34A2arzEGUSl67snpfjOi96tOXejglJQ8npYf/gLkXL3uvKPXpS0oeLcq/7AfMnbzsrUnV9cHZezFrtRQ8Kyl5tCg9/AfMTl721qRqz8/4rdfm6PjJrpOsO1HG40tKHi1KD/8Bs5OXvVXVsh3EtFyLTpAw1fD2ZB5uGY8vKXl0KD38B8xOXvZWVcsgyak6OkGSbzy21/NwS0pKPr6UHv4B4MO87K2qlp6lM4wyKo6+8ZoyyVpSUrJbSg//ALO1yWnUs+mERfy+bHoqKSm5W0qDf4DZGu5pVAx+8hMztCpWmWQtKSm5a8pYwAFnu3DPsbHqA1pNSUnJw0zp4ZeUlJQ8IpQGv6SkpOQRoTT4JSUlJY8IpcEvKSkpeUTYV4MvhPgRIcQ5IcQHQoj/dD/PVVJSUlKyM/tWpSOE0IH/FfghYA74jhDid5VS7+zXOQ8adxI+G63YvD3f4+vvL7EyiKh5FtMNB88y4P9v7/5j5LjPOo6/PzOzsz/Pd2fn/CNxkiZO6rQNJUlNaR0RaBMCKTQoiD8aCVUFifKjghREERX8Uf5ALSp/FIRAlBYQggaoi6WokUILSCU0SRXHzk8cK3LixHac+Gzfne9uf8zOzMMfMzZnt05iey97vn1e0up25r4z83x3756Z+e7sMwamHFlAPQ65fsMYV69r8tzhOXbuOcTew7N0soxGLDY0m1y1vsV7Nq1h82SdB546zOMHjtPu5jRrcNX4GM16hemFDjPthH6a06rFXL22wYaJOpHE7GJCP8/pp0Y3yYgrIZdP1rnlqgkWk4wH9xzmxWPzpAZXrWty13s3sq5ZZ88rJ3h1toMQY7UKrVrE2mZMrRIQINr9jHa3TxgEVCri2svGuG5D63TRt9l2ws7dB9m5+yBH57o04wo/fsMUH7/12ou+GunAsQUe2T/N8YWEda2YGy8fp58bC90UA1S2O1WEbradnNF++5YpvyLKrSoys+VZsfRB4HNm9lPl9GcBzOzz51pm27ZttmvXrmWJ5+22tM59rRJwbD7hqcMz/NAV46wfq3F0vsvD+6Z5ba6NIQKMwzNdennOlqkm1SjkxGLKxskq75wa42Q34fX5Hi8dXeDF6ZNkOXQTSA3iCN61oUmrXmPvkTnaSUqegQTtDAyoUkwnBpWg2NPnAaxthVTDCtVKwNxiQq6cPAvYMB7TqlaYaSecmO8x380JQ5BBCkSCjeN1ptZUaXcyZjpdcsTGsSoAURQyXq8w3+2DRAhsnGwQGHxwyxRj9ZBrplp88+nD7Nh1kG4/ox5CLzewgB+9bh333b71ghPugWML7NxziMl6TKsWcvRkh+dfX+COrZtYO1bh2UMnMct475UTVMKIF6cXeOnYPJvGG7RqIQvdjJlOwj03b/ak71Y0SU+Y2ba30nY5h3SuAA4umT5UzhsJZ9e5X1r4LAiK8sfT7R6LScZEK8aCgCgKqEURR2a7zHQS1o7F5Kkxn6T0M+Pl6UUOnlgkjiJqcYUwgkoIgeC1hYRDs4ucbKf0cxhrxoRRQEiR8LsUO4daBFEIFkIIzLcz2klKlguTSFPRakT0Mugmxsxiwmy7SPZj9QqtRkwcQq8P0yc7dJKcsBJQrURUKmKm26eX5YRBwJG5HoFENQrJKXY4Y/WIfUfnaFYrPLJ/mu++cAwzGK9XGGvWmWzWqFYC9h05ySP7py/49X9k/zST9ZiJZkwUhvQymGxU2Xd0jiNzXSYaEZPNGq/OdWlUI/YfnSfJ7HT7iWbMZD2+qBicW2mWM+HrB8z7vtMJSZ+UtEvSrunp1fPP9WaFz9pJRppmJLkRBaKf5iBDMjpZTpIZtQgyjG4/JzXRSzM6/YxAwjjzxeylOZ0kJzWwHMIAsrPO3k4tk1vxwCBJIU1z0ryIK81zYkHaz0nynH6a0V+yDqlYNgN6GSRZVmxQoNzo9XMyA8jppEVRt8yKfiWp0YhD5jrFa3N8ISnOAMyIQpXrF4Gg00s5vnDht3o8vpDQOqPmUMZ4rdh2O8mIo4C4Epx+PxaTlEBn/sm2auFFxeDcSrOcCf8QcOWS6c3Aq2c3MrMvm9k2M9s2NTW1jOG8vc6uc18UPstoxOHp6SgKiQOR5kYlCsCEmaiHAXEouimEiFolIJJRjULqlZDcDHHmHrUaBdTjgEigALIcwrMS2KllAhUPVAwHRVFAFBRxRUFAYhBVAuIgoBKFVJasw6xYNgSqIcRhWGzQwAJRrQQUuTugHhUfEYUq+hVHop1kjNeL12ZdK2asVgGJtNhLYGbkBvVqxLrWhZeMWNeKWegurSoaMtcttt2IQ5I0J+nnp9+PZhyRn7WDXOhmFxWDcyvNcib8x4HrJV0jKQY+BjywjNtbUd6s8NlkI2aqUaUZh8wuJCjPSdOcbpqyaaLGZD3mxHxCEImxOKISiqunmly5tkmSpnSTPlkK/aw44t7Yitk80WRNI6ISwPxiQpbmZBRJvkYx7t5NIc1AWXGUPtYIacQRYWDIjCgyFtop1RBqsZhsxkw0ArIM5jt9FtoJSQbVCkytqVOPA7J+Tq+f0u8bk7UK1TAgy3M2jVfJzeilGQHFzmK+k7J1/TiLvT7bt0xx6/WXIcFcp8/8YoeZxS69fs7WTWvYvuXCDwC2b5lippMwu5iQZhnVEGbaPbauH2fTeI3ZdsrMYpfLx2u0eylb1o8RhzrdfnYxYaaTXFQMzq00y/ahLYCkjwBfojgg/Fsz++M3ar+aPrQFv0rHr9Jxbvmdz4e2y5rwz9dqS/jOObfcVspVOs4551YQT/jOOTciPOE759yI8ITvnHMjwhO+c86NiBV1lY6kaeDlIYZwGXBsiNtfTt63S89q7Rd43wbpajN7S18YWVEJf9gk7Xqrlzddarxvl57V2i/wvg2LD+k459yI8ITvnHMjwhP+mb487ACWkfft0rNa+wXet6HwMXznnBsRfoTvnHMjwhO+c86NCE/4JUmhpD2SvjnsWAZJ0gFJz0h6UtKqKkUqaULSDknPS9pb3kf5kidpa/l+nXqclPTpYcc1KJJ+W9Jzkp6VdL+k2rBjGhRJ95X9em4lvmfRsANYQe4D9gJrhh3IMviQma3GL7n8GfCQmf1CeZOdxrADGgQz2wfcBMWBCHAY2DnUoAZE0hXAbwHvNrOOpH+luDnS3w81sAGQdCPwK8D7gQR4SNKDZvbCcCP7f36ED0jaDPwM8JVhx+LeGklrgNuArwKYWWJms8ONalncDuw3s2F+A33QIqAuKaLYSX/frU8vUe8CHjOztpmlwHeAe4Yc0xk84Re+BPwekL9Zw0uQAd+S9ISkTw47mAG6FpgG/q4civuKpOawg1oGHwPuH3YQg2Jmh4E/BV4BjgBzZvat4UY1MM8Ct0laJ6kBfIQz7+s9dCOf8CX9LHDUzJ4YdizL5FYzuwW4C/iUpNuGHdCARMAtwF+Z2c3AIvD7ww1psMphqruBrw87lkGRNAn8HHANcDnQlPSLw41qMMxsL/AnwLeBh4CngHSoQZ1l5BM+cCtwt6QDwD8DH5b0j8MNaXDM7NXy51GKceD3DzeigTkEHDKz75XTOyh2AKvJXcBuM3t92IEM0B3AS2Y2bWZ94N+A7UOOaWDM7KtmdouZ3QacAFbM+D14wsfMPmtmm83sHRSnz/9lZqviiENSU9LYqefAnRSnnZc8M3sNOChpaznrduB/hxjScriXVTScU3oF+ICkhiRRvG97hxzTwEhaX/68Cvh5Vtj751fprG4bgJ3F/xUR8DUze2i4IQ3UbwL/VA59vAj80pDjGZhyDPgngV8ddiyDZGbfk7QD2E0x3LGHFVyK4AJ8Q9I6oA98ysxmhh3QUl5awTnnRsTID+k459yo8ITvnHMjwhO+c86NCE/4zjk3IjzhO+fciPCE71YNSVlZXfJZSV8vL2280HX9xKnKqZLulnTOb/GWVTt/4wK28TlJv3uhMTp3vjzhu9WkY2Y3mdmNFNUKf23pL1U47795M3vAzL7wBk0mgPNO+M693Tzhu9XqYeA6Se8oa+X/JcWXfa6UdKekRyXtLs8EWgCSfrqsrf8/FN+SpJz/CUl/UT7fIGmnpKfKx3bgC8CW8uzii2W7z0h6XNLTkv5oybr+QNI+Sf8BbMW5t5EnfLfqlGV37wKeKWdtBf5hSZG1PwTuKIvK7QJ+p7wJx98AHwV+DNh4jtX/OfAdM/thito9z1EUbdtfnl18RtKdwPUUdYtuAt4n6TZJ76Mo33EzxQ7lRwbcdefekJdWcKtJXdKT5fOHKWrlXw68bGaPlfM/ALwb+G5ZciIGHgVuoCjq9QJAWUDvB5WT/jDwcQAzy4C5sgLkUneWjz3ldItiBzAG7DSzdrmNBy6qt86dJ0/4bjXpmNlNS2eUSX1x6Szg22Z271ntbqK4d8AgCPi8mf31Wdv49AC34dx58yEdN2oeA26VdB0URcokvRN4HrhG0pay3b3nWP4/gV8vlw3LO2/NUxy9n/LvwC8v+WzgirKK4n8D90iql1VMPzrgvjn3hjzhu5FiZtPAJ4D7JT1NsQO4wcy6FEM4D5Yf2p7rloL3AR+S9AzwBPAeMztOMUT0rKQvlndw+hrwaNluBzBmZruBfwGeBL5BMezk3NvGq2U659yI8CN855wbEZ7wnXNuRHjCd865EeEJ3znnRoQnfOecGxGe8J1zbkR4wnfOuRHxf4bjdJGSZ1fUAAAAAElFTkSuQmCC\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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\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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\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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2DxdYbrjomkHB0ujLGnhBCIINif3+0QLHFppUbB/HC9FVQcePyRgqo0UTVVFQhYIqIoIwIpYSRYImJKpQr2TWpaRcNlLBT7niTC63OXCqytGlJiXL5PbRLBI4U2mTMTRemm5gqYLRkoUXxgBs78vwD9N1MprG3VsKLDZ9Or7L/tE8L52p0HEidgzlODBVYe9woevBo4FQUITA1FUsTeXEYot33j66mpbzedncv72fubqDH8RMV9poukrB1Nk3kmf3UJ5cRqcvq+F6AjuKabsRuwYz9GUMSjn9GuXsWVLvoZSNkAp+yoboFRRJYqJpuxEN16NkGWzps1ZFpjds2w05NF2n6QVkNZWm6/PMhMvd4yXCWDKz2OKB7f0YmsJSy0cXgrrns9hwURQFP44ptz2WOx4DOYNq28EPBYoCkpiDZ2oEUYzjhtwxXmK4qNFyQk6dXiaja1iqoG77q+k6OFUlZ+r0Z5OBXU++Os9i02G+7gKS8QGLbYNZ2k6ApkhqbkB5qoqhQkbXWO74jJUy3L+tRBwLao7PP9q7ocWGXpeXJxc7nFpu0rIDZuouCw0HL5L0WSpv2jnA43eMrrqFrifonz44zW89dYLFVoQEtpYUvv2BHTy4c4CDduo9lPJ6UsFPuSh12+drx5aouQEtx2eu4ZHTFXRVYAcxnh+xcyjPXNXh3u19nC63V0X1a8eXqHZCnEBi6CrFjI4bxJyYazJcypI1NAoZDS+UVNsuE+U2Ddul0YkRKigSLBPuHBtg/2iB08sdao5Dx49ZaNjsGy6y7Ecs2wEnFlt4YcyZ5TYV26fSdvF8+P3nZxCApcA924p89yM7uW20RN1xefbEEo4fs280TxDFLLZ83rxzgLvvLvLZQwuovsdgziSUMVU7ZCCr8fKZKn93eB5NEbxlZz+Tlc6qaWkjeXlwqkrDCTg4uYwbw2vTdcpthyiCvKmwGAieOVkmimKabsi946Vz8tQNYv7Lk4f5yxdnCWKQJJ/ZRsxfvDiNF8Q8sm+IiXKLvcMFnnx1nr89NMfEUouOG2DogrG+PA/t6Oeb7hjhgTVjDVJuXlLBT7koh87UmKk79OcMPD8ip6scnm/Scj3ypk4cSap2QGdLnsW2w33jA6uDo9wwhjhEUwSlTAYnCFFjcKMYlZj+gk7TCVlu+4knTN2m7kIM5DUIIqi14cRig9GShaqKROCiEFU3aQYhihAULZVy22VquUUQx7gedOKz1yABO4ZXzjRp+6f54W/azamlFpLE/JO1ErOMoiicKreYrLTxY8lQIYNhJL4N5bbH06erDGYMdvZnCCQcWWyRObJIyw547PaRiwrnyuCxF6cqFLMm5eU2bd9HU1R0TRArgr6Mjh9FnK7Y7Nvi8exEmX3DxXMGnH3xyDxhDKae5JUC+AFUOhHHFlvs31LACyQvnanxmUNzLFRtap0IBHR8iR+26PgBQSxfl/bJ5TZfOLzAxFIbUxW8dc8Qb98/nL4UbgJSwU+5KCeW2vRlNCxdxYtAVWC+2cHzY0byGSItptLxWKyrzFYlb901xFzd5uXpGq/NNai0PIoZjUjGDGQtNAEZXWGp7TJSspip2WR0jVonoO6CD2Q1UBQVQ5OEUUzbiTg82+C2sSJxDKEEQ1Ow3ZD5hosfBEjA8SRZU+DH8pxrWOlWDYBqy+GZE2WyukYUxxR6fPSzhspSw8eNJANZDV1PPHZcL+LA5DLlRsRSPfmvmORFcnze5tMHpsnqClsHcty3vcQ779jCA9v7gXPn+Vmou2wfyNJwQobyBo4fEUYxEoEqBFEUoymJeHe8kCiOaTgR92w916HOdmMkSQKUrlORKsCVyXl126flhnzpyCJz1RarnqPdbKl7oHZcJhYb3DZaWB1L8MyJRT72qUNMVnxCwAC+cWqZxZbLd7xpeyr6Nzip4KdcFCklUiaqIok5MtukaYcoQhILUIRKwRSJQAmYLNs8d2oZVRMMWCoL1YhKKBnKW8xUO9hewN7RArquIFBoewFBGFJuBwgBWlfE/ChCVwSqgEiAHUQMZXWiGKIIPD9CUcDxAozugKuMCRKB4FzBX5HLiCTeSttjYNSgsxwTRgHzjQqQeAoNFU2Gswp+JAkCSSxjji+1WGpGeOvkTww0AmgEMfN2iwMzLf7iwAyP3TbMY7eNsmcov2qKmak7ZHSNUkbD9hIvIE1VCEKIJaiqQtitsudMDVVRGMyfHZy2QtZScIMYRPICjmIIZPJAG6qCG8a4ns9Sw6FynmECLRumqh2ark/bDZlcbvNLf/MaJys+AtCBEDhedvnkgSn2DOd5vKcDPOXGIxX8lIuyf7TA4fkGbhjR8UKaXoiKRFMEi02PoqUxnDNouSG3by1wYKqMrqt4QUQxl2H/VoW5us18w2Y4b7F7qI+7t/WxrS/DXNOmantU7ID7thc5Mtek2gkI46TGGkqJqkBWVxjKGbS9mH0jeU4sNnGjEIKkVp7RdcBDUZSkBUB8zjUEPdsdF9p2wNa+DC+crjI53cYJEnFTgKG8yr3b+vADiaGpGGrMbMVBKCRvjA3Q9OErh8u4Qcz/8U17URSNrKmwdzjHxHKT/SNFnjtZpmDp5A2Dsu8QBYkNv+HEFCyd3YNZ+nPmqg0fkpHEbhDzxJ1j/OWLs3hB0oEed5M2lFG4YyzP3uECtY6PHQSE50ljAIRRxNH5Fqam8uxEmcklBxWwdFCEIIwkXgQn5h3+25NH+PXPH0VVFR7e3c93vmUXu4byG76PUq49Qkp58VBXiTe/+c3yxRdfvNbJSFlD3fb56oklDk3VCWTMUsNlru4Qd+vSGV1lpJTB1ATffPsoXzy6SOCHlDsBY30mW0s5oq5NeihvYGoK77lnbHVis0bH5Y9emGYwr/PadI3j5Q6On5hhVBUKGY39o0WeuGsEL5TsHc7x0nSNiaUWR+daWJrC9uE8moD5ukvd9TldWa8untBvwNv2DTNZaXNs0XmdhgtgS15jtGBSsAzKbQ8vjPCjkNnmxRVfg3NEVoFzXj9FHb7zzePsHxu4oJfOnVuLvDRV5eunKtQ7PpamcN/2fr79Tdt5+77hVS+dcitCAHuGLT782D7ee88YL0/XUBXBL3zq0AXzYjSv8eCOATzf5ysn6+ccMxWI47Mvyz4LtpYsXD+i7gRYhslwXmO8P8ubdvXzxJ1j6QvgGiCEOCClfPNGwqY1/JSL0pc1+Kb9Iyw1XFQF9g7lKbd9lpoOgR/S9CNKlsqekQJxLBnKGpDVMXUdL0wEUiLY1p9BEQIvjJmtOdCfiOsrcw1ajo9Esn+sRC5jMLncxo8iTE1jOGswU7P5za+cpGCqPLC9Dy+QzFQdnCDACRS8hRZb+zOUshrTtdYFr6c/l0yENttav+4rgaV2yEjBZLBosnM4x6nlDkdmahvKr7Wxxmt+NwP4X9+YZWvfPB9+dD8feuvra8qTy23+xxeO8fVTSwS+xNQEfhhzaLZOwdS5e2uJH3j7Xn7g7XvXTUPe0ogiuGtrkUarTHWdueNyCowVTeZqHQ7Pv97u48XnDsXvy5iYuk7FjvAiaDc9VDVGUxVemqpTbnp86OG01n89k9bwUzbMgakKUQRZU6Pl+hxfaHFysY0q4F13jhKLxAZed3yeOrKEqgkqDRc/ivGiGF0oSEWS1TVG+iyymoqqQLUTMlLUqXRCQLJvOE8UQ93xaTken3llHk2AqSk4vqTlhhRzCsQKUkq8IEIRYGk6u0fyvDZfp+NILLNr6w/PNenkDAh91rXHr0dOhc4GTTmbZXtJZaSY4523j/BPHxhfFcs/ev40f/iNSaodD0PT0DWFIJT4QchA3uB737aL73l493njXXH/nKs7fPLvp5hc7uCFXXu/hLwFW0o59gzn+cJriwQhGDq0g/NGiSUSryBFgO0lnetjRYNdgzk0VTCUN1lqe7ScgLYXMFbM8G0PjPOt94ylnb1XkLSGn3JF2Dtc4OBUFYCcoXHnWIkdA9nVAT5PH1vE0hW2mlkev3OEl6drNDqChabPllKWmJjRgkUUR8g45qWZJgVTI58xCEONbf0Zqm2PyUqH27cUKbdCvnx0CRlJdMvAMlQiGSLtkOVGTCkLYSwJoqRWrutJJ+j+kQKnl1tEMXi+PEfsVcD2YTPVnCsl9gDTjYgtRTg23+CvpOQDD25j11CeStvH9kKQSac10P2W2F5IpX3h6Z77skYyR5GocdfWEnMNm5ovV5sbQQdUHIglnRBMQFMVzDDGO0/muBLcrqktImmdBWFAueWiKDHzNYdy22G4aGFpgumazW89dZy/PTRLztLx/YhC1uDurUWeuGvLOS2BdKTw1SEV/JQNsyIiE+UWNdsnb2nnjObMW9qqN8nWvix5S+PLQURf1qRq+2wpmPTnLXw/xosjTEUghGCsaOEGEU7TY8dglrYXUOv4HDzTYLHuoymACGg6PkEQr/rXV+1kQyGpdTpexMnFBkEsWeqsr1q92r3W1n6tmFhqUsoO0Z8xeHaizK6hPIN5o7sojEckk2u0/YjldkRIxG9/5SSfOzTPw3sHefz2kdct1ALw6myNX/3cYY4s2q8zKwVApRPT9m0gae0YcYyigCXB7Z6QeCvFNLxE4CVn89BUoS9nEkUxy20PRQiyps5A1iRC0HId2o7PES+gYCUD06SEw7MNyi2fDz28Y3WJy7UjoNN1Bq4MqeCnbIq+rLHu3O+Ty22+fmKZLx9eoOb46KpCRlcwFJU7txYoN128IEQKBceLOL3cQRMxQlHZUsowVekgpOTkfIOllsfRhRa1jocdg4ghiCP8+FzBXtlWAE+C70PLDzbqSHNdiD1A1YNTy036LIW5ls/J+RYvz9SZWrZph7Cea5CMYKbawfUDokjSdEMe6xkcdWi6yi//zWFOLL1e7FfwSfz9V2itaTQYgFAgq2hoakTHlrjdYwIoWoIolARRhEDBD2JGiiqKKui4IVLGxEAYwoip0Z+ziGKJIhT8OFp9ua23khlsbJWylM2RCn7KJXNousr/fuYU0+UO8w0XVZXU2z66KsiYOrvCHCNFk8lyMtpzvN9EU0BXdfwoTlayyhm8MlPj5bk6USjwo5C+jIaUIY0AnPOpFmft8721zxuNMxWfrX0+81Wbg5N14sTF/rz4Mjle6fgcmKwigZbr8757x+nLGnz2lTnm6zaaSGz2m0UFhICldsyKHUgF+kwwNZWBvImuaHR8n4JpUchEOH6IrmrEkSSMJGEskclkp2T1pL8mDCMiIVGRq2apthvSv6Ymv5FVylI2Tyr4KZdE3fb5ixfP4AcxNddHUSRCaChqjK6pFDIaxxZavG3vEDNVm6brMRColLIGpqpg6grPn6qChEJWJ4oEiIgwkqiWxrZBk+ZCZ1M29xuREJirurTcZPCZrtGt3Z8/vBYmwl+1fWQU0naiVVNIueUThJtf8EIHtvWbdLyAJfvct2wEtDwYLOg8cecou4fz+GGME8RYqsoXj8xzpmbjBCFhGOEHIZqqULAMDE0hikEoKqoURAgG8683Ba6wkVXKUjZPmqMpl8REuYUbJqNxW25ERk+WJ2zFEjcIUdBRhErW1MhZOoau8uCOAYSA4wttCqZOxwnIZgzma24y0hYFyxDU7ICcFd/0Yr/CqZp78UA9uN2MmW8F/MmL8xTMecb6stwxVmS57RHE53onbYQQ0FRB21u/SRUBE8su/+9TpxnLq/zj+7by6L5RhJD89Htu43OvzvPsyQr1SDJYyDDen8XSFOYaDo4f0WcZxDLGUFQe7c4y2usMsDKwrOMFPLhzYJOpT7kYqeCnXBJtN2QwrzNddTB1AQgUVaCqgjCUzFYdilmdM8ttBjImd20v8o59IxyZr3PPuEq55eDFILyQrKEgANuPsUwN2/WYr92oRpqrSwjUPKgt2hxetN9wPJJE0FfkXgFyOrTWeXPMtyM+88oM2/pzfPtDyTw7920/K9J12+fl6RqHZupYhkrLDihkDe5a46VzMWeAlMtHKvgpm2Kt+5wE7hjt4+XpOiVTZ6nt4QcRcSCJYpAKbB/I4gYSPwoxhMD2QpYaHmdqHY7PN1lqOjSciIwOrgetGLCvrNCrsDoB2q3IimvlesRrtp11xF7tHqu1JL/91WP83nOnETE9ijJXAAAgAElEQVRsHcjyfY/s5JG9w0yUkwFwj+4b4vvftvuCAn4+Z4CUy0u6pm3Khllxn4si6M8aRBG03BAhJG/ZOcTOwTyDBZMYMHTBlj6Th/cOcve2fm4bK/DQzr6ugIQcnq3z6kyDTuDTdCPsEMpOV+zXoJFMlXw5ibj1xF6Q+NsXDPjQw+NstP68tith5WUhSdw5F1qScsuj43nUbI9fffIoH//qiXPuk4NTVeppJ+w1J63hp2yYXve5l85U+PzhBc4s2zh+QCGro8hkcrDvessODp1pMJDT2TtSJNftfAujiPmGiwTKLY/TSx3sdVRXAFkdDEXghxI3unAHZsrGWBFoz4dPPD+7uv9Ctf31WM97KG/qeEGE68cYCjx1dIl/dO82IHWzvJ64ooIvhPg3wA+T3GuvAB+WUm6uZyrluqHthqiK4AsH53jy1QVUAfWODwLshsfewSyzDZfRsoMfhmSt7KrYJ+dHSAl/+PXTHF5scp5+QSDxDw+FPO+oz5TLx2aNZ2vfvQbJzJq6liwnubVk0HDPDZW6WV4fXDGTjhBiHPgp4M1SyntIKhLffaX+L+XKIyS8MtPguVMVCpaG7UeoQmDqCnlDo+JG7OjP0vJ83nvPNhYaLvWOT8t2eXmmxvMTFU6V25yudgj88wuNJPEu8VOxvyHwAccPQYIQAj/inEVlIHWzvF640iWgARkhRABkgbkr/H8pm6Ru+zxzosznXpnnxGITXVUYK1kEYcyZhoMC3Dde4oNv3s6JpTZHZlvMVDp4AWfNMZ4kJ2IyGUnOUim3fHYNZ3HCAVpuwAtnaigCMqZCpeVTbrpspK6X6v2lkcyPAzsGMhwpO1fkP3SSl3PDjckqUMio+DE8cfcIthembpbXGVdM8KWUs0KI/wqcARzg81LKz68NJ4T4UeBHAXbs2HGlkpOyDnXb53OvzPE3B+eZKDcwVYVaGHB0oYMKbBvQyegqL05WOLrQ5r7tJQwlptOdKbGXjoTIiajZITlD5W9fmuPZU0sstT2iKGKslKOUNWi6Pl7QHcnJ5v3EUzaOB3gRV0zsFUATScsvIDH1jPVn+dF37l310kndLK8vrpjgCyH6gfcDu4E68OdCiO+TUn6iN5yU8neA34FkeuQrlZ6U1zNRbnF4ts5MvY2lq0gBjdZZD5aWF7OlP48TOXQ8n2PzTXYM5FHXrujRxZUwW2uzc7DA3x1ZII4jXC/CCaDjdSgYNgMFC00DN4CMSNamTQv9xmJlErWCkXyP5i3uGsvz+B1b+M637FwNl3bQXn9cSZPOE8BpKWUZQAjxl8CjwCcueFbKVaPthpyp2LRcHxmDUAQra39LoOlE3UnPYqIgwrckXhQRXaCztWiZnC63qHVcwjiZX10hqWnajmTROVvbdFKlvyFZKTbbB1OD8ZLJO/aPsHdkcwufrAzM+rtX5nj+dJWa42MJhbvGi3zgoR28vWcyuJTLw5UU/DPAI0KILIlJ591AurrJdYQEmn6AkMkEW5o4d/FvEUMUSWIp8WVMKaMxmDPOqZELzi7hl1HAC2NqbR/HP+u+d6v5u98qqMD2QQuhKDx9rMw946UNn1u3fb52oszXji3ylWOLtDsxAdAh5hunqzTtgJYX8t508ZTLypW04T8vhPgk8A8k5r2DdE03KdcHAtjel2Wh7mB3IqL43HlrhIC26yMR5E2TnYNZbC+gLwvl7uj93vDFnIKiSPwoQlOSWn3KzYtpQMMJkdJDKwpemKycM7XChZgot5itdfj6RJlaJybibMUhCOHkcotXZ2psKVkULI2vHFnk6eNLOH7EllKG73tkJ++9dxx444unrLQwTiwmI4L3jRZ4YJ11BW4mrqiXjpTyF4FfvJL/kXJpvO++rdSdkCOzVeoO6AqoMWSMZEh9EMfcv22Ad901zMSSzZZilqmKTRy3qbqJ4KvA/mELQ9cpGhqGoeIG0XUz33zKlSGIIGuoZHSFlhdwcKrO5J1tKh2PthvSckMmyi3m6y6mKnjrniHuHi8xVenwqYOzHF9oUm6Eq/dJTNdVV0LNhePzdYaLFkjJpw7OYhkKGQ06Tsivff4YAI/sHebgVJWFusffT5U5tdSh3Hbpz5ns6M/yzjtG111icaWFMVNpU8qYICRH51q07IDHbh+5aUU/dYy9hclbGhld4/sf2cWfvahQ6fhkdYUgiinlTAYyBneOF3lo5yC2F+KH8NbdgwRxzLaBPB0vIIwkNcdHxpKm42GqsK0vy4y08dup6N/MOBHYXiLT/TmDIIr4wuF57t82gOOHPHlonvmmg4wjFlsOf/HiDIYG4wNZ+rImcs1IDLlme6buYakKn3t1jqKp0VcwicJkgv2iJvjEc1MMFy0W6h6fe3WeII5YaNh4UUzHCylldD59cIaOH3LbaJ5PHpjmlZk6Qgq29me4c6zI7qEClqECyeCxuhPc1COCU8G/hVmZlraUNXhwRx9LdYfZhs+WPh1TFeweyhPHyRqqiw0HCTw3USFnakhi2k7ImVoHLwgxNIGlaxxfauH7SYesfq0vMOWKIgHbD9A1BccN2ZI3kLEga2o8fbyBE4TUOx62H2H7MZGEhgd606Nq+2QNlUIGKut4jWaVZLUtU1Oo2yFDuUSqFFUQRJI+U2GumbQk/n6qTNFSObnsoGsqWdOg4wdMVtoUDZPfe+YUsYiRsUopq0IUc3i+ztRyhw88pLJrqACAoSk4QUjbvXmrKang38L0Tktrahp7Rkt86315ChmDluNzYrFNEMW4fohUYPdQjqnlNoaiMZo3mVruEEURjgc1b2V87FlSH/ubn7oHo0WVvaN53DBGV+HIfJ3D801OLTVxw5hmJ8IwQVfBj5O1eXOKSsvxz7+qlwRNKHzp6BJBFFF1YItpEEcSVRHUvZjBvEne0ii3fLb2Wbh+BFISRhFhFOP6kpGcwUzdRwooZSBnWGiaghdD0/U4MFlbFXw/jNEUcVOPCL55ryxlQ6xMS7tS21cVhTiOURWF7QOZ1ReCZWjJIiamxkzNxo9huGDQdHzK682fm3LLMFezmavbGBrUWx6DJYuZSoe5eoAqkikytCCx+StAHIOMJBV7rVHnLLYEPwqwdIV9w3lePFMnimOKpoqm6LSDkB95bA97hwsUTJWaE2IZKg07IgxjYgmWoROjoigkbsdI7CCiqCmUTJ2m7VLpeNhuCELSdCLG+yz2DheuZvZdVdLpkVOAs7V9VYWa7aOqrI6ObLvJEHmAgmVw51gfe4azKIrKVD0V+1udVpgskFJ34B+mmxydq9P2fAKSwXgx0IrAJWn1OREs2vHqFMvnw/YkY31ZHtg1yANb+/DCGCeEXEbjI99yO+/trt/7PW/bRccNKRgaMo7xwwjPk+R1BdsPGMpZmLoglBB1B5pEQF/eZNdAFjsIsf2IO7YWbuoOW0hr+LcMG3FdO98iFOutOaoqCrZ389o6UzZP1P2cql54pqTecRkro3bXQyiQMTR2D+XZ3p9hvuHyk+++/XXh3rF/lKKl89lX5siZGqcrLYJQkjE17t5WYiBr8vlX56h2PFzVpxFHtIKIHQN5fuyb92/YlfRmIBX8G4Q36mu8cu7BqSo5U6c/a+AG8epi1xeLY3K5zcEzVV6dbTKcN3ho5wADOYv+nIkqxAUf2JSUC7HefaNxdhbVnK6ttizbbrS66Pl63Ld9YFW413O5fPS2EV6brlFxfLwIHto5wIffvueWEntIBf+G4FIEG85duAQ2viDF5HKbP35uipYf4LgBBysdDs02+OCbtvHW3UN8pWgwYEElXeEg5TIRk9T6NWDnQI7BrE6941NzfD5wx7YNxdGXNXhs/zAvW9rqoKp33znKR77ljpvaXLMRUsG/AXijgr1C2w3pX3Ojb2RBii8cXmCmZjNbd1hsdmg4MXEMJ+Yb3LttgI4bXHBenZSUi2GKZMbNTpyIkQKMlFTee/cYo305Gm7IYN7gA3dsW130fCP0ZQ3u395P3tJWW8UpqeDfELxRwV5hPRv8RhakODLXZHK5wWzdw/aSmpcHuC48f7JKzOunSU5J2QwDOcG2gTz3jpf4D++//7LFu2LWqXU8oq7X2Vzd5bFbfEK2VPBvAN6oYK+w4nIJbGhBisnlNl88Ms+zJxap9Mxz0usznVpxUi4VAeweKrFrKMe+LcULhq3bPi9N1zjZNdHsHy1w/wXmvXnmRJnnJiroKhQtnVJWZ6bS5mVL4523j17uS7lhSAX/BmCzgr2W3gFWF1uQYnK5zR8/P0nLichZOgsdD0hnvEy5/IyVFHRNoeYEFC2Duu2ve0/WbZ+vHVvilZk6M7UOU1WbSsdFIMmYJgNZg7vHinzwzdu5b/tAdxW3JfKmRjFrEASSxabLcN7gxGIrFfyU65vNCPaF4tiIvf/ZiTJBKBkoGIz0ZVhqeLRS78uUK4DtxNQ6LvtHBpirO/z+109x/47+19XcJ8otXp2t8/zpZRpOQN32cbzEvJhtu0R+yHEh+M0vT/AT74IglhiqgqGpCCEwDAG+xnLLTyZj49K83m5kUsG/QdioYG+EC93slbaPUEBXBYMZE1WFdAa0lMuFBvRZYJkqo8UseUPj2GKHticZ77N45niZl6brPLitj/t2JMK/UHc5MFkjlJIglsQyuSUVABUCqdAJIkpC8tlX5nh07zB7RvKcXu6gKIIoilhs+iy2HB4vWkwutzldbr9hr7cbmVTwbyFW5v9++UyN/pzJ7uEcUcTqzQ6w3HR5daGFJRTqbkDbu8aJTrlhySowWDQoZjTqnRBJhKlpjPdnqXV8+nMm1bZHztLpeAEnlkIGCiY5Q/DVk0scnKlx//Z+5ps2ETJZOc2PUJRk9IckWbMhkhFnqm0W6x1enlZZbnhsH8pRMDU6jsdsw0MVgm19GXYP5fi71xbYP1x4w15vNzKp4N/krNTmF+ouM3UHESfN6C8eWWCm0sENQFXB0mD7QB5VFzTbAeUwYr4RpJX7lDfMcFFHCEEQRmQMhZJlQnewXs5UQUq8KCYvJXUnJG9qxBEcPNPACyL2Duc5utCg0Q4pmCpLrZBYgIzPDtlSBLScCAToGlimYKHl0vZCdg7lEIrCSD6DYQge2TPEllKWiaUWyx2XkZK1Gs9mvN5uZFLBv4npHbDV8UOiKOQLry0yXbMhjqmu1N5j8AKozLYpmd1zvXQEbcobQwMG8wqaojDWn028u6Qgayq0vZAoBktXObXcoW67LDVtFKFSMDUWWw5DOYOCqbHU8ji20GTbYJZdgzmiGGptDzdI/iMEfD9xKDBVUDWdu8b6sAwV14+IpcT2Yx7c0ceOwRwFKzHX9GUN6p1z54DajNfbjczNf4W3ML0Dtiotj2onYL5po5LMS74yolFw1p++5iWDYXQSwU+nRkvZDAYwXNLRVGh7IVJKVKGQsVTKLZcgjFlq21RbiUlGA2IhQYboisRtxLh+xNb+DHnLYDBn0HYijiw0iGOJoiqYepy0Sg1BrSVRVShYKvdsLTFYMIniGNsLGO/PEcUxu4fOmm8ABvMmTTfA9sI35PV2I5MK/k3E2s7YhbrL9oEskDx8ilAQKCAkoUyEPuT1NXlPXnhSq5SU9RjOwI6hAh0vpNxyyegathvihDGKDdv7Mhyea2I7ElVAIMEBTAlZEzp+TDGr0XBcSlmdvGVg6hoHpqv4fkg+o9OXydAJI8ZKWb7lri2cWm7RdkK8MEZRk5EibhCTMTQ0RbB7uEDHS6otK+KuCsF77hqj0vHesNfbjUoq+DcJ6823M1N3yOgaIyWLfEan0nIxdZUoiriY800q9ikboaCDjCCMEwFfqNsoqkLO1BkpWNh+iKKArigcX2wzPpDDdpuYhkRKhaYTIUTS+eqFkqymUPEEjY7PA9v7OTRTx3FjxgdyZHSVrf1ZOl6IH4REMuZDb93FHz8/idv2aNkhQgQ4Xsi+LUX6MjoPbO8HWNeleTNTNdwspIJ/k7DefDujRZOnj80z3p+naXtkdJXbR4u8OtdgsKCw0IrTAVUpl4QdwEheJYokoYwxdY2q7ZHRBMttge2HbClaxFFMteOxfySPFMm89nlLRfEighgURcVQI4QQFC0Ny9RwA0nHj+nPaWQ0ga4l3jSWrtB2Iiptn11DeT708C6+eGSew7MNnDDmzvESb90zxAM9/vw3u/fNRkkF/yZh7Xw7Lden0nKxDJ2a4zLX8GjZAU/ctYW37xvkyVcXkLLNfDv1w0m5NGIElqGiK4JISqIIpCowdYWOJ+kEEaamoAqB48fkTZ1yK0AREVHc7SuKYoqWjqVrFC0dTVPZPZxFEnNkrokdSrYVk1WS3SDG0NTV6ZJ3DeX54cf2X8McuHFIBf8mYWW+nUiGzNRsjs63cP0IL4zQVIVyy6XhBHzywBTf9sA2fuyd+zi13OLjz0wwW09FP2XzKIChJP09iqIgFOi4AUVT4EWSMIqxdEEQxnh+yK7BHA3HR9MUChkIwhhVQE5PvHayhspo0eSebUWG8hn2jeaxdJWlhkO1E+H7Eb4XUHNC9ozkeXTv8LXOghuOVPBvEvYOF85Z9CGMYxYaDg3HJ4yglNUZyRsst31eOF1hue3ypcOLuF606uKWkrJRTEBREj94Q5O0PY/amjVqHd9juGBiGQKByp3jJXKGxmtzTRqGThBF7Bk0KWVUIgR9WYP7tpXY3p+jlNN4aOcgD+0c5K27B/n0y9O8fKaJEJK37B7knz4wfkva4C+VVPBvACaX2/zZC1M8fWyBmhPSnzN5521DfOdbdq3e9H1Zg4KlkbcMAinJmypBHFNte0hFwTRVVCFQFIVj8y1enW0QyYhSxiCWPjU37aZN2RhZBfoLOrVWgKbCXD1at8LQiaAU+dw7OkzG1Hh07zBb+ix+/F23AfDSdI1D0zVmqw57RnLcM15CVzU6XnDOQuK7hvL81LvvvEpXd3OTCv51zuRym996+iQvnCrj+xJdFVSbLn/36gK1dsC//Ob9q6IvgPu396EoCnN1i2dOLOOGETlDwfMjarbPcMHEC3zafowXkNhRowunISVlBQ1QVAiCkJGSjh+AFwWEPfeQylmX31pHEkSSjzy+/3U18sdvH+Xx20fPcSe2DFa9aG7VCc6uJKngX+c8O1FmcqkNUpDPapiaih/GBFHEZLXDsxPl1QdpxY5fd1yefHUO34+pdSLqdoSp++iqYK4uaTsxbpguXpKyOQYswXDBopg1GMrplNsepqZSsgOOLnSQJAP2tGTWBJQ4cbfcM5y7oPllvYkBL3VZz5T1SQX/OqfS9vHDGCGTpeAANAU8X+L4IZX2WdneO1zgLw+c4amjZaq2i+37SAlODPbqWoRROqgq5Q2haxr7RvL050zCKKbphiiA75+t3ockNXxdBSkgl1HZ1h38txkudVnPlPVJBf86ZzBvYGgKUkAok4cpjEFRBaqq0PYCnj62SN7SGMyZHFtokrc0KrbADiSGCu4aA2sq9imbRQCGKllouizbPtWWx5ZShpypg3CxVHCi5N5yI4iipGJy33gf92wtcWCqsinTzKUu65myPsrFg6RcSx7dO8yukTwISdsOaHRcGm2XMIrJ6Bp3b+mnP2sQRfBnz53h6HyTStuj7Qb4QYSdut+kXAYygKIqWLrKcM5gIGdRbXks1G368wajRYOCflZQdBXefdcI77lnC08dXeLwbBNVEavTcdcvItwr5slebpUJzq4kae5d5+wayvOv3rmPwYy+6qUzULS4bTTPN982xp7RxDZad1xenqsRS4mhCqI4phWkSxOmXB5cYP9Qnru39+MGMcN5n9dmJWfqbYZyJnuGcrxj/zDvu3+cvKExXbXJGirHF5u0vYCqG3C60uaerX20vYCJcpsHd/YzmDOpdLzX1f4vdVnPlPVJBf8GYNdQno++724++r67V/c9fWzxnCbvy9M1+rM6piqo2gH1TpiKfcplIwaEAiMFizOVNuVOyI6hLFJIHtzRjxdJ9gxnKVoGthfScH1M3eJMxaYvY5I3FZZbPp99ZY5HdvejqRqNTshXj5e5d7zESMF6XcfspS7rmfJ6UsG/hqysQHVisQXAvtHCOfN/XIhej5znJ8p85fgSQiZD1CMJUar2KZeRjIBS1iBnakkfkAQ3jNlatPBD8P9/9t48xq4rv/P7nLsvb619YZGUSIlaqK1b7V7cy3jpabu9jBvwkowHCeIEToLBIIkRB5kgkz8GThAEA0ycBDDssWEjcYyxZzCNCbxixlu3Wr1JLam1i2uRVaz17e/d/dyTP25VsVgqikWpiiKp+wEIiY9vOe++e3/3nN/5/r6/NCOXiiDOGMUpdcemNYypuRaaBkII4jTF1AWtUcqpKYdWENN0LTpBwkzde9fG7GG29SwpONKAL4RoAL8NnKXYz/klpdQ3j/Iz7yQfRCfcDRK+fm6Dc2sDoiQllopLmyNWexE/dnb2pu9zeXPI8xc2OL/a59z6iM1BgkQSRgmDSJFkYJhFFaSVF6qJMvaXfFB+4IEGoNEdJchc0XB11vsJj8zVGataqDxnGEt0nZ2Z+QuXhsw3Xa60A0hgGElcQ6MfZcw3Xc6tDak4OqNdKp9yY/ZoOepN218H/lwp9QjwFPDmEX/eHWNbJywlO5umB9mM2ubCxoBrnRG9UYxtmIxXbHzL4LWrHV652tn3NZc3h3z1pSVWOiFLnZDXlzu8uT7iykZEfyvY54DKCv1zQqnIKTk4+j6PGcCpcZeZpsvPPDPHm6t9/vbtdb51qU3N1zk56eFbRW3IeMW6IQeP0MikYqHpkuaKdEtocGamQs2x8CydYSTxrOufXG7MHi1HFvCFEDXg88DvACilEqVU96g+706zWyesaRqebeDbJhc2Bgd6/TDKWO1FVGwLy9IQQuA7Ooam7aR49vL8hQ1ymfPc+U1eutKmHRWPRwpGWdGdKgNCBcOtVlVlwC85KFNVg4pRBP66BScaFk/NVUllxrcvd/jNv7nIWjfkUw+O89BUlbVezB9+Z5HFVoCp68xUvZ1JT8Oz+NLjM6S5JExyHpz0+cknjzFZd5hveOR5zrhn0wkTmp5Fnues9gJevtJhtRvx4mLrwJOnkoNzlLfSB4EN4HeFEE8BLwL/lVJqtPtJQohfBn4Z4Pjx40c4nMPlg+qEK45BlgPiekgehhndMCFak7y42HqXguG1pR5vXOtyfmPEaJ+PKYN7yQdBExqWITg54TI/5mNqGm+v9hivOGRSsjEISFLB7JjLA1MV3ljqIWXOSifgM6cndjZst3PwJycq/NyzJ25Iez55vL7TaaruG3zlmWO0RjFXOyErnYBTUxUmqzbrg4g/vHyFYw2XmYZT2iocEkcZ8A3gY8A/Ukp9Wwjx68B/D/yT3U9SSv0W8FsAzz777D0Ts7Y3Tbc3muD2lqOnJquMVy3WuwlNpYhkzuXNEXXH5uGZKp1Rwtfe2eCp+SYTVYvNQcKry13WegG5LIN7yQfH4kZ7jbV+gqXD2iBC1wySLKXumDi2QZ4b9KMEU4dz1/p84bEZGp5F3TVwLYPaVoPwvZOe/TZe99osnJyo8OJii8mKjWcbDKKEq+0AW9cYJdlOurRU6XxwjjKHvwQsKaW+vfX3f01xA7gvOLXVKzOIM/I831En7Hb5ey8ansXPPH2M6ZrFIJasdCOmqw6np30enavTCRIcXeO5C+v84XcX+Y2/Oce1bkh7pIhKs7OSQ2DvIjGjqJbVhWBjEHJhPWRzGOGZOtN1B9vQSLKMxU7IN89v8s7GgEubAd0g5c2VLoMoed85+GFUNBQHWOoEuKZBzTUI0/y206UlN+fIAr5SahW4KoQ4s/XQjwBvHNXn3Wm2dcK6Dp0g2VEn3M4M5OREhf/4sw/y9z42z6NzNZ463uCZE02qjsVmP+HCWp8XL7V541qP1e4IJfMdP52SkveDQWFwdjMUEKeS2ZqDZ8EoybAMnbm6i23qrHRjlMwYBBHrvZilzpCao5OmipcX26wNogNPenazu7I2SCSWqZFk+c6GrmNqDPd6hJTcNke9Hf6PgP9XCGEBF4H/5Ig/745yGDrh3e8hJXi2wTurff7k1SWutgJ0DSbqDpqhEwwyStv6kveLAbhm4cWUS25oVqJR+OVIIJbQ8E0eoMrV9ojVXsiDkx5RKvEtA9sy6EUZ0zWThldlsRWwMFGh4hQ9GaAoDLyd+pIbKmsNjX6QooAzEz5QqncOiyM9gkqpl4Fnj/Iz7he2T/hz633+7NVrBJHEFCA0jaWNCCUgKYN9yQdAUUwqTo67hFnGcifFAHxPkKSKIC2Cvm1AN8qoOiaPzNVIc1jqRggl+MGHx5lp+FzrhrimTp7nbAxTJio2Z6aLrmv/93OXWO2HNF2LJ4/XySQMgpTPnZm6adDfXVlbsS360YhTEzUqlrGTLi1tFT44pXnaXcL2Cf+dSy0c3aDmWkw3fCzTIMqL3KpnlKXRJe8fCUQ5oGv86GNznJ5yQIc0UeSqyOFvV9Fe2hiy3B3i6IJxtzjrXFtnEElMXWAZhcY+SnMark6QSF5d6vIX37/GIE6ZrtgIDb51scMgiuiG6S1z8Nur3Z94ao6fe/YEdd943+nSkv15z/ghhBjwHoIQpVTt0Ef0EabhWeiaxmPzHlc7Btc6If3k+tbaMCuUFRUT0hTiD2+oJfcoOdAdxvzAg+M8NlfnN//mbS5txBga1O0i1QOgqZw0Uzx3vsOxpsN03SHLBa8sdTCE4Pi4x4WNEZmCpxfqaMBz5zao+xZS5QRSIZUik5KXFrt88ax3Wzn40lbhaHjPgK+UqgIIIf4psAr8PxSrvl8Ebn9npuSWTFYtepFktu4xiDNk+/od16RoGp2kpSyz5P3TrFj0wpT5psuXnjhGa5jw+GyNb1/aYK0XEWc5Tc/kjeUeztbGrUBg6Iqpmsc760N8x2S+6VJ1LRSwMO6hXRQ0XYPL7RBL1zEMgTI0VvoxqSxz8G0BjFkAACAASURBVHcDB/0FvqSU+uSuv/+GEOLbwP92BGP6SPMTT8zx289dBMAzBLoG456GJsDUdUZxSj8u/XFK3j9zNZthlHFhbYhrCL5wZpJemNCPJYahMVFzqdoGry33qNk6mdJIc0XNMdEB39T5hU8ef5eH1DcvbHBudYhr6kSZRJM6YSYxDY0wPbhkueToOGgOXwohflEIoQshNCHEL3LjJn/JIfHkwhg//+wC3SDm3PoIz9J59sQYf+fMDJrQCHYFe+dDHWnJvYgOhJlC5jlxJnlyocFcw+PR2QaPzdbwTB3T0IgzhWloJBlb/RUUmgajRNKomHz8xDhfODO942oJxWQlSCRVx6Bu6/TihDDO+fypJqcn62UO/i7goDP8v09hhPbrFNmEb2w9VnITDuqk2Q0SXr7a4fyWhG2m7qJyxU89Nc+LjRbn1wKyXCI0aPoWmUzpRzl5DnE5zS+5TeYbOoMw42efPc6FjQFy17TtqYUmr17tYeiSiqUz5tsstkZUPAshFN0wJcxyfujM1L7v/eTCGD/zsXm+cW6TPIfHZz0++9Akx5oe+n7ObCV3nAMFfKXUZeDvHe1Q7h+2nTR926TpWTf1BekGCV9/e53lbkTNLbo+f+t8C9fWaHgmkxWXQZSz0o64tDZgtmaRSglEtIZ5mdYpuW0MTaOxpboZRBmvXO1gG9pWFW3Og9MVukFMIhXTNYeaZ9IaRARRimsbfPmJGf7u43M3ff8fOzvHdNXBt82yU9VdyIECvhDiYeA3gGml1FkhxJPATyulfu1IR3ePsttJ81o34G/eXGNzmPB8JnFNDU3T+NiJJjN1l26Y0vAMHKv4KaTIefNan5rr8NBMhRPjHq4h+PaliCjNMQ3BZNVhZRh8yN+y5F6kE2R86pS3MyE5M13juXMbRKnk8bkanz89xSjNqDoGoyhjpR8QxjmupfPQdJWnblFAVXaqurs5aErnXwC/CvwmgFLq+0KIPwDKgL8P206agyjhr99eoz3KAMlSJ6Dpm9Rtk4sbQ17d2hTrBgnrw5RM5nSDQtFwYlzQGhhc3sjwbJPTUx6apnN6xuePX175sL9iyT2IBXimgVRqZ0Ky2B7xwKTPxiBmqRtRcc0dF9iZhkPFMW67uU8pqbx7OeimraeU+s6ex0pji5uw7Quy1AnoBRl1V2dzlFJ1DJqegxIwiiWmUHzt/Dor/QRbF7SGMcM4I84kw1DyzuqAXphyZXPIKFZ8b7HNc+9sEsQSu/TUKTkA2xe4LWC+aXNy0ieV7BiVbQ4iVroBOhq6JpAS3rzW5dvnW++7uU/J3ctBZ/ibQohTbMm/hRA/C5TTzJuwbZPQHsZoKidJNYJYMl230TSI0kJFH2c5WaYI4pT2UBKnGdpWIF8dBmhooBTjlUKP41oa51YCBKDrYMqi6UnJRwObmxfb6VwP7nUHhhFEgKODZ+uMV21OT1RQSjFZtXasvYdxSpIquqOQVCk8U2djEOPZOp5dhIe9vWZL7l0OOsP/hxTpnEeEEMvAfw38F0c2qnuc7Txm1TXxHJNEZox5FihBnObkuWKm4dAOUhxTo+nbKCHIhSLJJJZh4FkmtiFQwCBKubQ5oDVIyCiWVkEZ7D9y7A72GkWKpmaBrxca6ZSiMO/YmMeTCzVOjhVmZp4pSJOMq92QmmvyE0/M7Vh7CxRLvZB+kjFTtQiSjKV2gL1HVlO6Vd4fHHSGv6iU+lEhhA9oSqnSmPoWNDyLLz8xT9WxOLc2YLUX8PZyH93UeHDco+7oBLFkrlFhruHgOwZrvZDOKCbNcpqeRZLn6LqkNczwbY0gSHE1GJXynI80Nauw1kgUZElRl1G3oFGxmPIdXMfgZ56ZB+DfvrTEcjdEExpnZgrXyuPjFY6PFzP2QSiZrbn4jgFC4JoaC2MesbyxzKZ0q7w/OOgveEkI8efAHwJ/dYTjua9oeBafe2iSmmNwbs1gwrcZJSm+bdPwbb54dpqXL3d4cbHFKJYMowzbANvQaboWq/3CoVDXc1Qu0HUd19FI++kNzSu0rT/l/OujgW1o1F0DoXI2tyYDTx1v8ulTk3iWzouXW/zVm2tMVmxOTVX55AMTPH2i+a4WhB8/Mc5qN2a1N8K3rcKDPs0xhCKIFUGcldLK+4yDBvwzwE9RpHZ+Rwjxx8C/VEo9d2Qju09oeBZfODPNF85Mv+vf/uSVZb57sY0QAlPXcExQSuDZJq6lc2auxncubqIrGMQZtq4zilJMDfK82FARgKsXHuYlHw2iNEcjY7xiE8ucs/MNTk1V8S2dK60h7VFMP8iwDY2Jin2D79LeFoQzDRvbFHSChEGU4lk6j841MHRtp7lPKa28fzho4VUI/BHwR0KIJkXF7d9S7BWVvE+u9UJ0oXN2rolra4yijPMbIzSVk+Uw71tMVGxawwSHHMfSQcBQyp1Zva6DYwni8PplbQCGgFiVJmv3I6MUpMxBJJiGgRCCK+2AMM640goYJRLfNrBNnemah2dpLHdCarPWu1IzpyarvBS0OTFWuWE2f6uGJSX3JgdOygkhvgD8AvDjwHeBnz+qQX1UiFLJTN0kyyFKFJ5lsNCw2Rym1HwTqaBqmQx0yZhv4Rga64OQRAqaFZ08U4SJZBSrG6puMyArI/19i6uBbkA/ksw1DNYGIbrQ0JQiyCSZlBiOwetLXV5Z6nKs4VCxLaJE0nBNPrfLGuG9CqW6QcIrVzu8crVDaxAzXnN46ljjlsVXJXcvB620vQS8TDHL/1Wl1OhIR/URYbxi0R4lNC0TyyoEU50g4VjD5fHZOlCkeE5Neby9HmBoAt+2mK2bBGlOKnPi7ghNgSw3cj8SmIAUYGsCR4NMKjzTJJOSfpwRJTlZrtgcJjiGxihI2egnRHZOkKQ0/HcH6v0KpbpBwtfPbfDOSpdeKLENjc1ezItZm36U8bmHJsugfw9yy4AvhNCB31VK/dM7MJ6PFJ85NcnlzYDNYUTDMZEqJ0xzFsYchADH1Km5BmEi+NQpl9may2vLXTQESS557twGiYJUlqmbew2DQkqpKDqZBXt23AU3/qYahRKnWbUJkxxLF6SZJM9z5hoOs/WiwUjbT7i8MUATgtYgwjBN5hoekxWLsYrNdNU5kJ7+wsaAzigmy6HmmdimTpJIUqnojOJSk3+PcksdvlJKAj90B8bykePkRIW//8kTnJqq0AlTkkzx5cdneWJhjCSRGBrUXJNBlFF3TQwdhFA0fBNdEyRpjm/u/xPqe/6/Ypb9LO8mmp5GRS823GfqFuaef99dSD3hwELTou7bZHmOawo0ITANDds0mG24BHHKMM0QCmqOWXjQbz13YczBNIs2hAfV0w+jDJnnZApMvRiNaQikKqyVS03+vclBc/jPCyH+LwpZ5k46Ryn1vSMZ1RFxUMviO8nJiQr/2edP3/BYN0j401eXaQ0TxnybH3pkil6UstQOSGTO1VbA5fYIQ4dMgmWClUOYFfl7E/BtGMTFLFICWVmldVfRD3N8GxYaHr/4qQf4na+d52K7KK3St/4kQNWEM3MNHp32+do7m7SDFMvQMXQDEHz8ZJMfPD3Bdy916EVDMqmKVYOpcbLhU/NtDE2HXOFZ+oH19BXHQNc00lRyZRijlEAIRW3r8VKTf29y0F/tM1v/3Z3WUcAPH+5wjo69lsVRmvPSYvuulJttF21tj9cxNTQNzq9lTNc8qrbOldaIJJMEMRgGJPK6Dl9A0bgCyLfUOill2uduIlZABNNVhziVzDc8Vnoxobx+UdpAzTd4aNpnql7hS2dNvn2pw8YgRtcV8w2fqZqHpmnMj3lYhkZrFOPZBmGc4tddhlFKa5gy17BoetaB9fSnJqucWxvSGsXEaY5jaISpIk4UZ2b0snvVPcpBZZn3fEpnt2Ux3P3+INvqiVeudPj+1QFL7YBM5UxVHcarDvPjPlLBci+gN5Joogj0OuDZAtvUsHQNy9DoBjFRWih3Sr3+3YPQYLxi88KlFlfaI8Y8AUInznJ0TWOmauE7Fl9+YgHPNnhxscWj85KndZ3VXsBC02MQZry02MV3NJbaI3Rd54uPTbHYGnFxfcTJCY+xisNc3aPpWwde1TY8i9m6w9n5OlfbAd0gZapuszDmMVd37rpJUsnBOKhKZxr4X4A5pdSPCyEeAz6tlPqdIx3dATlIqmbbsng3e4tQ7kZypXhyoYmuCxY3Rqz0QhzTYMwzies264MAzwbbMDA0sAydhmsSS8lE1eHyZkCuwDUFoy3TtpuZcJmU/jx3AkeA2lJWnV/t0Q4z4jRjuu5R9yyEEpyeqaKjuLgZ7DhbXmkF6AL6UcLaIME0dEDx+psdzi40i1aESvHO6oCnjjf5hR84STdIeP7CBhc3B/SimHHfvq1g/elTk/zgQ9d3f/I8v+uvmZKbc9B9vN8D/gLYbnXzDoWB2ofOdqrmVlau25bFu7kdf5BukPDiYou/fXuNFxdbd8QqdveqpOKYuI6OJjTWBxENz2K67lH1LB6ZqXFmtspc02PMtzF0QS+Q9IKEPM8IY+iHClMrVgG7g/32ZqEB6Bo4GjStIh1UOjAfPgKQWyk2Qy/8cKZ8B9vUWOmG5LkiV5JXr3ZZHcQ8dby2c97GacZqLyROFbMNh16Y8f2rXTIpcQ2BEjozDZez800qjkE3SPjqS0skqWK27pCkiq++tMTlzeGBxvpBr5mSu4+DBvwJpdQfsdU/WylVdPS4C9gdFDVNw7MNfNvkwsaN/m6nJqs7DoF5nhPEGaM4PVAu8qA3lcNmGGU7s7v5pkvFNokzSTdMqNgGozhhruJyeqrKkwtNHpmr89hcjcmay5kZn1wJpNJwncJFMc3evaRzrCLo64BjgLF1RpgGVMtV+6GjKIJ9Dhwbc4uZPjkLzQq+bTGKM1JVPPFYw+ann1rYOW8tTSNOBKmUzNYcXEMjlwrTNDANnYdnaoz7FpujiGGU8fyFDZquRcO3MHSdhm/RdC2ev7BxoLF+kGum5O7koAF/JIQY57of/qeA3pGN6jbYHRS32U96tp0T3/YH0XUOvGF70JvKYbN7hlVzLJ450WS26UKuQMAPPzLDjz89yyCRBFGGrSlSKVnuhgC4lk7N0TF1nZqjYRrFDz7mFJa6FQM8S2eqZuDaMFaxqbkGNd/mWMMmKlfuh8Lem6wFTPkaDcdgqmKT5GrLBsHhxESFR+fqPPtgg7Pz45ycqOyct65tUPN0cgUXN4ZsjGIWxl0enKzwwGQF39aLPZtRSsUxaA0TKs6N7icVR6c1PNgP+0GumZK7k4OuzX4F+P+AU0KIbwCTwM8e2ahug+2guL0JCzdfdr7f1muHkf9/P5LQ7UYq259nCI0zU1X+g0+cuOG1P/DABM9f2OAb51qEacpExaIXpkipEJpgouIwVXGwTME760M8U8PQNFKZ49k6/SBB1wSzDY8ozojznCjJ0HXuknXc3Y3FdQXUtmuppFg1WQbYusDUBVW32Agd820urPWLG7FrF2ZnUcZ0zWaubjNV8zgx5lP3i3N4+7wdRhkvXm4xiCTtYUQvhxRFmuVEicQyNfphhtAUpyarvL3aZxhJGv71oD+MJOOVgwfssl3h/cWBZvhbevsvUMgz/3PgcaXU949yYAflqJed3SBhuRvwrQst3lzp0d+a9t5u/v/9pIQOOsMqCrge4JnjDaarLnN1hzSTDJOM7iBiGCX045RcKhqWxlo/ZL0f0gtiVnshrVHKuG8z13BZmPQJ4pT1wc16K72bj3JBl06RLqs5YBugadd19JKiNmIYK1KZYxgaQhPUHIOaY5DInCBNOT1dw9JA1wTTNZcTYz5CqHedwwoQQiNXMN/0eGyuiqYZJJkkTFM2+iGxzPniY7M0PIvPnJqkEyZ0RwmZlHRHCSu9gJpj3dG9qJK7h4OqdH4O+HOl1OtCiP8R+JgQ4tfuhsKr9zJ/+qBsB+qpqkMYDxlFGW9d63NyvIIQ6sD+4B9EEno7M6zipqdoh5KqbbLa6xNmilimnBivMIglmmFwdq7JSi8gTHPCJGG+4TFT9zgzXWWQZCy1Riy3kwP76+cUhl6aKGSf93MNpgtM1E16YYrKwdJhrOqQA7oQtIcRo1ThCEjSos0gFG0GT477LNRtVnoJM2M+pyZ9lALPMviRx2aoOAYCbroCFEDTM0myDKkEVcficw+7XG2PkDk8+8D4Da87OVHhK88c4/kLG6z0IlxL4+REhamqs+OMebfWopQcDQdN6fwTpdS/EkJ8FvgS8M+A3wA+eWQjuw2Oatm5O1D7tsFSJ6A9jFkdBHz5ifkDXyRHJQndmyaKUskgSlnpxmwGMY2qwySKMM0xDY2z8xWmax6dUcLxMZeVfsyljSH9KKPpmwySjIptMIgymm7RRnGU3JjV2a7iTdJiYzeTheqk6goGkbqrZ/t7/Wlu97Unxxx8W+eHz0wRpEWT+VRKTkxUuNaNWOsFzDZchrHEtXR6YYZMU9A0zs6N4egaUglsXfCjjxYB/nYqviuOQZIpHpquoWnFkY4Sydl5k5m6u+81cHKiwsmJCgAvLhaNye+VWpT7nQ+j8v+g1+f2Nf8TwG8opf4tReryvmb3hnDVsXh0tsGnT00y3/Bu64c5Cnnb3jRRZ5RwrRfSGaUokdN0TVxdx3csnjzWZLbm8M7aiIqjszoIObc2JMtyGq5BJnPeWRuw2osYhhmTFZdGxaPqGFgaOICtgafBmKcXM1sLJuoOliVAgcwFShYnyt0q59w+2p4GFf3Gxt8aN78YDAovopNjLq6pM4gzqq7JVNVlbsxnsuIyXSuUMBKwdJ2KbVF1TFzbZLxq49kakzWHmYbDyekqk1XnthVfpyarCE3RDzNypYgSSZgWjVAOci4dVOBQcvR8WMq/gwb8ZSHEb1J44P+pEMK+jdfe9dxMY39Ygfoo9hn2Koc6QcLD0xWqrsEoyREiBwECwXjVpumZCKEYRpK1Xoyua7iOiWtZND0bKRVLmyN6UYLnajw6V+WzD0/RrBgYOjgmNHyNfiJJMjAUxFFGlCgcq/CGySkC/t2o0nYocuwNs/gumgaucT3oa8B+DtM1E6q24MnjY2QKTo5XQUF7lOJYAlMI+nHCsTGPhYZHnIKu5QyCmCRNCFOFr+lkMieRkrdWBtiGQKr8thVfDc/ii4/NEsucjX6IEIqFMQ9diAOdS6Wu/u7hw1L+HfSX/nngx4B/ppTqCiFmgV89yAu37JVfAJaVUj/5/oZ5dLyXx85elcz77e15FPsMe9NEQSKZqrk8Oge9OCOXOQ3XRBgamihyyE8ea9IJE9IsRyjJMExIZc5jc3U6o4hRkqNyxeMzNQxDZ9y3UQreXO6xPopJc0nFFti6TpxKBlHGyXEHXdNZ7gaQKywFNatI6HcDSbArH2QB4xWDMMvIMoiy6xbBh4nFje/ralDzDB6aqlDzLRxLZ2kjJMtz1oOILMnJUWgCMpmTK8hzRZYXaasT4z7Hx10sXeMTJ8cZxRmvr/QYrzg0PINY5iRJzk8+M8/6IOIb5zZZ60VUTMGxMZvpmoPMc0yhoQnBYJTy+9+8jGcaTNctzs43cK2DXYonJyr8wieOv69UwGGdzyUfnA+r8l8odbDLTQjxMeCzFNfRNw66YSuE+BXgWaB2q4D/7LPPqhdeeOFA4zks9uY1odj81HX4+InxQ8uz7X2fcd+mNYpv+3233+elxQ6WofHQdJWqY/HmSpdRJPEdA10I/uzVaygJNU/j9HSVWMJXnjkGwD//d2+xOYixTI3pqst0zcE2wDIMZuou//6NVQZhggYEWY4CLF3D0AVRkmMZOsMoZXOU4FsaExWLRCqSTNF0DXpRxkTVZqUT8M7aEF2HmmPgmCamJuiMAjZH77Zx0IBJ32CqZvHYXJO3V3pc2hwSbu0jbM9N9ztjNWC6YmAYApkpXNtE14rHJYqqY/L4bI3JqsMPPjy5c7wvbw75vefO88rVHoMww3V1pn2Xh2YrgKAziokyRcMxeGy+xkzVRYnr/YTh5pus2+fWYnuIlOBYOt+5sMFba33m6j6aUCg02qOIM9MVGhWLa50Yx9R49uQ4nz2CJiN3o2PsR5G/eXuNq62AnKIWZr7pYghtJ+7cDkKIF5VSzx7kuQdV6fxPwM8B/2brod8VQvwrpdSv3eJ1xyjy/v8zhZb/ruNWd9rD2BDeu4pYH0R87Z0NnpxvMFm1D6yW2P0+j8zWeG2pz8uLbZ5caND0LJY6PY6P+UxULX7qyWO8uLiB79g0fJvPnJrc2bz7b774CF99aYmma1FxdIaRZKUXMV2Fd9YG2IZGqGms9EPCJKdum0yNF7LN9iilM4xIZI6p5fQjiaFpNCsWAglCULF1ljsjrrYDLAFpXhznzWHGdNWiE+zv2aMDmZT4tsVqLyTPwXcMhknGVvEpUATxCR96o8ImQgfqNghN0A9S+gk00wzHNjF1gVSQ5wlhmvPAVJVx3+bCxoDVbsx3L63zwuUuicwwdUGUZLQI+XRlnB95dIZLG0N82yTNMr6/3KM1THniWB1L13dmxzf7zbbPrSCRVB1z5zGEQNdgpRcz3/AAeP78JlM1n1MzHjqCv357jUGU8uNPzB1qQC519R8+3SBhEGUMo4S6a5Nmku9f6THfcG5oP3kUHDSl8x8CzyilIgAhxP8KfA94z4AP/O/AfwfcNMEohPhl4JcBjh8/fsDhHB63U7j1ftkry+yMUpquRTtImK67eLZGPyo88Ocb3k1nXrvfx8PgyeN1LqwNeXNlwDMnmnzlmWO0RjGdIGF+3OHzjzy2b7DYK9cbr1g8caxOZ5SQZAlV1ySRikYmqblQsw3WBxGOZRSpAJnjWQa6BkaaM1mzOdb0uNoJUKrQk+cSmhWHQZCQJpIsBxSsdJOdIK1R5NKTvAjmpg6TNRtd0+iFKb6rc2Zuku9carHeS9A18B2NyZrLmGfx9rU+kZTUHZMgTQnjDLnVuD2SQJKRGAJdaEip6EcpUub8xeurPLPQZBgnvLUyJJE5Mw0f3y5aBQZRxstXOriWzunJGp5t8GZrRNOzQcBKL+LRrRaU76Vw2Tm3LJ0kLZrQh5nkWN2lF6aYusAxNQSKHMFY1SKKc+bGCsvjixuDUkFzH3JhY8B01WGiYrHUCQiSIv7UPPPIV1sHjWqXKfa9tmXFNnDhvV4ghPhJYF0p9aIQ4u/c7HlKqd8CfguKlM4Bx3No3Im85rvy7amk4uiMkiLBPYgSFjeHyFzQnLu5V//e96k5Fk8tNOgEyU5Q2J7F34rdcj2Av317jY1BjMxzBlGKpQs0XUNlEtvSOeFVsC0DWxMopWh6Jtf6GfMND1OHa50A3zT45Klx1gYRG/1VsigjSiUVy2CQZoVxGIW0U9tyjDR0EKowETMN0IQgTjLGPJNjTR/X0fn0qUmWO0HR5UsqfFNwrZdQ8UyigSTNFXEGhlAkWeFGaQiQSpHEihNjLkJTGLrOy4st6r6DZxtEWU4icyxDI0oyfNtE0wRCwCBMaQ0Tzs5pO79Z1S4qVgdbHtO3yrlun1tNz2Jxc0iU6piahm+ZxJni0dkanmPy9lof2zRwDIi3us97ls56LykVNPch29exphk8Oltcz3fKhfQ9lTZCiP9TCPF/UKycXxdC/J4Q4veA14BbWe79IPDTQojLwL8EflgI8fsffMiHy53wC9mrjvDMIo3iWUUAWeoE6JpOs2K95479UaosKo6BoQl0TSNIJIYu0JUABDqCqmOQpcVm5Vo/QuaCp+cb1ByTVCqqvsXPfPwYP/7EHFNVm4bvkOUCSxeYpoZrGriWwDXA1ArLAaEVOv5tl05LFygElqVxbNzFc3QcU6fqmFRsg36UYoqisXuYZox5NnN1lzDOCJKi6YtnFe/tWjqmAF1AkGU4pslCwyHNBUlWBFHP0vFtA4XaCbR5rlAKqq7JeMXaOd6eqZNkikSqnd/tVsd++9xq+hYzdR/LFHziwXFSpRiv2AilGAQpCMFkxSLKwDaKnYEgKfZjSgXN/ceHqZa61Sds76C+Afwl7Cjv/vpWb6yU+sfAPwbYmuH/t0qpf/C+R3qEHHVec9y3+YvXV0HlNDwL29TpdBMWxjzyPKc9jDH1YuNmm/1mj4e5GtlvE9nUBJvDmGudkHVNYBtFAM6AXpDiuQZVR2ey0mCUSHRdsDDh0h4ZKJXz9EJzp1uXJjQ2BhGGbtKLJGmYINCYbRSb1VIWKhgJsBWYK47JAxM+D09XyRU4poFtCkZRSsO1yHKFZxm0RjFn5+voKN7eSKl5Fp6d0Q1zsgzGawaartMdyMIPSAlOjntM1V2S1gjLKE77Y82iuvjr5yISUgZBTJBKNCF4+niTz5ya5NJGMa+Zq9t8f7kHCJ44Vt+R1t7q2O+cWyeuP3Z5c8hfvrHKa9f6jHsWX3lqlu8sdmkPEk7NePRGMZ0w5dktpVjJ/cWHqZa6VcD/A4oN118CFilWBAvA7wL/w9EO7f6gGyRc2hjy0GSVzVFEd5QitJQfeWSKNFd0giJnPlP1qDnXVxX73fEPS965nxT11atdlIDTUz55Lrm0OcLQTT52ok4vyOgFKVXXwNIMsryQfK71I5a7EZnMOT3p3zDOHzs7y+LmgO9cbFOzBb7hUnWtwgdmzGe9H7LWCxlFCtssik+eOT7Gp05NMFVzGEQZrqnRGsb4tkmSK370xAynpyuM+zaLrRF/9uo1Hp2p0R4m9KIUmQd4jk7VNJmsO2zaJlXToFYpOj3VXJNnjo+zMggJ4gzfMvjU6QkyqbjYGtELC+O5Lz4+y4+dLfxoGp7FhY0BYQqPzdaLtFSu0K33vxI8OVHhP/386Rtuus2Ky8XN/o5K54fOTB+JSqfkw+co7WBuxXvKMoUQ/xyoAL+ilBpsPVajsFYIlFKH2gTlw5BlHjW3kn3CjQF47x3/KE6C/cb00mIbheJjW2MaRAnn1gYkWVEopukwUXFZ7oxYrKv17AAAIABJREFU6ydcWh8wjDMema3y4KSPaRgIITjWcJlpODsz06+/vU43TOlHCSvdiKZnMObbCKERJBn+1k1NUOjdv3BmeueYbCtpelFM3bF23nf7mPzJK9d47VqbMFPUHRNdCM6vDuhHKY/N13h4usabW3p5U9cwNEHDNXliofG+JLElJXcjhynL/EngYbXrrqCU6gsh/kvgLe6Srld3MwcpsNjvjv/AZOXI9NL7jSnLFbtrTauOxdMLTTpbbqFJqnBMnZpr8c7qAASMVywmqy6XWwGzdYeJissoyXbKxJ85McbnzkztfI/H54vA/v2lLr4NUBRxZbnkSmvES1c6KNhJDZ2arNIPUiarNRyz6PT1h5ev7NxUKrZO03V4qGrteMtUbJONQYBrGTR8i5MTFVKZI/McRVEQ1vCsm25ulzr1kvuZWwV8pfZZAiilpBDijitq7iW2A8e5tcENBVJw83TNfjP+vdW/hxF89pOiGppgr/XZ9jjrrs1qHBAlkkGQMFV36YxSLFPHtXUquYXMoeYaDGK5s3LYlhTu3R+pOAavL/cY83WkUlxpB4DGVNXmaitA5WrnBrgtQx1ECVfbAbau7dxU+mFKkGX0w0LSlqQ5Qig+fnKcpl8cJ2+y+q7V1c2kjkd93EtKPmxu5YfzhhDiP9r7oBDiH1DM8Ev2Ybcx0iOzNYI45+XFNr0gOpCPzlH7bOzn7dNwTZq+va/fz0zd5sSEj64J2mFGwzF5dK7GmekaD0xUsDTIFCRZvqNg2WvKtduvaBhmRf9WlbPaC0AJFHBszCOHne+62+xrqRPgmgY11yBMczzbYLru8vBE9abeMrdrFvZh+ZuUlNwpbjXD/4fAvxFC/BLwIkVNyycobMG/csRju2e5VYHUrWaMR+2zsV8KabvCb7+NpFOTVb7eXidKJZauMUwyaq6Ja+pEiURDkGY5YZpzZqLYvN29itlv5uxYOoNQ0glSxjyL6bqLLkDXtZ3vunslsl2tmqTyhpuK7xr8wsP7e8u8V1HdfqmbD8vfpKTkTvGeAV8ptQx8Ugjxw8DjFCnYP1NK/eWdGNy9ykEKpN6LO1H9ezMp6k3HpwkUignf4FovRtiCByd91gcxmtCo+4ITYz4Vy3iXZHG/BjCPz9W5tDnk4ekqhigM3lqjojn7ty60qLj6DbJIx9DoBykK3nVTudl3uZn87YHJyr6pG6GJIz/uJSUfJgc6k5VSfwX81RGP5b7hgwbsu83VcLsU/IGtjc5BmHBubchyJ+LpEw1++uljO8/bT2a238x5quoQp4qKo/PKlQ62aaC2ip50TTFVdbi0McQ0BH/51gpL7QiVSz730My+N5X9aHgWD0xWeP7CBq1hwnilaPvXGsX7diAL0+I94e447iUlh005dTkCPmjA/jB1uvuxO2APooSlboBUEgU3qFhu6Smz5wY407D5+Ilxnlpo8qevLjMIc3xH51iz2OA+v97nufObnJ2t89BUlfV+yLcvb3ClM2C84nB6+r2LkrZrIE5P1jg7V/wOlzaGBEnOwph7w3MdUyNMuauOe0nJYVMG/CPgMAL23eRquB2wpcp4a6WPaxrYho7MuaWKZdsZ8JWrHZqexalJH1M3brgBNjyL+YZHc+66vBLg7ZUetqbR2FLc1D0H1wjJJPzAA+O3VNHcrJfwSr/PZGrvuwK7m457SclhUwb8I+J+ChzbK5arnQC78CogzhRnZov8+26Z4+7NUIB+kDJdd/n4iTEubYx48XKHp46/e+N6v1VAa5gyVbv+nPVBRMO1GKRyS0Vz856sxUZxB10rLBsarkU3TBlGGYMooepETOOUqZuSjxRlwC95T7YDeJBILqwNmK47TNZczkz41BzrBpe/vWqcl692COKc8ZpNw7N55oS9U2W8d0a+XxrMsXU8y9x5TpRKcpVTd6+fttsqmm6Q8Ny5DV643KIfZpg6zNQ9pms2gzDjpcsdTk1XcA0D3bMgV4RpRphSpm5KPjKUAb/kpuwO4AtjHu1RjWGUcKzp7ltEtjeFooCaq7PcCanNWvSjhKV2wFq/cNnenf/fLw32sx87xl++tU53lFBxdBKZ0w8yvnR2YmeMUVp05PqzV6/xwmKbpmuS5zmboWQYD5F5UWXr2wYbg5jpmuCR2Rr6++wuVFJyL1MG/JKbsjeAn5qu8P0rPc6tDXh6ofmuVMheNY5n6aSpIkgk/Sjh7ZUBApiq2jfYL+wO+nsDcM21dhq1zNddzkwaNNxiZbH9+ZomuLgxYNy3qbom7SBlzC/aMF7aHJFKVZjvA7ah89y5dTxLxzZK64SSjxZlwP8Ict2YLKIXJdQdm5mG/a7gt189wdljNd5a6e+kcYJE8q9fuALAKMlQuWJjGNMLU2zTQAAPTVVYageIreejwZurPQSgaYIvnJl+V+5/u2dsxTH48hPzvLbc4Q++ucilzRFCwNMLDf7uE3PEmeRffO0iby330fTC3sGxDHxLJ8tyJuouZyZ9LrZCyBWtQYRnm6xFCfMN/YabTumjU3K/Uwb8jxjbaRqlBGv9CE0IVuMRtil4Kbhxxr1bnVO0YpNFAJ+u8tRCk6+f22CpNaTu2gRpyhvLfdb6IU3XpOZa9EcJQkB3lNIPUyaqFqDIJXTDhN4o4Y1rPXQNXr82AJWTSsViawQIHp+vcbxZ4fcvXOLfvbaCLnSmKiZxBt+70iXKJK8u91jvRYxyIIdBmuGIotVhw4OKazJMclSusA2NIMlp+hqxzLFNfcc6YXsPofTRKbmfuZWXTsk9xm7PmhcXW3T32AJsp2laQYxn6TR8C9+26ATJu3xjTk1WWRtEvLzYJk0VpiYI4px+kPLK1Q6dUUzTd/Acg2EksQwdW9fJEei6Rs2zmGv6zDYd5sdcdE3DMQ1W+yEqV/iOgS4Ev/21S0gp8W2D164N6IeSqmuw1gtZbI/427fWSdKciaqF5zk0aw5N1+Lfv75GaxDtdMzaJlJFF60ggzyHVpDw5EKdfpRyfmPA69c6hElhxpZIyTDKbumjc6vjWlJyL1DO8I+ADys1cBC3x9VuzDBOeHW5R9Mzmal7uJbOIEp3FC+XN4c71ambg5Cm75AqhcoVrq1xYWPIq9e6ZJmi4VlM123iJEeQkymFzHMQAkOHPJfIPGe84nF+vU97mLA5iOiGKVletA7cHEa8ea2Pa+vEaZHSeeVKhyRXjDkDzq/3aToGmcrpjVJkDkpm9FOoATIv/uzGtYr8v2tpbPZj3kRgWxpxptEeZbx6tYth6HzvcpufemaeU5OVm/roHIaLZpkuKrkbKAP+IfNhWuzuV2jUjxL+9NVl5hseAOc3etQdG8/UuLwZ8M76kNmawwOTFaI0ZxhnfPWlJZquxWzdYbUbstgaIVVOa5Bi69BPJO1BjKFreJbg8kZGN0yJsoxukHKs7uKagiCW9MOMuabLTN1GqSrfvXhly76g2ES92g5wDGgHCe2NhPV+hG1pyEwxXXeI0pRUwtVuRjtqb7U91CDf6kErQYki3w/Xl6xTVYcoKQzdDKHIZM5KNyRIJMMoRRNg6dAbxfzxK9f4+U8cR0poBTFBUhi0jXs2dd+4aQHXtv7/VsF8v3Pi62+vU/MKyWl5Ayi5U5QB/5C5VXA4SvZusg6ihMXNITIXNOcKXXyeC1qjiF6UkUuFAax0I2qOyZofsdoLabrWTnVrxTVY7ca8POjx5HyNtUHM1VbAZNUmljkXN0IQOSgIsxzH1AjijPYwIctygiTluXMpaaZQKJI0I0hlMbMfhXQGGZmCxXaCBmSACnM0wHcyokxQsSFKYRBBmmb08iJtYwLDHGxgO8GSUwT/jX7M/JjLWi8ikZJakNKPE4ZhjmMJqo6NaWhMV22CRPLylRZ11yHJJWmc0QlT8lzwE0/PIYCFseKG2Y8SljshwyhjFCesdSLObQ52qoj3Ux/tPSd6YcS3LrXQhODsfA070HnhcueGbmFl8C85Csoc/iFzux7sh8n2Jus2S50AXdNpVgrLAgUYmuKFSx3OrwdsjmIypah6JpNVh6pjEKWSiqNff1MlMM3ie5mmTpLl5EohlSLKFKMkI8lypFR4psFTx8aYqDtsDmNGUmKZBvNNF9cSfOtCh8V2wChM6IwiNvoZmgYpRTPz6/P+InBfbsW0hymOZTPXMDEFJBJyAU0H6k4R9OWe49C0IVOK5U6IZWkcb3poGmRSISU0XAuxtSbohSlRmnF+PcQ2BCjB+ijF0DSqrs5Sd8RSN2RzkOxIS6XMkTJntRfz/MUNPFPH0nXeWRsiVf6uvZDd58QgSvjm+eI1AsWbKwO++r2rXNkcst4Pd24Y5R5ByVFQzvAPmTthbXwz9lartocxpq4z3yyMwsI448XLbWIpeWiqQpJBP0p5cMLngUmft1b6tIYxnWHCqekqvl3cAPJckcmMd1b7mLrGmGdwpRsyWXGYrNhUXQOZK+quiW8bzNRt3l4b4pk6dcfAsQ2utAIGYYKUEs+y6AQxQkC4N1rvIgdMQ9ENYnzToOrqVGyDtX5MO7r567px8VpPU1QMnU6U0RulhIkiAlZ6MaYOjm3g6BqGptEJh5jaODXXoGJVkQpWuwHfu9zl4ycavLrUYaxiFzcFBNd6ATM1mzdW+2z0I4SmszmM+dNXVzg7X+XR2cbOim73ObHUCVAIpMrpBSmmIWi6NkGScW59yCNz9Z0bRlkUVnLYlDP8Q2a/blK36nB1WGxXq+o6dIKEqmtycrxCbasqdn0QowuTqmOicoFpCnRdsNwJeG2pj2VofOrBcXpxyutLPda6Q5bbAVEKP/LYLDXXYhhLrnZDekFGmGZ4tk6aKXzbpGIbXNoc0o8kKMlyJ+CVpS7n1vqs9mNcS8cyBbGUjOJitn6rPpmDoFix5EqRSsliJyZ4j5sEFMFeA4Iczm+MiJMMQY62lesPJMQJjKKMOCmC7mzN57VrPTpBQpbnrPRCclXcOKu2RSRzOmFCnEl0HSqORTfMEAKu9kIubQ4I4hiAKxsR3zi3weXNwst/9zkxjFIsQ7DSjZiqO+RKw7U10hzqrslSJ7hjK8KSjx5lwD9k9gZdXeeOarm3q1W/cGaaLz/x/7d3p0FyXddhx//nrb0vs2IGGAAkAIIiKRIUIUaiLJmKFkuuWIoTpyxVpSw5lVJsJ6koqbjKlaRSSb7EVc6XOJujJJWyE1uRJUsp2pYsW06k0LZEEdxXiARIEMtg0LP0/vqtNx9ez7AxGAADYIbTg76/KhR6edN9+86b0+/dd+65exFRa18+rV7EdNnhwHiOhh+SxIqDYxnm6z5KxRyZLrJvrMBP3DtDPmPwwzcbzFQzPDBXopi1sERhm4IpBjPFDEGkyFgG5ZzNZNFJFytJEuZXurR7CscymK3mqDV7dPwIxzKZqRZwTJOYNNgX7Gt/HlFQdC0qeRc/Hlxm/eryFqwOSvUi8CNF1nEo5x0mszCeSbN4DIHJcq5fzK1ML0hodgMuNnqg0oXdq1mLsyttOr30i/vAWHr0nsQJhggGBp6fkHEsXNMmThIyGZO8Y/EXp2prv5PVfSJOYCzvkstY2KaBbSpa3RjDgNlqjm4Q60VXtG2j96ptsNOVMgezRrpBzOu1NiudgPn+Bdk7pwvsH8vT8iMWmz1cR7h/rrJWH6eYsTg8VeRC3cM2DM4sdfn95y/Q7vrYlkXOtXj4rioxBqISlrsB3315gXYQccdknkyk8MKYME642Oyy0g641O4RhQmWZRLF6SF6wpXplOtFCrwgIWMnqIFthaufHURRej0A0vF9QxL8CDphRMEC07DIuTYZM6248Phri7iGEEQxuaZNFMWUcw45x6ThGel1DFNR6wQ8eWqZO6fz+EGa+dMJIkqugQX4KqZgOeyvZghixVI7HYcfTHPN2ibljM1dU0WWO+lqYX4Ucv9smXRUX7HQ8CjlbL53cmEtgwfQaZ3aLdMB/zYzmAJoGfDWUhsvVORckwfnKjxzdoWFukHbtZgoZJgoZXj/4UlsM90VWr2AV+eb9IIYP0j40aUOtWaXpZaPYYDq58k//qMljh+s8MZih4VWQDZjMll0qHcj2oHH3lKWIIloe3H/WkHSH2p5O9ibXHsMH8BLwAoToiShnDWhG5OQfhFcLeD7/dd2DFAJdMOEomMylnUIwgjTMBASztZ97H5+ft1PEKUoZNJa/61eiGOaeFF6Udo1DbKWiRfGvHyhiSVCMWPjxQlimOQyNnvzeXKOiWmaqDBivODw5mL7sjTXdi/mjaUud0zm6UUxe6s5posul1oBi+0eh6aKJEDWttaqhj5+8hIYQt62WOz0ODkf8vSZZT52zwwH+6uQadpm6IB/mxlMAXxlvk01n6G51CKIDe6eKeHaFm/UWrT8GMsK+OzDB6nkHJ45s0yzF/DUm0u0vIQVz6eUc/AaHstegAIc00ShyLoWCQnPnauTd2ymShnmqlmWOj6NoINtGCx20rOBQkboBTGmpEF6dXwd0qPvog1RAlGc3nclTbH3+9tYwETRIU7AMBRiQLyJsX/LBNuEvGNSzbsICseyaPZM5sZynLy4gmWmQzJ+GDOWc4mU4McJ982OEcaKs8stpoouS3FIlChKGQfLMFj2fGaqeVzbIG9bnF5sE0UJPT9iPGux3Aoo9tfk/YtTtcvSXCv5dLApUQmfe+TOtaP2e/am6Zinai3imMvSeuteSCcIcS2LrG0wUXRoehHffukiP/ve/fpIX9s0HfBvM4O5+N0gppixiRJYHf2erWYpZi0enKuy0g3WjhDvmCzwJy/Ps9QJmSo6xMpisROSdy2CMMEyQAQsQwijmDhRtHoRh+4oknVMRAzAoOCYECvqvZCiYSAowjgdi7dI8+zN/r8QCOM0OK8OWZumQbOb5uGbQDkLkRKSOM3HnC7ZdPyIRlcRAY6kwzKGmb5HN0nfJ2/DeMHl6J4K7V7AYifACyPumiqQz5i8bljsyRm4lsm5eg/XNilZwkIrxjJhXzXDqVqTth9hAq5t0vAD6u0ehpiYBlTzLqV+Bk7GNlCi8CLF4ek8H31XevT9+8+dZ6acuex3VMiYzDd6Gw79bbT+b5QoLjU87tpTJuOkHVXK2dSans7m0W6IDvhbYJimza+mAEYq4lLT481ah3rXp1xwAQjChJxjXnFhcKnj88C+9OJyHINleCx1Qy61AgQwRTBFaHkRrq3IWIIYwgvn6xgiOJZBooSW5xNECbZp4Frp0bNlpTVtBEiitM6NAdAviVDMGhTcNKWz7Ud0ej5hOpeLhgdh7KMUeCHkgph791Wo5GzeuNTmXMOjE0DJgqMzJVzLZDyfYb7eQYlgGmmJhalKlosrHrW2j2vnmcjb9OKYZS/CD2MutTwsQ0gSqHd8ShmTo3sKJAnUWj4rHZ+mH7LUirHNkG6Y8MCcYv/YOHNjOaZLGX786PRaf67W3lls+ay0w36aa3p03+7FjBc2rs65UVqvZQhhAo719mNBmFDJOZdl89zMfljvBjx7doXXF9J5A6uF8fRZw+1JZ+ncotUx8ziGaj9Y7uTEmUOTRRYaHs+/1aCatYmiCBGTRjdgfqVLxw+o5py1VNF6N+C7Jxf46pNn+dYL51lsBix3AkxT8P2IIIrJ2ibtnqLeiXBNcAyhE8aM522ytkE3iOkGEfPLXZq9GBHFwWqObhCCCGM5G0VaBkFIg3/cH5MRwBCFIdDwAmbLWfaUbBxYy+RpBNAM+2cEEZyptXj8RzXOrniE/auzLR9eX2jR9SNOL7Y4dakF/QyfS60eL52rYxuCShSLLQ8vitNA3vJxTWh0FfVOgmMpaq0eT765wkzZZaLgUO8E1Jo9fD/GNNI2e72AM4tdXrrQwDGNy748B/eJ9x8ap9nzeelsnWbXp94JWPEC7pstb7jfjOfdK9J6K1mbiWKGpheRKEUviPHCiPGCu/a+N7Mf1rsBj5+8xKsXWuQck5xt8fL5Oo+/VtMTv25T+gj/Fu1kKYWNVHIOpZzNihegMDg8U0YBK+0e9V7A/XvHqOadtcyPx09e4ny9RzlrkSRwsdGllEsnAk2UsuQzNtW8jWW1WWlFJAa4jknFdqlkHSaLLhdWPM7W2ziOwWQh0x82sgmVIkwSSlmXOOmw0glwDAjCNCUyZ0Ol4GBgMFFwMcRgpeszO5anG7bphhFhkmbdAGQEqkULL4jxwvS+64Ddz97p+orTtRY516KUdclnLJp+RCFjYojgRQn7xtMSCb0gIcoqnKLFUtunnI1wDAPbsilnbebGCviRMF5yGS+5INAJQ7L9GbomghdFZEyThZbPo3e/fXQ/uE/k3AIfv2+WH76xyMsXmty/v8JP372PpY6/4X6z1PGvWPnrg0eneHc34NsvXaTW9KjkHObGcpgil2Xw3Oh+eKrWou6FVHLW2lCRYQgrHV8PFd2mdMC/RRuNua5WWdxJx+aqGMbbJ3Cra88ODjs8dWZp7Q++mC3w5mIH17bww5AgUtw7W+Lu2RKvLbQwRXj2rWXqvYi8YxGGMctegGuaHNpTxLQE2xAmihmKGZtq3qHoGpxZ6vHXH9rH+eUO335xnk4YM1POMt/0KGcc9o7lmClnuGe2QhTHfP3pc7xrpkSs0pnBi+2AxVaAaaQrZWEKfpQgKAIFkxkbSwQ/iGjGCa5t4VoW9+0rU844ZByT58722FvM0E0SHr5zgreWuqAUST3h0bv38OZiF9eEc8s9SjmbfWNZju4p0eqFvGtPmRfONhjLOXTDiKxjE0WK5W6Pdi8k45rsq2SvuXDMbCXHpx7Yd1n/n1nqXHW/2Whsv5Jz+Nn37r/qkM3N7IftXkSUqLWhJgDHNvDCUE/8uk3pgH+LdrKUwq22afAP3jAMDk7kWWh4LLZDbEPWZunmHJM4hnfNljm/7OHawtklDxOhG0bsLxW4aHbxQwhjRaMTUM46ZG2b/WNCrd3j4GSJL3y4yKlam6xl8sp8Hce2KGVsDozn++2JmSy6JKQXJTt+SMYxMA2wjPSC7nQlw5k4wvASHBOmi1m6YUwQJzhWwlTJ5eB4geliBhHBtU2SBLpxwoHxHHnXImOlM1tzjkUYKhwrzSRKSHBNyNjm2rWOjG0wWXRYagUkCURhDIaBa5rsmcpyx3iBPZX1F2XTYaSVbrBWebOac6jmncu2udH95lrzO27m9QoZC8sQgigh46Q/F4QJpmHoiV+3KT2Gf4t2spTCrbZp8A8eIO9azFZy3D1T4sP37FmbpTtbzrDS6RFG8PCd41RyblrjPp/pl1aIqeQd4iQthzxesPHDmI4f8+jRaR7YN8aeistfeWAvn3vkDh66o8r7D08SK0U1Z+Nasja2/TeOzxHHirYXYolgi8Loz1B1LcV4zmJvOZ/W1cmaeL5Px/NJEsVkOcOdkyXu21chUYogSthTzPDIkXEc26CUcYjitD7/UtvHNU1eu9QkjtI6+5ZhYJkGpYyFF0bsq+bohQk/dmSK2YqLIbDiBbS8ABNhXyVPJWtf0a/jeZcXzjfo9GLyjkmnl67MNZ53b/h3tNW/8/U/U8na1LsRXT+k24tY6fSo5t0d3X+17SNKXS+j+Z1z/PhxdeLEiZ1uxg0bpiydG2nT6kW78/UepawJSmh4PvvGC3zwyCTw9uxOuHyd2fG8y5mlDs+fq7PY7DFedJkuZXn6zDKmIVRzDsfmqsxUcxsOJ8HlM1DHCw6PHJrk4ESBP3zuPN8/XePCUpdWkCDActdDMNhbybKvmqOUtZlveLx2qcNyq0e5YHFkqkzOtTgylWbXXGr2KGYsHthfpZqzefFCg3PLXdpBzFwlw4WGx2sLHbphxN1TRfZUM3g9xUw1w6HJPLZprS3SXu8GfOeVeV4+38KLIg6O5/lLd05wbIOMlqfOLNHoRBvW1h88Qt/q/UZn6YwmEXlKKXV8U9tuV8AXkTngt4A9pEngX1JK/dtr/cxuDfg75e3FyH0aPZ9yxrnheuob/cGvBsfBQFzJORsGk3o34M9fq/HD04v4scK14D37Jzg0nR4hNnsBpxba+FHMgweqa5lB33llnpfOt2h6IeWszXTZJesYiDI4X/c4Ol1g31iecytdsrZFEEW8eKFBGCscM73I69gGC3WPZ8/WafghBcsk45gsNNNaPoYB1bzDQwfGuGe2zEw5y+lam7eWu8w3ugjCWM5hxQupd3scnipycDLPnlKWphfhBTFZ16DousQq3nT/fu/kAtWcc91rKJq2FYYl4M8AM0qpp0WkCDwF/FWl1MtX+xkd8DdvLQ1PKc4stjENk0QpDo4XEFE3XbBtsBRAIWPS7sXMN3pMl10sQ4iTdIy3mnd5994yPzi9xJNvLDKWc7EMWGgHdHohP/nuvYwXHV4810SpmPvnKthmunrUqxfqtHxFs+ez3AnxgwDXschaFrNjObK2EIYKMQwOTxUYK7gstXqcqrVRKp1B2wsTTi94XGx3MQ2FHyQkKqHeVQSkk7ayJogBpgnH5sY5NJHj+fMNgjDGsQyUMjhb7xDFEa5lcu9smWI2Q8cP+PGjU3hBhB/FvLXYZf9EgYxtbqp/nzqzdNlsWYCuH2GarB3hD+NZobY73UjA37YxfKXUvFLq6f7tFvAKsHe73m/UrKbhpYuPp1P3c47JUte/YgGOGzFYCsAy00XO272AJ15fxDFNyjkXxzQ5t9TmT1++yOsLTcbzGUp5h1zWYW85y3jR5eWLdV6db5JzDY4dGKOcy5BzLU7XWtTaIYYokgQm8g6OZdPohpiGoGLIOhaubVNr+ix3evSCiPMND9cUxnMODS8iUUKk0nkCCQaVvEucvL3yFYBlpWmGKoZzKx1+dKmDY5qEQJAoWn5AFMUIQi5jc74ZEMQxhggnziyTdx38GEo5lyBKNt2/1xtPH7a5G9roeEcu2orIQeBB4IkNnvuCiJwQkRO1Wu2daM5tYXUVpW4Q4/RXU3Ks9P6t1FNfageXr3gFNLoBcaKjq8SnAAANmUlEQVTIOGk+e8YxKWddXrvUTseoBzJDbEvI2SYF1+bIdJFjc9W1KpyQ1qCPkoS4v2qWYaZF6oNYoZQilvRKweHpPI4JtVaIaRpMFjNYtkmSrj9CrBSRShCVrj6FJHSDy89WwwSUUoRJWnGz44cUsxYqUTS7AbFKCON05a4oTvCDiFrTwzJgpRvi2Aa9MP18Xphsun+vVyJ7MGfeMAxyrnVLX9KatlnbHvBFpAD8HvBFpVRz/fNKqS8ppY4rpY5PTk5ud3NuG2tpeE6aQgisHYXeSlroeMGh3bu8hKUfQ37964nCNYWcY9L1365bHEaKpP8665dchPR1RMFyJ2C5E7LU9olihWMKIoKphIxtYhkGD8xVODyd58BYnrGsTZQoOkHMnlIGUwRLDFzHAgUtP357JXPSYZ/VWb0oyDoGedfGMdMlD0PS5Q6jCGwDbNMg71g0eiFeEFPN2QRhQsZOP1/WNm6ofwfXJXjowPgVefo7tQymNtq2NeCLiE0a7H9bKfX17XyvUbM6bJCWSQiod9Kc7/Gce0vpfY8cmmTFS18vimPqnYCcazBdzNAL0iGKXhDR9GIevmOCw9Mlljo9mp2Arhew1A6xxeCRQ5MbDm3MlLOEKh3OcU1YafnUOz0KTrpMophQcAxWOj1mxvJ87J6ZdIWprEMlY1PKmkwUHAxRWJKO+xczBh0vxJJ0YokJqBjCEPwIxIR91Tx3TeVJVEI+Y3NoLI9pQjZr4NqCodJ1ABzTpOUnHD8wRscPcE1odv21o/tb7V+4cu1h2Pm5G9po2M6LtgL8JrCslPriZn5mGC7a7qaLaVuRpbOR9emS982WObPYpe6lZYItQ6hkbT54dArgsiydQ1MFPnbPnrUqnOv7s9WLqHcCXji3zOlFL13yzzaYLrgcnMojyiDrmBumB9a7Ac+9tcJrCy16UUKsEurtHmdWelxseJhiYJlCN4i51OriB+Ba8IEjUxzbX2WmnK7te6HhMV/3ePbMCjOVLIlKqLUCokRxz0yBI3vK3D9XWetXU8wbytLZzO9tdc2C1Zr3q+mfw7qvacNrWLJ0fgx4HHiBt1em+ydKqW9e7Wd2OuDrP8Sr26ovwu1KWRzMWlpq++kFUDH4iXv3XHWRkO+eXODsUjdd8NxJF3u3xLgsm2a77KYDC2243UjA37ZzSKXUn3HZqOrwG7ZCaMNkq5Zt3K5SFKsXSk/VWtimweHp4nWD6LG5KipRG37Bb7edXgZTG0160HDAsBZCu50cmizyzJllgC0PsjcaRAe/JFYrU+qzOe12pgP+gGEshHa7GbYgq4+0tVGiI9mArT761OO0G9NBVtN2hq6WOeB6E2ZuhJ5NqWnasNFH+Ots1dGnvgCsadqw0Uf420TPptQ0bdjogL9N9GxKTdOGjQ7422QYV8LSNG206YC/TbbyArCmadpW0OML20inH2qaNkx0wNe0babnY2jDQg/paNo20vMxtGGiA76mbSO9upU2THTA17RtpOdjaMNEB3xN20Z6PoY2THTA17RtpOdjaMNEB3xN20Z6PoY2TPR5paZtMz0fQxsWOuBrt0TnmGva7qGHdLSbpnPMNW130QFfu2k6x1zTdhcd8LWbpnPMNW130QFfu2k6x1zTdhcd8LWbpnPMNW130QFfu2k6x1zTdhd97q3dEp1jrmm7hz7C1zRNGxE64Guapo0IHfA1TdNGhA74mqZpI0IHfE3TtBGhA76madqI2NaALyKfEJGTIvK6iPzKdr6Xpmmadm3blocvIibwH4CPAeeAJ0XkMaXUy9v1ntrNG/Yyx4PtEwVNP+RiowfA4ekix+aqAEP9GTRtp23nEf7DwOtKqdNKqQD4X8Cnt/H9tJs07GWOB9tnGsKJMyv835OXQEHOMXn1Qos/ev4Cj79WG9rPoGnDYDsD/l7g7MD9c/3HtCEz7GWOB9s33+gRxjHjeZeWH5FzbSo5i1O1Nisdf2g/g6YNg+0M+LLBY+qKjUS+ICInRORErVbbxuZoVzPsZY4H29cNYqIkIeeY9MIYAMcy6AQxcXJ55c5h+gyaNgy2M+CfA+YG7u8DLqzfSCn1JaXUcaXU8cnJyW1sjnY1w17meLB9OcfEMgy6QUzGNgEIooS8Y2Ial+/Ow/QZNG0YbGfAfxI4IiJ3iIgDfAZ4bBvfT7tJw17meLB9M+UMtmmy1PEpuhZdP6TejTg0WaCad4f2M2jaMNi2gK+UioC/B3wbeAX4XaXUS9v1ftrNG/Yyx4PtixPF8QNVPnx0CiQd4rl7tsgn7p/lg0cmh/YzaNowEKWuGFbfMcePH1cnTpzY6WZomqbtGiLylFLq+Ga21TNtNU3TRoQO+JqmaSNCB3xN07QRoQO+pmnaiNABX9M0bUQMVZaOiNSAMzvcjAlgcYfbcLN2c9tBt38n7ea2w2i3/4BSalOzVocq4A8DETmx2RSnYbOb2w66/TtpN7cddPs3Sw/paJqmjQgd8DVN00aEDvhX+tJON+AW7Oa2g27/TtrNbQfd/k3RY/iapmkjQh/ha5qmjQgd8DVN00bEyAZ8EXlTRF4QkWdF5IoSnZL6dRF5XUSeF5H37EQ7N7KJtj8qIo3+88+KyD/fiXZejYhURORrIvKqiLwiIu9f9/ww9/312j60fS8iRwfa9ayINEXki+u2Gea+30z7h7n//6GIvCQiL4rIl0Uks+55V0S+0u/7J0Tk4JY3Qik1kv+AN4GJazz/k8C3SJdqfB/wxE63+Qba/ijwBzvdzmu07zeBv92/7QCVXdT312v7UPf9QDtN4CLppJ1d0febbP9Q9j/pet5vANn+/d8FPr9um18CfqN/+zPAV7a6HSN7hL8JnwZ+S6V+AFREZGanG7XbiUgJ+BDw3wCUUoFSqr5us6Hs+022fbf4CHBKKbV+ZvtQ9v0Grtb+YWYBWRGxgBxXLvn6adIDCoCvAR8RkY3WBr9poxzwFfDHIvKUiHxhg+f3AmcH7p/rPzYMrtd2gPeLyHMi8i0RufedbNx13AnUgP8uIs+IyH8Vkfy6bYa17zfTdhjevh/0GeDLGzw+rH2/3tXaD0PY/0qp88C/Ad4C5oGGUuqP12221vcqXTGwAYxvZTtGOeB/QCn1HuCTwN8VkQ+te36jb9ZhyWG9XtufJj3VfQD4d8D/fqcbeA0W8B7gPymlHgQ6wK+s22ZY+34zbR/mvgegv8b0p4CvbvT0Bo8NQ9+vuU77h7L/RaRKegR/BzAL5EXkb67fbIMf3dK+H9mAr5S60P//EvAN4OF1m5wD5gbu7+PKU7Adcb22K6WaSql2//Y3AVtEJt7xhm7sHHBOKfVE//7XSIPo+m2Gse+v2/Yh7/tVnwSeVkotbPDcsPb9oKu2f4j7/6PAG0qpmlIqBL4OPLJum7W+7w/7lIHlrWzESAZ8EcmLSHH1NvBx4MV1mz0G/Fw/a+F9pKdg8+9wU6+wmbaLyJ7VsT8ReZj097z0Trd1I0qpi8BZETnaf+gjwMvrNhvKvt9M24e57wd8lqsPhwxl369z1fYPcf+/BbxPRHL99n0EeGXdNo8Bn+vf/hng/6j+FdytYm3li+0i08A3+vuFBfyOUuqPROQXAJRSvwF8kzRj4XWgC/z8DrV1vc20/WeAXxSRCPCAz2z1jnOL/j7w2/1T89PAz++Svofrt32o+15EcsDHgL8z8Nhu6fvNtH8o+18p9YSIfI10yCkCngG+JCL/CjihlHqMNBngf4jI66RH9p/Z6nbo0gqapmkjYiSHdDRN00aRDviapmkjQgd8TdO0EaEDvqZp2ojQAV/TNG1E6ICv3TZEJO5XSHxRRL7aT+G72dd6VET+oH/7UyKyfkbt4LYVEfmlm3iPfyEi//hm26hpN0oHfO124imljiml7gMC4BcGn+xPJrrhfV4p9ZhS6levsUmFtNKhpg01HfC129XjwGEROShp3fr/SDrpZU5EPi4i3xeRp/tnAgUAEfmEpHXu/wz4a6svJCKfF5F/3789LSLf6Bfnek5EHgF+FTjUP7v4tf52vywiT0paU/5fDrzWPxWRkyLyHeAomvYO0gFfu+3065B8Enih/9BR0pK/qwXP/hnw0X4BuhPAP5J0MYr/AvwU8EFgz1Ve/teB7/WLc70HeIm0gNqp/tnFL4vIx4EjpDWOjgEPiciHROQh0tmTD5J+obx3iz+6pl3TqJZW0G5PWRF5tn/7cdKp6rPAmX5td0gX9bgH+PN+eQoH+D5wN2lxq9cAROR/AhuVnv7LwM8BKKVioNGvhDjo4/1/z/TvF0i/AIrAN5RS3f57PHZLn1bTbpAO+NrtxFNKHRt8oB/UO4MPAX+ilPrsuu2OsXWlaAX410qp/7zuPb64he+haTdMD+loo+YHwAdE5DCkxbhE5C7gVeAOETnU3+6zV/n5PwV+sf+zpqSrYLVIj95XfRv4WwPXBvaKyBTw/4CfFpFsv+LpT23xZ9O0a9IBXxspSqka8HngyyLyPOkXwN1KqR7pEM4f9i/aXm3pvH8AfFhEXgCeAu5VSi2RDhG9KCK/1l/J6HeA7/e3+xpQVEo9DXwFeBb4PdJhJ017x+hqmZqmaSNCH+FrmqaNCB3wNU3TRoQO+JqmaSNCB3xN07QRoQO+pmnaiNABX9M0bUTogK9pmjYi/j+cZRdE//tvvgAAAABJRU5ErkJggg==\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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CN9em64eEiaTlhjy0e10m9K9TMoGfsepMLLT5yDcO89xMm7rbxdQ0qq7H1w8sUG36vOehm16y0K+2A3QkfhJTtFRebMvQaHoxOpJqO7ikesdKFscXIqJYYpsanSDBSy0xXp9F5vBchycnF7l3qxL2bS8iSiQL7S7fOjxPECdU2wlql/MLe1DeFBHwl986dlkE/pFKi+dP1JiotKl3EwJYytgaJnBk0aexb4pHDszwq594lhCVTf3uLQP89EM7ee3NY5f0Eai7wdL1KDrGRY9zZFxeMoGfseo8dqRCpR0SRTHlfA7b1PDChCCMqbTDFWnfPXv41/fP8vxMC13AzeuLvPO+rdw1PsxI0WLRDbA1nTCCthcwudgmjCW1TpeSbfL5PdPUugHlnMUP3reZdz+484LC5+13buJDXz3MQjNkJK9TWWZ37xECX9o3wy3ri0vCbabR5hsHq0QRtN2esF8ZvbL7Tnb4xBOTfM8dG89oa2/M4vGjVU7UXPK2ye0bS7zz/nHuGh8+rdyH/+UIjx6q4J7nW7PgAm4EqMziAfDkdJPwa4dod0O+965NFyWs627AnslFCrbJUN7CCxP2TC6eNs6RcWXJBH7GqlNtB0RJQhTHOLZ65EwN/CQmSpILat89e/gTxxZ45niNvG0QhAl7jtd48liN7aMF6p2Qw9UWSRQjJXgxmAIGcjoLTY9DnseQA4M5k7Yf8ZePHqfjRfyb199yXuFz1/gwv/jGm/jIoxPsmQrPWU4CnRh+70uHEJzS0G0g70D3JaSd+O1/eI6PPz7JG1+2nnfcsxmAzz1zgq8dmKfjRbR8jwHbpuF6HJwTfOirh/nFN97EXePDTCy0+dN/Ocje6TrmhS1JAOiAqaemqxAOz3c4UmlzpNLivm0jK273kUqLgm2ST+953taW1l9MPRmXj0zgZ6w6I0ULQ9MwdJ0oluiaIExA13QMTWOkeH5tr2cPn6h2GSzY2KZBtd0ljGC+7nJgziU6y37bhyyKlkGl5SKBtg+FvM5ATuAGEY8cqPDG2zZeUPjcNT7MK3Y02De9SN3zz6upS5R23CvjA7533uoviJtA3fXYe7zBTL2LpWsstD0cA054HkkssEsmeSEIImWb/8K+k9w1PsxjRypMLHQp5XTypkYjOMdocR8CiGNIYnU+XgSdIKbtne0qn5u2FzG07GPqmBo199LMaxkvnUzgZ6w6r941xoGTDeZa+pINP5KScs5mrGjy6l3nD+Xds4d3/JCRokXTizB0jZmaR/U88utkLWAgH+ImqRCW4AURcaxhCknLj1YsxL51uMrhhQsLS1DCXl9RyZWRAKGEnK0xUW0zVLSRCHRdB3QsM6HeDVhXsumGCaamBptB9a6COKZs6yS2zlzTP69ZB1j6eBooga8BmiYpOqfExcRCm88+M82Tx2q4XsC2sRJvfNn602z9RcfAC5MlzR7AC5PT6sm4smQzbTNWne2jRd7z0E28fvcIo6U8CYKRvMPrdo+uaMC26BgYmqBgm3TDhChJQErc8PzCOgAarrKlSEAXYOgaURzTDRNKtrEi4VN3A/ZO11Z6usCKLCcXRRJLDCHw/Igoiiml7TZ1QZxAmCTEMViaRpiowWZQvStL19E1A6EJRooWBfNUvefrW/Wu7qYRi4KlBlwhHYT/+hG+dWgRP4xwTJ3Dcw0+9+wJvrjvJPVUg981VqLjh7h+RJIkuH5Exw+X6sm48mSf2owrxmjR4bU3jTJStHj1rrEVe+bsGitxcrHL9pEczxyvEUuJlJJkBVK1v0goYbER4KPs+29+2eCKhM+RSosoupgh18uLBowOOEQywbENDEPn5vUlKq2AQdtiutbGNiQL7Q4SjbobsH2swMRCm1fvGuOJo1WePd5ANyRBEKIDeUP93BCi1HRTtqAdqAHoHuvy8KP3b2XbcHFJc3/sSIVKN8AyBJZpYxoapmnQ6YYcrbSWbPTlvMW924Y5UmlRcwOKjrHiAduVevfU3YBvHqrwzUMVTtbV/ItbNpZ4cOcod2dzCs5gTSUxv//++2WW8er6ozcpKkhiQj/m2GKHE4tdRosWW0YKbCrb5Cxz6UMASqhU28HSunLeWvLSeXaqQSeICMKIo7VzD6SeCwu4fXOBB3auO21CVt0N+MzTUzy8b4ZOELF1KM+7X7WNQ3Nt/uDh/bQvzoR9Wel1xS0NHBPWlx3yus5cy6ftR4gEggSQYBpQLphsKuf5mdfsoOaGfPvIAvtnGvgR5C2Nt96xiYJjcGS+xfMn6rT9mJKjo2k6uiZwgxDXVwPgQkDd9clZFhsGbAo5EwNJLCWOZaJpGnESU++E3DRWIIwljxycpdaRREDJhIIliKTENg02FB1etnGAky2P+WZAwdZ5650b+MF7t1LOW6d59zipR1fHD8/4WNTdgC/uO8mjBxdo+QHdMCZOwNEFt28pc+f4EA/drJ6n69k1VAjxlJTy/hWVzQR+xuXiXFrZf//nA+ydaqBpMNdwmW0G6FpCXjcIJVimxlvvWM9wIcexShM0jR0jRYqOTtuLqXUDfujeLaf1CHqa3Qe//CKHzmfIX8ZYXuPWjYO8Yscwsw2PxW7A7RsGSZAcmmmxZ6pOImMWWzErr/XK0u9sYwPjYxYNNyKMEoTQkElCOzhlkhl2YKSQ4+5tA7x613omqy0OzbaxLZ2phQ4H51o0Q+V3PzZokjd1Wl5I24tJIvBQHxxHh+GCjhsJhvM6IwWHYs7CNDS6fkQYxfhRxLNTbTQB/llES8kES4eGB8MFjZtHi2rimhfxfXdt5CdftZMjlRZxzJJ3D4DrR+g6pw2wPzVZ5eF9J5lv+rT9EE3TkFIQhDHDRZOXbxtm60gBmcgLfjyuZS5G4GcmnYyXRE/Iz9Y9putddo0VWFdylnyud4wVeXKiStkx8GLJQjtECMgZBlUvZFu5QIxk38kmP3DPIJVjIQLJvVuVH3m5oIY/e776D+87wUe+eYyTjS6mDmF8cdbyBTeh7oY8cmBeacUyJvIiXqy0OdG4+N7C1aD/jA0dphcCfAlqbDQ5bUIYqHANtu7z6KEqT07U2VByKNgGfhRxYLZFK/0yhMDJRohGiAHYphoHsQDDUMfqRoKSrTxtbMMgkRJTE7T8kA1DBZ49XMfS04Hr1FTUa46tg5TQ9NQ51DsJ07bPYN5C0+CRAxVeddPYir172l5EJx10jxJwDAEShJB4UUKcJByea3HXlqHMNTQlE/gZl0x/17sTRNi6xtSiS8E2KDkWTS/g409M0O7GJIlECKHMAIaGH0cQJ5gGiBhanhJjUZIgk9MlVtHRmWl4PLzvBL/38H40ITFIOFpdmY1FsDSpFAnMNlxMQ2PLUB6vnbC32SaKrg1hv5xOnMb2Afzk1Hkuxw0SND3B8yPypiCWcHj+lLDvJ0EJ+vFBi5l6ABIMTQnVKI6IIvAjOOh26IngQRted8s6vnmggmNAJzhd2AP4Maf1miIgjCVeEGLrGvNNj9m6x4aysyLvnqJjUHAMOkGMoUGSSKQUSClwDA1d04iTBMc83TflRnYNzbx0Mi6Z/ok13TBhIGeQMw2may4tL2ByoU2tE3LbpiKdIKLq+hDH+GFIEAnKBYswgkhCyVGavKFpWMbpTo1tL2akaPGxb08qG7ZuMNc8v7Dvf7CXC8GKm1BtRtTdAC9O0AUIce2+Cj3RdT7jbCNUfvWRhJobowkI4/MPRB9ZCHAjcGM1mNsJIYygEUA3OXVcgIYPf/y1CdwYFn1lzrnQMLcG5EwNUzPo+DFF26DhBSv27tk1VmLnWIk4hiiWNNyAWscnjmPWlRyGCjY3ry/hhae35EZ2Db0xzzrjstDf9c5bOkGUYKX23+mai67pjJUsRgo5ggQmFzo0jZC2FzJYNNg2WOBYzcUyNe7cNEC9EzBg6zS6Md85uoCQCfOdkGY34FU3jXGi5lKydeZa3hlmi+UUTWieR2n3gYOVlzgj6hqjZ7FqhyFR3Ca8iE5Nz4x0OfXiBCCRuH5AO4h51a4RBh17xd495bzFW+/cRMkxz+mlA7BnchHgDBv+jUg2aJtxXs7nHvfUZHVpcK3pBRyYaSGAnKVcA01dZ3w4z3TNRUrBYsfj6HyHuUaXBTdAQzJSzLF+0MI2DUqWzmjJIYwTnj1eY2LRpWAZ3LapiG0Y/NNzJ5S92JN0L2C6HyvoVDqX2xv++kHjwhr45URwagZyTsC6IZNWJ8RxLEwN7h4v8457tjBUsC67bf16D+C2ZgZthRC/Avwcqre5D3iPlPLGUquuYS4U/GrXWGlJeypaBtuGCxxZaDJmO8RSsqGUZ92gQ9FRZp5GFyxTsGN9gTvsMpWmyxNHq+ydUjbiogPbRwd4aPcYQggKls7EQocX5jp9rbqwglK2IIwSCgZ0rqIr5VpFYyVX8dIRwKgD3RA2DjvkLBMdwUDeUJ5EmmDLUJ6m6/PgzjHiJGbbaBFdiFWZlFXOX/6PyLXKqhkuhRCbgfcC90sp70B5k/34ah0v4/LTb6PXNI28bVCwTY5UWgBLXW9dh5obMFgw+JH7t/H2uzfxtjs3I4TE9SMKlsG24SIaKp7OcN4hiGIePVxloavMBUKoaI3PHm/yyP4K8y2fw3PuBcMAnI2xAYvBnIWRGSzPSuquv2pIYMFDzQCOJaM5nVbXY6rSQQC3rS8SS8mDu0axTMGGwQJDBeu6cpVcq6z2K2EAOSFECOSBk6t8vIzLyErc486lPZ3NDqvpgqKpU3B0HjvcoJG6bMQobxNQtvWnppovqd2zjWApYmXG1UGmvx2jRUxdsGEojx8kDBUsdqwv8RPnmGk9sdA+Y9Jdlubx8rFqAl9KeUII8fvAcVQCny9LKb+8vJwQ4ueBnwfYunXrajUn4yLopcL7+6enqbvqxdu9scRIwSEIE4o5nbobXFAbW/4xeOzQAjU3YLLaZWKxc549XxphBMHaGZq6YfEkDDkWd28rc8uGEserHeZbPrs3DJz12ZlYaPOZPdMM5Sw2Djq0vZjP7Jk+Y9JdxqWzaoO2Qogh4NPAjwF14O+AT0kpP3aufbJB28tPL3HI40cqTC64OLbBbRsHzpnYu5cK719enGW+6dHyAqQUGJrGzRsGuHVDkVs3DaILwb3bhqm7Af/8wizPzzTw/Zj1JYvNI0U2DubZULbZNVai7gb81aNH+Nsnpi/JRJNx7bJ7zEaiU7B0Rks2d4+XeWDH6Flnu/7N48eYqXeZafrMNzzafoAhdDYOOfzKW27NhP45WCuDtm8GjkkpK2mj/h54NXBOgZ9xeeklDtk3XefwQpucruN2fV6YaZ4zsXcvFd6iGzFYsBku2kxWO7T8kErb4xX5YTYM5nH9iMcOVnj2RINKy8P3VTKTp4/Xme+EeBtjbFPw98eP88iBeZ48WsO9evHHMlaJIQdq53HDOFzxkYAlwDRaVFoem8t5Ng/lz5jteniuzVRV5S6oNLvoukY38kGQafqXidUU+MeBVwoh8iiTzpuATH2/gvQSh1TaHgM5i6JtEEYmUZKcM7F324uYbXhYWoJjWgghGHRMls9TcUyNJ45VEYYgihO8RFJrh+mU+YDpmsv+mRbPzdSpt/xM2F+nNC7gc7fkvy8hCuHATJsP/s8X+ZH7tjJaygEsuUuebHQRuqDRCcg7Frap3HuDKGEoZ11yIvqMU6ymDf9xIcSngKdRs6j3AH+2WsfLOJNe4hA3TBjKqyFMQxcEsVxK7N3voywkfPtohT2TVRpdkDRV9iN6PtseB2YbjJfzbBkusH+myWLHpxMoVzxTU6nxDsew72QdS9OIooT6tRm1ICPlXJkRV5gxEVDPT4IKz9ByQx4/VqNcaDNStJZiL0WRJAgjGt2AQcckCGOIE0p5C10k7D3eZnN57rr0pb9SrKqXjpTy/cD7V/MYGeemlzgkb2p4ERR1NQVdE4IYQc7Ul/zsdU3w9f3zPHJwjkb39Jjo/bgeHJpzOTCr0gr2K+5hcmqF58OVndqTsVokQC6NdhHFYAiVo7cn7PtjFa0EL4COF7JlOEfNDdgwmCdva2wfy7PYDmj5MTU3IEokQRjT8GM+/eQ0N28aWNVk6Nf7BC3IQitc1/QSh4wVHQ4vtAmDmDiJSDSdYwstHvND3CAmkeAE//vfAAAgAElEQVSGEb6nAnDZBhCdKfQtAKFSBS4X9hnXLxJOm9kcyjO3XwydRAVuGy1ZuMGpiu/fNszDz81w3/Yhvn5gnq4foWsCR4fFbky9EzHb9NhUzgMvPeJlv4CXwNH5Fs+eaLD/RJ0ogU2DeX7hu3by2pvXX/Ix1hqZwL+OKectHtq9jlLeRNdhcsElERrVhhpIc/2YejeiFZzKXxoDbgQFA2TEacnBLUMl2dA0VpRtKiPjXDQC+NKLVZ4/2eTQ7iav272e4YLDW27fyNcPVqi6Pq4vcUyBbujcvK5AztR4dqrGpnL+JUe8nFho85UXZpCJoFwwOTrX5JtHKjS7ksGcjoVkqtbmD7+8nwHH5K7x6yP2Tibwr3PKeYs37F7PG3YrLeVvHj/GowcrtPyISjsgjqBg9mZFntovjE+FxF1CpDFRxBU9hYzrFB1lz983VWe+GfJdLxvj9k0DLLR8TKGxcVAnSpQTwF6vzljJRKQP37kiXq7ELFN3A770/Cy2rjNQMAiihCeP16m5AY5lUErLG7pOywv4wr6TmcDPuDaptgOCKEYIga4JwkQlzhBSzUzt96ow+/rqAvBD0ESm3WdcOr2gbRZQcJR5MG+bNPyAThDyxLFFGm2fvG0QSUmtExBLiKIYw4QT1TaH55sMOuYZES97sZ9m6z4PP3+SAzN1/Chh1/oBfvQV43z37Zso5y0VGkQmDORtNCFwLOXQEAQxefOUSDR0DQ2otK6f2PmZwL/BGClaWIaO70c4ho5jKi1e6FCyNBKZ4PuABo6tPgQF2ySWCUEcY+smmoD5RrhmUwBmrE0cAZYJXggDtkAKwUDOZPtonmrHpxsknKh1GSxYRDJh/2yHIDk1VuQ2Y2zD51uHF/iPb7/9DM1dZV7z+eRTE5youQgpsTQ4PNvkrx6boO1F/PB9W2l7kcqd2wmZa7rMNn3a3QA3BCdUyXqSBLpBTMGxGCtdPwO3mcC/wXj1rjEOzLaozbWwdIltaLjdhDxQHtAxNYeCpfOOl29m+2gx9cvvAnDT+hL3jA/x6KEK//VLLzCxeP1oPhmrgwkM5FRqw7oHMlBavh9LDF2wc10RL5RIBG0/pNLs0vYiFjpn5jzQgbYbsn+2edbQHm0v4juTFWptFZrbNjWEEGhBTMeLePp4jbu3DlF0DGxX5/Gji3T8mJKtsX4gR6Xt0fZjFtoujqGTIBjK53j7nZuu1OVadTKBf4OxfbTIO1++hb9+/DjPd0PyjgpmJtBwDJ07xwf5iQe3M5Cz+Owz00wvuuQtFe/+n/aeREtj685lwj5jBYTAYhfyOpQd0IVKfxgnsGPEIQhiXlysU3AMvmv3Ogyh8fm908w2zrQb2kJl3fLDs08aLDoGlVZAlCRovYGmBGxdI0xkmpg94u7xIfZM1MiZGlKqSYPlvMUP3DvOgVk1C93QDHZvHOAnHtx63djvIRP4Nxx1N6DaDnjny8d5xbYhPvHEFC/ONIglFHMa1VaOF2ZavDjT4LkTDZpuSKPrE0QJAzkTL4qot+VlzXyUcX3Tc+scKhlsGypx26YSe6caTNU6RBKKtsGmwTyH59oUHINBx2aW8DQPMR3lDqpLMDRBta2ewP5BWpXUPMSLYkgkUhroukGCJIpi3CDmRN3l7vEhNg7lOVppkSSga4INgw5bhnKMDxdZV3LYULZpexFhIlcUKPBaIRP4Nxi9GPfTNZe/eOwYRysdktT9stZOePJYlYNzLWqdAC91xI9Q2pWUIVF8edPcZdwYJMCJekQYNqi0uxQsHcOAlh/T9kLaQciBOUGl7eMHyRnjQ3H6K1oQJXIpq1r/xMGpxS43ry9R7fgstkK8JKJoRHQiGClY3LV5kHUlhz2Ti0iZoGs668sWRVsnjOBwpcNQziBKYsZK9qpO8rpaZAL/BqMX4/7RQ/NUWl1MIDbA1FVETN+POV5XIt3RIEmUhuZLCIJsslXGpSOBupvQ6nqYhjLtREt6/MribzimxoBjULBMnpmqLSXomZzpUM4b3LtthHWDefZNL/LCiQadIGHLaJ633LaBV+0apeRYuH7E4UqboaJFoxtiagIJhGHCydDje7dsIm8r0Zi3lQfPS53ktVbIBP51ysRCW4UtPtnEDyK2jRV55c4R2l7EZLXDwUqHbpCQSEgEWEKgo2bagupC6/opP/xeQouMjJeC33uQLqGbaAIjxTyvvGmMZjdk/8kGb7ljI3kM3CCmZOsgBKMli/d97+0kScLXDs7z+lvWoWmn0uGoZOYxD+wY5vB8m6lFF4BbNhaoNANGS+dP+nMtkwn865CJhTYff/w4lWYXL4jRBLx4skEnUAHSBnMWg7aBBnixEuwqvo7ytwcl8DWhZtdGWV7YjKvM+jwUczY7RgoEUcKBk1WeOr7IP+49yboBh5vXlbh3a5m8ZZK3VOAfL0wYKSqzTE9T719v6Tr3bx/h/u1Kc3f9iMNG86zlzzbJ61rk+jiLjNP4xHcmePi5E1QaEUKD0aLF9tEix+bb3LyhxHDR4t7tZY7MN6kHMcTQ7QuWIlAKWBKo2bYXGxwrI+NyU3dBaDHdMGKm3uXp4zWkFOgyodXxeXoyYLHj8/KtZV65axTXj+j4Ia/eNcaxShvoafbJJa1fPsnrWiUT+NcAFxPFb+/UIp975iS1VoSUEERwvB6w0F5krGSxe0MJIQR3bh7iGwMV5trtM+zyeSNNE4gy6ego3+ksynHG1SIBmt2IdjfgcKWNEILRkk0Sx3iRJG/pLLR9BvM2UQKOxdJAa292bS+38qWuvx7IBP4ap98TYSVeA1/Yd5IoijA0CGIwdNAT8CKYawbUOyG7N+o8O1Wj4YWMD1mUchYgmat18eIEx9TQbEGtEyOBgqVmRy6PkpiRcSXQgM2jJp4naXgx7W7IQM5AQ+LHkkRKSrZOy4u4eX2J1+8+Pbrl8tzKl7r+eiAT+GucnhvlSr0GKq0AxzKpdwLl2tY3f0UAL8400HTBwdkmtY5P2dHJmzotPyIB4ghiHTaUHRK6iEQy380kfcbVwdHhnvEh8raOHwS0/Zi8rQKedeMEDZ2SrdMOkqXAahnnJhP4a5yeG2U/QRyzf7p5VhPPWMnCTg3vQp5ue49TF8tyzsDWBTLp88rRACnxE+h2Exa7nStyfhk3NgUTwlCZDwVgo3SUMP1/fckmkZKcqTNWKDDfCtg86PDtY4uApGBLEmniBTGv3DmSjTVdgEzgr3GKjnGa10DTC3huukne1s5q4nn7nZv41qEqsVRubLquBL1pKNMMqKnpUSKQGlRaMUHQwDKg6a08ZV1GxktBADmh8tyCmvMRJypgn5TgRyA0qHV8DE0ylDdxQ8FDN4+ya30Jx7HYP1OjE0gsw+D1u0d4/e51xEkm8s9HJvDXOLvGSuyZXASU18CRuTZSxty8fhBN084w8dw1PswP3beF+UcOUmknyBjKBShZNk0/pONHfPPIIn4UE4dqFm3Vhyz0ZcaVIK+BbSqBnwiBH0kKhsCyDOpuSNdXYZM3lx0QkoYb4EUSP4zZMVrkjbdtYPtokaJjEMfblkydoNwq9etjbHXVyAT+Gqect7h32/CS14AfxewYKzJd67LQrtHxQnKmjm2eMu3cNV7m++8ep9ENqXZCvCCiE4QkMqbth1hJTNuL6WTTZjOuMG4Crq/i4TumxAC6sUSLkyUTZCyVibGUt7FNjZJt8/Z7NrNtuEC147N9tHiGInS9uU+uFtqFi2RcbXpeA6/fvZ5b1pU4tuDS8gKqLZ8ggrl2QBzDnslF6m7ArrESu8aKxBJ2juZUDJGBHA0vod6VLLZirpOJgxnXKAHQDKEVqfAdcGo2t5QqXo4QoGs6YRThBjGOqdH21CzAniKk61BzA3Sd68p9crXINPxV5mJ86FeCTP/ONwNs3UBo4EcJCQkH5po8sn+O8ZECG8s5bt9c4qsvVjhWadEJQmSibPRRZubMWEPYutLS236MqYNjqDj2SChaOlII8pZ+xozX69l9crXIBP4qcrE+9CtCwF2bB/nq/nkSDXKGzuayzYG5DgVTR9MEedPgwEyTubaPpakY5Kam0fSSzIshY83hRyARjJZMPC8CBDlTJ0kkrTBm9/oSI3mbuZZHyTH4wrMnaHgBg47NhrL9kpWoG4lM4K8iF+tDvxLUYBXcummAOAbH0tk/06AbRIRRjCYE8y2PVjdk/3SdWjeg5Yd4QRbWOGNtYaLCHcfAYjPAMlQPNhExrh8Ro5EzDbxI8uUXZnAMgWUIjlVc0AQlS2d8NM+jByvcvXWIu8eHzir4L3cv+1omE/iryNl86F9q5L3eYNVQ3mJyoY0X6sw3urS8iJKts3WkQMuPeGa6zrFqB0NAFEOYZPFwMtYWAshZBnESsRAoYbS+ZJHL2QRBxMZSjmLOYuOgzeH5FjN1DyEk48MlLE0wsdCh4ce8ascIk9UOSSLP6D33etmxlFTbPvWZgCcnanzP7RvOyJh1I5AJ/FVkuQ89vPTIe/1eO4sdFfOj0g6Jk4ThYg6haVSbHkGcqKBnQgn7LOBlxlojZ0CYJPghlEwYKTlsGimwZSjP0fkWM40uIwmYhmCm7tENI/wwYbQYklg6tmEy33DZN60zOmCzpVzgS8/N8MLJGhMLXfKOzo6RPOPlAgcqHZAJA46JYyZ85YUZfuT+bTecpp8J/FVktVzHynmLXWMlTi522VIusNAKWGx3may6DOQC5useh2c6mWt9xpqgF201B5AG5tMBN4JG1Ocb3PLQNOgGEfNNl0ozRACjBRPL0On4MW0v4shCh+G8RRgn6BrEUmLqGo8emeepY1VGSrk0LHLMl56fp5zTuGPTMCMDNmEoWewEFG3ruklqcjFkAn8VWe5Dfzki79XdgGemanzyiUmeOb5I24uJYhgs6KwrFZhcdJlv+AiUz23map9xtSmayre+YMJoMYdpaLw40zkj+mo9AJoeUZjgJQlRBLapU/NDgihmtu7jA816wHQ9wAbGxxzqbsBIMcd3ji0QxwkjRRvL0MjbJvZCh/lmgL8uRgiBZQn8SMePoyUXzxuJTOCvMpfTdazuBnzjwDxPTCzy2OEK9XQCi2VAw43pBk26AQzYEAuBlwU9y1gDFGyd2zYOkrMMWl6IF8ZLJsaeYtIL6VH3oegAUmfjkIYfJjTaIZNV94wPhA8crqh4INtG8nT8EF1oxHGiEjkAg47BYieg3g3ZmCSEaXTNnK5dN0lNLoYb74yvYZ6ZqvH1g/M8sn+WemqvCVAx7/MCwlilkGt70M2GaDPWAAawbbSAY+lsKDt41YSqGyJRgl4DHBP88FS+hbE0YU/J0Xl2qs7JWoc4BlOoSVm9hOagPH0WOh4vnmwxlLfx4oRaJyDXC7mgaWwcdNCEoN4JKNkGwwULXdfYNVa6shdjDZAJ/GuEuhvw+OEqz0zXqJ5Fc3clSyOz3SvbtIyMc2ICIwWLgmMSJbBjpIAfRhgooW2mTgWQeu0Y8Iqdo+QsnQHHIIolDS9CaiGdboKppR5nCXgSciYYukYuTWuoBRHVtk+5YOKFMWEsuXX9AK+6aR1eHFHvhAhN8pbbNtxwA7aQCfw1T8+HeM9kjSOVFvMNL7PLZ1wTGIBhwEjBpmhbGLokiCRjRZvBPFRd6EpOC9E6WjSYrnW4Y9MAAsEDO0d5/kSDbhAQJyqipgA0DYxYxdyxDB0hYEM5x71bh/jmoQrVdkDe0fnRV2zhgR2jVDs+bS9i17pi5oefsTbpn6kbRDFuEOFleQYz1iA6p4fWzgkVjntsIKfMN3rCYN6h2vHxo4RyzqHteqd5km0e1HjZxiEAGl5E24+ZXuwQoAZwLV3F3gHQ0yiwpmZy8/oiJcuknDPZNJjjd955zxkC/Ub0uT8bmcBfQyyfEdjyoqWZup0gomibFB0Nv3tpOn7RgG6UxbzPuLxoQE4HP1ZjpZuGTJAahqGzbiDH9tE8uqazbbhIpRXgBhFjReVWKZHEMSRJghvEvHhiEU03uWndAFuHHT76rePkdIO7Npc5Wu2QtAP81K1zrOBw07oSXghxknDv1uEsgNoFyAT+GuFscXeenapx37Zh8hgUHROJZKRo0uwqvahf2c9pECTnFuaWgJ3risw3usx2MpGfcfmwUIl2hm0dx9EYyufQdZ3NQw53bB4gb5romqDq+gRJrNIUmjqmJqh2AjQh8EKJBIIgZkNZ47kTdfZOSpCSct7CMDUe2r2ejhcSxTESwUjBwo8ld28t8pbbbsyZsxdLJvCvMv02esvQuHl9CU0zljJaHat0uHebzWjRZrhg0+iGhJGk3gmo9UVosAzIa4KaJ89q4w8lHJpro2VpPzNeAnaamUoH8jlBFEssHcZKOcZKOcaHcwRxwlDepJw3cXSDbhhz64YSB+fb6EhsUw2wSgmgJiTGsfLWkQIcw2AwZ/HCyTp5SydOJDJWjgqOqTHbCXnLnet594M7rtp1uFZZVYEvhCgDfw7cgZps97NSym+t5jGvJSYW2nzlhRlkIphtdNlUzrF/psmtGwcoORa7xgo8NVHD9SM2DTo8K8DSNR7cNcKBmTbFjk8UxfhRTMsDnbMLe1AXv5sp9hmXiECZbWwD2j4M5HV2jhVxg5iCZbCuZNL2Y0ZLNmXHJAEOz7epWREP7hyhlLPIWzpukJAzdeabHg0/oGCphCgJSuAPl/JITeCYGpqAgm3SCSPyGMRxTNUN0TTJq3eNXeUrcm2y2hr+B4GHpZTvEkJYQH6Vj3fNUHcDvvT8LLauM1AwWHQDpuou24YLTNdcXrbRwtQNdq4rsffEIofnOmnce8kLJ5qEiaScM6m2YrzUhzkbz81YTaJYzfUIgbannAhMQ2PbaAE/itg0ZJO3dNphxCt3jPGyjSX2TtU5UumQs3VsTafaDhlwTNYVLOquT9MNKVowVLLYPFQkiiVuENDqRmwayJEkkqFBB5nAbL2LFBo/97qdmfnmElk1gS+EGABeB/wMgJQyIIvQu8SRSksFc8rbaEIwPpzn4FyLuWYXIRxcP2Ku5dHphkSR4K4tgyAFE9U2X3h2mrxt4IWShU5MkM2xylgF9PQXgYq6Kk+F6ugmcGi2w4aySXG8zK0bh7h14wBTix1qnTANCW5wz7ZhDs212D/TJG/rvPXODTS6IccXOzywY4yTix1GSw5NL6Dhh4gkYetwkYYXsmO0wG2bBmh6Id0gYaRo8epdY5mwfwmspoa/E6gAHxFC3A08BfySlLLTX0gI8fPAzwNs3bp1FZuztpite9S7AbMNn8GcydiAw+ZBmyeP12m4EXECnSBi72SNo4sdSASDeZM7NpawDAMhoBsmmbDPWBV0YDAHmtBouqfyzZoox4AhC4QOfhTzyIEKP/PaEiXHot6uU86bS/WUHIt7xoeWQoIP5S00TeO+7SrcyPRim28frTJasphpegihMVy0+O47NvLam8cyj5vLjJBydSSGEOJ+4NvAa6SUjwshPgg0pZS/ea597r//fvnkk0+uSnvWAr0B2tm6x+MTVQYcEy8I0YSOG8a4fkzeErz2llGOVVy+ebDCcyfqxLFyeevFHMnrEKcRlzuZHSdjFcgBOzcWkElCnEhmGx5IFQTNNmComKNkm9Rdn6GCzfbRHD/+wA72TtXYPlZgw+Ap663rR+hqnJY4ZikhUP+2Gy1q5eVECPGUlPL+lZRdTQ1/GpiWUj6e/v8p4NdX8XhrmomFNp/bM8VCK2Sh45MzddpuxI71BcIw4eBMk04Q8cpdI+ybajJStJlYbNNJE0PEnLLRN2M18SQbg814qQxYKlwxaSymnJl6zwiYq3VIZGrKSWCkZFLrhCQJtLohpq5hGRoDjsZs00fX4c23b+BYpY3rR2cNCb4a4cIzVs6qCXwp5awQYkoIsVtKeQB4E/DCah1vLVN3Az77zDRz9YBywaDqQqPrE8TQnopYV7JJSNi1vsiOsSJ7TzZoLHSotiIizp68JBP2GZeDZqA8cAzUc6brYOsaXS+hHnJaVMu4FhKizD2WKXGDCMfSGS7kGBs8FRW2nLfOGRL8UsOF909KBGVeEnDDpyy8WFbbS+d/B/469dA5CrxnlY+3Jtl7vMbjRxeptjyCKCaUElvXGC05lHMmRcfAMgxyho6madiazvHFBnEWNCfjCtCLu2cCegJVLzlNyXAEJPJUUD7TgG4QM5Q3GC1anGx0eWDXCF87MLckgM9lormUcOH9kxINDfZO1RFC544tKq/znsnFbIbtCllVgS+lfAZYkW3peqTuBuw9XuMvvzXB4dk6lm6QczRazYC6hGY3II4ledvA0gV7jtd5eqrGQsuj0Y4yN8uMK4ZEmQyrZ/Gj86TSpkEJjC1DNmEsMUwLP4gYzDmsKzpLM8T3TC6yY6zIRLXDvqk61Y7PSMHmzvEy95wl0fiFkowfqbSWQoy8ONNmqOAAkpmGx8s2Di6VycYBLkw203aV6GklU/UuXhBhmwZBLMlJQaLp6FFMkM4enKl3aXU93CjBCxJmm1FmsslYU/S7dowPlWh5IfdtH8L1QwxDZ3Kxg2NrDDgWTS/gc3umiaR6DyxdMN/yeHpykZYb8tDudUsC/WwhRZZr7G0vYihddoOYkqMGGlq+ekscU1vyAso4P9qFi2RcCj2tREqwDUHe0rFNnYYXIpOYUIJlGKwbsNE1jWonotEJaHWDTNhnrFl01IDtoK2RSJhcdNlQypEzNU7UlNGn2vJZaHkEUcKgYzJYsCnnbIIood4N1RyUlH7tXdM08rZBwTZPK1N0DLw0aH7e0gnChCBKyKcx8L0wuSGzV10KmcC/COpuwFOTVb52YI6nJqvUz6JV9Mo8dniBiWobkOiahh9K/CCm5cUkAgqGxlBORcQ8ONeg0g5w/YT/n703jbEky+77fjdu7G9/mS/X2qurq9fpbvZwZtzD4VASF3GVxyJFyiJkSB8ICIIBQwANeP1A0P5g+4MNGSYkW5BhGyJFAhpIMAVSFGkOZtiiZqZZvU1XV1dl15ZLZb58+ZaIF3vE9YfIzMqqyq7K6qqspfv9gERVvXrvxc24ESfOPfec/+lPOo9PeEKRQLsqqVgajqXjmJKT01X6QYKpawRJ6aoMwhTd0MiLAkMvg0GGIciLgqxQt/SS9aMym2cvtqHd8p7TnRrjON2VGOmPIwZBxnyjLFAcx+nnsnvVp2Fi8A/IztIzz8vikZ3Nor1Gf+97ZmoWQZxzcc3j402fMM1QeYaugcjBcXSyQjFOcqIoJcpATITNJjyhTLuCYy2LU1M1XKusoD05XeWZmSqjMGEUZjiGRhBnCASzdYdUKa71xlzeGHNtc0yqFLombvHG93rvO9zusTddk9eOt5ESsgJeWGzy3EKNvFBIyWTD9j6YrIMOyN6lJ4Brabuv72wW7X3PsakKb17s8u2lDUZhilCKqOy3jADiQcLRto2hlRdxAYwmu7QTHiM7qZl7cXV4abaGn+WsDgJqlmS6YZOkBVGSoaFxbMolzgs6poWU8JMvzfHnlzZ53xsSpwW2zAkzhRelOEKjXbF4ix6nOzVOd2oHys3/NNk9E+5kYvAPyI1BxDjJCNMydrjYcqia+i2bRXs3lxRwZStg6CUYhqDmWAyJGUalcS8UrAwirm9F7NOidsKER86OsXclTNdN8jxHCLg6CKjZOl842sI2dII4w4tihIQkKXjlWItXbsu+udob8+JCneVewCBMadgGSoNm1eRo2yFKC759YYO6axAkBWujEQ3bZK5pfy489kGQ8M71PhfXy72KZ2Zr+2YwPWwmBv8TuLLp8+ZS2RvTNiR9L2am4VB3dJKs4MKax/F2hUblzuWpa5UbWF0vplW1KCjjmlvRrceY9CGZ8CRhaNA0wTAkWVZQsUwEBV6RY+s6M3WbcZSRanB5M+T1ms2vfPXUJxqpN0530M6UK+Hza0PSLCctFJqmkamMlUFEP0x49WiLTmrtxuI/D8b+2xe7LPd8Go4FQvHhqndHBtNhMDH4+3Bl0+eb55ZpOSbzDZsfrI64ujHm/RsjhAJNKCqWyZWux9/52undz+0sT0dRwl9c2WLpxhA/UcQ5k8bjE5546pYoDXKhODNXI0wLBl6CJUFocL0XcGyqAii2/JSLaz6DINnXQO11fqBMpzSEwDXLf6/0Q+qO3H0A7Bci/ayy1PXoj2NaFRt7O9NIE2I3g+kwf/+Jwd+HN5e6tByTZqW8kMMkYzOI0IWGa+uEacEo9JmutLnc9Wm65u7PyU6Vf3XuOktdn6xQFHl5kidZwhOedBqOAUiOtV00CZamsbzlE0QF617GVMUgzHJOT1dpODquo/NHH6zxS188fofRP92p8e0LG6yNIq70fJbWfXRd8CNnOoyi5I4HAHx+8un9KCMvCkz7pqqoqWuEaXZLdtJhcFeDL4TwuLXm4haUUvWHPqIngJ6fMN+wd/+9PoqpmpJRlPNMy8GUksE4wYvT3Zzhnadyb/vJXbN1XNugH092Yic8HURJzrPzVdKioLsV0fNCxlEppaAp2BileFHZwOTUdIVTUxXCpPhEr9RPMi6sewz8iIZrEsQpH93wKPICXUqCouDVmZubs5+XfPqqrSM1jSQtdj38JCvuyGA6DO767UqpGoAQ4jeAG8D/TZlk8reAz2zi61TVxI9ymhXJOM4YBimjKKHIFWmSgyGQEtICrvR81kdlcP50p4YfZXhRwlo/xJ9oF094jGjcXygxyhWDIKYoBF0vJIhK9UzbLjdqs6zsZzsKEs7OLyAFWBW5r1e61PVI84KZahkWtQzJMEjoejE3hgnHpl0WWlWk0BgGEUvdMf0g4ZWjrU8ME31WON2psTqIyhh+UcbwR2HOYtM+9HqCg+bh/5RS6n9TSnlKqZFS6reAv36YA3ucvHG6Qz9MWO37LK0PMSU4uka7ZnG9H5HlBZYuyYuCIM6ZqVm7efkK2PJTgjwjVVAzwJY3tUgOwiQdf8KDIgVpM54AACAASURBVLm/60gDJAVhUjBOU2wpy8/LMtxQeqXgGmBIDbndgGe6Yu/rle6ELTIFhixHUrd1Zus2p2Zcnp2t8bUzHcI0460rfQSC14+3cQ39jvqWzxpN1+RrZzq8sNgkSDOCJOe5hdqhb9jCwWP4uRDibwG/Qxni+Zt8hhV6T0xX+cZrR/jt715hnCiemavRDzKmXIOuFxMmGXGW88JiE4Xi2FSFXBVc7wcMw5RuECMRFEV50xkaFPnd4/gaN5++n9kTO+GRoAOmBsEB3fudh4Oh6xxpunQaNufXhgSpj4YgThVVSwcH0ixDSg1NExxvVxBC7euV7oQtdAFprrA0SDOFFAKplQ+QpmtStXW+crpzS1MU+Oxv3jZdk6+fneXrZ2cf6XEPavD/Y8qG5P8LpcH/s+3XPrOcmK7yxunObku21UHAO9f7+HFGlOac6FQ52nK2sxbgw7URlpRULYPnZ2p8vD7CkhBk271BBXfZDSk53O2aCZ8HqhIaFZ2igCLIiA5g9DXgeMvi1FzpdW+OE270A3qOQRRnaBQUOSih6NQr/EevH2W2bt9Vi34nbNEdhQyDFEvPiFNFs2LQqli7D4m9tSs7fF42bx8HBzL4SqkrwF873KE8eexNLVtouiw0XYI4I0gzVgcBgyBFEyHjJMMxdEBRNXQWWw4L113iTDEME/p+fs8snUna5oQHxdr+c+BnJMW9HQhbQLsmMaROvWIyU7VI8oKZmo3jGJydrdIbp6z0faJc41Snzs+/usivfOn4PceyE7ao2zrvXO/T82KmGzavHGneUqR1e/omfH42bx8HBzqrQohngd8CZpVSLwkhvgD8glLqNw91dI+Z/cq+14chaILZmkMYjxnHGR+uDTg9U0OXkrPTFT664TFXd+gHKZvDkJRyyTwpqJ1wmMRAkpdtC6PkZg/kT8I2gVxweq6KEFAIuLg24ti0y8m2y7pfFg7+tdcWOdquIIW4r3aEBwlbHFRaYcLD4aCP0f8d+HXgHwEopd4VQvwz4DNt8HdEm/a2ZKu7Bo6h41o6jiVZ6YcYhmRjFPPDp6b46IbHv3lvDcR2C7aKSZQlOAb04onhn3C4KEpj7xqgaYJhvP/VZgGWrnOiU+PVY026owjT0KlVdYZRxhcW23zZlofeSnC/e+zzIK3wuDiowXeVUt8Vt8o5fi5CzreLNn3rwvqunGvdNqnPmyw0LL5zcZOPN8asDXySIgc0lCpI01KPJM7BkZDlTDpZTThUYsARMN+0idZD9ipu79zBCtAE5BRcWh+jafDaXJ3XjrboB8muVz4IEt6+3ufc1fLnzGztDt2cB2UijPboOKjB3xRCnGbbORVC/CKwdmijeoLZG3McRQkXb3hc6nqs9iMWWinXtyLmag5KCLwwBU1gSPASaNngF5BOXPwJh4w0BFJI6hUNPyrI89LY16uScZhTNo1S5GlBVuRYms5HayMGfkqnYe6mRX77wgYrg4i6I0EJPlgZMIoyvnamM/HCn0IOavD/PvCPgeeEECvAZcriq88dUxWLf3VumeVBWMbzEczVbeqOZGMYszlOqJg2sw0HXYLclLSrGnaakeVgGQUyLz1+CVgajCY7thMeIiZgaJL10ZiqqWPpsD4sEAJajsGJRoVeHBOnio0gJFOKAoVjSMI05cUjRzh3dQuhlfouTVfHNktToWmC/jj+zKdNflY5qMG/qpT6cSFEBdCUUt49P/EZZBAkvHd9QKYUUZoxjjOE0IjznCgpMDSNqinZGCcIoTFbN/nyyRbn1z2Otquc6bhcG0SsDmNqpqRia3y8MUYNY6JJqGfCQ0LXYaHuECQ5timpWTqLzYIkywmSDNfVaVQN2hWD91c9orygbmgYUmN9lFAoqNsG7y73kZpGxZK7320aGmGaHrrmy4TD4aAG/7IQ4g+Afw78ySGO54lmqesxCFMWGg5xptA0gSEl68OIhq0jpaBuGyR5TlYUXO2O+eLpKV5cbFCgCJOChUJwdq4GCBSC6arDh2tDNkYhUarwo4KU/Td2Ncpl+aQwa8J+yO2fVkWnauscaTn0gpQgzckLxalOlXGc85eem2FtFPH9K1tMV0wKBI5RNibphwl/+P4qLy02ub4VsNB0SDINe1vkLEmL3cKpCU8fB521s8DPU4Z2/okQ4v8Ffkcp9Z1DG9kTiB9lZIWiYklsXUMKDVFAkufouslUxaJHRMcysYSgH2XomsZczaFi6yDg0g2Pyz2fvICtIEEpSPOCIM2Zck0cI2fF29+kTyI/E+6GoLxGNKFxZdOnN05p2JKaLQkSxYUbHhVTEGcZupQsbXg0HZ0oycmVoOEY5HmB1DU6FYtWRWfLTxjHOXMNC5RgGMYcmapOesg+pRy08CoEfhf4XSFEi7Li9luUDsXnhqqto2uCJCuLU/pByo1BgASyvCAtFM/M1jgzW2dpw+PEtqrge8tDQHGy4zKMUwZRho4ijnP6QYJSioqlMwgTwqTMsEjUxJOfcH9ItsXODEF3mBBnsO7nrPs5gjKtLg0VK4MAxzAoMogzRZpDmCbEeUHNlliFYCvKOOG6nFh06HrxboPyFxabDz1LZ8Kj48DrMiHE14FfBn4a+B7wNw5rUE8qpzs1VrfC3ayFoy2LMEnRpYYmNeYbFi8vNljaCADBMzNVVvohrYoJCt5bGXG0WaHpmvy7S5v4SY6fZExXLX7ypXl+97tXKfIct2IQ5zmjcTHR0Z9wIGrb0upCwvog3rc/sgHoGvTHKbFZUK9I+uOYmbpLA51NLyZOJac7FZqOTrtqkWQ5z87WHrnmy4TD4aCVtpeBtym9/F9XSo0PdVQPiUGQsNT18KPsoRSONF2Tr52d4Q/fX+NbH67jJxnzTZevn52iahkMo5hBkJHmBS8faVC3TS4mPrXtTa/hOOX0tCAtBGmumK2Z1EzBOFOcXx0xinKKAtIwJSvuFFszmGzsTtifKN2+Nva5QHRuhgMVIFQZi2/YJgNioGAYFmia4GTb5cXFOkFcYErB5ijh9Mz+4ZuHfX9NOHzuKY8shJDAP1VKfUMp9dtPk7E/d3WLPIeWa+7KFz+o7OogSFgdhnzp1DQ//vwsEo3vXt5E1xTPdOq4puT0bBVTlkbeNSVJrkgyRaNikGSK1UGIa2hsjBNyoeEaGqMwJctAamBognyfeM4kL+LzQdu+93tu526OQEZp8FO25Y0NScU2cG2dqmPRqTo8O1vhWLtKXBRs+mVbw1GYoWli33j9Yd1fEw6Xexp8pVQO/KVHMJaHylLXo2IZuJa+3TNT3+1O9SDsbX/YC1KmqgZTFZt3Vwa7xxDAOE4J4oz5hk1/nNAPYl5erNMPYrpeQrtilJ5WplCUGuNVW5BnpZys1G5OjslNSYaJ//TZxhHg2A9/a8yi9PRzBbYmcEydrhdzpGEzTjNAwzEEC02X7ihCbO9V/fiLc/t67Yd1f004XA4aw39TCPG/UqZl7nr4Sqm/OJRRPQQOS3Z1b/vDKC2omBpSamz6ye4xwpRdfZA8Vbw4X98uUYYX5huYUuPCDY+zc1U2/IT+OMGQgmbFQtNivEAhJdhsyyqL0hCMU3AtkAmEk2rdpxbJ/hvybQtsUydNi7IqOyo980/avJeArcP4Lks/ybZXr5dHlZpGp27zzFyN3iimHyTkhcCxJEcaNXQdwOJHz87cNUQzkTV+OjmowX9j+8/f2POaAv7ywx3Ow+OwZFf3tj+0DY00U8RZQcPRbznGjj7IfnHOV461+Offu4YXpQyClJ4fMY5ybEsw36zgmilJXlC3dRxDsuHFxEmKzCBTpZc24emkqpcbp4M9dlED6ragYZvUHZ1hlDCOC5quIE0V0hCgIE4VUoAuwYvAkGDpZc+FvZeEo0FUlK/VLY3FpoNr6cw1HWxd46++tIBpCP7gvRu0KiYvLDYYhgnfu9Jny4uxDIlj6ExVrE80+Pd7f03i/U8GB03LfOpCOoclu/rG6Q7fPLcMwJRr8OHamDhP+ckX5gji7JZj7MQ5K5ZByzWJ0oJzV7d47XibFxdq/NafLmEbkumKQZJlKFU+RHJbZ30YkGUawtIJ4pQwg6arsTUuJhu3TzH+Pt54AQwiha4lHO9UqbkGq/2Q0TihAMbBdthPh9m6SZiAFAlRXvaYrergbTfaqUoY56Wxn3LgZ76wwIkpl+PTVaQQnOxU6Y1jzl3tc6RtUxSCQZTy5xd7rA0iLAMWWzbfvbzJZpDwd944yYnp6h1jvp/76273wcToP1oOmqUzC/z3wIJS6qeFEC8A/4FS6p8c6ugegMOSXd1pf/jmUpeen3JyxmWh4WCbOlJyyzH2xjmBXW9oqetxbSvgq6enSbKCf/dxxrF2jaxQjMKUmZpDwza41g9Q2zevqwsQGmpSfvWZJUkUcZrx0pEWUaoYRQlBvCe/3pFsDBNcU2O65qC2+8qmWc6U1MjzgjgrqEiNlxaavPHsNKau0bAtWhVz16s+MV3dDcmMk4zf+/41+lFCzZHUXJPpuosTZXQHIW8udfc1+Pdzf93tPpjo8TxaDhrf+D+Bfwr8V9v//ogynv/EGnw4PNnVE9PVfW+C27lbnHNnL0CXksubY0xdoEvBxRtjXj/RJEoLmhWLuqOzPgqJs4wgye6QXJjo6z8dVGQZikuLmzF5wZ1NSpI0p+bozDdslrd8qmZOxTZoOAZN1+BjNcY2BNM1h7QoeL7pMFs16Y1TfvnLxw58ve+EZGq2iWvo1G2DiqEhjdIk2KbAjwt6/ifH5A96f03i/U8O98zS2WZaKfW7bKfzKqUyJoWg92TnptrLTpxzZy8AYK5uESYFXphRtQV+lDNOck51XDZHMboucC0DS5ds7+ECB5+8CY8fTZbhl71zJik16XdQgGVK4rjA0gWa0DjWqbDQcKjaBpbUqVkShaBdN5mrOxgaBJnCtuR9yR2c7tR2M8lqtqQQgiAtqNtlBVeUKAxNY6r6cEIub1/v89bVHufXBnhRMmlj+Jg4qM0YCyGmuKmH/xVgeGij+oyw96YqimI3xn+6U+ON0x36YcJgnLDYcjB1iRelnO402IoS/Cin5yfUHIN2xUQhaFYM6sbN79/r3ZsCOg5YYr+RTHjchElZOLd3ejJu9kaoCJhp2JyZb7Dhh1QMA9fWGMcFUgqkJigEzFRtLF2nbkikptgYRoyTjF/8oSP3Fa7cCclICSc7NdqOAWgkScZoHLPph3SaDm+c7jzQ7z0IEkZBShAXGFq5Cf321S3WvWiix/MYEErdOyAghPgh4B8CLwHvAx3gF5VS7x7gsxL4PrCilPq5u733i1/8ovr+979/kHE/NdwtO+Hd61v8/nurdL2Emil5frFBzTa5tD7CMiTXNn3qjoEuJUma8t6KxyCIGcUJKlP0wwJDB12ApkGcgWsKlFL0gjuXYDUDZmoWG6MYb3vz0KB832Rn4PBxBFSdsubCiwrCtDzvTRueX2jy5VNT/O03TvHO9T4X1z0+XB3yvSs9araFLguqhoUmNb767BSjMGXTS2hWdP7ml04cKMR4N65s+vzLt5d59/oQVMGrx9r8/KuLD/y9b13tkeeQqYKVfkiQ5GjA0SmXH5vINTwUhBBvKaW+eKD3HsTgb3+pTqmaKYALSqkDJYsIIf4B8EWg/nk0+J/E3syFvVkOQhO42z1zz68NtituFVJqPD/fIIgzpCxXD3/w7iqXNn3WhwFLN8ZYpmS2bvFR10OXGifbFQxdsjoI0QqFa0teOTrFRxsjljY8xmG6vWTTMDQYBSmjrGzFKEXZELtQd+aCS6BqQLBdzr8j+WDBLe307oatbTeAMWEQla/p26Jx90JQZqZUHUgTGMRgCGg44KelzIDipqTAzoUquSkvPVsVaJokzxWmKRl4CUJAtv3kC+4SsGzZ8GynhkIDKXh+oQY5/Ov3l5FoGLrE395w3TkfcxWJoWvM1G2ajknN0Xn1aJuqLfGjnH6Y8I3Xjuwa2J3rY3UQ8v2rPVYHMUma8XNfOMIPn2rfkhXzJGe6fOvCOi3XRNNuBhOKoriljeKEB+N+DP5Bs3R+CfgDpdQPhBD/NfBDQojfvFfhlRDiCPCzwH8H/IODHOvT8CTk+N5tDFc2/e2sngTHkFRtg/MrAwoEz8xWeXa2Rs3e9vqX+3zpZLkRdqTl8ubFLtd6AZvjmG+5G9RsyTMzNf74g3XSrCgLs5Qgo2A8zhgnGV6UIJTi7XGKa0rarkk/TOkFCa2KX45LwTDMMXQw9YKsKIMNFrcaO1vcmfefA8M9j/udvx7U2EOZJw4wjm6+dhBjD6Ux9zLwtos6dUpJilEEQiuN/H4FSzml0VfAhq+QZOXqZnzw7SgDSDJ4f83DlDDbcDl3eYu8UESJIs1ypJbjmjelMHTKbJphmBPnBV0v4OR0g7VRgPQkR9o233iuNPY7q773rg9JUsV802Sm4fLK0TZNxyBIs6eq2fdh1cNM+HQc9Kz/N0qp3xNC/AjwU8D/BPwW8OV7fO5/Bv5z4BODdUKIXwN+DeDYsWMHHM5NnoQc37uNYRAkfPPccinHYEvOXR+xPoyYqVvM1Ww+XvcYRzmvHW9SMW8Wb7mWhh9mrAwjxlFGnJbdinrjmJplcv7GgJZjsdT10aQiSnMEitV+gqaV3nLFEozCGNeURFmKUoqVfoita2z5EZoGaV5KOcS52ncXPnoKUoAyoCggUNwzNrXzOxa3/XlQUqDIys9FGTAMMAxJmuZIUY5BFWU2jiHKFZKgLJqydEjiHFFobPoRL84do+bI3Wv13etb/B/f+ZiKvl17kRT01yJMKcgKRadmcnKq+lR5xodVDzPh03HQTdud++Rngd9SSv1L7iHrIoT4OWBDKfXW3d6nlPrHSqkvKqW+2Onc/wbRk6Dpcbcx7NXe2QwyNCFouQb9IEUaGnXHYhQlLPcDorTgzOzNjd6/uNajZhtUHJ3Xjk8x07CZck0udUe0KxbX+gGaJkgyRdO18JMCU7+Z6jeOc1zToOuHDIOcQmkgFJc2PUxdo1U1qTsaVUfubibevrH4tLD3uaRz70YNOymRn0a1Jt9zvKwAx9DJVLm6cA3YTnTBMsvzKSn/z7Iklq3jWgZVU+fCxvCWa/X331ul5VooDTRNUnUNqpbJla2YuqWzNU4YRk9XKuPezeF+kNxRqzLh0XJQg78ihPhHlBr4/1oIYR3gs18FfkEIcQX4HeAvCyH+n0890k/AjzJs49ah2Ib2UHtuDoKEt672+NaFdd662rtDEfBuY+j5CdVtMawozcmVomLLcpM1LchRZHnOlh8zjlNeOdravUHWvYSapdFwy5hvkpWfHUU58w0bL05RqiBNFaYuQClsQydX0HQMpKaI8oI4Lr3DY20Xx9ApFFRsAw2FpkkcXds1fILSSD1NaIDa85RqOeKW9NX9MNmO84tyP0JyH80hKHWOTEqDLyiggCjeOe9QtQ1ajoFjlca+agmEAikE0zWbVsVgGGa3XKtdL6FhS5JM4ZgaRaEwNMU4SSkKCKOUhm3d38mZMGEPBzX4fwP4Q+CvKqUGQBv49bt9QCn1XyiljiilTgC/AvyJUupXH2Sw+3G3XPeHwUFkYA+ab28bEikE4yhnqmJxYrqCKgriTFFzjF3PZ6eg5YsnWkxXHVoVc9eoj6Ocui0pECw0HAoBSisNT7tiYRs6dVvSqjpM1Rxm6w7TdYuma1GzDTq1ctNwqmojEKiiDOXsGEdFmfFzu1mxDnqlPAYKYCf3QAcQpV7N3Qx+XL4NIcpceHN7o/qgmCa4NmgKvKgsiNN0KFAIBA3XoOFanJqu0q5KLF3HMQ2OTVVYaNqYuqTh6Ldcq52ayTDKMXWBpUvqlkFSgK5JcgpOdKrMNZ8ugz+RUX6yONBtrJQKgCvATwsh/lNgXin1bw5zYAflbrnuD4ODhIwOmm8/7eoUStEPUo62bYSCuq3zpVPT/MzLiwC3rCReWmjQD0tt8nEcoxQMo4xnOnWGQcxzczXqlkGnaqMJmK5ZxFmKbZoURY7UYBzGuJZB3THIUaz1x1QtjY1hiKVLHEsxjlJ0eTNFM99+du1ktQigZoknutBLqe1CJmAcKWrmJ1cgG5TeeX3bzY8SoID4gPsVtgB9u2rWMUFDYMnyIZlkBXN1i6ppYOrlBvsL802qjsHJKYc0yVjuB+SF4uxM45Zr9WdfXqAfxIiCMmsqSclVwY+cbtOwdRZalfu6ru+1Mn0UPAkh1wk3OWge/n8L/BLwL7Zf+g+B31NK/ebDHMynTcs8zCydg6aV3W+Wjh+VuS1nZmu8crQFsG+a5lTV5P3VIctbEbnKmas7WIaGrmlkRUGSFXzc9djyUnKhaNkmOQV+mLEZpLQdg6mqySjICNIMKcoiHqUUozjD0AT9cYzUNNa9iDDOiDKQEuqOpGoajKLyc36ckqQQF6Vx3c98WJRe8+2bvSZgGeWG5o64106s/aDZPRVRqoXufb8ONByBJsqMmSBJ8YKkNPaaIIkVWQ6FVnrxFVNH6hphnGHrGoVSbI1zClWqUJoS2hWDLT/dzUTacfwbBji2IM0FpiZoujamDr0gJkgyOlUHx5BMVS0qlk6rYnKyU6XhGPzphS5RkhElGZYpWag5fP2FWV69rT/sTpbO8lZIoRTzdYeFlrN7nRz0uv6ktN9HHT+fpGUePg89D18IcR54TSkVbf/bAf5CKfX8A430Np7EPPydwpEd4SdgNxf+Yer0HMZx9t7076/2We6HRKni7FyV+YbD+jAiznLOzNbwooxvX9xgYxhxfMrl9GyNNCv4warHYsthsWnzcXfMxXWPo00H15as9EMub/pMVWwaFZMky1moOXTHEctbAVFeIBTEecFUxSRKFX/lhVl+4dVFvnluGVPT6AUxYZRzvT/m1WNtFIrrvTE3RjHjOMGLMwyhUbUN6o6JoUMQ5xhS4FgGLUdHCA0/SlhsV2m7Ou8tD5FS48Yg5AtHGlzdCunUTK71AopCEWU5DdsAIaiaGsvDGEMTTFUsRmHKc4t1arbOdy/3qFoGR5sOXT8GIYjiHE3C8XYVQxckucI2NDZHEbap0Q+ycqPd0lFZwWYQc6Tt8vJCi5nGzVZWh3EN7eVRXbdPyzg+yzz0PHzKcI4N7GRNW8DS/Q/t6eNRpZUdhsDUXkXDcZzz3FydI20XP8r480ubFEqhCcWp6RoVU/L3fuwM710fMAhTslyR5oqZqoEhBRujGNfS+CvPz3LxxpBRmGNIjbplopRitmaR5DmZUlQtg+44oenoWKbOjGUwU7eIk4zVQbirOPrb372CF2Z06jZfOtUmU4otP+bloy3++myN9VHEn56/gWuZuKZgZRAzCFKkANcxsHSNmm1yfSskTDKyTZ8rKNquiSYEmVJ8eGNEFOfcGIY4ukarajNtCJq2xdKmR4FOwzWJ44x+kPLMbNnxScPmaNNlbZgQxAWvH29RKEE/TFhoOAgBRaGwt1NplYLzqyOemalwpF2hO4oY5jlNx0QA07VHKx72pAiWTdIynyzuavCFEP+QcvUdAz8QQvzR9n/9OPCdQx7bE8FhySzfzsMqUNkvtHS6U+PCjRGDccqm3+fta300IagYkpqjc3VrzPF2hd445mtnZ1jqetwYRCwPQs4uNIjTnPdXRhQFGFLy3EKLXMFHN0YcmdYYjhMu98ZMu0YpGxBn6FKR5wWJKPBUQrSdp56OYn7/nVXmmhZfWGxxtO3iJ9l22X1Bq2JRMXW+fnaWt672mK6c4PyNIRtexPFpF21rzPJWgCEFp6brbI1TVocBUxUdTUCuBDdGEUIJpqoWW6MIITV0UWBKHT9O0DULqRXM1GzSvKBTNRkKRZAVVA2DNFPlWNxyI30UpQyjjKmqyTeeO0JvHDMcZ1zdGgMZpq7h6BphUr7HMTTmGjYN1+TMbJUP10afem4/bbjySSl4elT3z4SDca/Z34mvfAD8MTcLGP+/wxzUk8ZhySzv5WF4QvsVgH37wgZogpmazZY34J3lET0/ZrHhEOcFLgKlCjbHEVLau7/rW/SwDI3rWwGOoeOYGqqAc1f7fP3sDF0vpmJq2IbFS4tNrmz6zNYcVvpjXl6oIwScX/MwBaX3rYPKC07P1bgxHGMZguVBSJ6XMXDH0KhZklFYetqDIMGPMqZrJpW+jhiV7SVdw+DFhRYLLYvhOEVo8NxsjQJBkGacaNm8vTxEAPMVF6ft0g9TLKkTJDkvzzdY8yLqjoVr5bQrDu2qSc+PWN0K8ZMcW5f82D7x9R2arsm5YIvj7Qqb44hNL0HXBT//6iJJVuDFOa4pOTtdQRcaz2zXVtzv3D5IUeGT5Fk/ivtnwsG4l8H/Z5SyCH8XuEqZBHGUUhv/vzzcoT1eHrVcw8PwhPZrNDEIU4IkpV21WBum+HFWyhAkGS8uNNE0GIwTshxOz9wUyvKjjGtbY7qjhIIylFKzJYYuWN6KUBRITWBLDUPTeG6+ztnZOt/6KOcrz3Q4MVPD0Ff5cGVEmkOmcl6Yr/P6iSmkEPSDhNOdCt++sM7JTh3TkCRpgUJxulNhqevteqlhmqNLwdG2i8oVOYqmY3F2tkHV1mm5Jn6S8WcXu4zTHEOTuIZACIGpSxYb5QZqnBX8zCuLXN8KcE1JrhRXN30G4wSB4KtnZhBC3fO8750rKW1Oz1R3s2c+aaN0Z37uZ24fpHHIxLOesB/3Mvj/A1AFTiqlPAAhRJ1SWuF/BP6zwx3e4+FhyDV8mgfGg3pC+8VtvSjhem9Mw7FwbZ35uo0XpaWujBBITdEdpdRc446Uv/OrI2ZqNo6hkRcGl9fHTDd0BkGEaxqE5JxoVwnTjOem60RpwVTVZMOLWOkHvDDfIMsUYZLRC3Oen69RsXT8KOHiRsCRlk13nKJpPumGouEavHK0xUzNph8kHJ+q8EcfrPHOtT66pjHXLLNxjk9VSbOCYZQw17SJ0oK6bfLVMx0urHkkaU7Pi0nTuAgiVgAAIABJREFUgkjltKs2l7s+U1WTt6/3OT5V4ZWjLZa6HnFaYXUYECYZH296nJmtHWju9s7V3vdrWrnSCFPuMLL3O7cPGoefeNYTbudeqdU/B/zajrEHUEqNgL9HKbPwmeRBc4cfV7HJfgVgW+MExzawTYmra7Sr1nZ1rUAIRXcUo2nwEy/M32LUFGDqkjQv+6nahqRTNzE0yZEph/mWTcWQ6BKena0ihcY4TnnjdIel7hiBoOWazDdd5lsuL8/X2ApSxnHGxRseptTIckWeK6Ik57n5GkdbFVb6ARtemRtwuetzcrpKyzUI4lJ+YrpqIoUgL3IatnVLDUTV1DnerjBbtVloOjQqEk3AjX5A3TE4PlUliAtGQRleef34FF89M80znSpfOdXhSyenSPOCb55bZjjODjR3t8+1Y+ioQvHK0RavH596II/6sIsKJ3z+uNeVo9Q+eZtKqVwI8RTIan06HtSzelw9PPeL2xqy7Jz04dqInhey3A9RQM2UCCE4Nl3lp16cu0P3XAA/emaaf/9xj8G4oGbrPDNTI0gyfvUrpwB2ddvPr3k8M1vb9WaPNJ1StTPOmWvYjOMMSxd8vOFzKS9QSjBdM1kZhLx8pE7XT1nuhzw7WyNKBUvdMWfnarvn8IdOTOFFCRujmPVhjGXopIVibRiw1PV2G3P3g4RGRec/+ZFTu+f7zy518YKMVtWiWTFZbDnoQtudi9vnqh8ktByTXhBjWxor/ZC+n7A2CvmZlxfvMOD3M9f3u+p7kuLwEz4b3MvgfyCE+NtKqf9r74tCiF8FPjy8YT1eHjTD4XGlxO0Xt315ocX59RHjMGUY5dQdkywvaFYtqrbkJ16409hDeQ4cQ+cnXppnuR8QJDkCODN3a5HYl05O7RqiHeaa9i2516MoYWndZ67p0PNiZps2dcckyct0zoabc2XTLzc7LUnHtBDb5wxgseVwYS3jeNtla5wSRClCSJ6br5Pn5Upgv3Db68endudib+HPIIj5cHmEH2VcXPd4br6Ou30rBElO1ZZ0/Rg/ynAMjXbVoOfH+4b1DjrXnyZMOInDT3jY3MuC/X3gXwgh/i7wFuVK/4cBB/jGIY/tsfGgntXjTIm7PW77rXAd15SkecGZmSqa0BhGKac6FV6Yb9Abx7cY/B0vdCct83SnwtnZ+u45eOVoi7evl0VcBSGuKVlsObshr9ePT91x/nShcaTl8POvLrLU9XYfBufXhiRZQZoVu8Y9Tgtm6vruOcxVxko/IEwzVgYxfpjx4mKT07NV6vZNw/dJq6fb52IUJby/PMK1NFquialrvL884gvHGtRtE9csG5L4UUqrZWCbOlGS065at/yOn/T9sP9cf9pV3yQOP+FhctcYvlJqRSn1ZeA3KIuvrgG/oZT6klJq5RGM77HwoJKuh63vc18I+MJigzRXJEVBkmdYUnBpw+dKz+fG4GYHkr3x6KNtlzOdGpc3fa5vhbvnAMpQjtSgZknyvCg3SvN8V/Xxbudv77mZb9isDiJ+sDqg5RgYQuBHCV6UMVWxWPci3r66RZoqmo7BdMWhVTE42ancYuxvV0fdqyHjRxnrw3B3LpbWfZQqq4s1TePMbA2lcpbWfYqioOWa9MMEU5PoUhAlOWGacaTl7qvCetC5fhSqrhMm3IsDtzh8FDyJ0gqflsfZhWvvsVcGAXM1l944xotS1oYRArAMjamKxTBKeOVoCwGsDAJmajZzDXf3u24vg3/rao8frAwxpcQ2t2Wfk4w0V7ywWD+QN7pXW2hzFNGsWLSrpXd9pOUihYaUpQrl9V5AAbsriUvrHgJxy2pr7xj305BZ9yJqto4ALq57PD9fo+HelDkYBhHn18oMnaqtM1WxeHOpixeW6axHWi412/xESYCDzPVEYmDCYXEY0goT7pMHWYo/yMPi9lhxmhe8s9Ln5FSFa5s+StMwNEHTNQmSnDxXXO8FvHK0yYU1jzD2qVj6bsvF2+PRfpRxulPho3UfANPQKAroj2OmKhZvXe3dddyDIOFy1+eZTp2XFjT+fKmH1BTPzpYe8XI/wI9S8gLmmy6vHG3eEn+frVn8yYcbhElOs2IwXbF3c+ehXH1c7wco2H2AzNZspGTXkL/3vSGGplhsVznSdplyLV473rplvpquecuDY8dz3y+sd5C5vluY8Elo0Tnh88GTrHj7ueRBUzpvTymda7i8vNggSDNcx8Q1SpGwuqPj2pK5ukMBaFrZAUtqkuV+sPt9t8ejq7aOIXWem69ve+EpmSo4NVPjcte/57hvH9/OMT9a9/hwbUSeg6VLLF2ytidFE8r4++XNkFOdCg1Xpz+OubidpdN0TQZBUubsC42abZDn8OHaiDTPWNrwdwXbgiRjlBR8cH2Lq70x76z0marcqjP/sDs1fdL3ARO9+AmPjElI5wnjQZf+d5Ojrdo6/XFCP0gIkpxrvYC5ukWzYvH8fINRlHDuao8bw4RTHRepabQqFl8709k1dLeHTDa8iKXumDjNaLnWLZup+4379vGNooQPV0dc3hxzrG3TG6eMooyzc1UajsnGMObVYy1sQ+Od6wP8KOHV421qtokXJVxc90iygteOt8rq4F6ps7MjahYlOcMw5oO1ETXTJCpK6YQsL+h6MWmR89rRNrMNa9+0y8NmEuqZ8KBMQjpPMZ82pXMnLv7u9SG61FhsOriWBFQpTSA05hoO7y33mW+4VG1JHGd8Z8nnC0caADQcg4FfyihcXFdlqz5rjIZgrmntbkQKTfDvP97kSs9nZSvCMSS5yjnZqeFHKa8cb1G3zTvGPQgSVgYB5672SYucqm3gmDrrwzHvLfd5bxkWGi6vHG9iSZ2eF9FwzV2vOM5yTnaqLPcDNkdDltaH9IOYrSDne5e3kBp85dQU7y779McJhqZwTJ1RnGPqGu2qzpVuQprmTNVsqklGP8gZRwn/drnP29cH/OiZGX5kzwPubjyMUMyTomo54fPBxOA/YXyalM4rm2W4ouWYnJhyePNSn2ubHq8ebbLpZ8RFzk88P8uGVxYtCQ26XkwhYMo1SZKcLMv5ww96JGnOq8eamFLjUnfM+igjTrvMNSp85+Ims1WL6bpFnGZc2vAZBRmzdZO8gKWuz8rWmJVByCvHWky5Fo1KOe6dlYFr6qwN+9imwWAcsNKPudrzUEphSo2PM49LXZ+apdOumrx8pMkvf+k4gyDho3WPPz6/zlTVou/H/GDVZxRH1G2dcSTobhdILTTcMuae5nihz8npClNVmyhVuI5OnBRc75XVwFGquDaIaDkmDUvnz5d6+GGK0AQfrAyIc8VC0+aZ6RoVR9817MADy2982vmeMOHTMrmqnjA+TQ3Am0tdWo5Js2JyuZvw7GyFDS/m+1f6fOFYm5laDS/OCOKMkR/x8YYHQjDtWpyYc1n3EpICxkHCbMNhqmpzedPHFOBHCavDDCk1Vvsh1yzJ6U6NS5tjskLRcCVBqvDilMFGBALctSEfb3gESYauSaK8IExSpqsWDcekXTWxdI3LGx4XN0bUHINRkNL1C+IMzO2+ilkBf/bRJm9d2eJk22EQplwbhCyt+3y86YECXdeIsgI/VWyNQy51y0KsqiFpVm0yFJujiCgr2PQSKqbE0BRrXgxK0XAtUDpIwXcv97i6Oeb3vlt27XItKAqI0rJ/7evHp3lhocZ3Lm4iBFhSlqmWQuCakinXuiWvfhAkfOdil+99vEmcK56ZqfLjL8zRdEtNn0vrHkGcgQYvzDeYqdmTatoJh8rE4D9hfJrqyp6fML/dTSlKc+quQdXR8aOUZ2erIAQbw5BrvYCuF2EZEqUKNvyIMM95fr7B68fbXN0si6LK7ynYHMeMwhSpC2qOiehH9L2Ud8I+htQwpEQVOcMoJoozsrw0lOMi58pWgB+nWFKjZul0/YSeH1OxDebrDostl/NrfboBrHn5Lb9PpgBV9p7NCvjelS3Or5a6PQ1TZzNMGMSl/ENTFAz8lGGQsLW9vxtGYGiC7jCmXpFcHYQc1TReP97gwxs+l3oBVUunU3egUAyDlI/WPYI4xU8gozx+EpV64BYQRHDu6iZ+lDFVMRlFKabUkLrGDx1rYknBlZ7PbGrD8dLY/8G7q3zvap+2q+MaGkvrHtf7AcdbLkletpB0DZ0bo4APVkfEM4q5hjWppp1waEwM/hPI3dL89osbT1VNLqwO+WDN52pvjCE1FlsOLVcnyQpAsNwP+GhjxEo/xNA0HFMr499jhS5WcC1wTA1LN1gZhLiWZKUfoVEwX6sghMAydcZxwl9cH+L7ivC2sWmURto2YctLUQpCCrp74/hxyvow5fvXR/c8DztiDUkGQVY+FFa5+XBQQD/e+dtNYqAfZJg6dIMMA7ice8RpxroXMBzDlpexOYxo102StCDPFXFSYOmQZ+U3Fnu+T1fgxzAMExQKL8o4PlXBizL+8Ac3ONpyMTSNdS/kq2c6LHU9lro+UxWD2rbxzoAfrGzx3rUtjk+Xm9utiknTtdClYK5hHXijdpLKOeHTMDH4TxGfpMdiahr/9sIGmhA0Khp9L+X8asIbZ6ZZHUZESc75tREDP6FiGwRRytVeQrRt0ZSCUQRbUcGMG3N5C6Qqj3dyuspc3S7j/HnB5U2fLV+R7zO+YvsnKe5sYr6XR1FbmgFZdnNcYaT4eDMg3HNwkcK1XkIGVDTQNNDEPl9GuZpIi3LzuOaaSE2w6UfomiCIczb9BFcKpmoW565uESQF4yRnZru1YX+ccPHGiNV+SJIXzDZcFAmGLvDjjFZF58Yg5i3uXscAD0e+e8Lnk4nBf8LYW4U6VTV543RnV+vmk/RYfu9716huG/IoEbS3QxUfrg4J4pxBkLI1Tiko0AowdElW3LR8e433RgB+FIMGRQbnrnksbXjouiSIc0YpdyUF0idMLSDd/rn9SRPv+ft452l1l+/QgEGQsZAVOKZOlGYsbQWkeUGY5BxtO1wfhBzph/TDCC9KWR+EbG1740kOWQ4NGza8GMeU9MIMQ0HXjym4QdXUWWw5PDtXY3UQ3ZISu8P96vLsXQ1AuXoRsO9DZbJy+GwzKbx6gtjJtklSxXzDJkkV3zy3zJXNsqp1R49lFCWcXxvy1tUtPljr89G6R82QHGtXaFctkixnEERsjRMMU0OXkOc5mibJ0oIkze7qZacFBFnZsT4BBhH0/Xsb+886CshzGIxjRkHMxjBECKg5Ej9Oub4VYmqwFcS8+dEWg3GZ///BioeXgCrKGy6I4MrmmL4fMfZjLm14LG+NEUWBrgmubIV8eMPn4o0h71zv3zGO+9Hl2VvIp2vwwcqAD1c9pCbuKPJ6XH0cJjw6Jgb/CWJvto0uJc2KScsxeXOpC5QeWdeLubDmkReKmiW5tlnG5MdpTm+cURQKP87woxxNgyKHrp+QqQKlCnRD3lKUtR+32/WM0iP8PGMBTQuOTZnYpizVQlWOqQuSopSqqNiSnl8WkjUrBq2KiSYLCrb3NgyYrklsGwqV48U5/SjFtXWqroltmtQrFnVTZ+DHJGnBxfU7m+7cT2OUvauB1WFEq2LTdHXWhtEdjX0etPHPhCeficF/guj5CVVb3vJadduIQJmyebnrIwBTCpJMEWUFXznVZBAkxEnKKIpJ04xcwXTNwQsT6raOJgRxkpPE6SfGqe+Grn+2jf5+QQsDcPXS2FcdgaZJmhUbS2pYEmzLYqpiYQiFbQo0YBSmpFnBiSmHtICqZdKpG3QakqpjUbH///bOPTiy7K7vn9999lPdGkkjzWt3ZmfHM7u2d9fexYBt/MbYBGxIqIqpShFIUgbyAAMhRR6VSlKVCilSKSAkBGPHgQRsB+NNFuIYbKiYhRjbszu79r53ZuelGY1GI6mft+/75I/bmtFoWq/Rq6U+nyqVWt3nnvPrc6++957f+Z3fsVHdGeGJSo579hUpuSZDrkmUZiJuWxAkKX7S28e0nmysi0cDXpjg2AaOZeCFmSNv8chAZ/Tc+2gf/ipstk+zV301L+TLL1zjT56fwo8TDg0Xu+l4Tdp+gmko/uylaZRAJ4opGTbTjZBWGGKIwrFt7hsrE4YJ5+daiAgjQ3Z3s/KEnCmUcg6tIMziyuMYE3pOvC5Ha4//z/dyWiyejwg6CkiYvdTAJXP3B0lA04MggmanQ9m1KOZtCo5JO0wpuhZ516QdxLSDlLydEkTZwbGCTpjgBVksa5wo2kGEY/o4JhgYJDFMVPI9E9KtNXR38cKugpNtFA+KwkKm00Ujg5UWgWnf/t5AP+GvwGb7NHvV98VvXeVTf3GeF6/WGcpZhIlwdrrJN167wQtXa8y3fVzH5PmpBqYhVIou852QVKUcqRY5eWCIpp/gmgbvfmCMDz9ymLfeP87hajELMzQE04C6F3CoWuChw1XGygWq+n/1rgnIbgbNCKIo8+13IkgNGCs6mKbBhdk24yWbiVIOz49IU4VtZqGfKdmuYA8fGebERIm5VkjDDyna0PYjrtQCyjmbY2OFm/MGS6+/hdDdd54cX3Hv3MWjgYOVHPNtn5qX7UWwdGSw3MhhpOhq3/4eQQv+Cmy2T7NXfWevt5ipdxAxOLCvyBsPVbBMg6afAAbDRYf7RssMFx2m6j737y9leeTbAY4l2KbJoX15Th4s8+p0m0rBJm8Lh6s5KgUbRBBMjo6WMUUQQ4iSFLGgZIG5qtWalYglE+ScDfdWCxRdizBOeORIlQShXHC4f2KII6NFHNtmeMjhjUeqPHp0hJGiS6qEUxNlDlWLOI7NUNHl4XuqPHpsmOPjZcbLuQ1df4uzdMYpPHioyqmDZZJU3ZEBdLmMnrPtQPv29wjapbMCm53Yqld9XhgTJSlxCo4llPM2Bys5QgWnDpTohArHyrznzSBhKOdwqJpjphlke8A6Jm+6d5iSY3F5zmOimqPRyaZd314p0OiEHN5XZK7t8/yVJoeqeeZbEdfqHRwTynmbIIrxQoVjgjJA0sxN4dggBngBFC1ox+BakCrorMcftEcQbl/iZQIjRYcwirEtk5GSy0jZQQHtrrvmSDXPDzx8kEoxWwn91MVZLt9oI4bBsf0l/CTh2GiRdhBzeF+RR+/ddzO7KdDTp77e6289ezP0KqsTvO0dtOCvwGYntuq1v2rDj5gLIsIEUDalvAFiYKkUyzCo5rPJWYSbflfDMDCXzLz6UcpENXcrj0s7YnLe47WZFn/8whSzzZgkhReu1jBE0QmhBThRhAgEKTcXYi0IWxBlC5K6AwUUMMjzd0vXkqVAO4hIEkXDS/nquRnGhvK8bqyEYQhznZDzN1rMtnzuGx+iHcR87dwcZ683SVXC187NEKcK2zQYytnkHYMXp2rMtQJMU0AJaUq2Z4AI52aa3GiGVIsW944Ue24+v9TXPlJ0mW0HG/K9a9/+3kG7dFZgs/emXVxfzQt49lKNg5UcE8UcSZpwebbFtZqHUinFnIVtmrzhcIV5L2C+neXLma53qLUCCq6FLUIcJzx7qcZ0vXPTrpGiy9fPz/GN83M8d3WeuVaMCFgCc+2EqVZ6M9QyTMFPbhezhYU5JpCkmX+6HmaTvAs/moy6r2h3/fhhAg0v5OnJGtPNgJJjUrQsvn5hjj9/ZYY/e2mGydkWYRgRhQmXZttM1z1mWh3acczXz81x6UabKFE0OgmNTkSYJFy60eLxpyeZbYQUHaGSs25bn7HA0jmiejvm8TOTzLfDDfnetW9/76AFfwW2ctejl6eaFB2Ld5+a4AfedJiTE0MUcjZNP+ahI1U+9MghHrt3mLxj8eCBCq8/MESSKqabHR67b4TvvG8U2zIIUyg6FkN5+6Zds+2AasGi3gmptUMKduYqKhdt8m4m5nkDKs7tQp/j1pDPBBwDlGQXiUvv0MVBxQByRtZfrsD+YZtyziRRKY6ZZfAcKrhMDOcoOjbTDY96EIIpvO5ABce1s/Bay2LIdSjaJkXX5rUbLebaIY0gIkoUhhhcqfm4ppBKyvHxCgeHS7etz1hg6RzRrBcwnHeY98IN+d61b3/voF06q7CRvWlXqm/BL2oYBuW8ww8+es9N3+07T44ve/ziHaMeyGcSvNjnC7fiqYu57j+iY9INu0apTLgtC+4dKxNfbzKUN7neSHDsLOrEJssrc3DYpd6OKOct5r2QsbJLkirqnRgvSFFpthoXsgupl7cnZ9xyFS3HggspZ2QTi9vhNbK77YZk4t3LRCH7XpYBY0M2YZJl4RwuWEzOZwuXDJUgpsmx0SEUKeemG1QLNkGcYJtClEDeMUkDRc6CplLESpGkirxrMTKUo+hYlHIOR4ZdXpn2UEpRzdlEiWKy1sYwDB48NESQQNFdCKE0mar7t9m71NfuhQmlnEk7vDUmu1vfu/bt7w30E/4OsZ7Vkus9TgFX5jvUvBClUsI4yURVgSWCYWX5VwwEx8qEwbUzkTclEzrbhE6s8KOUhh9SytmMDeU5PFKi4Jh01wjhkl1Ey7l51rKDpsmtaCFrm65Ia1GitF4mGnQTppG5wizTpFqwyDsWtmVRznVz4RsmlmEwWu6ukLYsvCihYBm0g5QwTSg6FkXXQgyDTpgSJ9kEvQJanRgDKOcsLs/5VAs2lbxDrMCQzLefpil1P7ltArflJ4yUbhfbpddGwTFp+cnNuR/Y3M1V7vYa1uwcWvB3iLudH1jtuJoX0vRjCq7NeClHJWfR8FO8ICIIIhQK24DxoQLDRYt7R4tEMZRzBsjtItfohBgGCAavP1ih4UV4YcL+oku+q/S2k40YltP1UGVPySut0jWAffnstyEbH3a6K3w2XjI5NmIhJkjX6F62u2ZmR8GAUsGi4UVYQBRHzHcC9hUchgtZzL1tQr0VEIYJR/flUUoxMpQjTBJc0yRvGxwdKZCmgmMJLT/CMYU0VURJhGPC/qEcc17EfaNFRsouTT+mEYQcqrjsL9vMewGuKcRJQq0dMt8JeevxsdtsXnptjBSyNRvDBWdT5qCWstlzXJqtR29ivoPcbYTDSsctbIqdqJRXpps8P1nnzMVZZtsBecfmQDnHI/dWiFJF009xLMni+ls+c62QVClsI8uVb1sG1YLDaCnL0z7bCnjtRpt2GFN0TIYciwvz2TaHiaSoVJHE0AlvuXpKFjx4sMKJ/QWeuVTn/KyH1x0O5ID9VYtq3kEQSgWbViei5ofU2xFe0HsF7HJUbCjlLSzDoOBYzLd9rrWzJ9C8wLH9Be4ZKfHOk6OcPj/HV16ZZt5TmNxy6SRkPvmCK7iWQd61ODUxxORch2rBJowTLNMk55hMVFyqOZvL8x0m5zuMD7m8+egwpyaGuDTncWW+Q5ym3DdaZryS4+vnbnC96XNhrkMcpxRsk6Jr4tgWbzsxgiEGYZx0b0AKlBBEKaW8yRsOVnjuar1nFtWVro3NiNJZCR2ls/OsZxPzLRN8ETkC/DYwQfb/9HGl1K+sdMygCf5WsNjHv0Dd83lxqsmJ8fKyKXHPXJxDqWzXJkOEl67VOD5WJkwUfpQQJYo4SQhixVvuG+G7TmRPl0vF5fxMi6JrEyYJ52fazLcDHr5nmIePDN9WfiESCHqn6V1s25OvzvDKVI3nrjRo+BG2ke2iNVrOUc45iJFyeLhInCosQ6jmbb7r5H6qBWdNAgjw+acu8eUXpwmibFPzFAPXNHjHyf2UXJMHD1Vvzq0s3FQX0hMDeEGMabLifM9qxy3Oc790e0stoprlWI/gb6WzLQZ+Tin1tIiUgadE5EtKqRe2sM2+o9cTEMAzl+f51uUas+2AkaLLG49UeeTI8Lqe8K/VAqbqHl4YYwgkCqZqPmmqKBcsTBEuzLQ5N9vCVDBadMm5FpWczXtfP8EbDlW4ONvm1ekmfhTj2ha2KUzVPeZaIa/NXCOOFXOdgE6QkKJwLINXp5v8wTOT+EGCY5nUvJAwTRHg248P865TB/DChJemajw32eCz37hEGEdEEVgmlAoOcZLS6MSEEeTtbJFXx4cgyeYPKiWLkmsRRYp2FGEATS/FkGxxmBfdmjfIAUf3u/ixIkkUY0M5Xr5Ww3Uszs94zLR9Zmo+U/UOUZK5r97zwDg//q7XUS04fOrJszz+9CQvT7VvG1GUDEjUNKVctqVhqxNTzlk8e6XG/rLLPSNFFPDKtSaX5tp4QULTj5c9jwv7FTf8bLvHmhfSiVMODOU5czFLgzxRySOG0IlY0/aW67nuVqtnpWP0k/zeYNtcOiLyv4BfU0p9abkye+0Jv9cT23TTp92JuNrwqXkhjikEccpw0eHEWPnmk+lqdSZK8dJUgytzHqkCP06YbycUXaHpRySpYq4d4EcJ7TCi4DhEccpYOcdIwaFcsBguulQKDkOuxY2Wz1Q9ABQPHanw1Pk5zs62mKsHRInKYvXTzN9tSLba1pbMh18t2hRMk06UMFRweOhQhelmxLWGR63lc6WRkHJrInTxBO9yETILWGThoYYJYZTNLyx3xRYMOFh1sG2Dq3WfA0M5hvMOZ683mFm0H6MDuC684/gY735gnF/+k5e5UY967tJVseHUwSoHKg6JgqOjJfYVHESEdhgRRCl1P8Y2wBRhuJjjUDW37Hm8cKPFl16YQqWS3VxrHWa9gAcmyhQch3on4PBIqefGJ2vlbkYKKx0D6JFHH7OeJ/xtmbQVkaPAm4Cv9fjsoyJyWkROz8zMLP14V9Mrd858O+DcTIswTqnkbCpFl2reJYxTap1o1RjmhTrnvZBWEDNazhMrRc2LGS3ZeFHCvmIOL0zoRGmWojfvdHc4sgmTFAzFdCPgRiuk3gmYbgZYlokhEMSKP33hOqkyyJkmKQol4Ji3Fl2lKhPdqLvPaxQpyoUcrm0RJQnfvNLgWq2NZRg0gzS7MXCn2At3iv3Syd0UcB2DNM1er/R4ogyIlOB1k8bNNAPmvIhmeKvuggmuDXEI37wyz2999Tx+GBEsU3EKRGnCvBcjCHGaYphZhM1sM+TCbAsC1fudAAATBUlEQVTXMjAM4Z7REtWCteJ5nG0HPHx4H289MUYpb2OaMFLM0QxTCjmL4WKue43cfSz73eSAWukYnSd/77Dlgi8iJeD3gY8ppe7YuVop9XGl1GNKqcfGxsburGAX0yu/eJJme50maYrdzZFj20KSpsSpWjX3+EKdXphkE6y2kCQpQZKFVkZximkKeceg5Jq4tokpBlGqcCyI0pQogRRFlCTMt0Jc28C1TRTgWoIXJrSCiBTBtUwc08AyMrE2ydIsLHyrLL1AjGGAbRmoFJqdGD9OM59/ohDj9k3BV2I5QU/S1S/WKM5s8aMUyzQIuvsFxIvuMgpuRiO1gpjZZkAcr9CugjBKCZLMnRQn2ezDyQNlMKDeichZBveOlCi6Fo5lrHgeW35MmCS8OFXn2cs1Juc7iGTzJACObZCk6YZy0N9NXvuVjtF58vcOWxowKyI2mdj/jlLq81vZVj/SKweJaRgUHRPTMIhiheNkT8imYWAZsuY4/IJjYohkx5oGrmkSRJnomiI4poUhmc+50QkxBfxIdd0xirGSi4hBrFJsU5hvBly40cpuJGlKkiocwwARDMnCKyETSjGyOPYwupV+IYqzVaEHqzmuN32iJMUQg7xtEEQpWe7P1dMyLE1Qdqvfst/hkgoWlzcBw8jCHZM0xbWEnGVgcmvXroURxMJ3cB2TKImxwjsXfBlk6xIcO5vATRVYplBwTIZyDsdGSpgClYLN9aaPP5etd6gW7WXPowKem2xQLVgMF2zqXsiFG23uHS1m3y9KMQ1jQ7Hsd5MDarVjNjOnlGbn2LInfBER4JPAi0qpf79V7WwVNS/kqYuzfOXlaZ66OHtX+UF6xSkPF12Oj5VwLIO6H1FvB9Q6AY5lUM3ba47DHy44lFyLG80OlgjVgsWNVkQ1b2OKYihvkbMtirZBwSZzr3RCHNNif8nl8HCB0ZJDwbGZnPV4+tIczSAmihMc02C2FRAmEVGS0IkSOt2vH5M9JdiSZc6E7CJq+j7lnEkxb/E9D03wyJFhSq7JvpJNGN/yvS9Ox6y48wJcKvYGEIRpNoIwMj/9cuUVYEpKzhY6sWKs7LKvYOPY2ecpWZbPMMxSRtw3WuG9p8bJOTZ2j/8EAXK2kLcthgsWCoVlGDdzyVfzNgcqeV6YatD2s4nlhhcz3woZKfZeDZAtgEsAYXwoR9G18MKYIEzw/Jj5tt+9Ru4+lv1u4uNXOkbH2+8dtjIs8+3Ak8C3uDWa/ydKqS8sd0y/TNpuZnjcdkfpGN20lnnXwBSDizMtrrdDwjDBtbM0Doeqed54pMrRkSLPX63zG//3LC0/4mA1TylnUfdjml5EO4wYKeSY7wR0woh2lKISKDhC3rFRIuQsoVJwcS2Dg9UCbz8xxttPjFHzQp549jJPna9xpeZR93x8HzAg72ZP4UGSpXJYLUqnEycUbJPRco7RksP1us/Z6028MIvTrzhwcLhAGCeEKQy5JsfGSrxuosz5GY+p+TYX5pvUmopEQcGBh48M83MfOEWUKs5cmOMPn73Cq9fatLuuo6IN9+8vcXA4T8m1OTSc5/homXLOQsmtUNJnLs/zyrUm041s5cE9IwWOVItUilbPEM2vvDyNZcDVuo8XZjH3Xifk0lyH+8fLnBgv8/Aar4P1Xnc6Smdv0hdx+HdDvwj+3cZZ71Z+5tNPQZoipoVjCSNFl8m5Fs0g4We/54Gb5a7XfZ6/UmPWC/CjlPvHi7zvgQM9FwAtZatizNd6rpYTrI3a9ZWXpzENYaor4AXH5EAlR5KqnjmRBu3a0mw9/RKHv2sZtKRQQ7lssnFokRuik6g7JupGyw4P3VNdMbnbciyO9ABu+oPPzTQ3JHQLse1Az3DCBZZLgree/WF7sdgnX3ZNwjjluckGpw72dnes1V6NZivQuXR6MGhJob7tvlHmvJimF5LECU0vJAhT7p+4XbQ20gdbFemxGSms17o/bC8W++SRbFpYqWTZ3EGbnXJbo1kPe1PBNsigPYW9/cQYrU7EuZkW15shRcfkHadG2V/MJic3ow82e/ewxWx2Cuv18tCRKlfrPk0/ouCYPHSkSrxCDOpO26sZXLTg92Cjw/zdRrXg8IGHDvacXN6sPtirN9FSziJJ4IED1ZvveUFMbm9eKppdjp601WwbezHSQyc80+w0fZdaQaPZq2ifvGY3oV06mm1h8ZPwcMHBj1LOXJzbE+KoffKa3YJ+wtdsCzoBl0az82jB12wLOgGXRrPzaMHXbAuDtrZBo+lHtOBrtgWdgEuj2Xm04Gu2BR3NotHsPHo8rdk2dDSLRrOz6Cd8jUajGRC04Gs0Gs2AoAVfo9FoBgQt+BqNRjMgaMHXaDSaAUELvkaj0QwIWvA1Go1mQNCCr9FoNAOCFnyNRqMZELTgazQazYCgBV+j0WgGBC34Go1GMyBowddoNJoBQQu+RqPRDAha8DUajWZA0IKv0Wg0A4IWfI1GoxkQtOBrNBrNgKAFX6PRaAYELfgajUYzIGjB12g0mgFBC75Go9EMCFsq+CLyARF5WUTOisgvbGVbGo1Go1kZa6sqFhET+I/AdwOTwDdE5Aml1Atb1eZWU/NCzs00afkxpZzF8bEy1YLTt/Wupz1gzTas1d4LN1p86YVrvHi1gR/GjFdyHNqX50ClyETFZaToMtsOlq1noZ1rNZ+6H1LJuUxUXWxDeO5qncm5DolKuW90iPvHi4wUXZ67Uuf0hVkanYhyzuTYWBnHMqjkHCaquTX17Xaej+0+97vdLs3G2Mon/LcAZ5VSrymlQuAzwIe3sL0tpeaFnLk4R5LAcMEhSeDMxTlqXtiX9a6nvSdfneHJl6+vyYa12nvhRovP/OUFXpxq4IURYZxw+vw8z16q8dr1BpdnPR4/M8l8O+xZz0I79XbMdMMnjBTX6m1emmrwiT9/javzPkEU40eKMxdu8NJUg0/9xWv80fNTJHFKJ0x4babDF755lan5NtMNn3o7XrVvt/N8bPe53+12aTbOVgr+IeDyor8nu+/tSs7NNCm6NgXXwjAMCq5F0bU5N9Psy3rX0958O6DWidZkw1rt/X/nZggTEKCSdzEsk0rBptFJ8MKEV6ebDOcd5r2wZz0L7cx6AQXHpFp0KLoOZy7MMlxwud7wKTg2o2WXoYLL0xfmuNHwESAChvI2timYYjLVjCg4JrNesGrfbuf52O5zv9vt0mycrRR86fGeuqOQyEdF5LSInJ6ZmdlCczZGy4/J2bd3V842aPlxX9a7nvaSNCVObz81y9mwVntnWyGGKJI0xTKFKFHkbSGME+JUUfdjSjkTL0x61rPQjhcmOFbWnmMbzLUjKjmTZphgW9klVnAN5tshYZxgiBDGCssUEqWwTEU7iHCsrK7V+nY7z8d2n/u10q92aTbOVgr+JHBk0d+HgatLCymlPq6Uekwp9djY2NgWmrMxSjkLP0pve8+PUkq5jU2DbFW962nPNAws4/b783I2rNXekZJDqgTTMIgThW0KnUjhWCaWIVRyFi0/oeCYPetZaKfgmIRx1l4Ypewr2tT9hLJjEsXZTcoLUoaLDo5lkiqFYwlxojBFiBOh6NqEcVbXan27nedju8/9WulXuzQbZysF/xvACRE5JiIO8BHgiS1sb0s5PlamHUR4QUyapnhBTDuIbk549lu962lvuOhSzdtrsmGt9r71+BiOmQ3p6p2ANE6oexFDeZOCY3JivMx8J/Pf96pnoZ2RgosXJtTaIe0g5E1HR5j3AvYP5fDCiBvNgIYX8Oaj+xgdyqEAG2h0IqJEkaiEA2UbL0wYKbir9u12no/tPve73S7NxhGl7vCybF7lIt8L/DJgAv9FKfWvVyr/2GOPqdOnT2+ZPRtFR+msz14dpbM6/RoN0692ae5ERJ5SSj22prJbKfjrpd8FX6PRaPqN9Qi+Xmmr0Wg0A4IWfI1GoxkQtOBrNBrNgKAFX6PRaAYELfgajUYzIPRVlI6IzAAXN6GqUeDGJtSzXewme3eTrbC77NW2bh27yd712nqvUmpNq1b7SvA3CxE5vdYwpX5gN9m7m2yF3WWvtnXr2E32bqWt2qWj0Wg0A4IWfI1GoxkQ9qrgf3ynDVgnu8ne3WQr7C57ta1bx26yd8ts3ZM+fI1Go9HcyV59wtdoNBrNErTgazQazYCw6wVfREwROSMif9jjsx8VkRkReab783d2wsZF9lwQkW91bbkjLahk/KqInBWRb4rIm3fCzq4tq9n6LhGpL+rbf74TdnZtqYrI50TkJRF5UUS+c8nnfdOvXXtWs7cv+lZETi6y4RkRaYjIx5aU6Zu+XaO9fdG3XVt+RkSeF5HnROTTIpJb8rkrIp/t9u3XROToRtvcC1vY/DTwIjC0zOefVUr9/W20ZzXerZRablHFB4ET3Z9vB369+3unWMlWgCeVUt+3bdYsz68AX1RK/VB3s53Cks/7rV9Xsxf6oG+VUi8Dj0D2YAVcAR5fUqxv+naN9kIf9K2IHAJ+CnhQKdURkf9BtknUf11U7G8D80qp+0XkI8C/Bf76Rtrd1U/4InIY+CvAJ3balk3iw8Bvq4y/BKoicmCnjepnRGQIeAfwSQClVKiUqi0p1jf9ukZ7+5H3AueUUktXwvdN3y5hOXv7CQvIi4hFdtNfugXsh4Hf6r7+HPBeEem1V/ia2dWCT7ab1j8C0hXK/LXuUPNzInJkhXLbgQL+WESeEpGP9vj8EHB50d+T3fd2gtVsBfhOEXlWRP6PiLx+O41bxH3ADPCprmvvEyJSXFKmn/p1LfZCf/TtYj4CfLrH+/3Ut4tZzl7og75VSl0B/h1wCZgC6kqpP15S7GbfKqVioA6MbKTdXSv4IvJ9wHWl1FMrFPsD4KhS6iHgy9y6W+4Ub1NKvZlsGPz3ROQdSz7vdffeqbjZ1Wx9miyHx8PAfwD+53Yb2MUC3gz8ulLqTUAb+IUlZfqpX9dib7/0LQBdt9OHgN/r9XGP93Y01nsVe/uib0VkmOwJ/hhwECiKyN9YWqzHoRvq210r+MDbgA+JyAXgM8B7ROS/Ly6glJpVSgXdP38TeHR7TbwdpdTV7u/rZL7FtywpMgksHoUc5s5h3rawmq1KqYZSqtV9/QXAFpHRbTc067NJpdTXun9/jkxQl5bpi35lDfb2Ud8u8EHgaaXUdI/P+qlvF1jW3j7q2/cB55VSM0qpCPg88NYlZW72bdftUwHmNtLorhV8pdQ/VkodVkodJRu+/alS6rY75BJf4ofIJnd3BBEpikh54TXwfuC5JcWeAH6kG/nwHWTDvKltNnVNtorIxII/UUTeQnYtzW63rUqpa8BlETnZfeu9wAtLivVFv8La7O2Xvl3ED7O8e6Rv+nYRy9rbR317CfgOESl07Xkvd+rTE8Df7L7+ITKN29AT/l6I0rkNEflXwGml1BPAT4nIh4CY7M74ozto2jjwePdas4DfVUp9UUR+AkAp9Z+BLwDfC5wFPODH+tjWHwJ+UkRioAN8ZKMX4wb4B8DvdIfyrwE/1qf9usBq9vZN34pIAfhu4McXvde3fbsGe/uib5VSXxORz5G5mGLgDPDxJfr1SeC/ichZMv36yEbb1akVNBqNZkDYtS4djUaj0awPLfgajUYzIGjB12g0mgFBC75Go9EMCFrwNRqNZkDQgq/ZM4hI0s2A+JyI/F43RO9u63qXdDOwisiHRGTpatjFZasi8nfvoo1/ISL/8G5t1GjWixZ8zV6io5R6RCn1BiAEfmLxh93FQeu+5pVSTyilfnGFIlVg3YKv0Ww3WvA1e5UngftF5KhkOef/E9kilyMi8n4R+aqIPN0dCZQAROQDkuWo/3Pgry5UJNm+Cr/WfT0uIo93k289KyJvBX4RON4dXfxSt9zPi8g3JEvc9y8X1fVPReRlEfkycBKNZhvRgq/Zc3TzjnwQ+Fb3rZNkKXwXkpX9M+B93eRwp4GflWzzid8Evh/4LmBimep/FfhKN/nWm4HnyZKfneuOLn5eRN5Plh/+LWT52R8VkXeIyKNkqyXfRHZD+bZN/uoazYrsudQKmoEmLyLPdF8/SbY0/SBwsZurHeA7gAeBv+imjnCArwKnyJJZvQrQTcTXKy30e4AfAVBKJUC9m/lwMe/v/pzp/l0iuwGUgceVUl63jSc29G01mnWiBV+zl+gopR5Z/EZX1NuL3wK+pJT64SXlHmHz0voK8G+UUr+xpI2PbWIbGs260S4dzaDxl8DbROR+yJJticjrgJeAYyJyvFvuh5c5/k+An+wea0q2g1WT7Ol9gT8C/taiuYFDIrIf+DPgB0Uk381G+v2b/N00mhXRgq8ZKJRSM2RZUz8tIt8kuwGcUkr5ZC6c/92dtF1ua7yfBt4tIt8CngJer5SaJXMRPSciv9Tdueh3ga92y30OKCulngY+CzwD/D6Z20mj2TZ0tkyNRqMZEPQTvkaj0QwIWvA1Go1mQNCCr9FoNAOCFnyNRqMZELTgazQazYCgBV+j0WgGBC34Go1GMyD8f6nh8yOlRJh6AAAAAElFTkSuQmCC\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": 1.922056,
     "end_time": "2019-05-29T17:03:13.518309",
     "exception": false,
     "start_time": "2019-05-29T17:03:11.596253",
     "status": "completed"
    },
    "tags": []
   },
   "source": [
    "## Profile evaluation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "papermill": {
     "duration": 2.216665,
     "end_time": "2019-05-29T17:03:17.698605",
     "exception": false,
     "start_time": "2019-05-29T17:03:15.481940",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "from joblib import Parallel, delayed\n",
    "import basepair"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "papermill": {
     "duration": 1.91673,
     "end_time": "2019-05-29T17:03:21.879235",
     "exception": false,
     "start_time": "2019-05-29T17:03:19.962505",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [],
   "source": [
    "task=tasks[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "papermill": {
     "duration": 22.037456,
     "end_time": "2019-05-29T17:03:45.775349",
     "exception": false,
     "start_time": "2019-05-29T17:03:23.737893",
     "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": 5.69477,
     "end_time": "2019-05-29T17:03:53.493560",
     "exception": false,
     "start_time": "2019-05-29T17:03:47.798790",
     "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": 10.550741,
     "end_time": "2019-05-29T17:04:06.629647",
     "exception": false,
     "start_time": "2019-05-29T17:03:56.078906",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x216 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,3))\n",
    "plt.subplot(121)\n",
    "plt.hist(x[(x<0.04) ], bins=100);\n",
    "plt.subplot(122)\n",
    "plt.hist(x[(x<0.04) & (x>0.0001)], bins=100);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "papermill": {
     "duration": 2.5226,
     "end_time": "2019-05-29T17:04:10.993488",
     "exception": false,
     "start_time": "2019-05-29T17:04:08.470888",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.17318551063399995"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.mean(x>0.0001)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "papermill": {
     "duration": 1140.347516,
     "end_time": "2019-05-29T17:23:13.973873",
     "exception": false,
     "start_time": "2019-05-29T17:04:13.626357",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/users/avsec/bin/anaconda3/envs/chipnexus/lib/python3.6/site-packages/joblib/externals/loky/process_executor.py:706: UserWarning: A worker stopped while some jobs were given to the executor. This can be caused by a too short worker timeout or by a memory leak.\n",
      "  \"timeout or by a memory leak.\", UserWarning\n"
     ]
    }
   ],
   "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": 2.496057,
     "end_time": "2019-05-29T17:23:18.505701",
     "exception": false,
     "start_time": "2019-05-29T17:23:16.009644",
     "status": "completed"
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "      auprc  binsize  frac_ambigous  imbalance  n_positives  random_auprc    task\n",
      "0  0.001601        1       0.061114   0.000512        60050      0.000512   task1\n",
      "1  0.002799       10       0.079715   0.000801         9208      0.000811   task1\n",
      "0  0.003015        1       0.055266   0.000432        28734      0.000435   task2\n",
      "1  0.007678       10       0.072895   0.000712         4648      0.000720   task2\n",
      "0  0.060665        1       0.077901   0.003270        25968      0.003162   task3\n",
      "1  0.131313       10       0.102404   0.005891         4554      0.005601   task3\n",
      "0  0.043888        1       0.070811   0.002501        32052      0.002708   task4\n",
      "1  0.097279       10       0.093997   0.004707         5882      0.005351   task4\n",
      "0  0.001890        1       0.056516   0.000463        53600      0.000469   task5\n",
      "1  0.003712       10       0.074043   0.000737         8370      0.000746   task5\n",
      "0  0.034588        1       0.051288   0.000612        70310      0.000630   task6\n",
      "1  0.073534       10       0.066925   0.001045        11812      0.001115   task6\n",
      "0  0.001786        1       0.050923   0.000360        65392      0.000344   task7\n",
      "1  0.003511       10       0.067606   0.000570        10168      0.000516   task7\n",
      "0  0.001212        1       0.054010   0.000391        62150      0.000382   task8\n",
      "1  0.002339       10       0.071464   0.000621         9692      0.000594   task8\n",
      "0  0.000997        1       0.039898   0.000451        97028      0.000442   task9\n",
      "1  0.001583       10       0.050503   0.000580        12330      0.000560   task9\n",
      "0  0.000875        1       0.038898   0.000440        98216      0.000444  task10\n",
      "1  0.001270       10       0.049319   0.000561        12402      0.000568  task10\n",
      "0  0.054211        1       0.061008   0.001018       153226      0.001072  task11\n",
      "1  0.123098       10       0.083131   0.001892        27794      0.001986  task11\n",
      "0  0.021894        1       0.062535   0.002923       404590      0.002935  task12\n",
      "1  0.047142       10       0.085434   0.004686        63280      0.004518  task12\n",
      "0  0.069071        1       0.049952   0.000746        96052      0.000811  task13\n",
      "1  0.137182       10       0.065095   0.001280        16222      0.001515  task13\n",
      "0  0.036811        1       0.045937   0.000413        75400      0.000399  task14\n",
      "1  0.058870       10       0.060729   0.000679        12224      0.000634  task14\n",
      "0  0.051621        1       0.057583   0.000660       128208      0.000613  task15\n",
      "1  0.092231       10       0.074999   0.001126        21466      0.000975  task15\n",
      "0  0.085496        1       0.060717   0.000891       165542      0.000882  task16\n",
      "1  0.162753       10       0.077561   0.001563        28530      0.001604  task16\n",
      "0  0.018169        1       0.049972   0.000495        67356      0.000483  task17\n",
      "1  0.039388       10       0.065605   0.000831        11116      0.000720  task17\n",
      "0  0.016535        1       0.047036   0.000306        55488      0.000296  task18\n",
      "1  0.028451       10       0.062038   0.000507         9048      0.000498  task18\n",
      "0  0.000692        1       0.037755   0.000306        71326      0.000305  task19\n",
      "1  0.001091       10       0.048406   0.000399         9200      0.000392  task19\n",
      "0  0.000220        1       0.027580   0.000150        39472      0.000149  task20\n",
      "1  0.000300       10       0.036374   0.000195         5086      0.000197  task20\n",
      "0  0.007452        1       0.047979   0.000340        66988      0.000331  task21\n",
      "1  0.014986       10       0.064617   0.000556        10742      0.000526  task21\n",
      "0  0.042015        1       0.053735   0.000427        86386      0.000483  task22\n",
      "1  0.070681       10       0.070998   0.000724        14378      0.000841  task22\n",
      "0  0.001910        1       0.057215   0.000875       133638      0.000891  task23\n",
      "1  0.002519       10       0.070376   0.001123        16904      0.001145  task23\n",
      "0  0.000918        1       0.050055   0.000621       133174      0.000621  task24\n",
      "1  0.001209       10       0.062064   0.000795        16814      0.000801  task24\n",
      "0  0.000369        1       0.033793   0.000280        71474      0.000283  task25\n",
      "1  0.000492       10       0.043500   0.000361         9136      0.000364  task25\n",
      "0  0.000392        1       0.032710   0.000275        70200      0.000275  task26\n",
      "1  0.001026       10       0.042013   0.000356         8988      0.000360  task26\n",
      "0  0.000367        1       0.032635   0.000259        65962      0.000262  task27\n",
      "1  0.000484       10       0.042200   0.000333         8390      0.000345  task27\n",
      "0  0.000703        1       0.045015   0.000437       100172      0.000433  task28\n",
      "1  0.000970       10       0.057100   0.000568        12854      0.000571  task28\n"
     ]
    }
   ],
   "source": [
    "# make sure to print all the rows\n",
    "print(df.to_string())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "papermill": {
     "duration": 2.703349,
     "end_time": "2019-05-29T17:23:23.057556",
     "exception": true,
     "start_time": "2019-05-29T17:23:20.354207",
     "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": 3972.100948,
   "end_time": "2019-05-29T17:23:33.621895",
   "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.JUND/results.ipynb",
   "parameters": {
    "dataspec_file": "/oak/stanford/groups/akundaje/marinovg/papers/2019_organelles_TFs/2019-05-BPNet-modles/hg19.BPNet.cov.JUND/dataspec.yaml",
    "gpu": 2,
    "history_file": "/oak/stanford/groups/akundaje/marinovg/papers/2019_organelles_TFs/2019-05-BPNet-modles/hg19.BPNet.cov.JUND/history.csv",
    "hparams_file": "/oak/stanford/groups/akundaje/marinovg/papers/2019_organelles_TFs/2019-05-BPNet-modles/hg19.BPNet.cov.JUND/hparams.yaml",
    "model_file": "/oak/stanford/groups/akundaje/marinovg/papers/2019_organelles_TFs/2019-05-BPNet-modles/hg19.BPNet.cov.JUND/model.h5",
    "num_workers": 10,
    "peak_width": 1000,
    "seq_width": 1000
   },
   "start_time": "2019-05-29T16:17:21.520947",
   "version": "0.18.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}