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handbag_data/github_datasets/Pursearch/tutorials/Handbag_Classification.ipynb
3812 lines
{
"cells": [
{
"cell_type": "code",
"execution_count": 47,
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-06T22:17:17.593492Z",
"start_time": "2020-02-06T22:17:17.580627Z"
}
},
"outputs": [],
"source": [
"import torch\n",
"import torch.nn as nn\n",
"import torch.optim as optim\n",
"from torch.optim import lr_scheduler\n",
"import numpy as np\n",
"import torchvision\n",
"from torchvision import datasets, models, transforms\n",
"import matplotlib.pyplot as plt\n",
"import time\n",
"import os\n",
"import copy\n",
"import random \n",
"\n",
"import sklearn\n",
"from sklearn.preprocessing import LabelEncoder\n",
"from sklearn.model_selection import train_test_split, cross_val_score, KFold\n",
"from sklearn.metrics import f1_score, confusion_matrix\n",
"from sklearn.utils.multiclass import unique_labels\n",
"import pickle\n",
"import time\n",
"import seaborn\n",
"\n",
"import pandas as pd\n",
"\n",
"from PIL import Image\n",
"\n",
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Prepare Datasets"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"ExecuteTime": {
"end_time": "2020-01-26T18:30:31.804714Z",
"start_time": "2020-01-26T18:30:31.796068Z"
}
},
"outputs": [],
"source": [
"brands = {\"LV\":[\"alma\", \"neverfull\", \"newwavechaintote\", \"petiteboitechapeau\", \"speedy\"],\n",
" \"Chanel\":[\"2.55_classicdoubleflapbag\", \"boy\", \"grandshoppingtote\"],\n",
" \"Gucci\":[\"dionysus\", \"ggmarmont\", \"sohodisco\", \"sylvie\"],\n",
" \"MK\":[\"jetsettote\", \"mercertotebag\", \"selmasatchel\"],\n",
" \"LP\":[\"classic\"],\n",
" \"Coach\":[\"F57842\"],\n",
" \"other\":[\"other\"],\n",
" \"other_bag\":[\"bag\"]}"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"ExecuteTime": {
"end_time": "2020-01-26T18:30:31.844680Z",
"start_time": "2020-01-26T18:30:31.834771Z"
}
},
"outputs": [],
"source": [
"def check_path(path):\n",
" if not os.path.exists(path):\n",
" os.system(\"mkdir \" + path)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"ExecuteTime": {
"end_time": "2020-01-26T18:30:31.883585Z",
"start_time": "2020-01-26T18:30:31.873113Z"
}
},
"outputs": [],
"source": [
"def copy_data(data_list, label, path, copy_type=\"brands\"):\n",
" path = os.path.join(path, label)\n",
" check_path(path)\n",
" if copy_type == \"brands\":\n",
" for i in data_list:\n",
" os.system(\"cp \" + i + \" \" + path + \"/\" + i.split(\"/\")[-2] + \"_\" + i.split(\"/\")[-1].split(\".\")[0] + \".jpg\")\n",
" elif copy_type == \"name\":\n",
" for i in data_list:\n",
" os.system(\"cp \" + i + \" \" + path)\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"ExecuteTime": {
"end_time": "2020-01-26T18:30:31.983769Z",
"start_time": "2020-01-26T18:30:31.905943Z"
}
},
"outputs": [],
"source": [
"def train_validation_split(inpath, outpath, split_type=\"brands\", random_seed = 1):\n",
" train_path = os.path.join(outpath, \"train\")\n",
" val_path = os.path.join(outpath, \"val\")\n",
" test_path = os.path.join(outpath, \"test\")\n",
" check_path(train_path)\n",
" check_path(val_path)\n",
" check_path(test_path)\n",
" random.seed(random_seed)\n",
" train_num = 0 \n",
" test_num = 0 \n",
" val_num = 0 \n",
" if split_type == \"brands\":\n",
" for key in brands:\n",
" for kk in brands[key]:\n",
" images = [os.path.join(os.path.join(inpath, key + \"/\" + kk), i) for i in os.listdir(os.path.join(inpath, key + \"/\" + kk)) if i.split(\".\")[1] == \"jpg\"]\n",
" train = random.sample(images, int(len(images) * 0.8))\n",
" train_num += len(train)\n",
" val_test = [i for i in images if i not in train]\n",
" val = random.sample(val_test, int(len(val_test) * 0.5))\n",
" val_num += len(val)\n",
" test = [i for i in val_test if i not in val]\n",
" test_num += len(test)\n",
" copy_data(train, key, train_path)\n",
" copy_data(val, key, val_path)\n",
" copy_data(test, key, test_path)\n",
" print(train_num)\n",
" print(train_num, test_num, val_num)\n",
" elif split_type == \"name\":\n",
" for key in brands:\n",
" for kk in brands[key]:\n",
" images = [os.path.join(os.path.join(inpath, key + \"/\" + kk), i) for i in os.listdir(os.path.join(inpath, key + \"/\" + kk)) if i.split(\".\")[1] == \"jpg\"]\n",
" train = random.sample(images, int(len(images) * 0.8))\n",
" val_test = [i for i in images if i not in train]\n",
" val = random.sample(val_test, int(len(val_test) * 0.5))\n",
" test = [i for i in val_test if i not in val]\n",
" copy_data(train, kk, train_path, copy_type=\"name\")\n",
" copy_data(val, kk, val_path, copy_type=\"name\")\n",
" copy_data(test, kk, test_path, copy_type=\"name\")"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"ExecuteTime": {
"end_time": "2020-01-22T06:14:40.777414Z",
"start_time": "2020-01-22T06:14:15.468108Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"672\n",
"1255\n",
"1741\n",
"2098\n",
"2295\n",
"2483\n",
"2883\n",
"3268\n",
"3268 417 408\n"
]
}
],
"source": [
"inpath = \"/Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed\"\n",
"outpath = \"/Users/jianinglu1/Documents/GitHub/DataInsight/data/processed/brands_correct\"\n",
"train_validation_split(inpath, outpath, split_type=\"brands\", random_seed = 1)"
]
},
{
"cell_type": "code",
"execution_count": 103,
"metadata": {
"ExecuteTime": {
"end_time": "2020-01-22T17:12:21.132670Z",
"start_time": "2020-01-22T17:11:58.021516Z"
}
},
"outputs": [],
"source": [
"inpath = \"/Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed\"\n",
"outpath = \"/Users/jianinglu1/Documents/GitHub/DataInsight/data/processed/name_correct_merged\"\n",
"train_validation_split(inpath, outpath, split_type=\"name\", random_seed = 1)"
]
},
{
"cell_type": "code",
"execution_count": 182,
"metadata": {
"ExecuteTime": {
"end_time": "2020-01-21T02:28:56.834256Z",
"start_time": "2020-01-21T02:28:56.809022Z"
}
},
"outputs": [],
"source": [
"def prepare_other_bag(path, out_path):\n",
" images = [i for i in os.listdir(path)]\n",
" images_use = random.sample(images, 500)\n",
" for i in images_use:\n",
" print(\"cp \" + path + i.split()[0] + \"\\ \" + i.split()[1] + \" \" + out_path)\n",
" os.system(\"cp \" + path + i.split()[0] + \"\\ \" + i.split()[1] + \" \" + out_path)\n",
"def prepare_others(path, out_path):\n",
" images = [str(i) + \".jpg\" for i in range(2300) if str(i) + \".jpg\" not in os.listdir(\"/Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other\")]\n",
" images_use = random.sample(images, 500)\n",
" for i in images_use:\n",
" os.system(\"cp \" + os.path.join(path,i) + \" \" + out_path)"
]
},
{
"cell_type": "code",
"execution_count": 181,
"metadata": {
"ExecuteTime": {
"end_time": "2020-01-21T02:15:40.925093Z",
"start_time": "2020-01-21T02:15:35.704650Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/handbag\\ business_1.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/handbag\\ tossed_35.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/leather\\ handbag_12.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/expensive\\ handbag_25.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/crocodile\\ handbag_14.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/handbag\\ tossed_28.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/handbag\\ clutched_19.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/handbag\\ was_34.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/hermes\\ handbag_4.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/beautiful\\ handbag_23.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/had\\ handbag_12.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/canvas\\ handbag_21.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/handbag\\ opened_11.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/old\\ handbag_31.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/same\\ handbag_5.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/red\\ handbag_10.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/silk\\ handbag_13.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/straw\\ handbag_4.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/patent\\ handbag_2.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/scarf\\ handbag_17.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/handbag\\ made_18.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/red\\ handbag_15.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/large\\ handbag_9.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/handbag\\ open_28.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/smart\\ handbag_3.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/plastic\\ handbag_2.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/capacious\\ handbag_31.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/handbag\\ open_20.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/vuitton\\ handbag_25.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/handbag\\ shoes_12.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/handbag\\ suitcase_15.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/handbag\\ set_23.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/handbag\\ tossed_13.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/handbag\\ pocket_6.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/handbag\\ clutched_32.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/black\\ handbag_5.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/handbag\\ business_29.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/cloth\\ handbag_17.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/skin\\ handbag_34.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/red\\ handbag_9.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/handbag\\ purse_18.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/handbag\\ brought_27.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/handbag\\ purse_19.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/prada\\ handbag_35.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/handbag\\ carrying_31.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/handbag\\ suitcase_33.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/canvas\\ handbag_26.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/gucci\\ handbag_35.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/blue\\ handbag_19.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/shabby\\ handbag_2.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/briefcase\\ handbag_16.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/had\\ handbag_31.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/handbag\\ gathering_28.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/pocket\\ handbag_7.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/leather\\ handbag_28.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/wallet\\ handbag_27.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/purse\\ handbag_34.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/book\\ handbag_4.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/leather\\ handbag_17.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/handbag\\ wallet_10.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/capacious\\ handbag_13.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/green\\ handbag_29.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/handbag\\ clutching_32.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/handbag\\ opening_5.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/alligator\\ handbag_8.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/pair\\ handbag_28.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/cloth\\ handbag_29.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/smart\\ handbag_28.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/gucci\\ handbag_12.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/same\\ handbag_17.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/plastic\\ handbag_1.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/briefcase\\ handbag_17.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/handbag\\ suitcase_8.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/capacious\\ handbag_8.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
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"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/handbag\\ shoes_29.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/made\\ handbag_29.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/handbag\\ set_21.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/bag\\ handbag_22.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/green\\ handbag_15.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/lady\\ handbag_35.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/suede\\ handbag_33.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/patent\\ handbag_27.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/handbag\\ made_11.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/green\\ handbag_17.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/handbag\\ shut_23.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/smart\\ handbag_12.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/patent\\ handbag_15.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/plastic\\ handbag_10.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/shiny\\ handbag_2.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/black\\ handbag_15.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/handbag\\ luggage_12.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/wallet\\ handbag_18.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/handbag\\ brought_11.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/slung\\ handbag_29.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/red\\ handbag_32.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/blue\\ handbag_29.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/handbag\\ suit_27.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/bag\\ handbag_33.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/lying\\ handbag_4.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/silk\\ handbag_5.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/straw\\ handbag_3.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/beautiful\\ handbag_19.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/open\\ handbag_34.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/handbag\\ open_7.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/handbag\\ was_26.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/crocodile\\ handbag_4.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/suede\\ handbag_6.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/handbag\\ wallet_19.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/skin\\ handbag_35.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/handbag\\ grab_19.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/handbag\\ suitcase_14.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/handbag\\ luggage_19.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/handbag\\ grab_31.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/beaded\\ handbag_25.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/smart\\ handbag_1.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/handbag\\ slung_9.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/open\\ handbag_27.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/handbag\\ opening_31.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/handbag\\ business_17.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/briefcase\\ handbag_5.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/handbag\\ gathering_23.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/expensive\\ handbag_5.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/handbag\\ find_18.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/nice\\ handbag_17.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/handbag\\ threw_5.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/handbag\\ swinging_14.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/pink\\ handbag_20.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/silk\\ handbag_6.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/green\\ handbag_25.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/handbag\\ luggage_18.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/yellow\\ handbag_13.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/hermes\\ handbag_31.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/handbag\\ swinging_32.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/suede\\ handbag_8.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/handbag\\ see_10.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/handbag\\ shut_3.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/slung\\ handbag_18.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/made\\ handbag_17.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/handbag\\ shut_22.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n",
"cp /Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/black\\ handbag_4.jpg /Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\n"
]
}
],
"source": [
"path = \"/Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/handbag/\"\n",
"out_path = \"/Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/bag\"\n",
"prepare_other_bag(path, out_path)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"ExecuteTime": {
"end_time": "2020-01-26T18:30:37.435890Z",
"start_time": "2020-01-26T18:30:36.953739Z"
}
},
"outputs": [],
"source": [
"path = \"/Users/jianinglu1/Documents/GitHub/DataInsight/data/clean/other/\"\n",
"out_path = \"/Users/jianinglu1/Documents/GitHub/DataInsight/data/preprocessed/other/other\"\n",
"prepare_others(path, out_path)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Model training"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-06T22:04:11.676009Z",
"start_time": "2020-02-06T22:04:11.668756Z"
}
},
"outputs": [],
"source": [
"data_transforms = {\n",
" 'train': transforms.Compose([\n",
" transforms.Resize((256,256)),\n",
" transforms.RandomHorizontalFlip(),\n",
" transforms.ToTensor(),\n",
" transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225])\n",
" ]),\n",
" 'val': transforms.Compose([\n",
" transforms.Resize((256,256)),\n",
" transforms.ToTensor(),\n",
" transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225])\n",
" ]),\n",
" 'test': transforms.Compose([\n",
" transforms.Resize((256,256)),\n",
" transforms.ToTensor(),\n",
" transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225])\n",
" ]),\n",
" \n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-06T22:04:12.872423Z",
"start_time": "2020-02-06T22:04:12.869092Z"
}
},
"outputs": [],
"source": [
"data_dir = \"/Users/jianinglu1/Documents/GitHub/DataInsight/data/processed/name_correct_merged/\""
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-06T22:04:13.648618Z",
"start_time": "2020-02-06T22:04:13.601085Z"
}
},
"outputs": [],
"source": [
"image_datasets = {x: datasets.ImageFolder(os.path.join(data_dir, x),\n",
" data_transforms[x])\n",
" for x in ['train', 'val', 'test']}\n",
"dataloaders = {x: torch.utils.data.DataLoader(image_datasets[x], batch_size=1,\n",
" shuffle=True)\n",
" for x in ['train']}\n",
"testloaders = {x: torch.utils.data.DataLoader(image_datasets[x], batch_size=1,\n",
" shuffle=False)\n",
" for x in [ 'val', 'test']}"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-04T03:57:43.815119Z",
"start_time": "2020-02-04T03:57:43.730494Z"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<PIL.Image.Image image mode=RGB size=446x407 at 0x1A2F180208>"
]
},
"execution_count": 62,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"datasets.ImageFolder(os.path.join(data_dir, \"test\"))[0][0]"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-06T22:04:16.668806Z",
"start_time": "2020-02-06T22:04:16.664292Z"
}
},
"outputs": [],
"source": [
"dataset_sizes = {x: len(image_datasets[x]) for x in ['train', 'val']}\n",
"class_names = image_datasets['train'].classes\n",
"device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-06T22:02:08.445408Z",
"start_time": "2020-02-06T22:02:08.440602Z"
}
},
"outputs": [],
"source": [
"device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-04T03:24:46.861991Z",
"start_time": "2020-02-04T03:24:46.849682Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"19"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(class_names)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-04T03:24:47.932686Z",
"start_time": "2020-02-04T03:24:47.922875Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"['2.55_classicdoubleflapbag',\n",
" 'F57842',\n",
" 'alma',\n",
" 'bag',\n",
" 'boy',\n",
" 'classic',\n",
" 'dionysus',\n",
" 'ggmarmont',\n",
" 'grandshoppingtote',\n",
" 'jetsettote',\n",
" 'mercertotebag',\n",
" 'neverfull',\n",
" 'newwavechaintote',\n",
" 'other',\n",
" 'petiteboitechapeau',\n",
" 'selmasatchel',\n",
" 'sohodisco',\n",
" 'speedy',\n",
" 'sylvie']"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"class_names"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-10T02:22:15.310466Z",
"start_time": "2020-02-10T02:22:15.301884Z"
}
},
"outputs": [],
"source": [
"def imshow(inp, title=None, save=False, index=None):\n",
" \"\"\"Imshow for Tensor.\"\"\"\n",
" inp = inp.numpy().transpose((1, 2, 0))\n",
" mean = np.array([0.485, 0.456, 0.406])\n",
" std = np.array([0.229, 0.224, 0.225])\n",
" inp = std * inp + mean\n",
" inp = np.clip(inp, 0, 1)\n",
" plt.imshow(inp)\n",
" #if save:\n",
" # plt.imsave('graphs/' + str(index) + '_05.png', inp)\n",
" \n",
" if title is not None:\n",
" plt.title(title)\n",
" plt.pause(0.001)\n",
" return inp"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-04T03:25:23.193035Z",
"start_time": "2020-02-04T03:25:23.186802Z"
}
},
"outputs": [],
"source": [
"test = iter(testloaders['test'])"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-04T03:25:23.755440Z",
"start_time": "2020-02-04T03:25:23.740796Z"
}
},
"outputs": [],
"source": [
"inputs, classes = next(test)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-04T03:25:24.280491Z",
"start_time": "2020-02-04T03:25:24.274066Z"
}
},
"outputs": [],
"source": [
"out = torchvision.utils.make_grid(inputs)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-04T03:25:26.140479Z",
"start_time": "2020-02-04T03:25:25.917126Z"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"imshow(out)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-04T03:25:32.145754Z",
"start_time": "2020-02-04T03:25:32.134794Z"
}
},
"outputs": [],
"source": [
"def train_model(model, criterion, optimizer, scheduler, num_epochs=25):\n",
" since = time.time()\n",
"\n",
" best_model_wts = copy.deepcopy(model.state_dict())\n",
" best_acc = 0.0\n",
"\n",
" for epoch in range(num_epochs):\n",
" print('Epoch {}/{}'.format(epoch, num_epochs - 1))\n",
" print('-' * 10)\n",
"\n",
" # Each epoch has a training and validation phase\n",
" for phase in ['train', 'val']:\n",
" if phase == 'train':\n",
" model.train() # Set model to training mode\n",
" else:\n",
" model.eval() # Set model to evaluate mode\n",
"\n",
" running_loss = 0.0\n",
" running_corrects = 0\n",
"\n",
" # Iterate over data.\n",
" for inputs, labels in dataloaders[phase]:\n",
" inputs = inputs.to(device)\n",
" labels = labels.to(device)\n",
"\n",
" # zero the parameter gradients\n",
" optimizer.zero_grad()\n",
"\n",
" # forward\n",
" # track history if only in train\n",
" with torch.set_grad_enabled(phase == 'train'):\n",
" outputs = model(inputs)\n",
" _, preds = torch.max(outputs, 1)\n",
" loss = criterion(outputs, labels)\n",
"\n",
" # backward + optimize only if in training phase\n",
" if phase == 'train':\n",
" loss.backward()\n",
" optimizer.step()\n",
"\n",
" # statistics\n",
" running_loss += loss.item() * inputs.size(0)\n",
" running_corrects += torch.sum(preds == labels.data)\n",
" print(running_corrects)\n",
" if phase == 'train':\n",
" scheduler.step()\n",
"\n",
" epoch_loss = running_loss / dataset_sizes[phase]\n",
" epoch_acc = running_corrects.double() / dataset_sizes[phase]\n",
"\n",
" print('{} Loss: {:.4f} Acc: {:.4f}'.format(\n",
" phase, epoch_loss, epoch_acc))\n",
"\n",
" # deep copy the model\n",
" if phase == 'val' and epoch_acc > best_acc:\n",
" best_acc = epoch_acc\n",
" best_model_wts = copy.deepcopy(model.state_dict())\n",
"\n",
" print()\n",
"\n",
" time_elapsed = time.time() - since\n",
" print('Training complete in {:.0f}m {:.0f}s'.format(\n",
" time_elapsed // 60, time_elapsed % 60))\n",
" print('Best val Acc: {:4f}'.format(best_acc))\n",
"\n",
" # load best model weights\n",
" model.load_state_dict(best_model_wts)\n",
" return model"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-06T22:02:15.332411Z",
"start_time": "2020-02-06T22:02:14.426041Z"
}
},
"outputs": [],
"source": [
"model_ft = models.resnet50(pretrained=True)\n",
"num_ftrs = model_ft.fc.in_features\n",
"# Here the size of each output sample is set to 2.\n",
"# Alternatively, it can be generalized to nn.Linear(num_ftrs, len(class_names)).\n",
"model_ft.fc = nn.Linear(num_ftrs, 19)\n",
"\n",
"model_ft = model_ft.to(device)\n",
"\n",
"criterion = nn.CrossEntropyLoss()\n",
"\n",
"# Observe that all parameters are being optimized\n",
"optimizer_ft = optim.SGD(model_ft.parameters(), lr=0.001, momentum=0.9)\n",
"\n",
"# Decay LR by a factor of 0.1 every 7 epochs\n",
"exp_lr_scheduler = lr_scheduler.StepLR(optimizer_ft, step_size=7, gamma=0.1)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"ExecuteTime": {
"end_time": "2020-01-21T19:23:20.764828Z",
"start_time": "2020-01-21T19:20:24.339185Z"
}
},
"outputs": [],
"source": [
"model_ft = train_model(model_ft, criterion, optimizer_ft, exp_lr_scheduler,\n",
" num_epochs=25)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Evaluate Model Performance"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-10T02:22:36.012403Z",
"start_time": "2020-02-10T02:22:36.001632Z"
}
},
"outputs": [],
"source": [
"def visualize_model(model, num_images=6, save=False):\n",
" was_training = model.training\n",
" model.eval()\n",
" images_so_far = 0\n",
" fig = plt.figure(figsize=(8,10))\n",
"\n",
" with torch.no_grad():\n",
" for i, (inputs, labels) in enumerate(testloaders['val']):\n",
" inputs = inputs.to(device)\n",
" labels = labels.to(device)\n",
"\n",
" outputs = model(inputs)\n",
" _, preds = torch.max(outputs, 1)\n",
"\n",
" for j in range(inputs.size()[0]):\n",
" images_so_far += 1\n",
" ax = plt.subplot(num_images//2, 2, images_so_far)\n",
" ax.axis('off')\n",
" ax.set_title('predicted: {}, target:{}'.format(class_names[preds[j]], class_names[labels[j]]))\n",
" imshow(inputs.cpu().data[j])\n",
"\n",
" if images_so_far == num_images:\n",
" model.train(mode=was_training)\n",
" return\n",
" model.train(mode=was_training)\n"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-04T03:57:51.182304Z",
"start_time": "2020-02-04T03:57:48.763069Z"
}
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 576x720 with 1 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": {
"image/png": 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8u9TvlZTckjuN1c/zvb4RMzbvu128qbJYn1ZE5EtE5LQYG4RvwOg73nmv8/XFiIh8hYgcLZZC/gJmC+Pv3um6zwda6w98IQSIiPyZYulzFvOG/NulACmZdsTYsbypGJvHMDOu37zTdaUQuTuOYvak9zFLFT+otX7inuboi5cXYdaeO5gljTdrrTfvbZY+73w/Zt35ImYp4AfvbXY+O4rl3f5N/v6HsLAuuSUC/H3MMtgTGN3ZT972Cu5iOaukpKSkpORWlDORkpKSkpIXTClESkpKSkpeMKXH2ZKp5+Tqin7g/vtJhiN6nRZf9XVfybVLF7m8sUOiAlzJyNKUXq+LiEW9XqcSVNBodnd3ERGUUnieh20/1+UtyyKOYyzLwnNdjq+u0mm32T84IIoifN9nNBohIgRBQJIkaK1xHIcgCHAdh0qlwsMvfjENv8L73vc+9vb3CXwfx3WZmZlBKUWSJLiui+/7ZFnGaDQijmN6vT5aa1ZWVhiNRrTaLaI45sjyUZZXVrA9xTve9nYO2oO7MVItKbknlEKkZOqZm58jzlI293eoVmo8+dQ5luYaeI5C65w8y7Asi3q9wXA4ZDgcEgQBnU5nLDQsy0JEyLKMLMuwbRutNUopLMtidnYWgCRJiOMYEcGyLCqVCpZl0ev1EBG01mRZhh8EJGnKmdOnCWyXURTR6xuhkGYZDd8HrRERqtUqeZ7jOC6NRoBIi7m5OYKgS5Zl9Lpdrq+vs3BkgSROsLWgMs2w2yPTpfwomW7K5aySqSeKQmaaM3hBgDgKrQHLItMZIjkAo9EIgCAIxm//AI7jYFkWruuilCLLMjzPw3Ec0jQdzyxc16XVarF/cECSJOR5TpqmY2HSbDapVCpjIdRut0mSmMFgiCXCB//wA4RhSJ7nHDlyhDRNUbZNrVYjS1Pm5uaNgElTms1Zjh5d5sSJE7zqla9kFIbMzc0xHAxRStE6OODSxQsMByOUcu5VtZeU3BXlTKRk6gnDEQsLC7TbbZrNJlkSMzMzQ8UN2B+MsC1FtVolSRKUsqnX63Q6HfLcCJhDoSAi+L5PnufYSlGr1nBdB9fzQIQ0SYiiCMuyUEpRqVTI8xzXccgLj6XNZpM0TRmMhsRJQq/b5cmtbXb39wiCgCAIQGs8z6NerxOGIYtLS4xGI+r1OiLCzMwMq8eP8+yFC5x/9llcx0EphYjQ6/XwPI/haET7yhUsKWciJdNNORMpmXriOGZnZ4dKpYJSiq9841fSqNeJswRBiKKINE2Zm51lcfEISZKMl6K01riui2U919WVUqRZhus6eL5PvV43s4tOB8dxkOLBnSQJnueRJCmu4+AUOpB6rUalUhnft33Qol6vk+c5SRxjOw5BpUKSJCRJwu7uLlEUEYYhaZoSRRGDwYB+v0+32yXPcpLY3GthwThUHQ6GWJbgOOVMpGS6KWciJVOPZVl87GOPc3RpCS2QZxlveO0rqVSr9KIunu/juy71RoM0SRgMBmOhEQTB+Hue5+MHv+/7aK2ZmTG+DnvdLmmakmXZWJFuKxvHtvFclzAMUZZl/lyXI5WAYX/A1tY2tmUBmjiOQSAtFOlJHFOr1RARHMdlcXEREeGxRx/lmfPnmZ+f54knnkAEbNvhvpVl8jxHKYVSiiiLqTca97DmS0ruTDkTKZl6/KDG3OwcnVaXdJSws7PHM+cvcebMQ4gobNumUqnQaDTY3NoaK8DzPEdrje/7uK5LGI5I05QwDImiiCzPOXnyJPPz87TabeI4xnEcHGWjcghsB0cUOsmoVCpUqlUq1Sq1apUHH3yQxaVFbFsRhiMGUcgojRklMa1e18yAPG+8I2t+fp4sM37sDg4O6A/7fOyJx4mTCCXCwvw8CwuLnDnzIEePrlCpVDkyt8BC/W69h5eU3BvKmUjJ1ON6Lr5rszBfZW9vh243YX1N8bVf//V88uyn0LngeR7Xrl0bP6gdxyGKIoIgMMp1EfLGDP2+2WV1qIi/cuUKa2trxWzBbN2tBRXyOCUutvSKshj2IjzfIwgCHn3Jo1iOYuP6OsPRkPnmLPS6UGwlDuOIg9YBlaBCpVKhWq3S6/VYPnqUSqVCGIacfeos2zs7OMXW45WVlfGS3Eyjge97bG9tUa+VQqRkuimFSMnUE0URrYMtvvu7vp1GxWcwjDkyU6PXPqDi2dhOjSAI2D84GG/fFRFqtZo5vrNY2qrVariuS7fbHes+rly5Mt7S6/s+lgi246ARrEIgWSIEgY9YFo1GgyzP6PeGXLp8Cd926fZ6eJ5LpVph/+AA27bZ398nrsWEoxH3nTzJ6vFVFhYWsG2bP/rgB+n1+9i2jWPZLC0vYzs2C/OLHDlyhP39fR584EEWFua5fPXKPaz5kpI7Uy5nlUw9SZIQhRm/9ZvvottL8R2fs0+dY/XYcRbmF8mzjM2tLXq9HkqZ5S2lFACO7RQ2Gg6e6xIEAc1mk2q1ShzHJu0oGm/dtSzFcDQkjmPiYpuwWCbNer3O/adOkWvNwcEByjJbhu1iZ5VYxtAxiiLEshiNRhy0WlxfW6Pb63Gwf8BgMDBxEVzXpV6rYRXCqVqt8sz582NBqCyL17z6Vme2lZRMB+VMpGTqCTyPdpKRJjlnn3qW888+i2QhbrVJ4FdAOnS6HZStULZtFOeeT55nxEnMoZPRw+WqRqGAV5ZFr98nz3NGoxFKKRzHwVaKHEFryHSGY8lY73LQauE4Dk+fPWtsTvyASqVCnKXMz84y7A+xLYt4FNFqtZlp1Nnd2+OJj3+c+0+f5sTxVa6vrRXCK2R5YZH5+XmWl45y+eqaEXi2jWM71BtN4qT0IF8y3ZRCpGTq8RwX33Op1atYjmYUG4Fw9pnz3Le6wt7BHogmSTNs20VESLMUz/NQeU6WZSjLIowi5ms1lpaW2N3ZYW9/H9d1x4aFSRLT7/cJggDP8wBNnOdImnB0fgXHccb2J/3BAJ3n5JnRvdi2jascvGYT3/PoSIckSdk/MEJnFIa0Wi08z+Og1QJgaeEIR44skiQp586fJwiqNOp15ubmGAyHHLvvJIN+//aVU1JyjymXs0qmHs/zWFxcROuc02fOUK0ZC/Msy9Ha6EzMLiwP13WpVqpYlkVS+MUCiOOEwPdpNBp0Oh0OWq2x25OZRoP5+XnAWMePRiOzFTjL8FyXWmHIeLj196mnnsISC9f1ULaNXxgZKqWoFTYkyyvLLC0ucurkSXzfJ01T0jTl+tra2JAxKHaUVSoV0jQlz3MGhcsW13F48IEHx+5YSkqmlXImUjL1OLZNMDfLxYsXCAIPL7DJkwR0Tq4pBIoe60MorNOzPEdZFsMkMZbkhfI8TVNaxWwAoFatAjA3N8/e3h6j0dBYqruu0aWk6diifH9vD4Bc5/i2Z4RYHKGLJTHHcThy5Ah5rrEsc01jZobt7W22t7awHYdapQqW0O/1aLfbLCwssLu7SxCY7cONRoO5hQUef/xj3HffbU8mLSm555RCpGTqyfKcZBSTJDHXrl2jVgsIh5pT95+i4geICEkSk6Y5ligsYWxcGIYhunBZEgQBvV5vrETPsoyZRoMsz7FEqFYqBKur7O7ukiQJo9FoPFvZ398nyzI67ba5XxzjNZscac4xGg5xHZcsy+h2jY3I0tISSi3w0sce48KFC3z7d3wHv/jv/h3b29s0GzM4ts1gOGRzcxOtNfV6A9/3x84ah/0+lkixrFZSMr2UQqRk6sm1JteCUi6//3vv4+jKUdI4Zu3KFd7whi/j9Ooqn/zUMyBCKCGua49nEVprYyhYqeC6Lmtra6SFLy3jDkWRRBGNWoOgMAzUsxmtbocsywjDkE6ng+d7xpvvYECWZ8aBY5LS6/dwlENjZmb8wB+NRqyvb3Ds2DF2dnao1+s89alP0e/3mWk0SLKUg70OGTm90YA4z1iYXzBefmt11tfXSZKUmZkF1i5fu8e1X1Jye0qdSMnUc+jLyvMDxAJbeQz6Ie12n4988KM89OAZHKUg18U5HT3CMATAtm3jbLFWY2ZmBq01g+FwvPSV65x6tYZr22PX7fVqjSMLC8bHVpowGPRxXZdra2sgJs3lo0dZWloizzXD4ZCNjQ16vR5x/NxusHa7jeM4tNttPvLRj+J7Hp7nMTs7y2yzSRzHDEcjdvd2uXrlMhsbG+y3DtBa43ku8/NzXL508Z7Ve0nJ3VDOREqmnjAMx0pry1J0Oh2qtTppmrK5vYOIZmlxnlZ3SG/YJ88z8mJXVhzHzM/Pm11R+/t0u12AsR2JJRZ5npGkKUnhUysIApRnHB/ONGY4aB2wu7dHmqY0Gg2iKKLX65NnGc1mEwuh0+kAGCeMSYLWMDMzg4gwNzdHr9czups8L9ynVDhx4gTr6+torekNBuPPhw4eDw72WFtfuzeVXlJyl5RCpGTqsW0b27YJfB+AUTgiy4a4noujFJnOsF3buFCPhmO3Jmmajh0gBkHA/t4etm0Tx7E55VApHMcGsYzeJM+NA0TH5r4TJwnDkHq9zjPnzrG2sU6tVhufSui6Ljs7u9T8CqpQoAPs7OywsLBAtVqjWq1y9umnuXL58tgqvlqpUKvVWJ6ZYW19jYWFBXq9ntkQoDVbW1v0ez0WjhxhdXWVS5cu3MuqLym5I6UQKZl6xsaCrkun0+L1X/pqDna3eNGDD7I0f4SjK0d4/PFP4diK+bk5DlotsszMCLrd7ngW0+12x7oQu5iJ5FozCkMC1yNLUhzXZdhu4/geX/KqV7G5tcXs3Bz7LeNSJYoi0Nq4TrEdrm9sMD87i1I225tbuIGH7dg0mzPs7+9j2za9vlkO04DtOPi+T61W5SWPPsqFCxfwHJf9gwOG8RDf92m12wyGQ9rtFkkS38OaLym5M6UQKZl6bKXwXAedZ4TDIRfOPs3XfdVXMDd3hE+cvYC4NZozDXS6D04VS9n0ej06nQ6WZRFFEXu7u3QLtyjVSpU8z1C2TZZmKFFjFygqVAS1Kr7vc/7ZZ9nb3TW6kCTj+MoKa9evE6YRKIvhoI/dmGGv3WJlZYVkqFlaWMByHSzbptU6oN1qE8cRuUBQqWApIU1iwuGAqlXl9ImTbNg+geOR5Rk7u7s4yqZWq6CUNT6hsaRkWimFSMnUo3WO7/sM+n1EKfbaXS5d2+Bd7/kAe50B7W6HpfkGrYMDxLLwXBe72RxbmGut2S3sOwDyPGOm2aTVapHnOVUvII7MUbiH9iC2/ZwgGg2HeMqh0+1SqVRYWV7mysZ1PM+n1+viOC6XLl1ibm6Ora1NXv6KV9DttGk0Guxsb2PbNqnOnjtFEej3e2RZyn0nTuG5HkopRqMBaM3G5iaVOKBarZZbfEumnnJ3VsnUI2JOL+wPBihLYdkurh+wub2NpRRXrlyh3++TxCndYvZhLNfNAz+OY6NzANI0ZRSG9Lq9saW4FL6xLMsaO11cW1tjb3eX7Z0dLOtQCS94rku/12dlZYVarYZS9liBv7e3Z9Lu9ej1+nQ6HcQy+hbjUFGB1iBCFMWEYUS/36PRaPDoSx7hpY89Rr3R4OTJk4hlsb+3V85ESqaeUoiUTD2TDhJnZ5uoPGZxrsHi3Ay+EhYXF9nd3qXWqOF4HmEUceaBB3jTm95kvO/WavT7PcJwxHA4YDgc0u60CcOQmUaDcBSixMxgXNelUTc2I/MLC8WOqgyr8L0VBAGLR5fM6YWO8QqcFhbtUWR2kV28eJEkSdjY2CBNU+Py3XZJU+PPq1Kp4HserusxCkPEsgiCgIWFBU6dOoXv+xw9enTsELKkZJophUjJ1HN4TrpSCs91SfOEY8vL+J6N61uEYR/X90iSnFFk7EPW1tb41Kc/jet5hEnCTHMWx3ERrMLhojEk7PZ6eBUfraBSr1Jr1EiyFM/32draGs9gUBaWrVCei3JdHNvh6JFFjh1d5ujCIoKZMe3v75OmKZevXGY4HKK1JkkSbEcZVym+T6fTIc1SfN8jy3KuXLnC9fV18jzHsizSNGV3Zwc/CFhZWbl3FV9ScheUQqRk6jn0dZVlGXGaEmeay2ubVGqzKNdGbMWLHnoYPwhANGmaMuj32Vhf59KlS4RxRI5meXmZarVClmYkSVQsO/XoDwbEWUaUJMzMzbF4dIl6vc7m5iaWmSBuAAAaYklEQVT9fh/f9/ECH+XYDEdDOr0Oi/MLCODaDo16nXqjgef5YxcrFJbyh3YiaKFeb5BlObZSpKlx8a6UxcL8PElhRb+7u4tSiv5gQLfbZXV19d5WfknJHSiFSMnUc+jYMI5jlKXIM5f//Nu/R5IJzeYSaS489dTTvPSxR6n5Lp7nkmtjSe77PiJCpVJBa81995kz1W3bIc/Nlt3hcDg+SCqOYw4ODjh79iwigmVZ+J6xT1HKHEI1HA7H7uPr9Trz8/OsHj8+Pq89SRI8zyNNUzMTiWMq1QDLEh48fYYsy/D9ANtxOHnyVKH3EC5cvMjBwQH7+/v0ej2azebYiLGkZFopd2eVTD3VapXhcPic4ltBt9dH7WzhVmvEcUhaqRBFIfWqj+PPUKvVOX/+PEmSkOZG8d2Yq5NlKfML8yhbsbOzg22rsWJ8NBoxGAzodbt0u108zyPLMnM2iW30F1mWsbi4SL/fH+/kchyH+aUjzM3OcfHyJdbX19m8vo7nuIRhyGAwZMmxcVyXtc11qtUqo3CE67js7u4QxTFaw8ULF0CM9Xuj0RjrgUpKpplSiJRMPVlmHB5mWQZobFcR2xnziwvsHOziuMbz7aWLF/Fch739Pfr9AaPRCBHBLYRBOBphW4qgEtAs/GgdbgFO05R2u41fKOYPz2A/tJRPkhTXcRDXZTQaMRNUJ5w4Wtx/6hTnL1xga2uL4XDIseVlhkMjlJSy2NndJahUcB2H+dk5giDAcWx0rpmpm3Pbk2IZrlqpIJbFsWPHePCBB+519ZeU3JZyOavkiwDB83zjOTeNsciw3ABHuVRQJIOQYZSz2+7iBT69fpdLl54lSRIcx8UWy7hHSTPiMCQJI+qVKo1KjcXZedLYbKN1HOONd29vb+ymxPd9c3DVXBPbtmk2ZtBxwpHFRRzHYTgccub0aTbW1tnd3CYdRiSjiHq9wdLiIpZl0e/3CaOQvdY+B+0WB60WSZySRCmiYaZRZ2d3h2Ec4lUrpEBzYY4wzbi+vXNvq76k5A6UQqRk6tFaY1kW9VqdRq2JEhedw/HVozz0opNYecyxxXlWl5e5f/U4kFOpVMx56bbxqZXnOWkcY2Ghc02v2yPwfWxLcf+pU9TrdQaDAU8//bRxi2LbhKE55dB2XZRlYSk1tjnZ29tjbm4OrTX7Bwc888wz9Hs9Ot0OOs/pdDrMzs1x4sQJgiDAdmxzTshwyHAwoNvr0uv3ub6xwdlzT7O+bnxz7e7vodH4QUCuTfySkmmmXM4qmXoOt71Wq1W8NKNp+7R71/jIRz7Mt37TV3Pq1GmUeMw2qgSBRXOmyUGrQ7fbZ25uniiOsC2FKIsc4y4+CALyPKdWr7G0skK712H9+nXCKCKKovE9XdcljWPiOMJRxiAx8AN83x8fmdtqtXBdl62tLWPo6DgEvk+z2WRubo5KpcL23g6tXpfhcIRCyNIUzw/I84xOL2Vje5M0z5mbm2M4HLK7u0e91njeCYwlJdNIORMpmXqMIV9Ev3BkWK15KCV0Oj3+8A8/TC5wbX2d3/nd32d96wAsizhOaDQaxiJdhLzw0qu1ESKtVgtLhNm5OZrNGWZnZ6nWauPZy+HJh71ej1a7TRhG2LZtTh+s1bBtm4WFBVZXV0nTlOFgMDYmdAqX71tbW4RhyMMPPcRrX/86XvHyl5NnGVEU0x+N6PS6VGo1ojSmOdOkUqmgLIv5uTm63Q7Xr1/n4sXyPJGS6aaciZRMPWE4QsQYCeY6w3FsKoHPMEvx3TrXNrd58smzdFtdlOtz/MRRDg7a2JZtlOSeg20ZnUie5Xieh4sYlyQC19bWyHTO9vY2lUqFZrPJ3t4eeW6Ou3Vdlxoax7FxHZckSZh1myDC7t4unW6Hje0t49hR5zi2zXA0ItvfI89zDlotjp04Qb3e4Hu/53v5jV//dYajIe7AJ7p2jWE4YntryyjTl5dZW1szM6HMuEgpKZlmSiFSMvUcHnOrlIWybQa9EYsL81zpd3FqVV756Mt5/COfplJr0G53Oba8wOL8Ap1OD7EssiRFbMi1ESBJnjKzsIBfqdAfGR3FXuG2/fBc9rm5ObrdLoNBnyzL6Hf7KFG4tovreYzShLXNDfI8J85zLMehuTBPq9XCrgS09/bQymKvbZw87uzto0TxlD7LwsISG5ubtFsdojAkzzXRKMZxXdavb6GUxXAUkkqOUuUQLZluyh5aMvU4joMqlNpxoa8AePCBBxkMBgy6B/hejmBxfHGe8+fPM9NskmNckWRZhmQZ1Wp1vKMqSVO8PGdmZmZsgxKGIb7vm5MFq1WqlQpRFHH12jW01kRRxEGrRbVafZ5epdvt4vs+w8EAz3XZ398H4ODgAMsy7tyTJMP3fLI8I8+NQ8ZatYrtOMYeJHVpNGfHB2M1mrO85NGX8MlPfOIe1nxJyZ0phUjJ1HMoCMAclev6xj2647pcuXoFyHBsG6Uc+oMOj7z4xZw99wwZFhpBgCiKqAQVhsX56sPhkEajMT56N8syXNfFc13CKMJSihc99BDtdptKtcrm5hZxHGNZFlmWMej3ydKUoBA0vu8TRtHYRUutViPLMhYWFsy9KzVmmk3arRZ+ENDv93nssceIooid7W1m5+bZ3trh/tOn2dzYwPU8hsOIMw88dM/qvaTkbiiFSMnUc3heutYaZavx8bZJHBPHMVfXN43lepQQZhrPDxAR4ihC2S7o3HjrjcKxQ0VlWZw8eZJ2u82TTz6J6xqPvKMwpFatAphTBz0PZSmOHzvG5StXGAwG411Z/cGAaGOD+bk52u02Dz30EIPBgNOnT7O1uUmcJHQ6HbrdDmF8HVHPWceLWJx95hwikMQJiIVg86GPfgwwZ6iIUmj0Pav3kpK7QQ6PHi0pmVZe8dgj2rKssS8rrbUxBAx8nn32PCIOq6fuI01HZGnM61//OuxceP/7Pkic2MT5gErgYzs2IDi2Ym52FhGLg1bL6K7FQgSGwxGB5xWu2l0GwyF5mhGmz53rkaYpy0eXOX78OBcuXOTI4iI7O1sMB8ZKvt8bEIYjZhp1KpUqMzMNxFLj3Vt5nrOyepyPPv7HRl+ys0cSx2iMixNdnDmSArZjE/U6pXa9ZGopZyIlXxQcnjo4HA6ZaTRI0hRB8L2A7f0Wcu06rmeMAt/3Bx/izX/qm3EdhdaCsgLEEtI0M2d7OC5hFKOUModFFf/bxYFW3X6fqFi6QsP8wjxN26ZWqxGGIRsbG3R7PT716afY39/nytUrVCoBR5eWOH78+HhrsSrOCUmSZKzTSdKUTqvNsN/HcRTDYYRSigQLS4kxrBSj87FyjZWXL3kl000pREqmnkObjUM7jThJxhblnufhuhYPPfQQTz99AVsZ77mXL12hOVNjc3eXOBGszBgP+r5P7huvvHFkzlXPtabb6xFFxhakWq2OTz1MkoSDgwOiOKbb7ZCmGSLguh6Li0u8/OUvNXqSIu5oOCzOdldkeU4aJ4RxZJanRMYK+jAaEcYRaZJhWwrLEiylsCyrOAe+QtXznzvPpKRkSil7aMnUc3hyYJ7nVIKApHCxPhqNsG2F5zk0ZhrYShFFQ5STcdDa58jSPNWZOueevUIcR3iesTIPRyPC0Wi8vBQPh6wcOwaALuw61jc2zKFSeY5f8alX66ysHCPwfSrVqln6GgzY298lyzIsjBv5OI6JogiNwlI2SZoUqv2UJInIco2yFKMwMrvGLIXjKOq2wvUqKNssafm+T7PiU6vW7mHNl5TcmVKIlEw9tm3juq7xPTUaUalUCMOQWq1Gr9fDDzxjxe5oGr6HWBn7+zusrjzKYLjHi1/8CM8++yxaawaDgTkpsdg27Ps+Os/p9/scHBxwsL+PpRTzi0c488AZRmGI57gM+n0AkjRld3cXMC7iD2c3cZgShiHhaIQfBERJilgp4SjEdmyUgjhJ0TonIUEDYgkikJMhonA91wggnWPbNvvdFrvtvXta9yUld6IUIiVTTxhFxMVBT4fKbtu2zX/HQTqa/sE2r37sDBcvXuVrv/GbyNOEhfk5Pnn2U2BXqNRrtFptslxh2T626+Eqm/3tFv2wT0rOyftOsrS8QppmqFwT9kPSJCYdxcSpmWG4rstgMMBybOLELIf1RyGecgqdi0eWCFmekKYhubIZxSm25EAOGDcuOSl5npljdS0HS4RoOCLNUhzHBQ1pCiLlGesl0025O6tk6nnw9EktIniesQ/xfZ8oisa2I4NBl2jU581/9lt5+IGHubq5w87ONr5fYWdnm6fOncP1fLJMk2cwHAxJ0hhbjO5haeUoOcZS3XUcI7RGZjuwiBBFEXlujrPVWpvlK1sRhkMsUURxjF+pEDguVc9lvtkk0zk7Oy3avRFRZiESY6kcrUHnGk1GmiaIKARFnmvjtl45WMrobxzHIUkSrq1dKXdnlUwt5UykZOrJ8wzbNq5PDi3OzS4rxzz4PZ9up8u73/1eGvUZOp0R5565zN5ui8ceeymLi0fZ299jMBgRhymdXgfLVrz2S17DzuYW3U7HnNUuQq/fL46rhdFwgFMIkizLCMMQANtWuLbw4gcepNfr0e608et1lhcXOX70KC99ySO4nuLxj32Us0+d59reDoNBxuFw01oAs5QlUAgQG6VsLGWRZ/lYQKZJcpMaKSmZHkohUjL1iIjZRZWb5aBD4eE45q1dLAuUQ6c/IkPzW7/9TtIMgqDBMxcuEoYtDlr7RGFKmuYkOsOzXM6dP4dt2YiA49rYtj0+LyRNU7I8J05i0Borz008x2V5eZkHTp7g9a99DWEY8rGPfYyr165y9eIlPv74E7zr3R+gfmSWmlI8cPwklWaNTz9zmTSxjJJdNFmWYlkKnRv7lDzTCNlEme9VbZeUfHaUruBLpp5arY5lCVrnROGIpHjQ53lO4PsoS3Bdn8HAGPi9+OEXsbgwy9zsDJalQRSDwaiwNAfLUhTyCF080EfDkOFwRJpmdLs9LEsBQp5pzHwBlhcXuH91hXg04oknn+DsuXNUg4B+t00e93Ekx3UCIq0YxDVOvugNrO/kWFkdGw+xFFmmAYVYCqWc59mja/TYbsVxXJRSWOUZ6yVTTilESqYe27aZn18g8APEUsaaO02xROh1e+goZWa2SVCrcO3qGg+feQBbBNKQV7zsxZw+dT/KchFR5gEtCgVEUYzWOXFsZjlJnJDGGa7jYYkiT3J0BoLi2JEjLM1W2du+zu7OPtudPl6twbW1qzSqFY4uL/LQA6epBQ62k5MOdvnd974Lb3mJC9eukyYJmhzbtREFOoc8A2UZQ8c0S9DabGc+tMjP8xxVCpGSKacUIiVTz3A0IklTHN9D2Ta5hjTLGI5GKMclDDWDfsJolPGRj36CkydPMTs3j3JcOr0+g9EQ17OZm59h4cg8WBlZnqF1TppkgIXWFoLCUkIcx6Rpiu3YZnuuCEcWZtnbaxPlDlZ1Bkt8PvHkp/nQBx/nq77y61hYOE6/N+LVX/IqbEJIDmh4CU/88QfohUMSnZPnmjiOyLMMsYxPMBFBimFoiSAIaZKQxDFpGpNn6b2t/JKSO1DqREqmnjCNIbFQlkWUJvh+BSVCHMUctDtkSc4gTMmylGcuXOS9f/B+hqOI3ijk3PlnOXnfKsePr4y98FoKcp2RJCm27WMrG02GBrLMMlbtudk95Tgus7NN1rd3SOOcXj8mDxzSLMF1Pebnmmit+dLXv4Hzc89w9umnaQQV2lEL0iF5ZvQ1uVhYgKUUaZYh5AjGGt+yNLZyiJMYXymUstFo8jRFOaVypGS6KWciJVOP4zhkeUaaZziug2XZ9Lp9Op0ew+GIwbBHksfkZKR5zMce/2O6/QGD4ZB2u8P58+d56KEXFXoVjaOUsSFPM5Q4gGBhA8blSJYWHoOVTZqkXL58hctbexx0InIN8bCLJsaSjGeffZqzT38KbWUsLS5QDSokoxRRNdJMY2UZkqUoS5Frs+vKLFEZR5KWZRXbhM1GgTiOyLIUARxXQenFt2TKKYVIydST5zm2colCTa8TcX1tg3a7wygckmYpylG4NigLNIpuOOK+UyeQ3MJW84Sxz4ULaywvHiXPMyzbRcQhy1I0CVmWkGcpkuXoTJNnOUmcYkyoLKrVGrZSiGeRk+Hagk4y6rUqS0ePsru3x7lznyZKRqwcX6Uy02SU5aBc3IrLzExAs17BEYXo3ChEAMs2rlx0lnHqxElc10dQBJUah34XLauciZRMN6UQKZl64jhmd3ePdqtFt9sjikPEgmq1wsL8LCsrx/BdF+tw55WG5eUlbAU6y3ADnzzLCTyfNIyNgr7YcZVlCZYCUYrcgpx8fIZHluVkWWqcP1oeUZiQ5wplBWhcrl/fZnNzB42wf9DmyJGjHF89jmWBIkWRU3EcvvaNX8Hxo8s4ysEWB8Qqls4yfD+gWq/x2te+lpP33Yfj2qRpbPQjYjwPl5RMM6VOpGTq6bSNAWCapogoGo06tVoF27awHYWtPGbn5oi3t8xyEQ69bpfGTMDmdou4YxMSMVdzsW3jnkTZLjpNiOIUXIWQIsU2YiNejG1IlmVGj5Fk5LnZTTUcjLAsm72DHhY51dlFNjav82v/6Z2MhiGSp7g6Y642wyMPP8L6xWvYltmBhcIo1gGxFFEYUa9W2d3eZqZe4dWvegUf/uCHEPXcaY4lJdNMORMpmXpGo5gkSQkCj6Wjc1SrAZocTU6SxIxGI7PkZdsIxqDv6U8/xZ/+pq+nUhGUSvGU8MCZ+6l4AToT0ILOLdIkQ2OR6sx4BxbI0ca/VeESSGuNRuP5LrVGlXqjjuM5rG2sk0rAhx4/j+3MsLF1QLvd4eiReR5+6EFO338fvW6bNI65cvkySj33zpblGZVKBUsZdy5b21usrV3jE098nIWFOe5bXTXnjyTl7qyS6aaciZRMPcpS1Op1gsB43hUEZSu0zvA8lzQRHMdB61n29nbJU8XmxibDYZ/XvPoV7O93edXLHuP+Eyew7YB3vef9uI5LmmZjK3hEoSUzynDLLDXpPMd1PbIsxQ0sVlePcfr+++l0Wly+eoVW6wCNzdGVM1y59iyu6xMOIpYWj3B9Z5NLVy/hOxX63QFRmJBkGZnOyMlxHeOxVyyLMBwx6g8Iwx6O45ImMbMzDU6cuI+trc17W/klJXegdMBYMvUsHl3QrmujtcbzPJzCSaGyFMPhgGZzfnwG+/r6OlEYYwGrx5d59atexdd8zVdx6dIV3v9Hf0SSafq9iI2Nbdq9Dpocz/ep+AFJmkFxRK2lMiTPcB2FEqjU6iwvnyFPEo4tVRlFA7JMs7fTAnHoD/bw3Squ67K9fZ3+aES93iTLUmzboTcYkBbLY7ZyjKBKzY6sWq1BmiYoyyKOImzHYWVlhcXFRTY2N/nDD36k1K6XTC3lTKRk6rGVIs80tqNI4xRsja0dRvEQx3HHJx9qrbFtRYSgLc316xtk2Ydp1BZ54hOf4sLFqziuz/HVozjKwnUUSQZRODJbah3beNTVOToHC0WSZCjXY297xMtf9RBJqvnkU5+g27pKnEbkeUyeZzSbMwyiEK1DeqMY3/NI84xc5wx7XbCU2UmmFJ7vEYdDKpUqjUaDkydO0On12Fhfxw8CbNumX5xfUilOYSwpmVZKIVIy9Xi+SxiG5LmQxim2HQCMfUy1W20c1ylsOxRiW3iuSxQOGYxGHLSus7HxDLYLC0vz7Oys4yhBCaRkQEaahvj+DGhQ4pCkMZk2ThdzrXGrwu/9t3eC8pip16k3lzho7RBFI2wnpz+KEcC2HdygQZaFZImxTs+BNDGzDnMeSodmfYZmrcbx1VW2tjZpt9rFEp0mTVOqlQqe7XDq1P33supLSu5IKURKpp5GY4ZqtVboIMy5H75vjAUtK8H1XOIoxlJiziQXCueFFt1+j2OrR1ndXObK1evMzFY40mwyHIYcyRd4+plzZLl5cI9GQ4IgwPV8LEsRhiOUQBwn4IJWERYj4t6IUQp5HuP7rvG+mydkWUYah1hKk+WxsT/JNZVKQKVaYTTq0+t1aDRmmJ+fwxWL9v4Bg27fzD5GA3w/IAgCbMdhplYnjeJ7Xf0lJbel3J1VMvXoNGO+OcvqyirKctC5JkszLEsIwyHkmmq1Qq1SQ2caWynCaGR2VWnh2tomZ848wvzcEmtXrrNybJk0i5ibm+H4sWMoS0BrwnBIGI6IowGQUw0qIA6ZuCSJBalCxxlpPELnERYaspw4zMwJiElInkakSUiWGR3Hwvw8eZbRau0jAnPNJoHnM+z3SdKM3mCAX62gNTiuZw7e0hoyzf7+PuvXr9/r6i8puS3lTKRk6vEcl5l64/9v7/55mwbCAIw/59j554TWpUVClA9AK5iB7z9AZwSCDRASJW2E25A0ts9hSGeQboHh+S233+BneM93TB5NeHp6ypuLN/uf9dru/rQWlJMpy+U11eEh42ZCXdfc3W2IMfL24oLzZ+c8fFgR+8j7D+84OzsjZAPyIqfrI5+/fIX7q+Z3fWQ0ihTlAQVj2tiR7wJdt4Us0AHElizL6Lr92rYdIQSKIiOEAdVBxU1ds1j8IMsGjMeT/QNUcUfXb+nDgLwoODqq+H55yWCYM+wzijxnlBc8mM3Ybu9Yb9b/dO+lvzEi+u8Nh0PY7ZjP5yyXS16cP+fTp49EAiHL7j/iLVV1RNM0TKdTyrLkanHFzW3Nj8U1s/k32q5l/WtFv4PbXxtev3rJ8mrBeDjg5Liirm9pmoZmu6FrtsQ2Us4rJtMpoc+426zp+/01Kfk4gx6yAPMHcwj7ecxNXRNj5HqxYDwccvr4CX3fs1rfkg0GZCFwfHxC2MFkOmHbNJRlyc+63g/dRyNCD6vVirZtmM9m/3r7pT/yiK8kKZkzEUlSMiMiSUpmRCRJyYyIJCmZEZEkJTMikqRkRkSSlMyISJKSGRFJUjIjIklKZkQkScmMiCQpmRGRJCUzIpKkZEZEkpTMiEiSkhkRSVIyIyJJSmZEJEnJjIgkKZkRkSQlMyKSpGRGRJKU7DcFZndQ9p5OlQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 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": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"visualize_model(model_ft)"
]
},
{
"cell_type": "code",
"execution_count": 127,
"metadata": {
"ExecuteTime": {
"end_time": "2020-01-23T19:02:34.141778Z",
"start_time": "2020-01-23T19:02:34.120401Z"
}
},
"outputs": [],
"source": [
"def plot_confusion_matrix(y_true, y_pred, classes, normalize=False, title=None,cmap=plt.cm.Blues):\n",
" '''\n",
" This function prints and plots the confusion matrix.\n",
" Normalization can be applied by setting `normalize=True`.\n",
" '''\n",
" if not title:\n",
" if normalize:\n",
" title = 'Normalized confusion matrix'\n",
" else:\n",
" title = 'Confusion matrix, without normalization'\n",
"\n",
" # Compute confusion matrix\n",
" cm = confusion_matrix(y_true, y_pred)\n",
" # Only use the labels that appear in the data\n",
" #classes = classes[unique_labels(y_true, y_pred)]\n",
" if normalize:\n",
" cm = cm.astype('float') / cm.sum(axis=1)[:, np.newaxis]\n",
" #print(\"Normalized confusion matrix\")\n",
" #else:\n",
" #print('Confusion matrix, without normalization')\n",
" fig, ax = plt.subplots(figsize=[14,12])\n",
" #plt.ylim(ymin=-0.5, ymax=18.5)\n",
" im = ax.imshow(cm, interpolation='nearest', cmap=cmap)\n",
" ax.figure.colorbar(im, ax=ax)\n",
" # We want to show all ticks...\n",
" ax.set(xticks=np.arange(cm.shape[1]), yticks=np.arange(cm.shape[0]), xticklabels=classes, yticklabels=classes)\n",
" ax.set_ylabel(ylabel='True label', fontsize=16)\n",
" ax.set_xlabel(xlabel='Predicted label', fontsize=16)\n",
" ax.set_title(label=title, fontsize=16)\n",
" bottom, top = ax.get_ylim()\n",
" ax.set_ylim(bottom + 0.5, top - 0.5)\n",
" #plt.ylim(ymin=-0.5, ymax=18.5)\n",
" #plt.xlim([-0.5,18.5])\n",
" # Rotate the tick labels and set their alignment.\n",
" plt.setp(ax.get_xticklabels(), rotation=45, ha=\"right\", rotation_mode=\"anchor\", fontsize=12)\n",
" plt.setp(ax.get_yticklabels(), fontsize=12,);\n",
"\n",
" # Loop over data dimensions and create text annotations.\n",
" fmt = '.2f' if normalize else 'd'\n",
" thresh = cm.max() / 2.\n",
" for i in range(cm.shape[0]):\n",
" for j in range(cm.shape[1]):\n",
" ax.text(j, i, format(cm[i, j], fmt),ha=\"center\", va=\"center\", size=10, color=\"white\" if cm[i, j] > thresh else \"black\")\n",
" fig.tight_layout(pad=0.0001);\n",
" \n",
" return ax"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-06T22:02:23.756098Z",
"start_time": "2020-02-06T22:02:23.543027Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"ResNet(\n",
" (conv1): Conv2d(3, 64, kernel_size=(7, 7), stride=(2, 2), padding=(3, 3), bias=False)\n",
" (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace=True)\n",
" (maxpool): MaxPool2d(kernel_size=3, stride=2, padding=1, dilation=1, ceil_mode=False)\n",
" (layer1): Sequential(\n",
" (0): Bottleneck(\n",
" (conv1): Conv2d(64, 64, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace=True)\n",
" (downsample): Sequential(\n",
" (0): Conv2d(64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" )\n",
" )\n",
" (1): Bottleneck(\n",
" (conv1): Conv2d(256, 64, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace=True)\n",
" )\n",
" (2): Bottleneck(\n",
" (conv1): Conv2d(256, 64, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(64, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(64, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace=True)\n",
" )\n",
" )\n",
" (layer2): Sequential(\n",
" (0): Bottleneck(\n",
" (conv1): Conv2d(256, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace=True)\n",
" (downsample): Sequential(\n",
" (0): Conv2d(256, 512, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
" (1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" )\n",
" )\n",
" (1): Bottleneck(\n",
" (conv1): Conv2d(512, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace=True)\n",
" )\n",
" (2): Bottleneck(\n",
" (conv1): Conv2d(512, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace=True)\n",
" )\n",
" (3): Bottleneck(\n",
" (conv1): Conv2d(512, 128, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(128, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(128, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace=True)\n",
" )\n",
" )\n",
" (layer3): Sequential(\n",
" (0): Bottleneck(\n",
" (conv1): Conv2d(512, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace=True)\n",
" (downsample): Sequential(\n",
" (0): Conv2d(512, 1024, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
" (1): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" )\n",
" )\n",
" (1): Bottleneck(\n",
" (conv1): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace=True)\n",
" )\n",
" (2): Bottleneck(\n",
" (conv1): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace=True)\n",
" )\n",
" (3): Bottleneck(\n",
" (conv1): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace=True)\n",
" )\n",
" (4): Bottleneck(\n",
" (conv1): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace=True)\n",
" )\n",
" (5): Bottleneck(\n",
" (conv1): Conv2d(1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(256, 256, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(256, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(1024, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace=True)\n",
" )\n",
" )\n",
" (layer4): Sequential(\n",
" (0): Bottleneck(\n",
" (conv1): Conv2d(1024, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(512, 2048, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(2048, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace=True)\n",
" (downsample): Sequential(\n",
" (0): Conv2d(1024, 2048, kernel_size=(1, 1), stride=(2, 2), bias=False)\n",
" (1): BatchNorm2d(2048, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" )\n",
" )\n",
" (1): Bottleneck(\n",
" (conv1): Conv2d(2048, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(512, 2048, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(2048, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace=True)\n",
" )\n",
" (2): Bottleneck(\n",
" (conv1): Conv2d(2048, 512, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn1): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv2): Conv2d(512, 512, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False)\n",
" (bn2): BatchNorm2d(512, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (conv3): Conv2d(512, 2048, kernel_size=(1, 1), stride=(1, 1), bias=False)\n",
" (bn3): BatchNorm2d(2048, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)\n",
" (relu): ReLU(inplace=True)\n",
" )\n",
" )\n",
" (avgpool): AdaptiveAvgPool2d(output_size=(1, 1))\n",
" (fc): Linear(in_features=2048, out_features=19, bias=True)\n",
")"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"model_name = torch.load(\"../models/model_name_resnet50gpu_correct_merged\", map_location=torch.device('cpu'))\n",
"model_ft.load_state_dict(model_name)\n",
"model_ft.eval()"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {
"ExecuteTime": {
"end_time": "2020-01-23T16:59:31.170904Z",
"start_time": "2020-01-23T16:56:29.649321Z"
},
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
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}
],
"source": [
"pred_list = []\n",
"label_list = []\n",
"for i, (inputs, labels) in enumerate(testloaders['test']):\n",
" print(i)\n",
" inputs = inputs.to(device)\n",
" labels = labels.to(device)\n",
" outputs = model_ft(inputs)\n",
" _, preds = torch.max(outputs, 1)\n",
" pred_list.extend(preds.numpy())\n",
" label_list.extend(labels.numpy())"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {
"ExecuteTime": {
"end_time": "2020-01-23T17:01:24.145391Z",
"start_time": "2020-01-23T17:01:24.132637Z"
}
},
"outputs": [],
"source": [
"out = open(\"model_name_predict.csv\", \"w\")\n",
"out.write(\"target,predict\\n\")\n",
"for idx, i in enumerate(label_list):\n",
" out.write(str(i) + \",\" + str(pred_list[idx]) + \"\\n\")\n",
"out.close()"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"ExecuteTime": {
"end_time": "2020-01-23T17:01:27.084585Z",
"start_time": "2020-01-23T17:01:27.049695Z"
}
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>target</th>\n",
" <th>predict</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <td>5</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <td>6</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <td>7</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <td>8</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <td>9</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <td>10</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <td>11</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <td>12</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <td>13</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <td>14</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <td>15</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <td>16</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <td>17</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <td>18</td>\n",
" <td>0</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <td>19</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <td>20</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <td>21</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <td>22</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <td>23</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <td>24</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <td>25</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <td>26</td>\n",
" <td>1</td>\n",
" <td>11</td>\n",
" </tr>\n",
" <tr>\n",
" <td>27</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <td>28</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <td>29</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" target predict\n",
"0 0 0\n",
"1 0 0\n",
"2 0 0\n",
"3 0 0\n",
"4 0 0\n",
"5 0 0\n",
"6 0 0\n",
"7 0 0\n",
"8 0 0\n",
"9 0 0\n",
"10 0 0\n",
"11 0 0\n",
"12 0 0\n",
"13 0 0\n",
"14 0 0\n",
"15 0 0\n",
"16 0 0\n",
"17 0 0\n",
"18 0 4\n",
"19 0 0\n",
"20 0 0\n",
"21 0 0\n",
"22 0 0\n",
"23 1 1\n",
"24 1 1\n",
"25 1 1\n",
"26 1 11\n",
"27 1 1\n",
"28 1 1\n",
"29 1 1"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data = pd.read_csv(\"model_name_predict.csv\")\n",
"data.head(30)\n",
"label_list = data[\"target\"]\n",
"pred_list = data[\"predict\"]"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"ExecuteTime": {
"end_time": "2020-01-23T17:06:15.327776Z",
"start_time": "2020-01-23T17:06:15.321585Z"
}
},
"outputs": [],
"source": [
"### Change current class_names, make it shorter\n",
"class_names[0] = \"2.55\"\n",
"class_names[3] = \"handbag\"\n",
"class_names[13] = \"None\""
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {
"ExecuteTime": {
"end_time": "2020-01-23T17:12:03.313879Z",
"start_time": "2020-01-23T17:12:03.306384Z"
}
},
"outputs": [],
"source": [
"new_class_names = [\"2.55\", \"boy\", \"grandshoppingtote\",\n",
" \"alma\", \"neverfull\", \"speedy\", \"petiteboitechapeau\", \"newwavechaintote\",\n",
" \"jetsettote\", \"selmasatchel\", \"mercertotebag\",\n",
" \"dionysus\", \"sohodisco\", \"ggmarmont\",\"sylvie\",\n",
" \"F57842\",\n",
" \"classic\",\n",
" \"handbag\",\n",
" \"None\"]"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {
"ExecuteTime": {
"end_time": "2020-01-23T17:13:34.454495Z",
"start_time": "2020-01-23T17:13:34.447763Z"
}
},
"outputs": [],
"source": [
"def get_index(class_name, new_class_name):\n",
" index_map = []\n",
" for idx, i in enumerate(class_name):\n",
" new_idx = new_class_name.index(i)\n",
" index_map.append([idx, new_idx])\n",
" \n",
" return index_map"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {
"ExecuteTime": {
"end_time": "2020-01-23T17:13:54.891429Z",
"start_time": "2020-01-23T17:13:54.886710Z"
}
},
"outputs": [],
"source": [
"### Reorder the class based on brands\n",
"index_map = get_index(class_names, new_class_names)"
]
},
{
"cell_type": "code",
"execution_count": 123,
"metadata": {
"ExecuteTime": {
"end_time": "2020-01-23T18:59:45.452036Z",
"start_time": "2020-01-23T18:59:45.444502Z"
}
},
"outputs": [],
"source": [
"def convert_name(pre_list, index_map):\n",
" new_list = []\n",
" for j in pre_list:\n",
" new_list.append([i[1] for i in index_map if int(i[0]) == j][0])\n",
" return new_list"
]
},
{
"cell_type": "code",
"execution_count": 124,
"metadata": {
"ExecuteTime": {
"end_time": "2020-01-23T18:59:47.042731Z",
"start_time": "2020-01-23T18:59:47.032509Z"
}
},
"outputs": [],
"source": [
"new_label_list = convert_name(label_list, index_map)\n",
"new_predict_list = convert_name(pred_list, index_map)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Get confusion matrix"
]
},
{
"cell_type": "code",
"execution_count": 133,
"metadata": {
"ExecuteTime": {
"end_time": "2020-01-23T19:04:47.197116Z",
"start_time": "2020-01-23T19:04:40.557156Z"
}
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1008x864 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"### Get confusion matrix\n",
"fig = plot_confusion_matrix(new_label_list,new_predict_list, classes=new_class_names, normalize=True, title=None,cmap=plt.cm.Blues)\n",
"plt.savefig(\"../demo/model_confusion_maxtrix.pdf\", dpi = 300);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Get Accuracy"
]
},
{
"cell_type": "code",
"execution_count": 136,
"metadata": {
"ExecuteTime": {
"end_time": "2020-01-24T03:00:58.769526Z",
"start_time": "2020-01-24T03:00:58.759343Z"
}
},
"outputs": [
{
"data": {
"text/plain": [
"0.8964646464646465"
]
},
"execution_count": 136,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"num = 0 \n",
"for i in range(len(new_predict_list)):\n",
" if new_predict_list[i] == new_label_list[i]:\n",
" num += 1\n",
"num/len(new_predict_list)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Get F1_score"
]
},
{
"cell_type": "code",
"execution_count": 140,
"metadata": {
"ExecuteTime": {
"end_time": "2020-01-24T03:02:33.184376Z",
"start_time": "2020-01-24T03:02:33.144334Z"
}
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/jianinglu1/anaconda3/envs/datainsight/lib/python3.7/site-packages/sklearn/metrics/classification.py:1437: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no predicted samples.\n",
" 'precision', 'predicted', average, warn_for)\n"
]
},
{
"data": {
"text/plain": [
"0.8901768889432261"
]
},
"execution_count": 140,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"f1_score(new_label_list, new_predict_list, average=\"weighted\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#### Check crop size effect on accuracy"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To answer the question, how large portion is needed for my model to do the preditcion? I checked the performance of my model with different crop percentage."
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-06T22:01:20.036686Z",
"start_time": "2020-02-06T22:01:20.029607Z"
}
},
"outputs": [],
"source": [
"def get_accuracy(testloaders):\n",
" pred_list = []\n",
" label_list = []\n",
" for i, (inputs, labels) in enumerate(testloaders['test']):\n",
" inputs = inputs.to(device)\n",
" labels = labels.to(device)\n",
" outputs = model_ft(inputs)\n",
" _, preds = torch.max(outputs, 1)\n",
" pred_list.extend(preds.numpy())\n",
" label_list.extend(labels.numpy())\n",
" if i % 100 == 0:\n",
" print(i)\n",
" acc = len([1 for i in range(399) if pred_list[i] == label_list[i]]) / 399 \n",
" f1 = f1_score(label_list, pred_list, average=\"weighted\")\n",
" return acc, f1\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 82,
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-04T05:16:14.728678Z",
"start_time": "2020-02-04T04:48:35.156939Z"
},
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x720 with 1 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": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 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": {
"image/png": 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S+IyTmHh6fXT5VAZqafrO4ZE+vf2SPxJzx8VpOU+k+bsrb85i7xNZ3p+mbyfwcZLJN73O9l+RmIerJI3NM3vuvY7ET/nb9D0uB2alYWWShrlOYrY5k4fL3giJLO/K+w+R+jvS8AfZg4wwfT04PX1OPc3zz5D6rdiDDy59vw1p+b2DRH53ybMikel70zgfBD7Qc+/5JI3SJIm/eDGJjC1Ow79Eohh7685dPfd/Hvh8+v2wVAaaaVquBo7rufajPDTCWZM+29+PunN4GtdEKhvnpr+/uydv9lhO7L2OnEMio00S0+E7psjuLvnTJEppbfqMm0jWjELSXt5HIluf4eGyp0ga841pPn8dmDGl7LaSTB58E4/06X2HpH7VSdrdx+0hffsq5z369NhLu9Nz72vTMhsDPkbq72bfdetVaZlPkkxU+SYPnwOwy++7hUTZOhIrxx7lYdcsoz0iIuvSAvjZXi/MyPgLRUTOIqkDJ/4JnvUhYK5z7iUishD4tnPuT7Y8Jh1NTJKYqtb+qZ6b8ZeLiDgSeXrgj/ycQ0gGBDm3l7kgf1Y7smRk9Bsisjo1dUlqjnwZ8D0A59ymP4XCE5HnpebVEslo6g4emsiRkfFniyTbowWpW+VDwOV7U3iQKb0/GyRZTN+Y5vP5A522jD8qFRK/XpPER/Ex9u2neqw5jcQ8tAVYAfyj25cJ6M8ISfaIna7uNA502jL+6LySxOz7IIkvdTp/4sPYp3kzIyMjIyPjL4VspJeRkZGR0TdkSi8jIyMjo2/4Sz0VISNjnxhrnLWWbhgSRyGdbhclPgC7rP65XIBzYE2IMRYTx8T2oWVY1lgEweFQIuRyAdaCcY5CPoe4Lj/4zsW878Mfpe0cYzvH8Y1i5bIFnHDoHG761c2snTTMXXUc5VxEq9bgsFUHs3zxPP7+9FNZt3ENM0dWI8qn1WrTNTFWOSJnKKkKxWKRcqmIHwQMVAbwfY9Wq0kn7OJpTeAHTFYnWb9uPeP1OuPj49RqdeqNOp/5xMf3tbA7I+Mvjsynl9G3PO3kZ7stWzZTLBTxPA9EEGVRIoCglMJag3UOXwvWGIy1AChRhFFInCrNXC7A9wNECVEUYa0lthCLIgxD/KjLcF4xFAjlgTwGx6KRMi9/+cv54S9v5wvf/Sk2CtE6II5CJO7g64i3vPEcPva5C8nlh7DGx1hL2Gkyc7CMX64QBAGdbhecS7cnEZwzOGdBBGstIoISwRcf3/fZsmULIsK9d96RKb2MviNTehl9y6ojjnJhFOF7Hu12i3anTaFQwPd9JN0VyTmHtRZF8jeOYzzPI5/Po5QiCkOcs8TGEne7WEgUDgqfiFVLBvi75z6RVasO5ue/vIkbrr+Z0R1VmrFGopiCFlSlQG54ARONiK4TnFJ4xlDAcvKTnsCieUX+478vRhXnMGvuPOKwTqBiQsljTDLqNLHBWpvsC+ZinEvSLkol41AHYhNF7nkeWmtuvem3mdLL6DsypZfRt8xfutRZa1BKo5RCKYXvaSYnJ3GAVoLSGiWKSqmCpz3iOE4UobNYY3GRwyhDqGJEKoh1SDxOSTd45zkvZ/uGe7lv/Sg33boBJUO84LS/Yc3YFq7+5c1UR7dyxt+ewmh1lFvv3cDYRIPi4Hw6kcbaLmKrKLp863Of4vtXXs0PrryGXHGQ2MbEYUg3TkakyWgOjElGoU4szjhEC8YYtNYIoJ1KlLkk21ZsWLM2U3oZfUfm08voW8JOCAgu3SoxiiICX5ELAsIwAhTWOCIT0mmOojyFs6C1RmuNUoKSAKdAFIjtEJgICcd5zWv/Ec9r8pMrb2T5Mc9lY2McP2jx2e98FWtKSG4AlSvzrUt/wpFHH8GXLvoKY+tvZsO2LfznF7/O7JG5LFnwBGwkrL3/QZbMXUinEdKNmkSxAwGbplsA68DzPKxxiAKlPZwz+DrAOZek1zqUUqAUSmX6LqM/yUZ6GX3LyNxFzvN9lCgcDkEI4y7GGEQgCHJYY8jl83TCNkqSkV8YdoFkEouvfNAhquCBzVESyDPBq15xOmGjyj13b+Xm+0fZHvqEUYscISYu4jyP6pYHueDc1/OBD36SytAIxU6N17zhldQ746w6dCGXfucSnvOsUzjxuFOZ6DhOPu0F4BdxOsACIjrxRcJDvjul8JygtYfnaYBE0QG+n0zSCfI5HI6bfv2rTPNl9B2Z0svoW1YceoQTESbGxjDO4ZzF83wEQQRiE2OtJfDztKMmlcoAURSitYcohTMGawzOGpzWeF4eX8NAWVgydw6fef95/Obnl/G1y6/j+nsnEQ1500SMxhUGaY9t5fMfOJd7br+dTVu3sezgAS76yg3sbMbMml1iMMgzqzKLnTvW8KGPfoBZCxfzt88/k1x5COXlUZIoNeeS0afveWjto51FK4XSGq0UDtL38GiHXSYmJ+mGIZs2rMmUXkbfkSm9jL5leO585xxYaygWiogSRDSSztwUgW4YgnPENsQ6h7OQL+QREbTWGJuYF8NOnEwgsSFB4CiUCyyYpTj3X1/Ejq0dzv/w14mNoVQS7MBM2kZobNvIj7/yER687TeIp/jqZdfxmzvHcOUyzhunoAsU3ADDQ3kKOcURRx7CnXc9yLqtO8mXh/EkmVzj+7lEEYvg6QCFwTm3e2SHdVgc4xNjjE+Mo7RHbGJGt23JlF5G35EpvYy+Ze6CZS6XD9IRkSYMQ5RKlYfnJbMfRXDOEcUhsYnptDvEJmJgYBAAY5OJIZ4CTysUCi2aTlewRORkgk/8+2uob30QXRYmJrbR3ryZxUeeyE+vvp5nnPIMzj3/M7zrgxcwp1zgNW99BzZfoWMMopPlB9pohgYCliyaRxQarrrmBgZmjDBUqeB53m6ll0zEyZFYNYVmq4nSimajwejoTvx8Di2acqVM4HvcdcctmdLL6DsypZfRt8xbvMLlggCl1O6ztnYpvWSiito9CcTYGKUVcRwTRRFhJ6TZbjIyey6eVtTrEyhxFIsVXCjkA4tRdYyJ+NS73sp5r30LE9Zj5vJlPPNZz+aLX/k6qxbNp4LlH/7phbzuzedx8Rc+xdJDV/BPZ74S8WcTOUcsXTzfp1XdyTe+ehF//denkivMoFoLyfmaIEgUXrFYpFQqE0UGS0yj2cQYQ7fTQZRCiyJXGmCgXMbEMTnP5+abfpkpvYy+I5u9mdG3GOOIYounBbGJ0otVjNb6Edcqlyzu1krhBx6DxQFmuWF2ju8kMhHz582lWpukVquiFGze0SJPnXec83x+fNWV3D5hGJoxg4n71/Hp+y6klA+4++67eeZfncSiJXMpBZaz/+0cVh6xnOJAhdvuvo/CQJmINhJqhnIFZuaHeNKRRzBetdRKBSbbW6lOTqJzATGOertFvdUkZ6BQLtEOO+TzBQpBjlIuj1J5PPFwWiOS7UCY0Z9kkp/RtzjAGIMxJtnVBHYvQA/DkHa7TRzHyVo3UWAMcTeE2BJ3Q3ytWTh3HovmzmPThg20Ox2scuwYHyUoecxbPMzTTj6ZIF9mxarDKFQGqAwNMDBzkKAyRGX2fC7/0dWsvf9BTjnx8Zzz8hdj222q9SZevoz4Hl4AXt5HtMc/nfEiXvDCM2jHdcoDivnz57Nk6VKKxSJh2KVer2GMoVgeRPwc5YGZBIUyon2cJP1bYw0WiOO9HjmWkfEXSzbSy+hbhETJRdai0u+xMSid9AW1Tvx81loaYYQoIQgCnLUopei0mkgYoZUwd84cGt02m7Zs5Ojjj6XdspjWBOOTjquuvomgtIChvA8xFLxZuKDAjvEJVLFJ7Je54qrreeIJR2NwjE1WyQVD+FGME0NHWbSfY/P2TXzr0u/w1JNP5AdXXEPUTUak1lnK5QrtdptO2CUoFKkMDjJaHU8m4kSGFh3E95LJOiTr+DIy+pHMp5fRt8xfvNoZF5FuUoIxyYJ0pRVh2MXapG6IgHGg0utsbFAIxsSEkUUFAbFzzJgxg1kzh+nWm2zetomDVx2E60xy8tOeyh13/4H71m6i3o4R4+Frx/BQmeOPO4IHHriXBx98gJkjM7n2Bxezae1mXvjqt1FvN4nbk4Rdn1mVmaw+ZDGxqVManM+1192GXwoRXSBOd1qZNzJCqZBn4/otRNYysmg+jVaTsN0hanXRymBMvHuLtdHNGzKfXkbfkXX3MvoW7SlMBJ6nMXGMwxHHIdolI6goCtOF6oJohSDEUYwWSTZ4tpZcUKBQrFCaMUi308FHMThzmJGZg9x1180M5B3HHLGUW279NdZ0KZcquEiwJsIox5133sbnPn4+LzrjLDaPNjj+xFO58CPv4BcXf5Jaq8Xvfvd7iLZRLM3lvgfXEuUXcNMd6ykMhGA09WaDoZlzGBgYYKBUQuFYvmw51WqVzfevZWh4JpXKIC2/Q21ylCiKcNahpvFbZmT0A9lIL6NvWXHYsa7ZrOOsQVSi5KwBh8VahzWGbhhirQGVrN1TCFiH73kEvs/SJQfRbHeoNRporSn6OTyESr6MosPjjlrMjp1buW/9RrZNWJwOUNSxKiDwC7R2buMDb30tswdKvOTN78X6Hue9+kV4tc3saHqUFhzG0048iHNefR65wOfQIw7i1rvu5sVn/SsXfOiTVAZHKFZmoLUi0JqcpxGVg8gSdjpMTk6ycfsWVh95BLHp0Gg0aDaaWGfZvjHbezOj/8hGehl9Sz4foFSFsJucShBHbTzfpMovJIpDtAdiQWJwxiCeRy5fYHhkFjNmDTMxMUGzUcdEEVHkaDUMAuzwPLRpc/ZLn0MpOJQ3n3cBxh9C+Tkk0sSug7GadqyZbHUoVhyx67CoOJszn38mn73o03z1+5dRj67hY59oU/ECIqu5d8stnPmCk/mrY0b4qBhc3KReMxgLyoGNI1SQRylNPp+nMncmywZzjO3cxviOHSxbsQIvF1Cr1Q509mdkHBAypZfRt1Sr4wRBjlK5QBgatBbanRbOesRRCIDbdX6eUsl5eVqzevVqwjiiWq3S7XbSCTAxAsRxlOz+3I3wNbzzfR/nxhuv4ifHPp73fuDjXPeLG2kTMDgYELcmqJR8DlqyiKuuvQJjIMYh+WQJgijN8NAwOufQUYeSV8DlS3zvB1fxkn84jWLJo9GuE9oGsXVoBK0gTmei+k2PZrOO0orKQIWCH7Bpyya8IGBwaOhAZXtGxgElU3oZfUurXacbdgnDLvl8AVFQLpep1SaJ4ihdpO7jsHjOZ+XKlSjPo9FoEMYRzXaLdruFAuLIkOzrrBCxmNgRRgYTOI457qn8+xtfwaIZMR9/+9lUmzXGtt7LUYcdw29vW8vNt1zPkpUryAW/ZPvEOPdtXMshRx/Filvvo9HQNCXGNpMJM0ZrrC7Q7Ph02jG1agO8IrGFvO8TG4PVHZxzmFjTaidm13a7QdEvMTQ0A+V7bN269QDnfkbGgSHz6WX0LQuXr3Tj4+MEQYDvexSLJUqlErVajVq1itIaEVAiHHzwocRxTDdsE8chjUYdgDjuEoYholRiFrWJP1CZCHSedldTpslFH3gTUTjGz67/DV5lBgsXl7jn7s1c+ePfc8ThKxgaCnj6U07iTRd8mnx+Lm989XPZsOYONmwocfeO9cypDBMrxY76ODNKeczYBJt2jCZn4ymSUxWcwpeAWEeIKOLY4HsB1oJSGiuaIBdQLpcpFovcfWt2iGxG/5GN9DL6loGBAay1NJsNGvU6URQTdkPKlTITE+MorZk3bz5DQ0O02yGNeoPYhFgb4/s+YRji+8HuBe65IEe708Zag+85LB1ypRLSsTz+SU/h7jtv44qrLqLplVGeTRa9FyvcsnYTnjKc97bXMGeoTKem+d0vbuZv//541q37Ld12A1scQIlPsZDDRl1OeuqTmbdwPp/+3OeJncJTPiYy4BtEFMYYAj85FzAI8sSxwSpDpxPR7bap14IDnf0ZGQeETOll9C3GGEqlEpVKhTiO2bx5E61mk0ajxsyZw8ydM5d2p029XseaZPamRpPP52g261hjMcYme3KamG7YTU8pV2BDtGgsibIZWjSHhZ2DMIQsXTiTKAwQ1Ub8Bs26I2rluPYXdzNebTCU17ziFa/gM1+4iGpjIfnAo9NugudhJcLEXa675qdce/UPueTlMsK7AAAenklEQVQb32TbWAMngud7xLYL4iX7haanpltrkmUZyuw+W88RHeDcz8g4MGTbkGX0LVEUJfttxjHOOfL5AgPDsxiZO4/xHTt44A9/oFWrMjmxk3q7SqxiJFCE1pIrDuAXyhSKA+SCMloFeDpIFB7gCJL1fbaBH3i87dz3c/fvb+cz7387Sim6vqarc/jeDMqD8wnzBapdQ+QUHdfm6ONO5sjDn8620fsouy7GKVoRNKoTWBMSGtiwdg1HHXMIfhmMH+O0w/M9lPIRNMr3UL5GBRqV98jnA3xPk8sFFIqlA5z7GRkHhkzpZfQ1xhgajQYTE+PMmTOHRUsWo7TGWui024ztHKXRaGBsRKtZo9tuo8QBhlKxQC6Xo1gs4nsBQZBDKY2xBgRiE+LlChhd5rKrbuTy63/L6uMex8yyIQonmD17NlEodDqOZUsO4Wvf+j7DgyXyvuZZz3s+b3nTm/jvT76XyIBWik69ioQdbKfLkYcdjSeae+65DxGN9jTa13i+JvADckFAPp/HD3z8IED7Gq2TcKUEpbLF6Rn9STaRJaNvWXTQKheGIVEUsmrVapRSTDSbNKqTNCcm6TbbGBehcz5+oAm8AD/IAQqtPXw/wPdzGGuJ42QRezfs0uk0wYARg1OC1nlKCK61lR9d+jkuvPCb/Ojm+wnKI+iom0x+UTmqO9Zx8Wffy9n/+lZ22AIDgeVLH3k7Bx15MLWxiN/ffCPimswcHEZMngUrVvDDn1/Pf1z0ZbxcAY3gA0gerTVOCZZk5xgV+IhNzJ3dbrIIf3TzxmwiS0bfkSm9jL5l1oLFbmjmTGaPjNButwFHGEOn06HTbFKvThB22qAEp6BSHqBerzJ7zjxEhDCK8JVHLpejXC7TbrepVat0ww6Cwfc1sQgKH+lM8KqX/j3LFszmnLd+khkLl9ExHtaG5HxLbEO6zRavPP0U/MIAH/j8NzFWGPBirvjGe1izfhNHHfs4Hlizlquv+jnX/ewGYn+Eyy67lOGREVYeeiTFgUHaRvDRWOeSPUW1oBTJ/86j020zNDiDQiHPnb+/OVN6GX1HNpElo285/Ihjabc7xLHDGI21FodFa498oUAcdYnjKNmGzEJ1soo1BnGwY/t25s2bRxwbWq0WSimCICCXz9PudPCU4KzFotAB5Molrr3hNl504cc5dNV32TS6BXQBA9RaId1OF+c8No3VOWjZLIhaeErzkheexayREzjjZR9konURTnkgGi0VYjPGCSc8ie9f+g2WLxxh484q4ucQpVFOdp/6DhoTd8FpZg3PJgxDJiYmD3T2Z2QcEDKfXkbfUq1WiaIujUadODbJiehhmExAESGXy5HL5fF9H19pPIScH7Bz6zaUg3a9Tm1ykkKhQL1Wx5hkdmTgB4CP1kVyOo/Ehlo95N7127jsyhv53Gf+k3f9+3vwHOgwxOsYingEccjLznwht9x2F9ZpckEOpR0Xf/9r/NWzn87I/HnMX7KU4XnDzJw3xODsBYwsWsDXL/4WkbGEYRtPKZzrAnF6eoSi2Wjh6QKLFy0miiJarRatVutAZ39GxgEhM29m9C2rjj7WATjncE6S6f1O4axDcDgT0Wo2abUa2DhKZnkai7HJGrgoiikWi+icTy7IAZDP56nXG6DAmoggl6c6WeXQww4jl8vR7jYo2Ene/e+vYtmSebRbHX582XdYvng+yhth2cGHUQuF0//xpXRi0Drg8v+5iFJlJs8+7XSWHHIYY9VJPAWGgECE+bMG+cUvr0HnA0rlGfiBww/yTIzX8HSO2bPn43sBjWaNdrtJt9vBxIba2PbMvJnRd2QjvYy+JY4NOIXgE0dgjcLEDlD4fg6tAwI/T84v4OfzaD9AfJ9cvoB1yUkL7U6L2mSVTqtFs14n7HbI+R5KLLGNmTljNo9//FNQkqdWa9FpO7aPdVm5ZBkXf/kSbvrtWo487hn86Opf8rb3fJinPfdFXHfNNfz8x19kKGewznDmK/+FbmsH7zz3VcSmi1MeSxYtY+6ceeQLsygMzqUwmCy0j8PEnLlj+05AmDlzmDg2dDodmo0mYdjFxAbtZbM3M/qTzKeX0bc4q3BKAQpP+wgeWtvdvjAlgu/7UCzQigVlLbvsIl4Q4CmNhyW2hlbYASCuTpLLF8gXchy0cCnWKCbGJ4niGM/30AKnnPQ0osgyOmH52H9/jAiDr7oE/iCSz/GRT/4XYWsbRx15MNf+5gHqXbjk2//F444+nnAypNU0yGJDN4wwLmbHjg18/Sv/xYc/+GHuumUtOzvjgGbGjApBEACaTruLwxEEOQRFtmIho1/JRnoZfYu14JxgjSWpCsn2XQkCInielxyXDqAU4iWLvrXv4QUBOvAplEqUBwYpDwyigoCBoUGMi1m3/l7GJ7YzPjlKqz1JqzWJ0o577r2PP9z7AH996nOwsWH5wqVU8gUqlRwjc4YpDQzyn1/+AUFlPl5pDsPFCi88/RlcesnXsCF4hTJrRjczUd1Orb6VLVvv4Xvf/SIXfvJDuLjF3Lnz8f2AsZ07GRsbp1Gvo5Tg+wGQmHG1zvq7Gf1JpvQy+hZjukRRB+sMzhmsDVHaIQqcFZxRGGOJwi42DHFRhEaSEZ72sVg8LWhAjODhcfxRj8PGEdXxcZwT6o0qk5M7MdbQbndoNFpM1tpU2z7fu/xH/OMLTkO0x9DslbRdHp2Dysgcghlz+cnVv0DMBNWwS1Q4mPPe8ynq4+vJuyq2G9OpTdDtxviUGH9wjOHiDNpxTHW8xsjMuSxasIzxnWOMj++g3R4jCAI8zyeXzyUj2IyMPiRTehl9i9IQRR263Rax6WJshDEGaxITJyJMTk7S7XQwJiYIfILAR2uF1orkjHVodNosX7mK1Ycfxc5qg8gkRtBmfYJmfZxc4NixbQMmauLiNo1myLs+9l8sXLSY97zxZdjuKPU4ZNlBq5gxPJd5C5exePlqwljohOByJf7fP76aiAo/ufISnv+cx1HpjBPQQpkOrVqTE45/AhPVSby8EMZ1qvVRmq0aK1YczNDgEKOj49RrYxgb4nnJ8oyMjH4km72Z0bcsP+wIF8cx1gIu9eN5Pkp5FIISrUaDbqdBHDexYvC0h9IK55LjhmIT4+dLrFy5GiGgVq3TaNWpVsdo1nZiwy5KNMZYtPYxxuArKM6okBuZz9HzhQ++7gw++80r+emdo+QjhTUWJQ4bR2zcsI5SuYx1Ib4ZwnYnOfbYebzt3Ddx9FEnsWnzen53+68ol9qMFAKC3CJ+ftMW3vXx9yVHCcUenl8gH+RZuHgh99xzOyhNpTKIp33W3/+HbPZmRt+RjfQy+padY2OEYRetDOI6KNqICSFuE0c1HG2M6yLa271XZTIKhGqtyiGrD2HZooOIWobJnaOYsI2HodtsIGiM1hgF4iliF6K0JbZQHa1Tv+8u3vm6c9i0LeIHV9xAyaswWauztbaJbfVRto2OMXvGIOe97qVIHNFwdXY6uOHW9ZQGBvjCp87h3ttv5/CVB/Gza37HK97wSU7565dx/LFLuPNnl0JsaQNtG9JqNlj3wBYWLjqY1asPYce2zdTqOw5s5mdkHCAyb3ZG3zI8NMzo9m2Evk+lVEArn8ilxwUpQWtBCTgcKq0qnU6bYqnM449/EuBot7vEcYyxyYkNjUYVrYRuFOL7GoVgojiZRGINzsWAoSvChV+9hPe85Q0csXIVd697AGva2LiFkSJx09CK4PDDV9GpdTG+Q4thwdJFfO3bl7Ji+Qpe+YZ34pWgaxzOFOjoIs/6u5dwx7Vfp5SLEZvHcyAexBh27NhGrZbniCOPpd3pHNC8z8g4UGQjvYy+xVcBw4OzCDshrUab6mQN62I8XxHFXRBLZLqAxbhEwR162JEsWbKMKIppNjtEUZco6uKcpdmsE4ZtHIYg8FFKo5RKFrDr5JQDX3sEuohVg1z8/Z9y1bXXcNKTj+Dl//BMcrRRcYdOrUHeD3jSE4/lZ1dfScMq5i6cS74AuIihwTkceeTTEK3wgzyeX6RYnsWChYsZmjnI79aNMhEFoAfwdJ5Ag69jRCzdbpetW8aJupllM6M/yXx6GX3LiiNOcOIJkxPjNGtVVBwRFAsYayiVyumJBF0ajQaHHHIIhUKBKIpptx/y1YkIcRzT7jRpt1qIglarge/5kK6EsDbCOYPn+ZjYopyjaxp4fgHbNTzh+CN46UtO4xmnPJsf//Qqxjfez8qFIxAMctWNd/Llr15BvTuO8iCnAn747a9w160/55tX/p5t25p4+QLQJupGDFXmcuf9v0AIKBWGsEYhOgIcUEp2n7HJuXtb1j2Qab6MviNTehl9y/JDj3ZePiAKO7RrDZoTE0SpGsjlApTSBEHA0qVLaTTrGBPj6QBjLL7vE8cWTwd0Oh3anSZxFCazP53BWYtLTzpQCkRIjvsxIA7EC5Nz8owm7Ixx5Y++yprf/YTHP/3/Ua7M4rUv+2euv/kuGjbPi08/gyt+dgVbd07ikWOkovnER89j8cL5PONvziY3PJ9DjzmC++69n5GhBRizk7Vr1hIEBTwdAInKE528nEjyd/OaBzOll9F3ZD69jL7FYXHOoLXC8wU/0HhegO95OJKT1Ov1Gvfffx+DQyWcA+ea6UzMAGsdKq+SBeyAKIUz6akMDgRBKYWIRSlwzqK0jxibDAKVxsaWYrFIs9WBgZUc8eQX4OkKnm0jqkgkji9d8hXedO6b+OAFH6XkwYr5g6ycV+Drl3yDYqlIrjxIo9nEdBp0J7djcwY/UAR5A64NBOByOIlShed2K76MjH4j8+ll9C3OdrGdNnGrRWuyhvY8VCwsmr+Qg5ccRLveIGy20M6yc3SMbjfCOcEYQ7vTxLqIdqeBdV18XwOCVnkUeUQClBcgonEokADRPrEzxNoBARpLPqdotEOWLDsWvzhEEBlmDA9Q9SMiDTMkB87x4x9fQ8dA3XTJzZpNfmgpv7z+TmIT4WyX7Vu30+k2GWusZ/u6+/n0h9+PC0OwDmtDDE2M7WBsN51Mk5HRn2RKL6NvUXjEsaVWaxDkC+RzJVasWoX2PCaqkxhnsAqanTYAURSyffv25KRza4njmG63TTds45ylUMiRy3toX4BkBqjSCkFSX5pFi+BpQYDYKlphhBXNi176Cupjo/zge1+gtn09h684ClWYRUP7FEtD3H7bPXgSoHSO62+4g42jXb7wtf9m0aJ5NCY3Q1hHGUe3aZk1q8BByxdhwi7KCpoCvpTxdIBWAeBhTObWyOhPMqWX0bdMTtZo1JvgYNbwbObOm0/HRNSaDWJnQWvE04hWhFFMvd4gn89hjGFsbCcigrURYdjB2JAo7qAUeF6yv6UShXMOz/dRklQ10YBzWGepNRqUhkY49JgTmGwbPvLpL1JUNX50yefYeM/9BHjMXzqbrgkRQjxliE2XyBNOfcEL+dLXvsvLXvoizn/HOZT8Di5qkPcVpXwFD49WI0ShUGLQyiLiE0cWE0O92jiwmZ+RcYDIJrJk9C2V4blu1qwRhoeHscbQ7XaJlEUQjInYObqDbreNZtfm1Dbx4ymhkC+ksTiKpRI4BakPzxjSTawF62KUCGBwGMBgw5BuaDlk9dF0w4jYhHTDLrWJzdxy7ee47NJv843L72HbpFAZKHP/PbfieR7tdpdKuUS72cJEBi0wd9YQ57zmbE562vHceeevcdJloDyH+UtW8Ivf3M6nLvwSYdeixSd2OVqtBsrzKRSLbHjg3syxl9F3ZBNZMvqW1asOQxDanXZyQKxLlJv2hG4nxNMelgCLQSsAjdM29em1EVEMDg4yNjbGzBkjOJcouoeOZTAP7dFpBVGaWrXBwnlzGRoawZpko+t2q4GJI1YsnE+OWXzv0t9z95pJRpYtZrS2DpTQ6bSJu4bzP/xO3vLWc7HOYH1NvdNi8fIVbNpa5bobH+B5f/s3vPnVb2Wi2aQdC3MWLiSOWzSaDRr1KjNnDqN8j3Z2cnpGn5IpvYy+JY4tYRimPjrB2mQDaS0KZTWe9XHaIGhCE+LngmT/zPSEAmMMk5MTiCi01oyPj1EslMkXimhPMLHBGIOgsMaBEQ5ecQgCtLoRIIRhh2a3jrMx9z84TleXuOCjH+ek015MdccWnJnESAEbdykGiiMOXUk+X0DnyjS6dQaHB8n5jvGJGpde8XO+e+UdaHwKgwug1WV0WxWjYlphm4HyTNqtFsr3EJ15NjL6k0zyM/qWVqtFHEcYE2NtsotKoD1sFNPtdFHaIzk4SBPkcgiCFo2nAzwdkAsKlEplcrmAyYkxnLN4gabRmMQ5Q+LGszQaNeYvWMCskdlEkaEbhlhniU1MvVnHWIfDQ5UGecKJz0IXYv7t7Gdz3KplBI1CctK5EuaMDPOLa68jNIZieYDZs+fQqVWpFH3mzR4iig0DI3MZWDAXf7DC4hUHUSiVyQdlbBfq7TaRs+ggwPODA5z7GRkHhkzpZfQtYdTCugjEoJSl021ibUyz0UBrjXUO8XwkXXoAClEarZOTGBJ3uCIIcgS5HIViiTgMky3JGk0a9TpRGDN/wUIajTpR1MXEEVEY0m41aTXriIOcXyQXFBDPIPnZnP53r6Y52eS1//Zibvj1ZfzHO8/mhiu/ykfe92ae/ay/Iq81UbtOfaKBi4S7b7+DoYEylXKBTnuS+fOXUCiViQVWHLqaTqeDVgG5XMCMmTPJBQFBdp5eRp+SmTcz+pYw7GCM3m2udM7R6cTp8UHJAu5dC893IeqhuR+7Fng75/C99OigwEfrgEazxqyRYXaO7mRycpJisYTWyZZlYdjdfV8QBERRlBzU7gnGxSAD/Piae3jhWWfy/Ss+z+plR9NoNvjwpy7kDw9sIopg9ux5RGNVliyay7yRWWxes4bZQ0M08dm8bgOFQoGJiSpjO0YpDlSotRtIp8mkCYljQ7z7hPiMjP4iU3oZfYv2FNbaROng0rV0yRFCyfZhPZMbRZNspim7txfzvGT0F8cGPwjwXDLJJYxDypUBumFEuTQAQK06yeDgjGTCTDoDlHTfTgCcYK1C/AaoALp5us2AJxz3HJ7+N/9MbHNY7WNNjnwAO8ZGKRU1Rz3uMI495lhOPe0MNk60yc1cSq4I26tbcDicg1yQw/N8PEkmzQwPj6SzSzMy+o/MvJnRtzilEJ2ekxdbnHEgZvdHlN39gWQvTeeS8/SA3f8no0GLMRHGROTzPoVSAc9PzJ6BH1Aqlmk3GjRrNZrNGpOT44zu2Ma2zZsY2zkKzuFZDaFGjIDtUG9O8qMrr+Tkp5/AnJHZDJYH8XyDdTHdEHY2Qr7xvSu5/cFt/PCnV3LiU59AtboOyziNxk4KxQKB79Mc20HOtPGcIZ8LmKxVqdbrByzfMzIOJNk6vYy+ZfnhRzpB8JSi2+7gaQ8nYK1FKbV75xWAsJuYJKM4SjaOthbrHCC0Wi0GBwaYNTKLLVs3owR0kAMUpXyBbrtDq9XEpGbM2IapP9ARhSG7Rovl4gADw3lA4zlBTJULP/sBZg7M4PwPfIx71+5AqQE2blyHc22sLTBzqMhQxSenDR/50Plcc83VLF++hMt+eDW/vfkenvTkp/DMk0/i9tt+x/9c8j1yhQKhgig2dCaa2Tq9jL4jU3oZfcuCFaucpzyUCMpBp91hsj5J2A2x1qCUplAoMDA4iEnNkFEcJRtV26TeRJFh+fKDqNdrdLsdlFIoDcaC1h5YhziIwpCw2yGKY1DpKQw44tggAnFk0DgiOgwNzyPvV9CExJ2dvPN1Z7H6uMM4+xXn4fnLKBbz3PvAjehI0Y4NC1ccxNjOHRSCAGUsf/OkIznjJc+DIOJ9H/wY9941gcRF4gAiLBEKCTzGN4xmSi+j78jMmxl9i4sMNjbEUYQTIV8qUq4UKPx/7d3bi11nGcfx7/u+a619nj2ZcdLJpJNMSNukp1RSURGPhd5ZKOKhFqS9sF6VWvAMpRQrKFoUQW0u6oVYsYgI4oUKWqXgsdaLHpT0BGnSpJnJNDP7tA7vyYu1Tfsf5GI9H9hsWBd7w2Jvfrzvep/n6WVk7QRwTPMx5944Q15OSbI60CAynY7Yt7bKxsYBLl7cnoekRmsNUWO0wXuH1ooQPdoosiwjTROUMagkxaQJ7U6GNor2IIN2C206jHcucvbsy1hb0FtY5ujRI/z257/k1vceJ3fnGJU7KNciGEWaJky3t1nodkjShFE5Y+XotYwnOfff8z1eOulYWFtkewK7ecV4XBI8GC9/fdFM8ssXjZUkBq3B+7pxtHMV/f6Afn9AmqZ0+z0WFgYMBgOsrdja3MR7T1nkHNw4RJ7n7I52iHicr0AFUIEQHQF/aYtUa02S1P03jTH1RHU1HzukDVkrIzWGVjtjMKi/r9/vUhQ503xGf3UPSXcPf336JKMx9efrGaHy3HTsRmLwdFsdlPMUo5xy6zx73mHorC2wrfpc9F2uP34DtnJk8wJ7a6vLffuFuCwk9ERjhejqfpgqoHTEB0uMEe8dSinSNCUxCWmS0G53iEC73cY6z/b2NtZaQnB4X+F9RQiOEBwxevSlU571e5hvZ0YiWhmMMSil6lOiSqPN/BqaGAMxQFHkBB945OuPccM1R/ji/Xdjp1sYG2lXXbSC2z96G9F6VKyfO16xd4UTjz9Flmke+vwdLLkJA9PnuZOvcM2Ra+oht6EukBeiiST0RGMZo9BaoVAQNWnSJpQBKmhpTYJHeY/yUJUFBw4eZLQ7InpPMZ2ydfYcvnLgI6lJic4TnIMQ8aFCaQ/KEaMlhJIQS+p+nKB0nIdc3fElegXeY13BdDYjAhtXXc1w+Qp+968X+MKD3+fQ6io/eeRr3PmJWzB7Mj5316dYaAU+c8ftXDj3BtNJDqZFP1Y88/eTmLbnoa/ey/apTQ4dXubll04RQ4aOCVh5li+aSQ6yiMbaOHJ1jFGhlKYqLa1Wm+nuqB6YQEVUYAvL/isPkduc6WTMbDrFFvXInnpqnicCS8tLmHn5g/ceDKAMidaoWJ8IDc7ivEMn9RYj/H96eyQG8MFTlgVra/vpdrvzeX0Fk52LlNbTbifs7Wgeffg+4u45nn36b5xxA376+2ex9NA2RxcTHn/8xxTFFnd/9kt88MMf4i/P/IfBygKvvfoavW6XoiwAmI4mcpBFNI4Up4vGijHWxeFR0ev12d7eBqgbRIfAYNAnXexSVCVlVVKURR1sWVrPUQj1PIUQAxc2N2l3uywvL8+bTKu6y4pSBO/rV4goZS4FHtQBaYxhmk9YXt7L/v3rFEVBWdp6msOsxPtAmiZoYHl1H0/++2WGnYTv/uoFRhU4bQh+xsG1Fd48+yaBXU6dHtNbvJI///M5usMep06dZmHQJgRP8IEgtemioWR7UzRWmnQITmFMymg0whiNNhGtAktLK2idQYzE6Ijek9QTYDGpQqegWh6TQatlaPdaRCxnz55mVozQ824vztl6hBBvDR2KBJQGpcFZh3OOjY1DtFtdxqMpwUPwkCYtqsqRZg6DRsU2L/73DB+55VauO3Y9oZ+gsiGV6+KU58XTZ6iyIXff+yAXp1t85b6Pc+KbX+bI3mWMA2tL8giLV66zuLJ4eW++EJeJbG+Kxrr2puNxPB5jbb2qiiHQ6/fng2DfKkEo54XpZVFgUj1fLdVDYZ0GpQw6QrAVaVAQIjNn6S0OyZIMfCQSLr07PDFGRrtj1g+skyQJ1jpsFS71AU2ShMl4QiQSqhJlWsQYaSeWdppz4gffZs8V63zsk3dROE1RVUx2d1GkeNdmde8CYbbJ8Xdey6fvvI3+sM+NR9/Pb37xBCcee4zTO47prJDtTdE4EnqisY696z3xwoULFEVOvz+oO63Mn78BeB/m4RZRGOK81VhdiuAJ0V7aJlRvexEiLkLQiiovWRwu1sNkfaCyJaUvSNOU4XBxfpqynshudDYPQFtf8/VK0RjwKDyRVIGJFamCB+67iyPHDvPwdx7l5Mkd9u07yPPP/wNPJMsShsMlZuMp3noWF5eYFud59IF7OP3qK3zrZ3/g/JaEnmge2d4UzRUcsyKn0+/jY8TbiHMBWzlsZXGuQplIxOJjQYgVSarnfTlBq3nNHW87hYkh6gSdGnSi6Qw6FHbG5vnXccExnk5YW1tnYWHP/LldJEaFMQkmUThfYW0xr/WzJFld2hBCRCuI2mOSQF6NufkD7+OpJ//Iu2++jq3d13lj5wKdZEiStHAOdkcjcl+y98Aq6SCht3KYHz3xJ/avX8Wvf/iNy333hbgsZKUnhBCiMWSlJ4QQojEk9IQQQjSGhJ4QQojGkNATQgjRGBJ6QgghGkNCTwghRGNI6AkhhGgMCT0hhBCNIaEnhBCiMST0hBBCNIaEnhBCiMaQ0BNCCNEYEnpCCCEaQ0JPCCFEY0joCSGEaAwJPSGEEI0hoSeEEKIxJPSEEEI0hoSeEEKIxpDQE0II0RgSekIIIRpDQk8IIURjSOgJIYRojP8BZJ6RZ424XdQAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 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"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"0\n",
"100\n",
"200\n",
"300\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/jianinglu1/anaconda3/lib/python3.6/site-packages/sklearn/metrics/classification.py:1135: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no predicted samples.\n",
" 'precision', 'predicted', average, warn_for)\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"keep ratio is 0.88, accuracy is 0.89, f1 score is 0.88\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 576x720 with 1 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": {
"image/png": 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9l+eO6Z2R/hG4O74S5vNMKN/jsnkrp57I8pdh+iaBvyOYfNM42L6DwD08R1DZXNdw73aCccqHwvf4HtAahqUJKuYigdvmzTxb99oIdPm47D9KON4Rhh/iJDrCwuXgDeFziqHMP0U4bsVJxuDC9zsW5t8HCfT3uD5rBDr9VBjnIeCvGu79EEGlNEswXrycQMeWh+GfJzCMjWXnyYb7Pw18Ovy+OdSBcpiWO4ALG679G57p4RwOn22eQdnZEsY1E+rGH4W/39Qgm5PmE6cuI+8l0NEygevwg/N097j+6QRG6Uj4jIcJ1oxCUF8eINCtT/Fs3dMIKvOBUM5fAvLz8m6EYPLg7/PcMb1vEpSvIkG9e/5J0ne6fD7pmB6nqHca7n13mGdTwN8Sjndz+rL1rjDPZwkmqnyVZ88BOD7uO0xgbBWBl+Ok+nB8ltFJEZGjYQbcfsoLIyJ+RhGRtxKUgctfhGd9FOhUSr1FRHqBbyilXrTlMWFvYpbAVXXkxXpuxM8uIqII9OngT/g5Gwk6BDF1irkgP1U7skRELDVEZEPo6pLQHfkO4DsASqnBF8PgicirQ/dqiqA39TjPTOSIiPipRYLt0axwWOWjwPdOZfAgMno/NUiwmL60wOfTi522iJ8oGYJxvTLBGMXfcvpxqheaGwncQ8PAWuAX1elcQD9FSLBH7EJlp7TYaYv4ifMbBG7fQwRjqQuNJz6L07o3IyIiIiIiflaIenoREREREUuGyOhFRERERCwZflZPRYiIOC2f/dv3KXB4wxtfi6YpPCq4Xg1Bw/cgHk+hi4nn+3ieC/jcs+MhylWN887dwr333Mkv/8IvYlpxCoUq//DPn+X2H95LuaahGyZOvY5ogq/paKbCQse2PQzTRNM0UD66rpNMpFAoQBGLxUgkEkyNTgCQTCZRAtOFOQ4fPcLZm7dwwytu4N4dO+hob2eo/yjJVAplaCSTSXTD4Ae33kbMMNh6/gX09fWRiMfRRKNSqRCPJ7FtG9/3+Lt/+fTpFnZHRPzMEfX0IpYsr33Dqzg2NE7ZruFJDadexRAB38PQFcp3cHDYf+AwAoyODpHJtGHbdfbs2k1P53K+9u0fcPV1b+Dq636eb3znbmYrilg6TdWxsX0XTddJxWPoSscQg3QqRTwWw3NdlO2C4yGej+5D2koQ00wSuoWu6yTicdAEMXRiloXnK44cPsTn//1fONr/NFdfsw3dMNB1nXw6h+YJhq/RksuxacMGYnGDPbsf5ayNG9m7by/Ll/Wxfv0mdMOiu+f5bPwSEfGzQ9TTi1jSdHW38r1bbuXn3ngtpmGiFJimicJltlzjXb/5J9g14Q/f9+v0LMtx9NCTfP+225ku1ikUClRtB5SBkjiCIplMgucjviIeS2AYOr7vo2s6yvdJp1KMjo+TSqUwFNRqNSqVCtlME7F4nFWrVvHAAw+g6zrxRALN0PGUTz6X47KLL2Hf/if5ldf/Arse3sXmVevI5XKYponv+6TTaer1GrVald27d/Oq17ySN/z8G6nWbTRNY8f997NpyyZedu113PbD020CFBHxs0lk9CKWLCLw+te/hk998gt4nks8buI64HkKxOK73/kePb1r2bR5HXv2PM0f/vlXqdkplBiIWw92hHDBNDV0U0NpGr7vY4hGTDcwDQMrHqNer6MbOikrjuv7+L6PpmkkTAvTNJmensG2bTq6OtF0HcdxEBESiQQeinqljGlZNMVSTE5N8cWvfJlfedOv8pu//VusW7+OWq1GPt9CZ0cHs3NzdHR2UpidpX9wkB/8521cfcWVNDU1MTkxzc6HHiCdyKPrUdGPWJpE7s2IJUvdc1DKZcO6Vrbffhf1uo2YLujCbKHM+HSFhx/7Mf/nbz/Jjl2P09m+HkvXUXYVT/lohk4ilUI3DRLJFPlsDlHgKg/dMlAC9XqdeDxOLpsl29rMyNgI8VgMXBfbcfA8j2y2iVwuy6FDB7l7+3Ysy6Krq5N6rUpTJkMqniCumcTjFrlMlq2XXcEXbr6ZmVIJx3E4duwYx44dIWZaXHrxpTRnmhBD55de9XqWd/cwODREe3s769avJZPM8oP/+i5ndnhJRMTPHlFzL2LJ8tvv/QuWdXfx3vf8EhNDI/zF//kMj+w+jFMzcBwPx3OJJTS6urqxbRtERymFaZrEEnE0TcN1HHzPJ5VMUrdtfN8HIJFIUCoFa6Pj8TjNLS0MDw0Ti8UwDAPTCCazmLpBMp0im80yOzPDzMwsvlJMTEzQ3NyMbdsoBel0io7ODpqyWe64805e8YptDA/M4Xke+VyOwtwcjzy6G88HXdeJxWJ8/J8+wVkbt/DSbduYmJykL9dMUybFk3v3snPnzsUUfUTEohH19CKWLBs2XsAt393Or775A7zl1z/ED+88SKkilOo1fF2BJkxPzKBpBnbNYeOaFWiahohg6DrKV/ieTywWY65QYHZ2FtM0yWVz+L5PKpXCNE2q1SqlYpG5uTlcxwEJepm+KCp2DeX7XHH55YyMjqLpOrlsE/V6nbGxMUaGhvB9n1w+x6FDh0mn05RLdQrFCj09vcwVC1x17TU0t7QyMTFBsVzA830uu+RS+sdG2XfwaW7+2le49Yf/BRqUSkVKxQKpTPr0AoqI+BkkMnoRS5Zvf/PbZPNZpmZrxJI5sk0plO9j6Dq6phMzTVrbOkBTtOYzNKeTGJrguC6TE5PY9TqmaZJtakIphWEYuK7L7NwswIlxOYDxsXEs0yQRTxCLxcjn83hKkUgl6ejs5I4778R1XTKZNMlUipaWFnRdJ5VKMzszw0UXXcTIyAi6rtPe3cHDO/fwyMM7GR0dpTmf51U33EAmk+Khhx9ktlhganqaXDpDV0cHkxPjTE9MMDw6zMz0DKIbnHvu2Ysp+oiIRSMyehFLFhHwPA/LslBKMTc3hxmuobMMEwjG5I4eGaC5pY1jo+PEdbDiadLpNJ7nUa/XcVyXSqVCpVLGsiyy2SxKKTzPoymTYdmyZdTrdXzfxzRN6vU65XKZTCZDpqmJXC7Hvn37sCyLTCaD8n1yuRzZbJZKpUK5XObxJ55A1zUy6TRbX3IRnufy1rf8Mk3JNEkrTmdnJ6lUikymib6+PizTxPcUe/fv4/1/8Edcs+0qLjznXAqzcxw9epTeroUOz46I+NknGtOLWLKkUnGUr2EYJvFYHM9xqVWq6LpOxa1gGAbxeJy+FcvZ/sADtLW309XbTWVglFg8SbVapVarMTMzE4zPmQl838fzvMAFahgs7+tjz549GIZBLBbDNM1gqUO1iu06XHXZFRx4+mkAOtrbqVWrpNJpdN2gra2N5uYWCoUCO+67D9E0TCW0NGWYLVb5v1/4HG9+w5t4dNcestkU05OTWIk43W2dmOjkcy0MjY/yo7tux9OSfPwzn+ElF5yLrwmlQrQXc8TSJOrpRSxZ8rlcsHQgkaBYKmIYBk2hq9L3fUSE9rY2pianSCQSQa9t+XJ836NSqQDQ2dmJ4zgopU781URIpVI0NzdTKBQolUpomoahB4vMU6kUiUQCx3UZGh1h586dZLPZYFJKczP5fD6cwdnN2WedRalUIplMYpkm0zMzwQzPeIxVq1bz0U99ki99+9s88eSTOJ5LUzbLdde+glffcCM3vurV6KJx8YUX8MC925mZnGZwcJALzjufvpV9iyz9iIjFITJ6EUuWUrlIOpWmWAyMUjweB4Ktv0QEpRSVahXP87Btm0KxyJZNmwCwLIu+vj5mZ2eJx+MYhoFhGPi+T7VWwzJN8vk8+/fvP2FA8/k8AJl0muZ8nngsxtEjR8nncygUsXj8hDszkUiwrLeX/mPHGBwYoG7btHd0kMtmUUA6leKxx/bwsqsvZ8uGlUxPTdPd3U1XVxfVmo3rKjat38hLL7uCe7bfTt/ybtauWkO1ViXT1MT01PRiiT0iYlGJ3JsRS5Z0LIlmmtiOg2UGk1COLzmIWxau8pkpFsjmm9G1YDLKw4/sJhaLk06msOvBAnURIZlM4jgOxWIBEY32tjaq1SqO49DW2oquBK/uoImGbhisWrUKTdcY6h9gplTENC28yXFW9C5HRGhqaqK7p4cHH3kIV3k0JdJ0dHTR2dlN4nCCgZFhDvdPc8MNr+bggUNMjo7huXDOhnNozjdTsWr4nse1V13Ln/z5H/OhD36QXFOW2+64lbvuvJt8c36RpR8RsThERi9iyWKZFk8fOUw8mcYwDKrV6oktvVauWEm+Oc/ux35MrV5ny4blXH7Z5cTxOXLsCIaZYGRkBBHBNE10XQegva2d0bExZufmGBsfPzF7M51O49g2eswikUjQ0dbO3ffezdzULPl8nnq9jm3bDA0N0dfXh67r7HtyL4cPHcJzPZqyWXp7etA0jWW93ezY+SAHDh3kD//4gyzr7iGTSHDdy15BJpfl0KHDJOJJ6rUqhcIcogkf/8dPguORz2e59qpt7Njx4GKKPiJi0YiMXsSSpbmlDek/RjweLDSPxWK4nodlmtSrVXbtOoxummgCD+18gtHhAsXZMa5+2XXsfGQXCoVS6sQYYDwexzJNNm3axPDwMLZt43keqWSKUrmEaBoZM0k+n6dar1Gr26TSKWKJOK3NzZRKZcZHxqhW92NZwaQXQVi+fDkdnZ1MTk0Rj8VYv2E9l1x8CXPFEmNTk0xOTTKrWfQfO4pmWLTk20il0xQKc3R2dnHxJZdRLhXIpxIcPHiQ0dEhmqJ1ehFLlGhML2LJkspk0QyTSi1wQ5qmiWmZdLS2MTU9jYjguy4tuTymKdR9H2UmmJyaoFgq4PuKdDpNLBZDE8F1HFrb2oJNp4FUKoVt1xkbH6PuudRdB9txaGtr40c/+hGFwhwx0yKmm+QyWVrzzbS3tuF5PuNjYzx94ACe65HP5elo62BqaopUKoXjKVrbu9i4YTP9R4/wG7/x63hOiXw6xsM7djA6Osjs7BQ9vb0YusHUxCSP7N7FRS+5gIsuvJCXXnkVy1esWFzhR0QsEpHRi1iyXHXVNnK5HK7rhtt9KTRNw3YcbNvGtm10XX/GddnehGnpGEaMZDLYbQWCkxJ8pYjH4yQSCYaHhnEch0wmw+pVq3Fdh2KxiOu6JBIJBgcHcRyHRHj+ned5wczNfJ4LLrqQiy++GF8pypUKyWSSYrHIkf6jdHZ20tbWhq8U2aYmDh8+jO8p/vGf/olff9d7qNsG51y4iW/d8jUe2HkPsZjOPffegVMrk4rH+PLXv0UskeL2u+5haHBwMUUfEbFoRO7NiCXLgX2Pg+vQlE5TLATbhLW3tzM6MY5SwYGuIoLrecQSKQ7sO0giHiOfzVAvFlGSgIzCsoLTEmLxOE8feJrZuWBGZ61coaermzUrVjM6OU6xWGRwcJBkOoXjuWRjMXRDp7uz68Ti9eZcnt6eHo4eOUIqmWRqdobxmSm6urrI5ZoZHx+nvb2Xof5B5qYmMUyDtrZ2/u7v/xXfqXD+BavIN2W594H7eOrQ08HRRgKGbrKsZxn333sPlapHT2/7Yos/ImJRiHp6EUuWc885O1xXpwXbgnkutVoNXddPLFkQEer1Ok1NWdrau7Ftj7vvuo/1a9eg6ZzowVmmGUxAMXQ0TUMpRSqVZHZmhkw6TUd7O83NzXjKP+GmFBGSiSRjo6NUq1WKxSKHjx7BdV08zyOeSNDb00MsFmNiYoInHn+ceDxOsTjLPffcRaVSZNWKHsZHj3HBuV2sXrOMick5MrkMpm5SqVao1eskk0m2XbWNhx5+iF94442ce97m4OT2iIglSNTTi1iyfPnmryAAIogIuVyearV64rw7pRQQHCprWRae7xJLQE9PG4hHLtfExORksJG069JTq1EoFEinUmiajuf54CuKhQIr1q7m7LPO4jvfvYWx8XGmpqZwMhky8SS6plMpl+kI3ZffueUWdF2nta2NnuXLYL8wMjrKzOwsX775Zs466yzKlSIKjxU9a5kYHuP6K67l8YPH0NMGnflmUrEM6dY8e5/cS2trKx0dHSil2Lf/EGvXbqQ4F52yELE0iZp7EUuWR378BBs2n/UsI6cEanaNUrF4YmamJuDYdQ4d2M+bXvs6EvEcV1/9cjIJk66uLlzXoVqtcuCpp04sTtd0DZQKxgUlBDj7AAAgAElEQVTDheu333EH5dki61esJhtPUSlXGJ2coO45WKkEze1tHDlyGMexKdtVHMfGrpa55IKLWL9qHc3NOXRdyOezzM3O0tLcziuufSUrV6zmrz75KXY/tpvBIwNcdtmV5JpzHDt0hLUrVzEyMMiO++9H6TpPPn2EW275LulctE4vYmkSGb2IJUtXZxfJZBLXdSmFB7JqmkY+34xuGpTD345PcNGsGA//+HEeeORR7r7nbgrFEqZhsHLFSizLolAs4jgOuq7jui6uF+zE4rkug4ODTE1NUatWqZTLNDc309XVRalUYnBoiOGRkROu0uOnM4gmlEplNE3j/PPOY8uWLXR1dbF/3z6W9/WRSCSYnp7g7W99Oy0trQwNDdLf38/73vf7jI6OMjU1RXt7OytXrgxPcEjR09uJ69V4bO8Tiy3+iIhFITJ6EUsW3TBYs3o1pmmeODVB0zR0Xae5pQUFFAsFKpUKtVqNbDLO2RvX0pJNMT4xESxJcF1Wr1lDLBYLlhM4Dk54IrphGjRlMrS0tlKv1ykUCsGMTxEs08QyTdrb29E0jXq9zpNPPsnY2BgA2WyWbDZL3/Jl9A8co7e3l1UrV5JMJrEdh/HRMebm5vjP//o+Ox/azfj4GJs2bqJareC6HpVymXg8zszMDJdeciltra2kUmke3bObP7/pz3DwFlf4ERGLRGT0IpYso+MTDAwdQvxgyUKwLs+jXq3hux6dnZ3Ewn01fd/HSqUZny6Tac5y3gUXoJsmoNi3bx/FUgkPRVtLC8VikZmZGWYLc1ScOlrMZO3atcHJC4kYDj5YBit6l9ORbwnX89kIwVFGraGRjFkxDh46TFdnJ4/s2oXneVSrwSkQl1x2KSJCzXN4YNcObMcln8/yu7/9Lt7yS29i2+VXsmnj2bS3dWNXHV5y7vn0dnRSqtX45D9+gi9/5vOLLf6IiEUhMnoRS5bzN63BwKNuB+7Nxt1Vjp+H197ejohg2za1usc3vvUfzJaqbL/nfi7behEd7e0k4vETLtB8Ps+Kvj5qtWqweXSlwszMDPfeey+u6wabWFcqwWnrc3MkkkkuvPBCNm3axOj4GPV6nZGREQCq1SqaJpiGiWma3HrbbQwPD5844eG1N95Ie1sb6VQKEdi/fz/f/MY3ufXO7ex87Ck0TWPjhg3E4zEsTeeCc84jacVYu249v/mu311M0UdELBqR0YtYsqzZtIljx8ZpyzeTTqawDBMJZ3ImEkl03SCVTFGr1YnF4rhuGT1h4FZKeL7GwSNHGBoeYHxinHQqjSZCvVojZlisWbka5fvUajXK5TKu69LU1ERzSwuZTIZ6pYrrOCQSCVqyOcRXrOhZFhxHNFfg2OAAs4U50qkMooSmVApX+RiWiZVIoBsmStO57ppr2bRhI6aVpFAp8frX30ixVuGJ/U9QrZY4dOgAE5MTjE9N4tg2b3zd61i/bh355sxiiz8iYlGIlixELFk+929fImnG2bJpM2MzM7iui6YJuq5TKpUwDIPBoSHi8TjJRALDMCgUB3nZ1ZdRKthcffnlPLFvL74veJ5NMpnAczx0ccmk0qxft47+gQHm5uYwDCNc+mBiK4WhhHQmg6Zp7HpkF2NjY1iWxXnnnYfneYxMT3BsYADl+pTKleB4I8fGF0im0gyPjXHo6FHEc+no6OA1r3oNX/nWl1mxcjVZK8Z1N76UI4cOU6mUmZyaxHEdxK5Trde4a/s9/NlNf7HY4o+IWBQioxexZFnZswxfhEP9RyjX61imiS5CtVolk8mc2ILMMAyqtRqpZALXdbntttu5+NIr+eznv0RbewflUo163aFSrWKJTt2uk83lWLN+LfFkkqNHj1Iul5mYmMDzPfLZHJlkmt7eXlzXpRae7tDe3s7k5CTXXH01R0YG2Xnf/YxPTdLS2cHwkSMkUyniiQSTkxMMDQ0Ri8XAsRkbHSWRTGIYBn/4wZtIJ5N0dHdy+OAhdu3aRblSJp5JYtsOaAZDY+M8/sQT/PxiZ0BExCIgxxfgRkQsNS656Hy1fv16NE3j9tt/iGYliJnBYbLK9/G94Gy9E720mEWxVMKyLGZmSwgGV2w9i6cOHkahYeganu9jGibL+5ZTLpcZGBgIDpjVdcYnJjEMneZ8M/nmZlpaWpiammJgYIDW1lYqlQqappFKJomZCVKpFPv27UX5wansnu9hmgYVt46uG3ieC65LLB7HUT6zszOUSxU2rN3E5Ow0BjrnblzNwSP9gEcsFqfiOgwNDXPtddfxzW/eIoubAxERLz5RTy9iyeL7Pnv37sV1bNavWc3Q6AS2a1Ov19E1DRTouo5pmsHsyvB09dnZaTryGXxfY3BwkHqthm7GcBw7OFvP0PF9n+npaarVKm1tbTQ1NdG3YgV79vyYqeng1PJqpYKu67Q0Nwfr9yoVXNdlbGyUZKqJfD5Pe1cnV155JY888giZTJZMJkNTU5Z0Isnk9BTrNq1jcGiIoaEhPM/jG9/4OpVKFQ8T366wevVqBscmSGcygMKZnUPQiGlR0Y9YmkSaH7FkyWWzjI6NUS7OsvWCcyiVK0zMBKctGKaJKE7M5DQMA0WwT2elUkXv7KRSrLB10ya233c/9UqFTHhGXTwWI5/P8/jjj5PP5ajX6wAU5ubo6upicnKScqXCXKEQnMwQT9DZ1cXExATj4+PUanWKlQmGx0YBePjRXTiOiyYWvufj6xoIoECUg2GY4PsgYOgWb33Dq/jMv38VG8Xo6Chjo2OMT00RjyfQNAMRk8mxo4sk9YiIxSVyb0YsWS7Ysk794htfT9w0yLS08pnP3YxpaYyNjaF8RTwWBzixYP34yQszMzNMTM+STqVIZ1NsWLacQ/1jaKaP53kkwiOGjm9JVi6Xg/FCTSeXz5HNZjk2MEAqlaH/6FESiRjLli1jRV8fnu/juS6aplEsFvGBXXt2MzoyBeEm0cHWaDq+8hEB31foEngqfV+RtnT+5iN/RblcYXhknHvue4hHHt+JJyC+HiyD0IS5cilyb0YsOSKjF7Fkyeey6pUv3cqB/iF8z8NMJPA8L9g5xTCp12oYholhGMGkETixCXXVqTM77WBawmUXrmff04coFGtYlkUykQhOaQBSyRRN2Sb6+/spl0oUy0VaW9ro7e3FskxE01Cux+DQENlsjonJGeLxGNVqCRGhUqvieR71mkc8lcY0TZZ3dZJtylCvO+x6fA+xmEU6mWVg4FiwzlBT3Piya5keL7H3qSdpzrfgicNLr7mKL3zhi/i+wtcFp1qLjF7EkiNyb0YsWUQ32XblFRz40jcRUSTiMYqlMvFYDMMw8VwP3/fxff/EyeqaruPYNtVSgUzaoqW1ha7uLiZmC4heYGpqGk3Tac7lKVfKDI0MMzE1RW9vD7qmh2v2HEqlEhPT41hWDEsM6jWbkco4jigqs3UM06deq+N5HrquE48nMHQD264zMjFG/+AA4NPa1kzMtJiemsMwdRTguB7Tk5PMFOZYtWYZju2RiGUZ7j9GMmHhKY+a7S62+CMiFoVocXrEkiUTt3hs337OOWsTl11xBSjBrtWx6zYoRS6Xw/M8XM9DD5ctVCoVXM+jXC7xuldfzxWXXcnoeAHlaSgRmrItTM7MMTo6QTbfQlMuT76lhZHhUcbGxpmenqJcLjM+Po7vepSLJSquQ1trjnM2rqY5lsCuQ7VaRzQDTQ+OKHI9B9e2iZkxalUH2/ZQvoFdd2jO5jlr00YQha8UvgYP7t7N2371V9m8YRO6CLZdI24YdHe049ouYpiLLf6IiEUhcm9GLFnWrFilpoqjXHH+JWy99BIe/fEeDhw4gOd5WJZFLBbHtm2KpSIAlhXDcRziiTjjk5OsWt7D4NAoNdtn9ar1PH3wccrlOrbvsapvBcr3SaYCl2kwvldFR+G5wfZmF59/Lp7n8dSB/QyOTNDS1kl7NkWxOsOBI9Mo36fuVBABQUfXrRMH3Np2HdO0iCdN8pkmlnV3svfAUxwbGMTXdTRPZ83K1TjVEmtWr0ATIdPUxIZN6/nbT3ySqm1TKUfuzYilR9TTi1iyiDiAxsT0NLfeeht7dj9K3JDQpamIxeP4SpFtyiJAMpFA1wS3XicRjzE6OsYlF55LLm2RThmUy8EsTdOwqNVr1GpVZqbmKMyWcGwPDQPfhq3nrGFuYoLxwhz5piQxrQKOzdHRWca9NmZmdDzfA13DMCx0sVAKlO+HE2pA03RM00L5PsVKmcNHj9HW2sGynuUoT4HmYzsVqnaZXU/uZ/fjT1Aql/jOf3wPx7bRfX1RZR8RsVhERi9iyeLaHpZpcdbZZzM8OUrVs0ml08RiMRRQKBRwXZdqvU4inaZcreEjKN3EsU3Gpoqcf+FLSGWydPb0kEwl6F3WC8rFth08TwBBNP3E7M/zzt7AkaMj+KkWDh0aolb12bR5Kxeefz4Gs4wc2cXI7BQKTvQQRePE9miOY+M4VQxDcN0arnv8GCOTSqUSjh1q+L5ibHKC1pYcygvO+ItZFsVCEcM08CQ6WihiaRIZvYglS3dPN5quc+/dd/G773wnv/32d3DNtqvwPO/EuXj1eg1PFDXHxkokmStWGBoZZWJmAtuz+fgnPsVcqcJd2+/h6qu3oWkKxMGxXXTdAnTwNWzbRvmK+3/8JBMzDsXCJH193Rx4ei/nnHc2+UwTlq9jl4tovoPrOvieh1LguoGB8pVC03R0XUM0FXxEO7F4vlKpMDY+TktLK0opSrU6N77qeiw9GMLIZDL09nRz+WWXo6KOXsQSJZq9GbFk0bTgMNeRmWkee/xpDhzcx+H+fvLNzdTsCq4CMSxAmJ0pMlqdxnHrpFIJstkYk5NTzFQqJFNpDKODo4cHEaXQJIHtBMsXTD2G6zk4noehG+gInuYTF4ux4VG8coEHH9rB1S+7nu/ffT8eis1r+xgenma6MItCYRo6y3t6mZotBLvFhON6um6A0igWSji2i6ZLMA5Zq6EhoBQf++Sn+fQ//AOFmRLj00XmylX2HXgKzY/auxFLk8joRSxZCsUimXQThWKJN/78q/it37kz2MfScVCAaRhMTU1Rqdq4rk0mk6G9oxPD1HAdFbgsXcVVL72Y7/7gXuqlOt0d3aRSGUrFEqLpOJ4bXOd5OK6LoOO5Ck3zOXRkmI7WFqZnPT75D58in7bo610Lro+maYgm4AEiNKUzdHZ0sP+ppyhW6sHsTaoIwTZpiWTiRI9PKRVOfhEc22X79h3sfPAR+oeO0NXVzVypgI+/2OKPiFgUIqMXsWTxfA8PyGazfP6Ln8WyLFavWYcVi3HHXdupVKv4SmEaSTo62tB1A8PU0XVwbJ+mpgxz0yWGBvtZvqyFV7385WRTef7unz+HSBWF4KFwPY+EHiw/0A246KKLwPe47Ud3svmc19J/+DHsqs3a1cs4ePgoTtVjtlLHVx6xWALPtRmfmKB8aAbDMlnZ18fh/iMopaGJjmXFUEqxccMGBoeGqFbLGKaBrpvUq0WODjxFd0+WlWuvol6rceDwIeJzxcUWf0TEohD5OCKWLJ7nBqeZu/CjOx5i45bz6OnuplqzqdZsdEOnuTlPuskA8XGdOvVqFc9RJOJxUskUaIr7H3yCtcvXsPfJQT71mZtpyeXQdI25uVk0wMDA9hR1u4pTgb5VV7B33zTtLR3suPc/mJ4ZhWSWex9+jOlijalKGduzMXQN366SyyRZsaIHMXWseIxyucim9etJxiwED7tWwa1XeXT3w4wMBgvQDV1h2yUQYccDu3jF9a9mTV8fiVicLes2YGMvtvgjIhaFqKcXsWQxdBPLTOC4JRQWq3qX8/VbbkGUzRVbL+LJ/ftJpzJYqRjDw0NYhoVlWVTKZaCGbujopo5lGpTqRQaPPU53bwuZeJbBoaPUfA/Xs7EsHeXp+J6Hb9X51y/+NeLpmFh4qkrd85krK9AtyvUqnuvR3JxnenqStStXY2o6Q8cG8H0PEaGztY0NGzbQ3JTl2OAww8PDxBJxcrkcAKVSgY7Wdip2nYnxCTyEj338E8R1i/POO4epyUk6WtoWV/gREYtE1NOLWLIU6h6DY2OMjU9TrBZx/QK+quE6Hm35FuKGjpgGyna5fOulCARjZgQnKRiajqnr2LbNzod2sW7dFsZGxtB1n0u2XohhCKXiHLZdxtAF3UpR9wx0pWFoHhp1NF9w7Qp2ZRq7VidmBQvQZ2dnaMk3UywUqDk2VbuOFYtjaDq+63LwwAFMXaevbxmrV6/ENDTaWpqx61Vc2yadSrFm5UoyqSSagPJsitU5HnhsNweG+rngvAsWW/wREYtCZPQiliwTY6OUCgUMw8M0hK9+7Tv80s+9lvZshp973avp7u4GzyPb1EQ8Huf8c8/F0ARTC9a8JeJxuru76WjvoFar0z84iAL2HXyabC7L6hUrSCYsquUihdlxdF2RTeexJI7m64jmoekayUSCVCYBeOBDSy5PKpUkZlo05/Pkcjli8TgiQjwWo1yuUK1W6e/v59jAMRwnmGRTKpXwfR9N1+nu6aE5l+eaq6/hmmuuplAssmXzFizR0XxIJZOLLf6IiEUhcm9GLFlilk5raxu1WpVKuUa57vOt79zOR//yJj704ZvItbSA4zE+McHQ0BDLly+nb1kfx/r7TywcjyWDE85F09n31EGaMhkUGqJ8pidGuXTrVnQR7r7vHqanRlCeYFo6IsEMS9u20XXo7V1Gd3cn+Uyewtwcymxl4PAREvE41XqdSqUCIszMzGBoGsVicKJ7Kpulp7eHRCLBnj17WLZsGYcPH+bo0aOsXrUKbJtkLI6VTtDe0sL0xARFx2Z0eHixxR8RsShERi9iydLW3EImlcQydAqFAoZhMluaBU3IZnMUiyVc5aBrBolEgrm5OTra29m8ZQv79u8DQFU0dMMgbiWo1Uos72rl0MAQ99+3g458GzNj4/T19bF5wyYmZmZQvkc6laazowPXdTnw9AHS6Qz5bA7f9ZiemcTzPJLE6Gxtp247FIoFUuk0nufRlM8hIiTicVrb2uhub6O9tZV7d9xHKmaxYc0atl7wEj7/hc+xz3ZRSmFaMXwbbrvrbm585cu56oor2f/UwUWWfkTE4hBtOB2xZNmwdpUyDINYPM7UzAxzc3MYZoxv3Xwzf/LHH0AJeH6wns227eBoIU2jVCphxWJUq1XKVZtUKo2IxrEjh3jb23+O739vO6+/8UYe2vkAqUSKRDKJ5/k4ojh27Bi2bZMLT1SfmZnBMIJ9NGOxGJZp0tzcTD7dhFKKg4cP4+FTrVaJxWI0NzcTsyw836elpYWZqSk81+XY0CAd7R0gQrXm4joOoxPjaKLjKZ9qtY7veWzesJnRgUFma1XmCpPRhtMRS47I6EUsWdauWq5ENAzDwIwnGBkZoWLbNGfSvP41r2HXI7uYmZsFIB4uWnddF8exWbVqNR2dneze8zjFQoF4PMnIyAgxU+Mdb3kbhWqBo4cO49UddF2jo6OTw/1H8UWYmp4inUoxOjpKLB4nFovR0tKCaRjomkZLayvrV65m1+7djE9N0tndRSwW47HHHsMwDAzDCLZJc11EdKq1GoauU61WcR0PVwkxK45pWVhxi1Q6w1NPP40mwuq+ZTi1Grqp8cTefZHRi1hyRO7NiCVLPBbHdV1QilTMIpvNYE9MUSqX8Xyfgf4hHBzWrlnD5OQkuq7jeh4KmJgM3JAb1q3liSeewPNtdAN8MTg6OsR999xLe1snru2QTcfxRkZw6jZ1z6WluZm5uTlE0zEMi3Qqhee6xC2LYrFItVrl2LFjoILz8UrlKlNTs3R0dnP06FFqdRtfgVI+tuuRzebo6unBcRympqao14M9Q6vFKl5BuHz9Zp7a/xSOq9Hes4XdO++iKRNtvhmxNImMXsSSxXEcDMPA9zxKpRLKVySTCYrFEuMTY1iWjoawcuVKxsfHqdZqKN8nkUziui6FYpFiqcKqlSuZnZsD0RgZHuf+u+/lhuuv5447f0hPVy+e7TI9PU0204SJT2t7G6VSic2bNnPo8GFm5krous7I6ASaHqzn87xgyzIfGBgex/E8dE0wDJN8SzuVUgXHdfD8KnNzs/x4apLOzk6mpqawbRcBOro7WLPypTy0805yuRbWrtnIE3uP4AGFanWRpR8RsThERi9iyWKawfZdoglKQOGTDKfy/9d/3c6vvf3tPPXUj1nW18XBQ81MTEyduFcpRaFQwPM8qtUq6XSKjrZWnLpLsTBDqRzsvRmPxdAti4IWnHtnJmLs2bOHZDLN04eO4iuhVrPxlY8mGnW7CD7opo5pCvF4CjOWpFQs4jgetlOlUKmSTGYxjAzFqSmaW5opFecYGBzCc11M08D1PEZHR8ikBsk3m4yPjXLwwGNkmtrJGnnaW5sWS+wREYtKNKYXsWRZs3KV0jSNRCKB0jxs2w42claKialxNPX/2rub3riuMoDj//Oce+/cmfF4/O4kdVrXcYhJUoraElpgBRUF2qJWgoY1FUJd8k0QK9ZISLBlV7ULAk1BalGVqqXk3XEc2/U4Hns8npn7cs5hMaF8hCzu89tfaeZKo/+cc+49x/D6y69x0D/g9t0bZHn21T6X1lqiKKIsS+I4pt1us7i4wGeffUFn/yHOOdJ0gthOc+HrK/R623S7+xRlQVl6xCQM85KiKPAhsLp6lu3tbSCM1+tcgXMBwbCwMM9ep0PpSoajEaUrIaoTScLFtYtcv/kJZZERRRYxhsgKVixeCloTMzzs3sf4iEZcx0vG8UD42uqzfHLtqq7pqcrRl9NVZRXBY+KIo8ExeeZxpSF4IbIJYmoYE7HX2aPXO8Q7wzMXn0FESNP0q+jVajVqtRq9Xo87d++MN60+cwaA8+fXKF3OjfUNMA36ox69wYhhETBxjebEBGIFY+D69c85OurS3e8SxzHOBVwJoyzn3r17LJ0+zdT8HM3WPKeXzhEDSTzk5u1rTLbaGANFUTIcjjhx4iQ2soiJGQwyQjHFD19+A+cNNl7i8uV32O92Hu/NV+ox0eip6vKGbJBTZAXHg2PKEoyxZFlJqz6BEeHqpx+xtrbKcxfOcfvW7UdPWELuCoZ5TuY8m1sdDno5Rz3HwcGA7e0DjCS0GjViurjBDufOzDLRmiWKUgyGg4MDBsNj+sd9IGdmts1g2MOTMRj0mJxo0agn1Gow2a5z4+Z1BoNjhoNddnauE3yfc0+fZXqyTZpM8sKlH9CeneTnv3ibexsPmJycZX5uiZMLy5w9c4HNe1uUWcbguMOVd//AU9N6tJCqJp3eVJW1/ORqAAgERAzegRhLUZYIgdwXDLIh3hm+/73vcuPG5+T5MdYavAijUY7YBO8ivINamozP4nMxcWIY9A/49a/epnu4x/deepnf/f63bD3YIM8LDg/7eD8+ay9OLJG11Bt19vcPgIi8GGDM+CDYKEp46skVtjv7LM5NEQKsLp/j6gfvEUxMkjSIQ2Buvk0UNflybx1jDO00JstHeMYnStQTy0SjQSOxGCP87bN1nd5UlaMjPVVZhvErAyEYvDM4ZwgI1sZgLGnSIJIEi/DqKz/ClSUAly59mzzPyUY5ZQ5JklJL6wRjwcbEScCT05qe4N33r/DxR/d45zfvsLX9gGH/kHw0YHFumhe/9TxpbCmKkv5xn93dDucvnKeWJrQmZnn+uZdo1JtcXDvP9v0NTs2f5mDvIYe9Dh/962PSZklaAzFHBNNjt/OAzt5txOdYV1KUjjgRYhuYTOtMJBPEEsBYnHeP+e4r9Xho9FRlOUpGWUaSNMBERFGMJ1B6hxeBOCGqNWi1W/zxz3/ip2++Snuyxeuv/IQnFk9h8GR5l3y4T0M8U3Vh5eQsT55q8fSJJktzMXEyIGkl1OszCHXitM3rb7xJScG/r3/BcZbRaDRYXlnluecvsbm5iZU6cWTZ62xy+We/ZOP+OrWGpbt/k8CIUGTguwSXYL1DnMcB2PFB6zaOcOLGZ/KJJa0lJDVLo26JrcFQYvWXrypKpzdVZc3PnwpxXKPZmGQ0HCFWQCzBe2r1CYbDHINhSEKzZolCn0vfvMTx0Ra37l5neeVp7qxvEEnJ7FQTwWAwOODWnbtMT82yvn6fgKE5ucDSyUVWlpe59sl/GOYPqdcT5ucX6O8/JJ2aZ2O7A+U+3hssQvAAFuwQsFhnCYBjvNm1iCAOHs2CYgyIWASPjSy1SEgspGmCFWjW6uQuJ3iPD4GrX2zp9KaqHI2eqqwzK2uhKB0uD4i1WBsxOTWF94F+/wiMp96oc3LakiaWo7LL7o7jpRefJR8Fbt+9w4OtB8xMTXPY7TI9P8dwOODhzi6lsQyKHANEpgYu4zuXXqCeRpxYPMuVD/7CVHuW0jmORhnZoE+Z53gigndYKQk+4n/dI8RE3jEepwV8cESRxTgwgIjBWouIEBmw1mKtQ5yj1aojBoosh8hijQUDf//8vkZPVY6+nK4q66nTbXa29zi9eopmE4L3JD4AgdzHeOMJweGcIzhoSoOa2WHj1h2WV56lVW9STxNGx8e89uNX+euHH7K4+ARH/QHTaZ3dTgdvYGF+mrNLS+zs7OC95/atOwgJedaHEJMNhmQjB1iMBMQKPiQEPEYEAwQcIobgA5F4wBCJRcQjVhAc5tE4MLIgApE40iRCgKJ04ylQZwgyHhEqVUUaPVVZM1PCw11DI3XETgDDyAoQCD7BlkAweMkezSGC94EQAv/45xXeeusy5w8vsrVxn0+vfYovSjbX73FqforlU0t8OdOiDAFjDF/ubuF8MQ7oo6nIYQZ5Nn4gBsY7wogRRCwheIyNAR5FD4wHxIMZL8iJNaR2/Lkt42sAJIwPio0iQ4SA81gxOAfGCN57nNMHWVQ1afRUdfkYYyOsjEdIECDLEREI4ILDB4eYGC8G/HiLr2FeYMTz3vvvsnbuG/R7fYpixMxMjYW5M/S72+zvd7B1fMEAAAD1SURBVLCRUIxGBAKYkhBAJMGV463LnPPUmymxG/8MxQoSHNaDiywGQayhdCXBAcYjAt6DMe7RNTUs4MoSMRYfAsGDJOOvGAwQAiYY0jhhWPx/PVCpKtI1PaWUUpWhf/eUUkpVhkZPKaVUZWj0lFJKVYZGTymlVGVo9JRSSlWGRk8ppVRlaPSUUkpVhkZPKaVUZWj0lFJKVYZGTymlVGVo9JRSSlWGRk8ppVRlaPSUUkpVhkZPKaVUZWj0lFJKVYZGTymlVGVo9JRSSlWGRk8ppVRlaPSUUkpVhkZPKaVUZWj0lFJKVYZGTymlVGVo9JRSSlXGfwHb2Qfa6nPNSAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 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": {
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TWf4+zGPH9HZL/kjdHT/P6nksK9/tZfNmdj6R5UtZ/oaBr5NOvmkfbL+W1D08QdrYHNV27xWk45Q3Zs9xETArC6uQNsxVUrfNG3m07A2SyvL2sv8q2XhHFv4gO5ARpteD47J0qlmZn042bsUOxuCy51uX1d9nSOV3uzwrUpn+axbng8CX2+49mbRRGicdL15MKmOLs/CzSQ1ju+7c1Xb/WcBZ2ff9MhmoZ3m5FDik7dpTeaSHszpL290N3VmVxTWWycaJ2e8ntZXNDuuJnevIh0lltE7qOvzMFNndLn+a1Cg9lKVxE+maUUjby/tIZet0Hi17irQxX5+V80+Avil1t5l08uDHeOyY3vmk+lUlbXcP3kH+dlXPOxzTYyftTtu9H8jqbAQ4jWy8m13r1vuyOh8nnahyDo+eA7B93HcTqbG1pF6OHcrD9llGO0RE1mQV8KedXpiT8w+KiLyZVAeOeBLS+iow11r7JhFZCPzCWvukLY/JehPjpK6qh56sdHP+cRERSypPD/yN01lJ2iHw7U7mgvxd7ciSk9NpiMg+matLMnfk24BfAVhrNzwZBk9Ejs7cq2XS3tSdPDKRIyfn7xZJt0fzsmGVrwIX7czgQW70/m6QdDF9bZrPWTOdt5y/KV2k43p10jGK09j1ONUTzTGk7qFNwF7A6+yuXEB/R0i6R+x0ulOb6bzl/M15F6nb90HSsdTpxhMfxS7dmzk5OTk5Of8o5D29nJycnJyOITd6OTk5OTkdwz/qqQg5ObtkwbI9re/5JEnC5OQknudhrUGJIkkStNb0dHWjtSaK43TKszFEcYxKIDYRsdKYRKOJIamxeLbH8W95FSPr7+eB1Vu45qY1eP489jloGWu3jHLzrXdTlIQjn7aK1Zs30TSaarWO8nuJrIOJW6ioikPEL7//7/z0gt9wyRXX41X6MSYkSQKi2MUYi7UGYwySreu1pPmzgDEx1oB2HLAJWhwEwQrESYTj+qy9//5dLezOyfmHIzd6OR1Ls9akFtfQjkIJ2CRdU9wKm2itSaKI0SDCWovjOGit2b45vGgP6yaIEmwU46sm5UKD977jFbTGRviPc6+hPGc5Q6YLLxxh5LoRWnjMmbeY+vA6/nz9XzjxsyeydPkSwsYQ517wG/5y253UW1DQRUxS4Oabb2ffvffhVxddSphojIUkSbAqQkRhkix988i4vKjUjgkCWKxJEECwgEVE8Dz/YUOZk9Np5EYvp2PxvSJexafZrGOMwVqF4zhAQldXH1EUEiURWoQojgmjEIvF8zzisIn1IrR2qZSLOGGdPRbNZXR0mHl98ymUeqhGFrdvgDgapyBFSk4Zo4TJeo03v+plnHba6WjrcPDSRRz9qhfwnMMPJDI1iq7DgQccyLy+Fdz90CbiMCSmidUuFg2W1AArhTVpD09rhSMKrOB5bvqAFkQErTVaKzzPBwVGhGq1utOyycn5RyWfvZnTsfTPXmSjKMRxNCrrIRlj0Tr9O4pjyr1lglYL7TgopYjCEGMNThRiXEvi+hS8XgoSMTayjmsvvgDb2MblV1/KuZfcwF1rRvFwkCQmFIee3h6GV9/Pny74MWeccTYbh9bx3Get4JxfXMXmbQFHPP3pdFVcli+dzd033cTxJ3yYpirzpnd/EL/cg0WjpICIkCQJIoKI4Ps+Ygyukxo813Ufdn2mhjztJVbrNUbHxyhVKqy57+68u5fTceQ9vZyORamESpePoHFcFxCsNVhjiaIQx9U0a3WsAd/1wEK5WCJJDJFTQEKLbhnCxjhuSTPQP8jL/+XtvO/1z6O/WCQat1D3sBLilDSxUdQiDW6B3rLL/ktcXnP00XzqK2exZsQnLvXy+zuvwUs03TfMo7fX8uNf/hGtLQetWsl9qzcjfhlNup1SqVBCaw0IjvYQG2cu2LR3R+b2DOOIrVuHCKMQ7XogliBszGjZ5+TMFHlPL6djWbbPKhvHMSIKQWUGBKIoQkQwJqEVNEiysb5iqZT1nhQGhedorE1QIsRBhLUJERWS1kbOPO3fWNxVoj4+wur197KwS7Hfoc/muz/7L3rLXRzxtMN4z4c/xyf+7UTGJ2qcfOpZ9C9aQiuuAxYxgoqEgf4yQXOSF734JZz2zTPp6p1NX3cPSilc18d1XUQUWrloDUoJSZyglCIIAjZu3IgFlOuAsRSLRVzXwfN87rz95rynl9Nx5EYvp2NZuvf+1pgEEefhySpKqe0b2aaTPZTBWgiCgGazSbU6wfz5C0mskEQtkBjf9fFUAa18fF2lagJMa5IzP/NR/nzFlTjzF7Fqv+V098/jn990PMe88Nlce9llvOgV/8zvf/dHLvvd+dxx71184BOfp9S9iGrQxKqYYqlEszrM6457Oeecex61esjIeJ2i41EslnAcj2KxSLFYwhrBSEKz0SCKIlqtgHq9RqlQRLRDqauCFk3R83EdDQZuvPnq3OjldBy50cvpWPZctspi023ZrfCw0ds+DmaMQSuF0po4jvE8j1qtRr3RIE5C5s2bQ3VigjiJUQocpWk2HPx4DV/+3Hs560e/5oZb11LpqhC0mliboEnQwI9+cAbFgs/b3n48zSTh5a94AXfetZoHHxrGL5eIpUESaHr8Ij//wel85MPvRpxeRsZcWowxNDTE4Nw5GGPwfJ8gjlBhjOO41Jp1CqUSWhRF16Pgl3DcAumETcnGLBXXXffH3OjldBz5mF5OxxKFmRsTUFoRZ2vxfN/HGIOjHVwEm1jiMAYUFa9AT7FMrVljZGgrytUYLGPjoziuRxKFHPvKI0mI2bJ1K4v2WEoUBhT7fCzgiqKrWOSET3yaH5xxGoeu3JNFi/fkwXXrqNdbREoolnxM3EBi8PwCr3ndG7j44vN5+7veR//sHozyqVQqDG3dgihFrV4jiCNmdfVTbzbp6usnMYauSgUHhadcBEGpbLkF6Tk3OTmdSL4jS07HYkldmtYarLVEUbomLwgCWq0Wk9VJqq0G9SggEktoE1omJlHQW+li8cKF9Pb0YIzBLRTp6e9nzvxl3PvXjey57GAOPey5xIlGe0KXLtPrD1Aqz2e87jARwMYt46x+aB2vPOYF3H3PAyjXpeh3IWFMt9bogkNsEoIk4evfPI1/eeNrmWhsIQgCHMdhwcKFzJ49G601juPS3dvP4Oz5WDQJwmStSb0RMNlsMBm1GG1UmQiajDVqjNTzJQs5nUne08vpWCITEgUtlNaEYQsRCGOLMQalNGEQ4BZ8XO1gEgPWYOIYk0AjTkjiiHJvD1ppegr9NLfV8Bd10ZAefn7h1dx48y0M9A6wbTzAqhJJM0Y3xlkwux9vXh8nn/pt1lWbbGhFfPqDb+XbP7gA5ZYJtRDUmtRaRbwuEFcz2ajSNzCbkc0TNMxG/FI3jl8mCENcr8SSuYOse3ADA3NmU+ruotZs0Gw0aTSbKGtRYkiSGK1zlc/pbPIxvZyOZfaCPayxCdYYtjs9grAFQBiEuJ6LEVAWFOm6OBJLYhJQHrPmzkE5mlKhSFehiCeaux+8gyRosGhuhXe/8x2c8YMfs3UiwEYlMCA6Ycmi2Rx3zFEcdvAqXvX6tyLFIl8+4Xhe9bIXYRHe+94P8NrjXsZAdxGT+PilEg9sXMP5v7mUm+/cQKEAfqmHzVtG6BsYoKdSoa+7gsJlw6ZNNMOQUqWM73u0WgHNeo04bmFN+txxku7oMr51Uz6ml9Nx5EYvp2OZu3ipBUsYhggKYxOSOCGMwkcuUoIWBQbiOMJ3XTzPY+GCPRmdGMdgKRdLFByPkuvhOprV99/Ka487Cu0Kv7vsekaaioJWNJsBVruUSz7jm9fzw299iTO/832uuHU1rgd7DRQ58T2vY96SFczf5zBuv+nn/OePLmT5Xvsw2hhjuB6A7uPKy2+mt38OyivQ3d1DwfFwNZhEoxDCIGBo82YiLN39vTi+y+TEKGEYEoYBcRQTJwmN8eHc6OV0HLmvI6djcZ0irSDA0T5xEmGMIYrDdKYHBiyY0KJdD6UEv1Bg8ZIl+IUC1eoklogwCDFxQEtpxk16bVdvmWNe+kJOPPFEwpYQhAUc3cLzhUAixusxkdWMV+sce+yLufb2b1A2Hr//zcV88EPv5ndXnUFLd6Gp44bC1Tdtxfoen/7ku3npcw7mOde/B0+n45A2Sai1JvG0JiHdRk27mtkL5xIbw6bNm/Fch66uMlQqtMKAyYlxpBXuqnhycv4hyY1eTsfi+z5KaYKwhcZgbboIXQBjLSZJ8LSH5zg4rsvyFXvTaDapNerUGnWSKCKOQ5IEgsQQRTGO6+FRZ7IVc9Z3z+Ljn/4C1fvWEcddRGGDhAhlXZIgYPmy5Zz9k+8TxzFLli8H0TjFMuWeCp5UUHgUlMX1SjiVXr7xrbN47tO+xdI95vLQ+k2gm9SDSeJWiMKCLrJ9SUJvXy8Ac+cO0mo0GBsdxWrFwOxBCp7P6LbhmSv4nJwZJDd6OR2LdiyiNHEiCC4ChCokCkNQhnK5giSw55574no+9Xqder1OI2hhTEIUpb3CMAwRA9Ya4laI1Yo3vOX9nP29Uzn2Jc/hpE/syxvffgLf+9G3mdfnsm3LOFu2THLtNZdx8R+uxHE0azasw5Zc3vDWN3PxVR9gYLCXwEbouInyfYx28Eq93Hr7Q2wdngBrqdYmMbhoEUwcEhPieR5JktAManieh+8XKXoFBgcHaUYh69evZ1Z/PwOzZs108efkzAj5mF5Ox7Jkr5W2UqkQxwn1eo3JiQksBkGhHNCi2X/fA6nWqwRBQL3ZIAxDDJYgaKBFkyQJURiiBJI4QcdCohWONuikyluOO4r995pHvR7x8lc+lwvPPZvbb19L96xl3L95C7MXLuDKq+5kw9BWnnvkESxY0Is18MB9VbaGNUxjEtEO1cjQXfB59oH7cNHv/8RYtYoRhyQRPCfdZ9MosBi01oRBSLFcBpvuG6odj0K5jOf7NOp1JkbHGR/JJ7LkdB650cvpWEq9s2xvby/FYhHHcVi7dg3lUoUoClm+115opYljaAUNWq0mcRwRRxHGGhITEkURwMMHzoZhiGdaNCjhKo8Vs8tcfuFP+PBHP8I5l92G44N2oFFP8HUXVgW8/52v46n7LuX17zmJwb69KcgGXnDUPqx5yOGa++5j/2UrqbUCttXHIW7ywsOfznU3/JmtI9uIrEVE44pGGTAO2ZpDsAZEsvP/REApRAmFQpFSqUR3dze333R9bvRyOo58cXpOx1Io+IyPjzM8vI3x8XG6uroolUus2n9/PM8jCAIajQZBEGCzs+mAhzem9lwPay1Cul+n1hrBUCpq/BKs3H9vmlGCXxmkq1SkpzhIlz+XOQMD9A8oBvpKnP6ts1m211JKPtRGN/PpE95Fq9FkfHKCnkqBsZFtBI06joJyscBNN1zLjTdcSskB1wrEAEKcROk6QmNRohBR2T6ioByFJV2nF4YBo6PDbNq0YeYKPidnBsmNXk7HMnfuPID0nLwoROt04+n169czNDREmPXkfN+nWCzi+z7lShnXdSmVykRxjO/5wCMG0VMVojA9qeHaG/6McRP+9W1voG5rFAd6wOuGQhEpaUJVwCnN5abbhwhNgvYaPOXwfbji+gepx/NxtSaJQoKgiY1D4rBJvTbBbTdcznve/hZ818XRHo52Ua5ClEIpwdjUxamVxvM8tNK4rqZQ9NAOFIoejptvRJbTmeRGL6dj2bhxA6VSkUKli4VL9mR0eJjGxARRvYGYmInJEWrhJK2kRWRjcFzELeIWurDGoVLuQSkPx/GA1HiG4uCoEFfHNCLhhBNP48+XX83lF5xPb9mlb24Pojx6i3Po7eqnb34/Xz/9dOJIM2vuIOvXJZz/s/PYuvEqVH2CMBZaiUuz0SBuNakHBhsL3b1dRBJgihGxDlFasAZcp4BoF+054ApSELSv8TwXR2uU0jjap1zqmuHSz8mZGXKjl9OxxFHMwoWLWLhwIbV6jUq5QtBqEQQtqtWJ1I2ZRASNOnHQwsYhJCGOSnt/XV1daJ32plJ3okYp0K4mUR6J28MVN9/G2b/6LyaG7qUxtom1q+9lwaLFRLEijoWB2QvRfolXvvi5jAxt5g3vOJ56K+RXPz6TL37pJEhqtMbWM68xWFmLAAAe2ElEQVTL54ClS3jDK1/B1qEhzjn3PPyCixKV9uh8j1KphO95FAo+nudRKBZxHBelBe1otKNxXZdGo0EUxTNd/Dk5M0K+ZCGnY9l7xQp836cVRSil8AsFWvVaOoYXQyKgSCgUSoRNQ6RaFAolMAmuWyCOQ8rlMvV6jWKxmM3s1BgFWruoKMTXAUc98ynMq5SQVsSswQWs3ziERDVcx2F42wZG1tzPz776MW647gY2RAVedNybeN7+i/nUSe/k0l+dQVCvccdt1+Iqn0ppkFl77MWvf3MRp377TL713R/glypoBKU1JrF4mcvVYEEErRxsEqdLGZoBK/bal42bNs5w6efkzAy50cvpWPxikTAMiCKDiINXKqNbLaKgiQCTEzUKpRLigkkiXMcjiCPiJKEQpzM2S6USURTRbDbBaHypY8QlMhpVMNQbTY551Rv5zi9/y0RgcRsNFB5xooAWYbOKWylxwR+u5Ph3vYXPfO1MjHa5c8Mkg6VZnPLVL1MemM2SPZcxPDrOD79/OoXSIE/dfxXf/PpX6XMdTv/hjzFeF5Z0wopNQLRFRBAToVSR8ckGS5fuSZLEbNq8iTBqznTx5+TMCLnRy+lYmo2EKE4PkDXGUCgU6OnuplaFVrOOozRJGFKPYhxH45VdahMTlCtdxHFMHMcPG74wDImiEIuL4KCRdINpx+fsc37NyR95H0mzxYWX/AlVrtBshsQmIooNyhjKlR4eWr8erQ2OCXjTq49l3Va47Z4JNo+ux+o7096jv4AgaXLp1VfxhVO+yP6rVlJvVPEcwXWKiKSH4FoLSjRRFBO1mixduozJyXEajTrWGOI4meniz8mZEfIxvZyOJQgbJEmLOArTXpEIvu/juR6FQgHP83BEIYkhCSJqExOQGKJmkyBo4Xke1clqep6e66aR6iKiXBSWqBWTUOCBDaP88Mfn8ZznP5+rr7uC/fdZipvUWNJX5un7LufwfffEsS0uu+xqrPioQon7H3yQ6264lI+f+BEMMDA4SLHi0NXv0TV7EYuX7cOV11zPXx9Yh0kEE1qSOMTaELIF6kNDWxiYNZf5CxbRbDaJoohWq0mj2SCOoxks+ZycmSNfnJ7TsSxfdYhVSoFojDFoEcASNBvUq1ViExFHIUkcI4AYMCZBiabSW3k4Hq0diqUS1eokyjNYo6nXmixdthcDAwM0mjVGJxsU4i2c/OE3cOCqA3DcIlf86QKajRH8nj15yiEvYNley3nDP7+eq2+8lxY9XPPb/+T3v7mYy675M61ykaGJGkXtp3mKHPp6urnl5stBx5RLvZRKRUSg2QiJI1i4aAnWCEHQIghbNJs1jEmw1oIYJrZuyxen53QcudHL6Vj22Odg6zouhnTBuas1cRwi1tKoV6nXa8QmyvbWtGilwRissQRJSKFYRACtNN29PYStkJgIRxdYtd9TaAUR9XqNMGxhRfPUfQb46LuO5WOf+AItW+Hgp67krtuu45bbN9CKPZbMqXDln87hFa9+C/eunyBJQs78P5+jt3eAz5z6A9YOjXLIU1YRGk3QhFkDPaxfdxd3//etmFjTO6uXkbERlDjMn7+YcrkLa4Tx8THCsEViYkTSXVuUgtGhodzo5XQc+ZheTsfiuT5KOWBiRARjLSIqnbTiuhSLJSZbVZTjokhPX1A4OI7GpZj2mgwYBRPVSay1LFg4nzCIWb9hfToGpwTPdwmDkGNefjTFQjdadXPv/Vu4/b41lPyEcv8CfFNiZHIDJ3ziM8yZP4//XjNBwStRn3yIe+68jtZYnYLuI4gDxiZamNgQtLbQ3+fwg+9+k49/5PMMj42iRNPd04PruumOLAhKKZTWaK2A9CRZx8sXp+d0JvmYXk7HYi0YYwGLUoJWGsnOpIN0VxWbgOM4ONmmzW6hgHY8HEdTKBYplSskCcybN4/evl62bN3Cxk0baAZ1ao1JJqrj1OpVvGKBi3/3e86/4Ne8893vIEmaLNtjOQWvTLlSYHCwgl+ucMmVt9O0JbRXwkVxxBFHcNMNNzI+Morj+awdGaY6OUy1PszY2FqG1t7FkYcfRMmB7u5eFi9ewui2UTZu2MTY6AhB0MD1FK7rYUmXUmhXI3kfL6dDyY1eTsdiMRgTgVgSk2AMWCuYxBJFIXHSQmFwROFqjetolBISG6eL0HGoVWscsP+BdJW7mZwYp16bxHWFiYmtbNu6Ac8Vmo06tYlJbr71Pg4/8mX8/o+X8tY3vg6tHLpm7UEoBSKxVAbnUZ61gMuvugEhhmKRC/5wC2f/9NesXD4fP9mKF9ZJgnGiMCaouzRGNZPb6syaP48gDKhN1lixYl8Kvs/Woc2MjAwRRQGOo6lUyogCpTTZSbk5OR1HbvRyOpYwbJKYkDhOT00HUKKYmJyg1WphjMHRGq0FUQbR6YEFWmtqjRY9AwMcctjTMeIwVq1hxUFsRNSqE7bqdJU9Nm9YS218BM+0GG9GvOtjJzEwUObEd72arUMPMt5osHLlKgZmzWXRwj2YM3cRon2q9SZ4Hj/88SWc8d1z+Oqpn+G7//4p9p7VjRPXCKtbkKTJwQfuTSNssGnTeoxtEsY1tm7bSF9fL/us3Jc4TpgYH6PVrGJMjOd56RoNm7s3czqTfCJLTseycPlKa60FpfG8Aq7yCIOIsNUgCKpEcYjr64dPVRABkxiCMODAgw8DqzGJMDY+TrM5ycjoNggb6ebVookig+O4RHGIl4So/kFmzZ/Lx9/4HFbNL/L93/yZa+8exosVURShMChgy+aN9Pf3MV4doSCDRM1xuipNvvqVz/C857wcv1jkot+eS6HYZFYJxPTQNe9wPvLZT3LjLbcRxQLWpbvSQ09PN4VSgXvuuQPXLVIud2U7tijWPXB33t3L6TjyiSw5HYsmAjEYo4hbCeKGaC1ESQPR4IqHEoPNeoGtMGBw1mwWLFyAQ4FqbZIgaKFJSMIWRDGRGEw64wXtKawJcV0hMh6MTbBtfCvHveRbnH/eL7jyijsoDCxhsj5OPRoDPKRp6S76nPzx9/CBE0+iJuO0lFCrWuYvXMLPz/4Sq9cojjzqcH52/q+5++41rFs9ylHPP4L/+5n388Vv/5DzL7sJYzWN5gRhM6RY6WbVqoMZHhli27Yt9PT0gPVmtOxzcmaK3OjldCxRM6BUKtFKEiwxSULq/iNBBBzPIQxDwBKGIQc95SCiOCEMYurhKK1WE8d1aDYahGGAaDCRpVAoYpIEkyQox0GAQiEgtJo4EX56wW955bGv4j9/8XuGRjYThxMICcZa4qYhdC1Lly4irCeIHyI2oXegzD1r17Pq2S/j5G+8n/P++DtiBUlSJHQq/PKSK3jaAfMZ3rqekgaTgKuFGKg1qzTXTDI4OMgB+y/hnnvuRql8G7KcziQ3ejkdS7PRolFrUqgUKVRKhGGA4yqMTY2esdBsBuy11150dXVjLMRxSBzHWGtADPX6JGEUEicBSkHB98FYHNdBuR7WJMRRhISgXA9VqPDpL32DJfMGOO7oZzFWC/jxOb+gFbRothKKXoUjjzyci37zKwLlsGj+HEZGN+G5irlzFlP0B4jikN7KLCZrLTAF+voqlEt91Px+rvnvNajCHHwS3KSF0gmCgwWGt00wOREwb+5iurr9mS7+nJwZIR/Ty+lYKgNzbdIMKFWKxDahUEgPim000m26tNLst2oVYRgSBDGQzuw0Jt3mq1avUqtVcV1Nq9UgiiI8x8NiscZgSYD0RHUijaFFmDTx3DJxEPL8Iw/hnW99DYcccjhX33ADa++6hRWL5qLL/dxwx0N8/Zs/oRpM4BSgoH1O+beP05xYy6TTz3m/uAS/1EcYV4mjFv0983hg9a1UazW6Kv0IWY9VJ4DGWh9rUl33fI9iscD9d92Rj+nldBy50cvpWObvudxWR0cxWBILnpueKG4tLF68mCBoobSAFZLE4rouxqRH94RBTBC2qNdrgHl4L0ubGJBUpxytgQRRgjYFDE3QCXEsKGOx0QSXXfx97rnlSp5yxNFUSgN86J3v4tq/3E018Xj9sa/hyhuuYP3QCGIcegrw4ff8K0cf/RyOetlb8PoXs3TfFdx+1x3M6p1Pf4/LHbffhkmg0pXuxpJisSo95BabHjcEsHH1g7nRy+k48iULOR2L0uB5Lr7v0dPTg+Nqurq6sdawevWDhGFIs1mj3qjSCuq0ggZxHBKGLZRS6YkG2T9rDEmS7WtJuhbOYlDbZ34+/BvZbFBhwcKFPPDQZtaPFTjkyH9ln8NexaW3rKelSsRa89MLfs5r/vX1WBIKyjK3y+WFz96P7511BvPmz6O7b4C1GzZSdB2iiREmxscwNqSr1wHVQDkRSoNohdYgYtCOAEn2ycnpPHKjl9OxNCeriIBYTW+lh/1XriJuBTQmqxQczdi2rdSqDUCw1hIELaI4IAgbxEkTpQyup7EIWhcRPEQ5aO0hojFWgXJANKEKiQWwDooE34O167cyd/EqXvKKVyPNgP6BbiacgFjDgPYRLL/73aU0woQmIUmxwqyFK9m0OWDt+g3U6xM0anWq1UlGa+sZ3ng/J534UZJmA2UhMSFGWkS2Tpw0sTbGmAitNVq7M138OTkzQm70cjoWx0mN0x57LqV/YIDRsTFiEyNa0wwCoiQhimNGR0YJghbWWqIo3YC62WoQxQGu61As+ni+RgkorRElKK1QIhiTZGkJjhZEFGFkaQQxVjSnn/l9fvqD7/HzH/8745seYtWKg8Dro4qLX+jirjvuwxEPYxweWjfE5dfdxSnf+D8cctjBbN54LyqpQhhgIw0m4JBD96evp4KyoI2HKxU8VcbRHqAxJl0/ODI8NrOFn5MzQ+RGL6djKZcqLF+2N4gwWa/TikIsguM5oIXYJjSbTWy2SfPItm0kSYJSiqDVIIpaJCbKZntavIKDIChJ1cpx3WzLL1AKTJIawFqzSal3kH0OOpS/3LWWq6+/nVndMZdeeDYb719N0SsyZ4/ZxNZgbIijEiDGOA7v/ugn+eIp/86b3vgv/OQHp6PiGp5qYqIWYUvYunGI2lgdEyV4jiA2zpTcRSk3Pf8vgf7+WU9+gefk/B2QL1nI6Vj6Zg1Sb4U0ohbiCE7Rx1QVViksBu1orIEoipmYmMDzPZIkYWhoiDlzZpMkhjhKQEBQgMLRCpONl6XH+FhEWcQYkjCmGUQcdMChtIKQ6ugErZbhnk0b6B0ocudfbmRWj0PkenT5XQzZmEqXT63aoFSuUJuoAsLPz7uQC3/9G07+9If56VmnsX7D/YyObeOwQ5/Buo1b+dNlv+Zlx7yGIArQ2qZbjlmXLUNbmD1nLo7r0GoGM1r2OTkzRd7Ty+lYmq2QIIwQUVgDrVYLJztXT6Mgm+joug5KaeI4oV6v4fseQRBQq05iLVgD2zdwtpi0t6cU6ZwWIUlgfKJKV3cPq/Y7kKgVYqKIsNnAtqo8/eAD6C0v5Mzv/BdbRhs4ZZ9t4+uxAo1GgIkSPvepf6NSKiEmIVIJsU1YtGQZF19yOffeP8TKA57BGWf8hE9+8gs84xkvxHW7EOWBwOTEJOOjYwwMDJDEMdVqlSgJZ7Dkc3JmjnzJQk7HsmLV4dYYk/oeBeIooNWoE4UtTBSlr4QajLUoESyWJElIMjdluVwhChOshXK5jFIOlpAkMoCgHU2z0cLzPBYvWUgQhBiTTopptRrUGxPYMKExspUH7r6Om2+5k1e9+QPMWThAGGxmolokqE7QXXD57UUX8aKXHIv4PrWgQdGFy399HgP9szj0mc/D+v0om1ApVtKT25s1/KLDpq2bcFyf2X1zaYat7MxAQbRieOP6fMlCTseR9/RyOhZrLVo7uFojxhAFMYJCWUEpF98rIEqhtcZxXQRNoVCkXK7gez5hGBLHIa6rqdUmSUyM42hEJyQ2YnJikgULFzIwaw4T1TrNIMKKIoxjas06cRJhXZ/SwDxefMyxDCxw+dLn30uFBK/qECXguS6OOAxt2gBaqPQMMHv2QogSJGkQNkYRoNw9QM+82UjJo9RbYe68+YxN1IB09ujI+CgWi3Y0hVIJ3y/MdPHn5MwIudHL6VgsMZaIKAoIwwBr0/0vjTiI62FwwWgwOt3L0vWxRrBGcFwXz/MolYsoDXESATGjo6NgFUocFi1eRKvVJAiaYAw2iWnWJ2nUJhEDvlvB0aA8YbxW4rhj3sPy+bP42PH/wpXXXM7bjn0m9938J0798icYGOil6Gqak+OMDA9TKZW46oqrqE1OsO/KFWjH4ha66Z+7AK+7Qu+cWcyeMw9PPCQRenr76OruwfcLaKXQKlf9nM4kd2/mdCzL9z3QGmNIEos1EEdxuoVY5gIEi7ERShRKK0xisGzXl/R/a0FlO5yIUkRRkziJKXhlXM/FcVyUcjAmJooiRFL3plIqdZMqAypBJx6OcSi6ER98/yspFiZ4+kHPYvWaDXz5a9/hznvX0t09iOeXWb95mFklw5mnnUR9chsTsce/fe276FIXS/dcytjoGHEYopTi/r/ei18o4Ps6zb+xhHGEtZbm5GTu3szpOPLZmzkdSxQFWGsxiWBtOgYHPHygLICS7cbNpuvvRCEixHG6/6ZSCqUUzUYTsRbP99GxJkliglqLSqUb19UkSfLwnp3Wpvt3WmvBOCQkGHcUSxETFFmx4ml0V2o85VlvRPlFWjEYU6Q5UcOE2+jr6WHxvFk859lP49iXvYoHNo0TJmVm9RTZtnmI4ZFhPM+n0tMNjiaKQ6IgpK+vPxuTDDHWTFsmOTn/6OQ+jpyOxcQGm1gEg6gES4SxIUj8yAeLtSbduUUALMYkmcEDaxPCoIl2LdoxiPbw/TKlcoVSoYwkhqjZSE9eUJokjImDkFa9QRi0sHGCCi02UNhWTBRM4LsuN//5duYvmsus/sUUvF4832BpEiWaCUJuffAh7l47whk/OofS4FxaBLSSCSabw1gnIjA1wuYknokpKfAcTbNZY3xignKpQsEpznDp5+TMDLl7M6dj2XPFftZmLsvtWiAiD3+MSY3d9tmaSZIeE6S0JgxjWq0mAwMDuK7DZHWMJElSo6c9lFYEzRZRGJLEEcpRJNkxQ+m7piFOYhQeg4NzUG4LrRy0FSqFmNO+9ikWLFjKi17yWrxSP1Z8Nm9cBxgi41MpCN0+PO3Q/fjECR/ixpv/zJbREX5xwe/YsiU1jq857hX8/ne/YnxsHK9YphFHiOMQRQkKoTlZy92bOR1HbvRyOpYV+z3FDg9vo95sEIUhxqYnI1S6KvT09BJFEUkSE4XpmjZR6dZizVaTJLKs3G8lo6PpFmWiUj3SbgFXaYwxxGFE2Gym8RBnRw2l44BRFGJN+j2JQryypn9gHmI8XBVgojF+ctapzN97Cc99/mvRehGDg7O5577rsE2hFYcs2WspjaBKUWsIE7722Q9SrDj0DfZw8ilf4mUvfi3XX3MHDzywljvuu49SXxchlsSkm19PbhrOjV5Ox5G7N3M6llYYMThnHt09XfhFD7+gQRLGJ0ZZv2ENzWYVv+DiehqlAUlohQ3mzpvDsr2WMTw8TBzHOI6LVh5aeRiTEMcR1hqUFrTr4Lga0Q7K8bL/NcVyEcfXuEWNUykSRzCybQu1+hCWhEaomDNrDjf814V87G3HEUUb2Dq+CaISkYQoF0a2bKboFQkNbBob5/gvfZ3NY1sYXb2VOe6eDI+t4aqbruTuB7aA69Fqxbg4FLSHJ3qmiz8nZ0bIJ7LkdCxxHFKvR/T19eF5LuPjYziOQ8V1aTabVKtVJibGGRycTRTHeJ7H8uV7MTY2xmQwns3C/H/t3W+I5VUdx/H3Oef3+925d+6dmZ2ZnZ0Z3dVxdXXVJBA1oQex/dlAUkIQodIgsD8U/YMeBCqUCNaDoBIKKoigDHoSagXqAxNMM03dbFfa0l1H3dlm1pm5f3/nd/704NzZNepxBr/vC+bRHe6F++Rzz/md8/2onXq69J4+oJVOh1a0pihSe3qzKCjtkIAeD6aGoijQRuGjhvH/Be/Z3Nxi+bxlrB7w5PNHeO7IG1g/nUK02SPrGyrnKfIGmdJ0B0Ocq9g/Nce+3fO8eHSNB544RvPYcfYtXMbptX9gMs5erM8Lg1Lye1fUk4SeqK2IJ6IoyxEhBPI81e0oFO12G4DMZPT7AwAanQZra2vjawf/3kdnjBmfyDRE4tnngt47MpNTeos2etwv64kxneRUGpQyqXcveEL0ROc5efJVjhw5wd7lC1n7Z8VLJ15istUg9kEFOLD/YvIio9vvUZWWpd27efYvrzI5U3DdtbMsz3hic5LXTq9y1dVXceTIM2RFRlmWDIYj8kbjf/lVC/F/Q37uidrKTGoeyFQONpIBDQO50eRkhJHHE2m2mlg74vSbp9g+8xYmQG4yovMQAoRAcB4VwWQRbdJpUKU8SgciFcqE1LQw7rPTKk14CQEMHh8slbe8dWaT9kyHvSv7ueOr99G1mo9+8Foe+tE99M6sMsqahKygLEe8euwovY3TTLeaOFUwM7WXW279OlFpvvXNL9N9o8sVV1zPC8depNmcwltQQWEixHL4Tn/9Qrwj5CCLqK3zVi6OzWaL/lYX60qMCYTgMCajHEUWl5bYGmxRDob0ur10Jy+kawpFs8HMrl3jtvR06Rsg5oZcm3T603mCcwTvcUCWp9Xg2xvWUxNDYDAYorVmaWkJ0MQY2NrYIAZPywTu/NoXOLiyh+MvvcjxP/+R5QPv4rHnT9Ka38dDDz5MHiquPXiQ667Zy4nVl7n55tv4wU9+w/E3X+PUmXXsCIJPq1ul07jR3lZfDrKI2pHQE7V1wSWXRe8DZTlK25C5otfdZHZugYlGG+c8vVEXOxziKo9WaWsxxkDl0/SWVqtFp9MhBI9SGq9BhYBSaStTxYCrHO5tn6s0VFVa8Tnn6fcGrFy0AiiM0TjnsWVJb2udSmVkRtMxFT+7/15e/sOjDHpdNsMk3/vF7yhjAz8Ycs3lF3H4hkPMzi9y1ze+jY05ptFkemGWtddPQmWZmGiwvd2nKBpED4O+TGQR9SOhJ2pr/8Er4/r6OnlR4L1Dm0BnemrcjZfhnaPf38Y7f/aQiRrXDUUCzjmUNtiyZNfsXOrbU6BjCkYVU3FsDJGgUwXRTiGtcw5rLZOtNgsLy/T7/bPjyRqNBlubm1i7icFgtMGVI371y59ijOfwjZ8gkuFsIM8cwVn2zHVoUPHD+7/D08/8jaeffY7Hn3wS8oz+sKSKnixvoo2iUIbSekZ9uacn6kdCT9TWnr0XRu89ZTlkbn6eEAIhBFrNJqOyxDuHtRXOWxQQYlrthZ2a2AjROaLzxAAqRJpzM0zkDULwadrLeOszGoO1FmMMtrJ47zn//POpKoctUxs7QJ7njEYjqqoiVj2UbgKKhnJ84H1Xc8OH3oMtmnz6s3fRnlpkbWMVYxzRKnIzy/xsm4MXzHHHp24ha4LXikcefYrHHnmK9c0tGo0O7eldtDqzvPCn30voidqR0BO1Nbu4HFutyf84vr8TPK46tynpfYUykeDTCUtvTCqYjQp8RI0PsmxWliIrmOpMpdXe+BmgDSnw+oMec3PzTE1N0e12ISrAYEz6K8sS7z1VZcnI8EDA02oYCF2uPLCfz91xO/suuYgPf+Rm0NNkps3pU69TRkuRGXbPdBj1BjQLQ6Nocuj97+XQdZcxrS33fv8Bjm4MGY0qehtbEnqidiT0RG2tXHp5rKoqlb/GdI9Na40tLdqocSt6GlNmTGpHcD6FV6xSeWwgoMYXveN45kqmDYNBn1znTLXbOFexPdxiojHBnsU9lGVJVVWEENA6I8/S9YHSlrjKoZVKZa9YnDKECMZkGO+IleUrH7+RxQvbTC8scOvH7mRp8VICA9bWTuM9TM1MY3LDyPYxKtKZnefw9VdxsF0yNNPc9/PH8Gj6G29I6InakdATtbW4cnHMxvfqQog4X6YTmkoTqIA0risEj9bnJph47wn+v79nMOmZnQJcaVExPb+bX1hAKXU27JRSaJ0aG8x469O7tLLcmQSqInhl0tYqllYWqMoejz/ya44+/wyf/9LdbMcGrZklmplh9ZW/0yhy8jxnOBqyvG8vzlWUXlGgmM0G3Hf3FyEHJndx+IbPSOiJ2pHQE7W1vP9AVBWpZmfcoLDTk+d8mS6Tc64rL44rh9KVA52aF8avpx6+1DmrlaGyFleOmO7MkOUZp9dP0W63mZg4126w0623Y2ewdQwBpTUqeCygyFCA9kNyHbnppkM0fcXi4j7u+e6PyecWiH6biVHgk7ffxoMP/5ZXTp6gChGdZUx12uPnkDkTeYvN1VXevbLAE399RUJP1I6EnhBCiNqQiSxCCCFqQ0JPCCFEbUjoCSGEqA0JPSGEELUhoSeEEKI2JPSEEELUhoSeEEKI2pDQE0IIURsSekIIIWpDQk8IIURtSOgJIYSoDQk9IYQQtSGhJ4QQojYk9IQQQtSGhJ4QQojakNATQghRGxJ6QgghakNCTwghRG1I6AkhhKgNCT0hhBC1IaEnhBCiNiT0hBBC1IaEnhBCiNr4F/pAHPKxzQVoAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 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"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"0\n",
"100\n",
"200\n",
"300\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/jianinglu1/anaconda3/lib/python3.6/site-packages/sklearn/metrics/classification.py:1135: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no predicted samples.\n",
" 'precision', 'predicted', average, warn_for)\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"keep ratio is 0.86, accuracy is 0.88, f1 score is 0.87\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 576x720 with 1 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": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 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": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 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"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"0\n",
"100\n",
"200\n",
"300\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/jianinglu1/anaconda3/lib/python3.6/site-packages/sklearn/metrics/classification.py:1135: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no predicted samples.\n",
" 'precision', 'predicted', average, warn_for)\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"keep ratio is 0.83, accuracy is 0.86, f1 score is 0.85\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x720 with 1 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": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 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": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 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"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"0\n",
"100\n",
"200\n",
"300\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/jianinglu1/anaconda3/lib/python3.6/site-packages/sklearn/metrics/classification.py:1135: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no predicted samples.\n",
" 'precision', 'predicted', average, warn_for)\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"keep ratio is 0.80, accuracy is 0.86, f1 score is 0.85\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 576x720 with 1 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": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 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": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 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"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"0\n",
"100\n",
"200\n",
"300\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/jianinglu1/anaconda3/lib/python3.6/site-packages/sklearn/metrics/classification.py:1135: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no predicted samples.\n",
" 'precision', 'predicted', average, warn_for)\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"keep ratio is 0.75, accuracy is 0.86, f1 score is 0.85\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x720 with 1 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": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 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": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 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"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"0\n",
"100\n",
"200\n",
"300\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/jianinglu1/anaconda3/lib/python3.6/site-packages/sklearn/metrics/classification.py:1135: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no predicted samples.\n",
" 'precision', 'predicted', average, warn_for)\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"keep ratio is 0.67, accuracy is 0.82, f1 score is 0.81\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x720 with 1 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": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 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": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 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"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"0\n",
"100\n",
"200\n",
"300\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/jianinglu1/anaconda3/lib/python3.6/site-packages/sklearn/metrics/classification.py:1135: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no predicted samples.\n",
" 'precision', 'predicted', average, warn_for)\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"keep ratio is 0.50, accuracy is 0.72, f1 score is 0.71\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 576x720 with 1 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": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 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": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 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"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"0\n",
"100\n",
"200\n",
"300\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/jianinglu1/anaconda3/lib/python3.6/site-packages/sklearn/metrics/classification.py:1135: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no predicted samples.\n",
" 'precision', 'predicted', average, warn_for)\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"keep ratio is 0.33, accuracy is 0.49, f1 score is 0.49\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x720 with 1 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": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 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": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 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"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"0\n",
"100\n",
"200\n",
"300\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/jianinglu1/anaconda3/lib/python3.6/site-packages/sklearn/metrics/classification.py:1135: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no predicted samples.\n",
" 'precision', 'predicted', average, warn_for)\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"keep ratio is 0.25, accuracy is 0.35, f1 score is 0.35\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x720 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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ClGMDKYEaVDK5AagKSSGlhHWOuq6xzhFiIMYWEYu3EGMiNg0YR6uBJAFjhKr2eGcgKjobT4elQEdqS4QYs5pGq9lWpoJKyrJW0fsyvQlqFCOaJbaFWGRTNhVJ5PjpfTuZkEgpq6ykki4mCZhMKJqNbaBprrZCMcnNSGf+x5BINFL6MwZFaVNEmykWj0sJ0yZS2+AqoU0tiRZLxFkDKClFEopKR2rLgo7UlgiqkTiTXJLBumz0D4AhYaKQUsREi68coo6U0oINTogSscaCSia2BTuYYJBUeMukTI5JScWOpprmiwoppjlZzhcHBMQYpCxIIILxBltXmLrG1zX0ahpn8XWFE4PEBmMMYgwGAxhiSownY9J0yhCLq9wh0mWHo4qO1JYI2T6WySORkCRgwMRiGTMGgyCSCUhjIhCQmL8zThC1SMyrnwkQlVkCPwTFFItalsoA1Wy/E8l2OwAMyiGSk5JVUWORBMYLzlnEWlJKTKYtSiKaGrEOZxxG83lZ63AkmtgSQ8QYQ4qBJIoxFVWvevHxOhxJdKS2RDDGzA3/AlhbFgBEyOuMxdamiiYlSERmK6YiJM2Sl1qLMYUUKYZ/wIpBxJYMpGnf00Ozu4ZBLnPZWFxcQMBYU2xtM/LNUlczaWiaACI4XyHOk1CaGLBJ6fsqu5ioQVVAwVmHAiFE2rbhsmxeHY40OlJbIjhrir8ZmWDKKqcmRcw+4cwEJjGaGSdBMtk0liS7eqBSlj+LnYy89IAFkpIWvyPb21SEaLLbR1YZs20tv8++czPMVNEQIqPRhOmkIalQuQrr+ySjEBIiUPcc1hukbZmRsrEWtQ5JkRgik6tnq+lwhNCR2hLBeXe50d8Uc73Zt4plujNYYzDFGXamklIISbJ4B2h5r5nnFEJ7eQIF1cJ9BqIqEgUsRS402fnW2uIf5xbsbFmdjTE78xpf0R8Mcb5G6hq1go4Dklq8r3EOrDZoo8SkqIL3nloczgjxurLCdzgK6EhtiWCtm0tOGTJ3us0qqGRpztsSVVCITST7es3IDeYLBDJzWJO8qqmkrD6KIMbO7XhzVdNke5xzDmMsxpqiBpu5WgxZwospu5vcdscrqL/B8Yo77ub81iVO715ka7THtJkSxg3HXJ1dSaLmxQrJ43bGUleWgXfd6ucSoSO1JcJdd54s4UpkrZGZJ4XMScqYrKJKITmx5fu5kT9jkdxMca4lzTo0OSLA7PezGGWcbWa2+NkWG9rMsDY/iGIEbF2xsnGc9XqFW265nc3RDqc3L/L82dM8/aUvc+78U5zaGzMYeEzf4n2FG65gqh4xJiYh4lF83U31ZUF3p5cIq6ur+c3cJ22fpqRISbOXHkh1YMzlX8xJjf3QT1Ewad/jdkZaKSyEXEUloaQYsvtvKmUaD1kNVRIhBnrB4APUvZqNnsevr9FbHdDujtg5fZ5me5u653OEgTUYX9M6T5OE0LYEIxjXrRQsCzpSWyKMxtNss5pJZWIuC3+aYfG9EYjzMPj9xnn97UQhJIMFbNk2lVDLlBIhZKfcpIkYAykqMcW520dMKVPeQm4/Lf+FFBhGSx+DEwO1xw5rNo4d59bbbuPcxnF2m5aVlTWoQExLSvtuJIqQkpLSotrd4SijI7UlwlPPPIstKiHsB6MDmVBytHj2STOm2MXy6miIOa5ytq8xmqObdBZuBQ7BWwdJCTGHJoWQcihTjKQU89+YJbA0F87SPOB9YUAEzeFXG77HqngMQusM1cYK/UEPX/UYrqyiuyPW1o8xTRPG4ymhaYgx5cUOkxcjTJdla2nQkdoS4ZGHH963c4lgcBjjsxRVCGe2WmltUeXK9jHGfR832XfQTZqlMAEsghOX3TnK9zGW0CnV+d+5s67MFh8EEc0+ZgVKyqQmythUDNViEoTK4naHrK6vsLO9k8nLOpqmZRqmtDGWUCshRiW0kSiCVv5mXPIONwEdqS0Rzpw6m83yIsVlw2GM2ye1lAkIzWl/rJGyulnSFhXXNFnQQ3XmywEIFhG3YOvPfm6ZxASKVJfXDYrUJ7MVVZ3nUzOSV0MtUBtDIy1TGoKCqsFdaBhv79Fs7dKMGoIIUyNIr2YYBRcTUxwpZqLFCMl2NrVlQUdqS4TRzgigrEiWWEkxoNlZdiZ5zUObzL4Lh6YsNS1CRObUliUui+Lnkhzs294uc9YQCnFJjtksWUGsczhjEWNwztM3hlXxBAsjk2g1Mm0DZm9E3B4Rd/ZoRhMmGjCaqKylkoqerXHimWJxxiDWEDqXjqVBR2pLhLbJNW7nah+SIwOAeXiULiR3XCS1udqY5n3sv4okJomkzEltliByvj1lMxHEWRCDsxbncpZd7z1VVVNVjspVrDrHulQ0HiqbkDBl8sIlJpMxTAK6O6aZTpnSUsUeEoWYIpLAScnqGy0JiLFzvl0WdKS2RMiph5g72s5ITWbhTnCZzWvmq7EYhXAZSc1sc6Y4goiZ9zcjNiOCcXb/szF4Z6jrGud89vqvPXVdUVUVdV3jK0/PVaz4ig3rmXphxSbqvR12t3fYa8cwaaBtcg41IpoSoQlMQotrJlgFcRaJhpAiTdNlvl0WdKS2RLDOMVcVKTGYYi9TF/eN+Pu+a0BWSyn51AppWWdLVtwcViXGIdZnj/6iVhpjcG4WCpUde713DAb9LJl5T1VVJamjp6orrHXU3jO0jg3vaB3sGcVtV1w4f5aLKRA14J3Q61VYY6lqi6QEIa/UxhiJgLGWZCAelhWkw5FER2pLhI3jG/P3gmDFYsTur2iy70ibs2Tsk12cLRSUGgdGpBBVWXSwFmt9js2cuY0UKc6aHAolxcXCe0evrnEHSc17nPM456isoWcMfQO1M1ibmGpg49gqZ2qHjYlB3+OtIUhkqi3OWHrUVNOGiSjTFHFkMl8Mlu9wtNGR2hLh1ltuuVyVnAeVF5+0HMyZ5TizbxMTIBU7G7PVz/kK6n5olTEOZ6sSUCBz+5kRcppwck417y2Vr6iqfVJz3uG9w7n83lmhAjwtyRuSEQYDz/FjKwyHNTFGes4z6PcIGom7m1gFV+JYW41MNFIJVGJQ0znfLgs6UlsinDx5cp/UNGeyzVlmZ/5oZOlqZtQ3FLLbX0yY+frvQxcccg3WuexEW8I9Z5KdiJ37vc1UUO8dznqcNzhnsjpryS/JWTow2dHXidJzhmOrq6ytDtnc3SMScsohBGcF2uzkG2OkVaVZdD3ptM+lQUdqS4SV4SrGmuwcWx5yayymxExi5DLXC5mRGvuRBUokasrvUyoEV4qpGEGsLUX0srppRbDe5iy11ubaAUayc6+xOJczdlhn9ou8kPZTGhny6qokKgfHVgesr6zwQnyOvWbCYNDDlFxs7VSZTqdo29KKEIwtmUNkntCyw9FHR2pLBF9VGGNyzCU5CWNlPWJL/jRzUCqjbCdln0TUiE0p1wyNJWZz/gJrF7JvFLU2q5OZ1LzNeq2xpaCyzdKdtQZnDda7bIMzYEuVKiVhFCrjWO0NWD+2SkgtzXjKemgQTUhMyCz1kPe4uqa1lhASrqpZGQ5u3IXucFPRkdoSwXqfpbHEPNNsZUpixiKlzUhNS260WUCmMbkmQf58uX0qZ7nVklMNbDLzONH9+Muck8247JtmrMyrs1srORV4KboiZpanTWfhqFhMDr2yho31NdbW17k4vcDeaBcnBhMVK4KKYRoi201Law3OVFDVUPVu6LXucPPQkdoSYb4qOQuBKhkstGTIyPGg+XslFTUzITFLYFFzULqm3JY0V0GfpQ0SO0sOmW1mWd20WO/mUpkrUpl1JZGjNSWZZMnEa3Ksg7WCwWJwEFMuq5dyWdDjG8e56xV3MxmN2drcZljX9MThoyFEaJrAOATo9RCFCULYG93kq9/hRqEjtSWCJgVbXDeKBBY0ZFUSnZfCW5TWZlJZKuSlOlM583Y6W9Uskp/3Lld2mqucBucdttjRnHP7WUBKZt1co6DkcithVTmDR6JNubK7JCAoJsHGxnHuvPsuTp85y6nnz+AQau8Qzc7EIUGjMEWYtC1xOiWOuxoFy4KO1JYIKWaCyMWKJauSRRpTEqGdpRGSeSEWEbDGkDT7qRlrS6D7rOpTluukrGhWvirSmJ0XVMkq5n568AwtK6PkLLjzUWbCjCkSUkNsG4bW4TGkmPCmwnvL+rHjDFdXSWKYTgPJlCWLJEQ1TELi3OY2u1tbpL0p0oVJLQ06UlsixBQzaRmDSdmOZsgqaU4elAkuothSZ8B5m9VIYxGbHW7d3Nm2RBSUQirWW7zLDr22FBjdD2g3xY62uLo6s+Plb9KcYCmrqwYrDvCkVtEAtt8jhsSgN+TEiVs4ceIWNs+cJ+1epJegaVs2d3a4uLPHhd099nb30FGDj52f2rKgI7UlQpytUqYEJldTTxRfMrFgzbw4sDOZpJx3+LJymY39hbicxRpb9s2OacZITvUjxX7HXHlFSaQImgzZ5p8WVE7DLJ5hVjdBAYwhRMdo3NJL4Iyj2Wu5tLPF6QvnOXvuIucuXOTCc2dgd4IrGXanMTDSyGBtA18PCNt7tDudTW1Z0JHaEkGjZinMUGp9kiMDJK9KzmI2rTVzn7KZYd9Ym0OrZmpk+XtZim9K8lydEVMq1fN0frxS1z3b8ObpiZTFSIdZxhBE0CSkJtGOJuxd2uG5Z57jzOYFzmy9wGPPPMljX3qCndPnqMaBWnOsafSWtufw/RpX91CpmNIliVwWdKS2VNgvrSKFqPy8TJ3BOFvcLezcsG+sxS4kR8vp19K8BkEmtf2sHpKEVBxmZ6m+NcV5+YE5d5kDdREWUohDceWwhjZERts7XHjieR5/+FE++eAn2QwTRrS8sLPJ+TNnaS9sMmyFoXG4ypN6nsYowVtqX1H1BjjtYj+XBR2pLRGcd4U4iv3Leyrr5raumaS2mBgyUlRUyRXV00K4kZllrrVlNTQJoqYEvpc+2Fc1YSHPZCoBV8Wp1xiLcaVie+GfEBO7u7s8/ujjfOb3H+CzH3+ALz/2JQa3HMcdG5KcodcboH5MGI1pgIQQDUwkMhalXylrpmLYG35Fr22Hrx50pLZE8D6nBcpZM3ISRWcNUUthFUlYXVApZ0VVJG+f1cJZkkhK0WCZq7ECmdTKokBGSSy5n8oNgBBiIbVMaM5BZSq8d4gVQmx54cILfPS+B/nU7z3A6UefYLq5xfGNk9Sra8ReBbVlpdenUc/u+DRxNKGNkTY6WqlQK5CEygl1l857adCR2lIhLfiCCTEGQrw8QmDftDVLFqm5aru9fKrkuM68gmmxGAMxZlXTeQhtrhglAs5YVGOuf0B2EZlOp6gmRPJiRAyB7a1txtMJk8mY3Z1tnnnmeX7nw/dx5vHnqNrE+voGiBCsoskiwWKNp14R2Jgyki2ayZgmRmLTohqZ2BbvI77qkkQuCzpSWyakQDICwaAmEKMQky5UT9cFO1ea+6zFaDA2k4KUiAGrFrVgY/Z8SwmSxuz8HyGGSIgBY0Btom2mhGlL0ogVQ9OGUqPAEncCFy9d4vTps+zs7rC1vcPFixc5f/o8z3z5adKkxfcHOUJADKIRh0A0WBWsqekfO05TVNrQTEhNQKKQbKRJMKJz6VgWdKS2RIgxIqqk4oOmxuRVypjm8ZuzVGgZmeSisZiU5qufEg1qFZsSCYOkmB16VWlTZNpAinEWFsCURDMZM22maIylkroDhb3RmPPnL/DFLz/GM889R9u0jEZjNje3meyO8dEwGKzgqoqpKhYwxmfbn4K2kaiCH6xQh4CLLUYjoR1jE6CWaAKTTvtcGnSktkRISYlRMZJT+9iSSSOWPGSalOyuZmAxD24M2KSYkg7IlHCpkIoHWlKIiYQQYqCNbcmHBhojKQZi2xBDQJSc9bbvuXjxIk888SQPP/pFHnv8cXb3xgyHqzmCISacrTg2XMVbl8eecl/WeapygJgSGiODQc3KygptaGjbKU07JqaUJcqUaNrm5l34DjcUHaktEcZNW+I0wdpMWkaVGPcTRtpSPC+Rc6almfRmDCnG/RXRUqQ4xEgbQqkdmggpQEn9nVIiTBvquqJf1/T7A3zlqX3F+TMXePDBB/nc577AqVNnCTHR6w2w4jBiqb2j16/puz5WoG2uLRPMAAAOvUlEQVQC2jRMYyBqC6olasEU9dlQ1TWrqyuEMKUJY9rplESkjZl0OywHOlJbIqQ2B7SXzItQfMhIOYzJ2hw6lTcWkgqkRAICIdcGTan8jUVyyhLULANu7Q2VqxFrsifuirLS79Pv9fDWMdob8dQTT/KJT3yahx5+hNOnzzGdtvT6Q5xxkAyqOXTLuxoxNhdFNiWbh/GkFJk2IYdrlRJ942ZK5Qy+rllZXaUNE3Z3tmlDk4m2S327NOhIbYkgptxuNRAzVySZ5UsrjrlFpczOsoUAUVJMqBYVMOXsHQJYZ/Bi5xk6BsNeLn8n2YHXu1wZSkPk0uYmzzz1JPd/7OM8/IVH2Nrewahh0BvS6w2pqx6VrQkxq8kxKMZlf7UYs+LrXJUJNQTakpIIzd50seepK0d/MCDEdWIKpL1I27bz9Egdjj46UlsiiPElK4cSyZEBzkImMy0eZTm32iwxo7GmfFdyq1kBm9VX5wze+XlVqLrnWRn28SUu1FmhV9VYhDOnzvDkY1/mY/d9lM9+6vOMRmOcq6kHNdZWOFdT+R7WVsTQEtuGRhLOkEku5ELJuV+LGEtoGkJoadspUSNKxEiN84bBYEjTTmjjlERAY+fSsSzoSG2JYMSQUpa6ZosAs1RA87TcJeZSZjGgxuCtYDElckAwTvDOUtUVvV5NXVW5cIoHb3MtUTRiAG+EFCKnz5zmwQc+wcfvf4B2Glhf3yC1QizZQqw4BEcKEKaR0ARqL2AsYpSogRgCUYR+XVPVOSY1EYnNhBACk2muZdDHY62h7vUYxCGI0jZdPrVlQUdqS4T5CqcYDGBL/GXUNC+wYlxxt0DAKIacsaOq/DwRpPWGyjuqKieDrGufi6NoQmPCVhaNBo2JSWy4cPY8n3rwkzz8hYfZuniJYX+VyWgCyRIjiElYKkQymTXTBi1ZOSpfk5wjxsRkMmEymZBiYn1tlcFwharyWAu7uzvE0DCeBFJo6PVyHdHBcNipnkuGjtSWCJpSCXOSsmCQUTk3T/XtjC8FWvZrf3pvqXqlIIozJXuHwTsDtiR41EyQVrIbx6z30e6IRx56mAcf/ASnT53GiKGdNsRW8a6Xfc4QUlS8sfjaEGNi2oTiP5fmmUMA2rZlb7RLr67o1Z5+rwe6ksviNUKMU9oYkRY0tYQ4RVVxrpvqy4LuTi8RerUjppSlr1K9yRtKCFRJ5W1MDnT3vpTTi2gKpDYgttQ1wIFz++mHRLLaiuRlhZR7C03DxRcu8PnPfoFnnnqGZtLQ7w0ggTUV1lggpzxCKaX6PLVPtG2kDS0xBYzJJfSqqsI5S9u2jMZ7VN7Q7/dw3tMf9Km8oW0MbTvZz9MWpfjndTa1ZUFHakuEygkxZlcOZ3OR4Lyy2RKSEkMgxcS0bujVufpSM50yGe/StOPs3+YMPe/pD/usrg8Z9Hs475CScWO27uDEsLO9yxOPPckXHn6Evd0Rzlb06h5WDL1qQBvyKifkSu+qEWNqvMsV2lNsUQ0gWTLs9z1NUzMaRSbTMds7oCnga0+/8kQrWIloajFGOXF8A7Ew2t1me2vz5l34DjcUHaktEUZ7W0zLimGK2bcsNi3jSfb2b5r8EjFUvkfTtOzujdjb3WV3b4ekCWuFXl2xujbk5IkN1o8N6PVK2BKGfl2zvr6KNY7zZ8/xsfsf5LHHniC0icpXJUNItnchivcGYzxthGYyoa4H1D1PEzzjdowzgrVgRYjeUFeOFD1t0zCZjBAiA/oMejWpDTRNQ4oBFF7z2tfw2te8ihhbTp8+dbMvf4cbhI7Ulgjnz5/iwgsXuPDCC2xeusTezh7T8QRrc7aLmKCZNoSgGHGkRIn3dDRNQ0wBTQERxVaWfr+m8gY0lmpUjn7dYzgYMOj3GY1GPP6lLzLanWDFkAw0TQQisY2F3GqQXBDGOoO1SogJkYi1ipEIKnmRI7Y4m0ADKTbEoAiJQc+DOjRGYhuYTCaIKOfPnuPr/4O38pavewvDYf9mX/4ONwgdqS0R7rn7doZDz8rQc65nOa2RzRcu0LQtla+xxhPa7OhqjUesp3IV1jrqWtDoCDGQUoCYaMYNzTQRY8g2q5SjkVKMDHo9nDVMG2Vj4wRGIcRIaFs0JloEEUsbA6KKFUd/UOO8EFJEabEWxEScdVgxoBaSY1ciKbXEGHECMeQyf1WVbYF7u4k2TDl39iy7u7v0ejW33nrrzb78HW4QOlJbIrzhDa9mtHcrO3s7bG9ucerUWR5aX+eZp59lb29EaFpSgqrqzZ1hxTg0QeUr0ERMkRizAZ+SF1dK4eGI0rSBdprQ1NCrKga9IavDNUiJ6WTMaG+P8WjEtGlALFUp9pJEwETaMKGNDUjEihLCBCMJawzOKckJ3hmsUWIbiaFhOh2z0q9w3lJXHu8ck/Ee/d6AQW9AbCMvXHiBu07cebNvQYcbgI7Ulgh33HGCFI8R2pY2Rt6wtcfdd97Fpz/9Ob782OOcOX2e0d4EEaHyPldlj0rbBGxvtlJZCqXoLPJAsMYQS2x5D8XbOruHuEwydeWyJOV9WfGEnZ1tpu202NWqXEdKEmKVqrYY2yMRqSqDEHJoF4BGvBO8NUSBFFtGu9us9Cus6eO9Z2UwYDoZ88p7XsVgMOT0qVNcvPQCd73xPTfv4ne4YehIbZkQ2+zpbyK1MfRPbnDy+Eluv/0OXvnww3zusw/x2GNPcfHiDsiQtmmZjtucSLJUapo5pRlsiYtXEMWm7OKaUqJpyanBjcPairYNxGZKSolef8Dq6goXL1acv3CBza2LWOdYW1vn9jtv5fiJkxhjmEwmTJsRJ4+vsbs3Ynt7l52dXca7U9pmAiScM4Q2sLu7g3cW5yyDfg+7vk5d1xxbW+Nzn/kc586d5fyFc/zJ7+lIbRnQkdoSwductzEJoJJrZE4C/V7Nm9/8Zu664xU8/viT/O7vfYytzTFawqliG9mZ7uZORDEo1gmuSGHeu3l2jxATtRpCDMSoTKcN1uS8Z+PJGDRxbH2NW2+7HWOES1ubWGt5zWtfxbve/U5e/cpXYaxhZ2eH0d4ed77iJKO9MRfOX+S5557jkUce5aMf+RjNNEcWxFJ1PrQNKSWcdfi+JcbIffd9hBcuXKBpc/qjDsuBjtSWDjlwPVdHNzTtlNC2DHp9jt2zzrGNDWJIfPz+z3L+3CWiEbyVnPRRcsYOTYnYRppmRKw8da/GV1U29teOaAIhTEkpkjSHWUXNxVaaZgIaOH78GK97w+sYDAcMBj1uv+N27n3z67nl5AlCTKyt9plMGzZOrCAY7rj9Vm6//RasER584EESkVTSCdW9Gu8908mEkXM5ygA4d+48W5ubCIKmLlRqWdCR2hIhJUNMuZywIZe+iyGCyZWmVldWWBkMeMu9X8NzTz3P9qUtpnt7ObGkCM57vK9AhGbasLmzw6htiEGoerlau3cVzngwSkzNPMLAGoOzlolGNndGVH3HN7/+G/jae9/EsePrVL2aW04eo66ENIkYyRlEnMuS4KDfQ4zh5G0n8ZXLoxfFWFPUYKFtW5qmoVfXVFVN3evhfU2MobiSdFgGdKS2REjJ5FcWuAgh50irfFWIwKMpcvL4cW6/9QRPPv4El8IYcIQ24YzB93pUdZ9+PSQG2NnbYzpNxNRCClROqSpX1M+QA6eS5pJ8lcdMDbEJxBS46647ectbv5YTJzeIIeQxkgu4hJidhJ23OGNJ5FTjOSbVkFLOK2KsyWRmHNa5nOVNDP1BzYmTt9K2ka2tLZo23MQr3+FGoiO1pYIA2QaVktJMWppmirWenBk7q6SD1SGr62slnrICHKPRDuPxJUZ7E1aPbXDs2Aluve123KVLjMZj2hBJbWJ7awfnLEhEROnVnrVjQ8SYvFpKlgrX11fZOLFBv98jhUjSLHWlpBhrqXs1MSW8EVxlSEHRBLHN7h0pJTQqTtw8lbiWV0oJEcNwMGR1bb1ERuze3Evf4YahI7UlgjUWTE3SlhAaJtMpbWioqxpXGUzJ9T/o9VldWymhTFBVnuGgz9bWLnvjEVhHVfcZrqxTVRXTpsWIxQ9qBr0+02ZCjA2qkdA2bG8GlBZMzHnajGF1bZWV1WHJCGIxxhBJNM2U6bQpJfQMMSjW5iy7xlAC8fP2KSWQXMUqpURMiRRz3YQQI66qWF1dYzyeMJ50+dSWBR2pLRWE7F5mSAoxBpJGvBecdTmo3CjWW/q9ChElhhap+6ysDBmNGtrxlNFoRLW1ja/6WOswGEbTMSkkvM3xmdZ4RBIhNigh1zsQQzQGsKyurSFiGI3HJc9boB720KRMpy3j8ZhBr86pkmIpmiyZ1NCcpii6XE1eU84Vl5ISUqJpWsTk9OJVr8dgZYXRZHKzL36HG4SO1JYIqkqK2Z9MI2VFMOK8xTohF9JUjIG6rrDW0MQW17asrx2j3x8zbQKhDWxvb1MPVuj1+kjxK9seTxj2PcPBgKru4ZwjBCWJxRgPEnGV4fgtx/j6t72NtWNrjMfj4og7YW39GMYKO1s7hNCycWwNNysQE5QUEqFtCE2Tk1WWVN9iDLEQWhsiTduCGIyxOF8xGK6w2tnUlgYdqS0RkqZcoxNQcgJGQbFWMIXQNCVI4CqP8zkSYDqd4pynqmu8n9K20+wcO5nQ7w+xNuc4u3jxIm3f44xQ1w61NtvVKkdVOzCJ9eNrfMM3vo1v+7a3s7I2YHt7i529HXb3dnMpO5SdnW28twyHA6zLud5SirTTlt29PZrJtNQmNcQQcppy1X1JLSSQgKsStavp9QasrnYuHcsCUdWbPYYOHTp0eNlgbvYAOnTo0OHlREdqHTp0OFLoSK1Dhw5HCh2pdejQ4UihI7UOHTocKXSk1qFDhyOFjtQ6dOhwpNCRWocOHY4UOlLr0KHDkUJHah06dDhS6EitQ4cORwodqXXo0OFIoSO1Dh06HCl0pNahQ4cjhY7UOnTocKTQkVqHDh2OFDpS69Chw5FCR2odOnQ4UuhIrUOHDkcKHal16NDhSKEjtQ4dOhwpdKTWoUOHI4WO1Dp06HCk8P8B8m7R75nRNKEAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 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": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 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": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"0\n",
"100\n",
"200\n",
"300\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/jianinglu1/anaconda3/lib/python3.6/site-packages/sklearn/metrics/classification.py:1135: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no predicted samples.\n",
" 'precision', 'predicted', average, warn_for)\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"keep ratio is 0.20, accuracy is 0.27, f1 score is 0.24\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x720 with 1 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": {
"image/png": 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UwjuHj1KgNQbvPU3TxGMbrNVYDyIO8RaFQyvQWlGXBZNJQ1nVGCcY68A7xDu0LmmqGqUUezt7+LUJxVRR1DVVVdMPlnYwaF3ggb39feq6oipLRIS6aZhMJoddkowjiExqK4SkOib1cVTSBaU0ZclczfMenAlqo9YaJ8vqqLWWYRhQUa0zxiyNWWuD5BT3r+tAml0/w3sQ71B46kJzbGOdS5OGQgfJTbwDb6NECUokqJTiMUNP33XUVUlZlmglgAfnUKXCO+hMT1kU6EZTNw3Hjh1jY+OaFcYzjhgyqa0Yxupi+huYS3Bju9lCmlOI2KCSjgjRGENdh/zqvu+X7HRjUhOROQF5P2CGoIIqEeqi5MTmBtPJBC2Aj+qpByXhIwK6KFA4GKDtOiZNjZIDdn8XynrMj6sUVVlS1/V8nRlHH5nUVgjGGMqyRCmFcw6tNVoprHM4G2xlHqiqpFoarLHRk+jwLowHL6gs2dX6vqdpGspIIrPZjK7rogd1YcNTomKtH0ehFE1doVhjUldopfACBRpRbj4/eLw1uLAjzln6vmfWtiAKXZSIcfRDx2Adzjs8HmsMu3t7KK2ZzWa38cpn3EpkUlshOOvw2uGsxVpHoTVaF4hyWAzOeZTWGGMwxqCURkpBROEc+CgYiQTjfpLItNZUVXWIShvCQZIHVBcaXWiMFYy1zLqWtutoJjXNZErV1NGWBniFxyPKIcrTDx1aFIUuqIoCXZTM2o7eWGwkYy8CkiS1sFgzDLRt+xBvbsbRRSa1FYL3PsaiuXlcWlDhBK8UCg8j1TOokyEMZBiGOTE4Z+ee0OR8qKpq/ncK6VBKzZ0JzkWi0wq0Yuh7dvb32NrbY7q+Tj2ZUE+m+LYNDgc81jlQHhHPYHpUWTGZrM8JtOsNJpKawyNaIamsc9zfR8+uySEdK4NMaiuEcUgHBInGGIN3DlVolFbs7+9jraUoCsroPUyfYRiw1uCcQ0TN1dhhCCEcIoJzjt3dXeq6piiK6E11OOfo+h4IIR7We7a3t7l46RJnzpyhqhvW1taxzmH7Png+lZpLXtYYNtfXOXvHHVRlRdvOuHT5KqIUWumopiqcitLmMNABgtD3/W275hm3HpnUVgg62r+SPS0RklIKrMP5RRT+2JGQvkv/Tw6EsSMgEWWaP30W4wqPA1GIaLyDre1dzp2/yCMesYP30Eym7OztI8qhcTF+LXgK6qZhbWOD4ydOYI3BOsd0OqXtWkw8jsUhSphOJqi4FqWDzXDsnc042siktkLQWs8N91VVzVXFuq7nElUKyE2xZiamG2mt54RljMJ7h7XBvgbFkgRYluWc/FJalVIKj+DFh3897Gzvcf78JS6cvxTWVE8QVVAUHpTCDVGy04pmMmU6XaNuGvZ2dtBac2xzE7/tgwQYVdZClTSTBjOEOLmyKMD7uTSZcfSRSW2FMA7ZAEYkZZakKqLtzFiLMYsUpkR4w9BjLThrKcoipigNNE0zl/LSnOOPKBXDQjTea9q+59Lly9zzkfs4fvw4ShUImum0ZjKdcnV3h67r8BLItm1bHjx3DtMbpk3DyZMnGOxA187YVYoCjy4VdV2iRHDWoYsCMwwYe1hbgYyjiExqK4SxBzDFkSVSS4SntcZ5H+xaMLebAfPtiyIkjicbmnOOvu/n2QljpLnTvMErmQJ2PXt7M+67/wH63rCxsY51PoZ0FGhdoJTBWEdvLFvbO+zu7lPpgurMGdbX1rDuFHjPrO/oTY/HY4YB/ML7aq1F4jlkHH1kUlshJHJaeDHdUoaB1noegpHizpJtLVW98N7PY910jP8ahj6qm4aiKKmqan4MYwxVVQVytNFGRswlddB3hgvnz4ec0X6gH4ZAaP2AtR7rPMZYZrOOmdvHGsP6ZMLm5gZKFGdPn0ZrzfbuFju7jm4wdH1PVVTzODyt9Vz6zDj6yKS2QgixZ2ruJIBgZxvbwFKs2XgbCJUvCl2gC83Ozk7I66zruRMhOR3GSe+JLK21c2O9lyD5OVGgQgK8MZatrS26vqesSgbn6J1h1ne07Yy+n9HUEyZ1w9p0HWsHrly5wj33foTHP+6xbKytMZ1OmbUhBauZrtPUE0DY3Q0Vv1UO6VgZZFJbQYSQDFn6pO8T8Y1LDKXwjrqqKMqSvb29pUT2VHYoqbRjT+O49ppzDq8IMWUS0q+8WJyDfuhDWSIR6DuMdxhnYwBuwWAMhRowRYG3jr29PR584EHuvOMsTV2zubHBzs42xlgUKe0rxMlNp9OHqMUZRxf5Tq8QxqWCklcSlkMzxhKci2V7yjIkj6eCi2kfm4gqkl8isGHoo41Oz72m6eNS7qlIyFAQcOJANKIFlMdYg8PjRSjKkrKqmO3PaLsOnKPUCm8tbjBcuXqV06dOcmxzk0sXL9Du70f7nkYXYd0nTpxgfX39tlzzjFuPTGorhBSycVBKS6QEC8kqeTy9DzmUdVWhi2Je3RaY26tScnsiytlsmB+nLMvgCbUWYwakLBEtIX7MgrdRGtNh26oqscBgBhwejCCpHpv3DMbgDFgliLPs7u6wsTFl0tTB+1qW9IOhkw5tLM57tra2aNv2Nl75jFuJTGorhERcwDwAd5E0vvBuwkKtDKWw9TyqfxwO0o9Sp5IDYVFVdzGn9z64B0ThCdU+tBacFnAaj6EoNE1T0TQ17TDQ9i3EKrneOuqqpiw0GvBmwHtHPwzs7+8zm82oygLvQw02YwzWg1bhXGZRestYDWRSWyGM1c9xtdqmaeZhGYnsiqJARfWvripmsxZjLXWMXev7HmstZVkCyzFwVVUvUqO6bk6cRVnQO4N1Fl0ohBKDx3tLVZVMphOa6YRh1+KcRRca5zzGWZo476QqMW3L0M0wQ0ffdcxmM7RWdF1L33f0g0V7IdQyCmWRVM4oWBlkUlshHMwcSGEaqdaYjsG1wY5WhXQka+n6PlTYUApEsb62joiwtbW1JAENg5kH6I4De40ZYgUQifXSbLChKUHpAsSC0iCKvuux/YBYR1VWWCV4b+lmLcqDRnDWY51gHcz6ga4fmHiPLgp0UeDb0Eim9yFmzblF5ZCMo49MaiuEsacTmNvOrDEggvOhAq5KqqP3YBeE4HQIiJ1MJnjv2N7eWZo7kWRVlXMPa8o2sDYQmUrOAR9j1rQKhKZ0sJ0pQRDEezSpuUuo6jF0A52EZHdjHcZ6+sFgnEOlTldahXLkfsBb6NqeITZ2yVgNZFJbIaQ4sjEBKaXo+j5Wtw0k4rzHjexlw2Dpui5IcVqzvrGBdW6uekIgta7rYozbBKLtLMyb7GuWohS0aNq2x6NDZykdCE1UQdNU9LMWcaB8qLghSuFjuaS2bYOUaSzDED6eWO67DCqzdUF9tS50mOq6PmQZZKwEMqmtEIZhmGcDLDdeKed2snHcWQrCTRkBxoQQiq7rGGLP0LQtMPd+DsMQSmhXFbO2nXtAt7e38FahNGhdMUT7nHc2Bv7C2TNn2FybMq1LZrN92n5gMBZvfWjf532s+wZOQaGEsihYayacPnmSsihYX9/kwfMX2d7Zo65rRBQmx6mtDPKdXiGMMwpgWR1NBR7T97BIpxIRtFL0sUVd3/fzMI7xHKlHQYIkG53WDMYwm81i0K3MS3rjQgaTGQbM0DOZNKxPa6pCuHLxApe3duj6DgFKXTNtGnShcMYyFIqNtTVOHDvGHWdP42xH17Z0TRMS2p1Dx1i5nFGwOsiktkJIvQTGzYwhtK/zflF2KHxn5xVv2yhtJdJbVOCw8zprLqqjKX80ZRck6U1rHRPQbYg18z2CQusCax1937G7v4sxPZvHN5lOSsoSLJ626xj6gWlTcfb0CXRRYM1AO5tx9uwZHvOoR/GExz+BCw8+wNbVK1y6usPu3i5dNwMUVVnnjIIVQr7TK4Rx8ceD1TlgWXJLZAXMpbLx96EN3iJgNzVFTiEhIkKhNXVV0cXwj6IoUD7YzoyDtu0iUSqss7SzGRcunKfUcPzYOseObTL0Azb2LdjcPM6dZ+/k+MmTiIf9/T3uPHuKjY11qrKgqiumkykOzdbWLnuqRWSRvpWxGsiktkI42AJvHHaRGpWMswvGKVAp2X1scxsTYtp3Xjst6JmhJHeEUqFahvKKumowxtP3Fu8sHkfXtpw/f4FpU7Gx1jBpak6dOklZVShRVGXDZNJw4tgmVVFjzCZNXYL37O3tBSfG2hpeFfPOVs750MiFA+30Mo4sMqmtEFJ82jxbIOZ3BgeBXlIxUyhGUh1Tg2KlFE3TLBHbwT4Fab9UcDKpfkM/YE3yVjbBO2kG2n4P7ww9lkuXLrG+NuH4sXVOHt/k1KmT3HHHnShRXL26w4ULlyjKkuMbm0wnDW3bcfnyFRCHIKyvrbPXWeqmoWka2llHEWPvMlYD+U6vEFL39SR1pWT1IGEFEksvfxofG9lTGMi4aGSS+oAl6S/VVAshGIFAKTyiFM4DSlGWOqZWKawD7x37sxkXL16iqTSC4+zZmhMbG6yvr9PUU/resLO7w872DkWhKZRiMm2YzfapyoLeWK5evcre3t7cfjhWnzOOPjKprRDGTVOSfS3VUxsGM299N+41ME50HyfAp/mS9JeKS44LUaYOUnVdU0iB0jpU2PAei6ALTVGE5sYe8M5hPGxvb/GAhNSpqp6wvrZJM50ihaasKra2d0LXK2NRAmvTKf0wcPzYJsPgcC62x4uVdnPg7Wohk9oKIZCORSk9J7WkXkLoHRCq0i5yQ5NqOa6flmLYkuqZGrmksJDx98keBymUwyOFoJXGWompUhoxAoTO78ZYrlzZRqv7scayN+tYe3AN76BrDdYBojFm4NLFi0ymDc1kErIKyoLTZ88y63uMMeztzbDWzYk44+gjk9oKIVSoXaiSy9U5fOiirkPz4TGRjRuvJGlvXJ4oqbWJyMZhHnMvqg810zyhe3pVVfSDQimJHwXeoUVTKCi0QkkBKkh4u3v7DIOhby19b+i7jnbWcnV7m73ZjMlkwh3+DqbrUwYbgoLrumZ/1iJeEJ8dBauCTGorhHGmwDjYFpI9bPF/55bDIMZhH+MOUameWiLBearVqKT3Ah6PQ6FQAloHUtM6NCT2LnRw10pTlgVV1TCdrrO2vsGlS5fZ2t5lb2cfY1zoZ9D27O53KOnQD56nqGusd1gfpNG6aVBqJ3s/VwyZ1FYJMTNgEWe26OkZYssWIR3BSVAsGdpTgK1zdkkiS5U4wr5qqd9nUHerWJPNIoWKQb0GZ10w9muN0YLxIbvAeUAUdTNl89gJTp46zfkLl7l0+Srnzp1DSQkWrLf0xgKOS5evUk8mWGuZrk2p64JJ8tKiUoPSjBVAJrUVwjAMFGVBoTUIS6ojPqiSwdbmcW4RtxayDUJ5jbEEl5LVZTTXIqYNtC6iN9XjfOj7ifNYPH4wKIS6LJk2DdYM81JHqZaaLktOnDjJY+56DNvbe1y9vM399z0I2EDExYSq0YBDi2I269jZ2aeqKtYmNZN6wvH1DbpuwPocfLsqyKS2QjDWBMO8CpKLjs6Cfhjw0ZgeJKxU1nvRgyCon35udE8SXJhKLWUrDPMKH4uuVKEkUYV1FmvisbSmKkomk4a+bxm6LlTYsJ7CDuiyYH19nTOnTvOIs3dw3+YDaF0Eq5wqQlCu1oh4Sq2xxtPNwjzeTanKkvX1dbRuc+XbFUImtRVCsnWlCrcLySyQnCDzIFqlFF3XYW1Kjyrn9rSUBjVOXh+XBR9X9kgEV8T+BkM70Pd98Ljq4G2tqoq6buj7nmEYoqobY9qco29noeFKoWjqCuM83sHQd4CnqgomdQVRitzd3aFpKtbWpiFcxdjs/VwhZFJbISSbGIAxw7z+mXMO74JBK9nYFiRVPKQJ8sF80bFnFBbVOpK9LZU7GozBxDxMpRQmek+11kynU5RS7O7u0LZtcBxYS9+17O3uBgJzBq1iKhYeDxS6oCo0TVWgpMBbw87ODmWhsdZQxaq+43StjKONTGorhnEQbZKikgTnrF0irnElj3HQ7WEBuWkOYBT3Nur+Huux2dExkge1KBa5mvPAXgeDMbSzGe3+HkPf4qxBxCESG7kAWgmlViGhXWv63rO1vceWFrxzHD95Au8cPie0rwwyqa0QEvGICJMfFVBIAAAKFUlEQVTJdJmEfIjot9bQ93YpXAMWKVHjOVJ1jjGhJZU2eVfn+aXDgNIhoT3t18cA2dC1SqMrzamTpyhjw+S2a2m7Gc5Z8A6lPKXSSGFxWgESnRRQlYqq1OA1Wof1dEPP/v4+/WAYcprUyiCT2gphHOk/VhkDIaXUJ+bBsHMpKxJT2i8R3Xj/cWHJEOJhljpWiQTJSUShZJFelUoWpVZ8omXurNjf32e2v481PUo8ZaEpqwKMwsXikkoELTHRyjuUCE3dhNSssmQwhq7v6PtczntVkA0NK4SxsXzclX2ZgMahGAHjihxpn2QLS0G8Byt2JFUTFk6ERH6p6oeO9dacc7iRGpzi6Gaz/SBp9R1aCDFthZ4H7coogNcag+0HwNHUNRsbG6ytrQHMS5VnrAaypLZiSNVpx2EZEJsXKz3fbtzYOBHeOPVpboeLamqyo42LT6Z903bDMCBaoVmUPRp7YdO6nHOYweK8ZX9vj+2dndH3Q+gkZQLx6WKC84626zBaKLSirmtOnj5NWZZcuHiJvf1ZLhK5QsiktkIwZph7LVOYxUKK8qEfJw91BIxLDyUSGod0jEsOHUyPSsdJpDdYM++VsJQ4b90ovg0gSIA7e3tcvHSZzWObSOwNGpLgXfi/KDxgYz8CpTRVXc8zGswQgnozqa0OMqmtEAJpMJesxqEbZjBLIRZjFVNrPY9tSw6AcRmiRGipUfIYibTKIkiIZt/Qxy5UCcGR0CNGKIvY8T1Kgjs7Ozx4/jzNZIqokGXgnEcKQvqT9zhCUjxKo4uSupngnacz/byUeI5TWx1kUlsh1HUDLDyU42yBoihwsZHw2AY2zg8dq5zjTlLj8t+w6GOQPsm+Zq1Fac2kKOZt9KqyYjDD/DhlEbypSjTg2d7e4b77H2B98xi9sRRVjTMW5QWlNF07w3mPLkp6Y2kQ1jc2qOsaZQwb6+vBy5prqq0MMqmtEEK/TxM9hwvSKcsy9tQMpJYqWiTiG3eFGheRHEtriZQOZhqMJbugui6rtM4ve1VtLFSpdFjHrO25eOky585dQFclojRFGZsgI+iijGWNFF5cqKhbldSThobQI6E3Qya1FUImtRVCKtvt/bAUshEHcc4HNS6WIarrGmNCh3PvQ7nt5LUcS3PjKh4HC0gmD2jYR2ONxYqlruoQSxY7v1dliZuXMEp2O0VvOrZ3Lfd99BxrG+vosqQsKwCMcZRVuZA4CwEtWO+o64rp2pTN48douzZ3aF8hZFJbIdQxZWgYeowZooSkQ75nJDV8SnNSWBuKR6bk9oUkpmLYh45SWpLmZE5GEEJDJpMihoxAVZWIEayz4KFQBR4fynKjKHSBrjTWOGZeYplvhTGerau7dIOnmdSsrwtlXVKUgjFDtBVatBJ2Z57zlxTVtGbt2CZnThyn61rqurqNVz7jViKT2gphEfBaLQXROhc6MY3VxvT9wptJLCK5cA7AsuezKAIZHuxdMC4sGVKm9GJcxWwG7/EET2ld10yaCbP9fQSLdY79tsd4sLGqLTEYdxgGhqEL5SeV4NvQn6BZC8UlT544wcmTJ5lOJrf4amfcLmRSWyHMZjOqqprnWQZCGOYEo2ShTiYCWpDRIp8zdWZKVTiSPS3Z3cZzJptbUjWrqpo3aUlOirkaGx0N06ZBi7C9tYVIH+xiQ4/1IXZN6eCImEwaui5U9kipXtYO7M9ayvICVdmwubbByWPHOHXy5G277hm3FpnUVgipOUrbtvOYs2DIN1gxaFVQ6GLu3UzdpBIJpbSmZPgfV8lN5JS2T38X0dOZbHFp3+lkEhLW2zaUJRrZ3AyefhgQFWLScBaPjyqwo2s7VDx+31nsAK5waFUgOqjHV6/uoNz9iPM89u67OHPy1O2+/Bm3CJnUVgjjqP/UE3MpiNZ5vFpufzdWScfZB+NsBFhU8RgH1KbjLXk7k+R3QIqzIrgDsWQhRk4xWIPAvCBlIEfP3l6LGSw+5oF6DcoJqhDaWc8Vt0VRFGysrVGo/KivCvKdXiGMK2js7e1SFOW8eKO1Fm9HpYJGUlX6OzVYSZU5xn1EYZEwb61lMpnM1dMkuSUPaUp4V0rNpcexyprWVFYVug2VPXQR1lAWmrW1KdZ6trZ3YwCKxnuFdR6lPAUSShcNlv39GVtXtyl1ftRXBflOrxCS7SsF045DNJKxfhx3Nk6HOphBMO7WnsaSPS4RYFJx03hVVXPJb0yYY7taGuv7PlT1iA4MUSGhvW5qTp85ixksbZuq5IK1jrJo0FrFgiMe7wVn3UMkwIyjjUxqK4RxXqbWi4q2sAikPdg277A5xirrQbIbe0XHlUCS+jlOjB+rseN9k7RXFAVVVdIOQY1NvTyPHztG3w08oM4FB4Z3c8+sECqNeC845xmMyQUiVwyZ1FYIibRSFsHY5kVsttL3PUoJRVHGWLZF3bVARhaoljq8H7S/JUJK48kr2nXdknQ2LvmdVNOqquY2uenaFBT0to99DRRVVTKZTnB+HIqicC54Rr1TFGWBcz3WGNqWJaLOOPrIpLZCGJPJuIu696GFXVA/mQfPhpgzN+8gpXVBXTdLKuqY1JK3dJwzmoiu0BppmiUJLq0pVfGw1i4VmDTWxMoioLWgdGjf2fc9Q99jrUFRoBSYwWJsj3eGwQIMCB7f9uzu7bCzk+PUVgWZ1FYIY1Ibf5Ik4+fVbx3eL+qHOufxLpTTHpcbGktwY69nMv6P+x8Yaym0xo3yQ9M247WNSxiFHqMxFMQ5lEreW4O1Bo9FtEZZCM5Nj/UD3liUeMBhjWF/f4+dne1bdp0zbi8yqa0Qxj04UxxaWZbzYFrv/EglXORKioDDL+VPJg9l3/fzwNtUMHJtOqWLpYrKsqRtQ9/NFHib9jUxTm0YhjnZVlVIZ+r7HucdREnOuVBmPDRhFmI/ZiBU/qhiyIZzKmQXWIvzBm8GurZltr9/qy5zxm1GJrUVwtijOfZ0JlIqdTlX/4wZFulRUUpSarli7TgMI6mPSSobd6oalzFKWFTtWPQeTSlVqW/obDbDODNvrxdUXkPT1Gil2Nhcp+t68I6qrHDO43zweipVoKRCnEUUzLrZbbzyGbcSmdRWCPN0KKUe4uUsdMgmGMefeb9QS5UsN2tJ0t6YuJazFJZDPg42aRnb3MZFK2FRj63vexwOVArujb1LqxKlNJNJMy98WZYhIDfYBgvKUlNoQRMqj4wlz4yjDckVQTMyMo4ScjepjIyMI4VMahkZGUcKmdQyMjKOFDKpZWRkHClkUsvIyDhSyKSWkZFxpJBJLSMj40ghk1pGRsaRQia1jIyMI4VMahkZGUcKmdQyMjKOFDKpZWRkHClkUsvIyDhSyKSWkZFxpJBJLSMj40ghk1pGRsaRQia1jIyMI4VMahkZGUcKmdQyMjKOFDKpZWRkHClkUsvIyDhSyKSWkZFxpJBJLSMj40jh/wEQVkPxe/zf9wAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 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": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 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"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"0\n",
"100\n",
"200\n",
"300\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/jianinglu1/anaconda3/lib/python3.6/site-packages/sklearn/metrics/classification.py:1135: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no predicted samples.\n",
" 'precision', 'predicted', average, warn_for)\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"keep ratio is 0.17, accuracy is 0.20, f1 score is 0.17\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x720 with 1 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": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 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": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 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"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"0\n",
"100\n",
"200\n",
"300\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/jianinglu1/anaconda3/lib/python3.6/site-packages/sklearn/metrics/classification.py:1135: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no predicted samples.\n",
" 'precision', 'predicted', average, warn_for)\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"keep ratio is 0.14, accuracy is 0.15, f1 score is 0.11\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x720 with 1 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": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 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": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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rIFV1/tplAddbpdc3ePzfTKYFWVAzrXDe4b2nKIp9xbTps6xFVeQ667Har0Inutj7+VX3Yq/sgma7vPdj/t9a2NPffoK5l381kzmMnIeaaYX3Ht+I7E9y1MJzI1H+/ahEtWmlWtrXhFsii2bmiMgWaqYVhfcp8GNpRfvlie4pthb9uaF0pP2i7df5W9E6D3Uvmt3/2upk3AKt3ABwvWWaxTZzI2RBzbRiP8sUDg46PdFo+VEKWvWDwD5+3kzmiZIFNdOKpt8Urk/0n2QstzONTJrc8iCBviHBa2mh7tW2gzIJjsLtkPn/iyyomVaMusDpPXt1iUexcx3teEg0ffx4k+lKT9zSnXBJpHNpTMed+KGo2qtqbooc5c/cCFlQM60ooyX2i1Yjn8bzOyfRfV7XyEHd+YaQTVqTo90bB9eRIO8b9R/tp1Etr1YETcestjZLOlmmmn2omRsjC2qmFTuhxCl4BVHQarCRYsM+JSUi1YrXSIOa+Lf5RpA93qdAk9AQ1HEhr5kQ1NFiZeyMI9Oa6wRb7DNRC6mCxvqzZTJtyYKaacV2OcSr0gmKi4K6SuBG4+hxNEzBcUF1E53566zahq4KNrx1XGvHXQ5JARNNQW1YqJXINyP5KogqdnhFNI7yZKMiqmiMqMYkydfn0GYy+5EFNdOKzf4uBTAVwSNoGtqvDWvVSDmfE65Jd1133V03WqkSU3FJgCtBdYKk4a6KIo11moRV04hSaYgodXfeLN5a2FMQS4AQtd5PI6hGYlSUhoWax/VnWpIFNdOKtZ0dpp2gzlPgLDlelZh65zFZdDXiiMSxoJJLy4FUyKR+mbYZWbKu6rI7Z8udt3UORNwob5TY2MaEd0wAx0Zs2fF9JchK7VqoiquY/9SOrNmHmrlBsqBmWrE16KNFQdF1oyH0MrIxNVmmkVibmopDUzALcQQiUI1Sqsw/h2JWoZNR4EmT5ejwtnsIQBr11DRtZfTXtCNdOlO1ma83F3wS4KbXoBbokVJDTIKdybQkC2qmFdvlEOeEeTErVZzg1I35ORXwyWKsxtCXqeyfeGcWYDRZrQTPrERBy5IogvcODRAkgAhF8tXGoEQCLppVXPsckqirRiJVZB4kWcchdfW9M/F2GhGs3b7eH6Qahd0UVI11tD+TaUMW1EwrhjFQRojiEC94OhaDSustSKWE6BEP3hdW2s+nws7pfYxh7Liq2DJJIucECofEgMPjvdmWIQyJCk6qMoHBAkcRIop4j4uRqJosT2+iG6NZyskijUk4PVJb1WisLVHB1X5UO1H9v0zmULKgZlpRdZ9VweHo+gLnqBPk1QmK4qTyaVqUyKX5pMR5QImaOt+VZatWt7T0Q3vvwEmBiMelGQEUJZQldZcf0BgpQ0kIyeK1wxNTN11waAiE2uWQPkAIiBO8eFyyk0NI/XsAHFEDkPbzIPkxybQk3ymZVki0QJCECIV1l637HZP/srDus3d1V15EwJmDU1O+p3ep60+kEkgVwctoqKdznsJ36qi+KhSFCamTNNGeRLw4yiR8ktZXhVjMiRsJoWqftSEMh3jn8FLg0vbBmfA6Mcs6RqUcDs0vcUANg0xmkiyomVZ4BBeBoEgZLHUJRUPAecEXHuddqpRvZfLEmzUbVRmGgAgURceELZig+sIs2MIVxBhN2BS6KfJVBssT9X6UHWAiawWvfZHyYKUhqGk7ETCdt9aGGCixNnZ8YeKsNkPqcDDAeU+v10NVGfqhhc06Pv0oZDKHkwU104oC6ABd5+k6TyEpwCMC0eGC4qiq4ad/FZwKhIgMA84J5hJNRacVKAMiDu8cUQWiHcdrmk5lWIITnHQsu0BtHL6m5Hxf551SC6uqWc7CeC3UymoWHEU90MD+jSgeoeMscct5JTrAu+tyajOZ/ciCmmlFgaPrPNOFZ9oXdJ3D4YniiBqJIYJGEBOkwgHRIkESFRciDkcRLVG/cEVtGSqC6/VwatF6iQ6JEUJAwwCCq5P7LQoVbVSTczjnUdSCUSJ4J0RVtKxcAYUFmcqARsU7S9SSEEcDDUJEYkSI1laBjncElKCjQiqZzGFkQc20wtOY3sFC82lYvIkbMIqI+yr+rxAUp6lANQ4tI1I4G1pqEgZgAgr4aqRVDIhGe+9G59EYU9BJTFirpNgYIQXGRDWlSZl4hhDteJCCUdKI6ptFbbMRADGgVd3UquBKTu7PtCQLaqYVzkXQQCwHlJqGg9IYSSRmQVr3OGWaphFHIkLhOxYACoFIpCiKejmYFWiCZ46DSgC73aIONMUYbDprB84Xtl8o6wFPRMwH6xxF4amCYeI0uRYEX3QQhFjG0UApJ3QoMAPYsgZU1VKtsv80cwNkQc20oikrKhGkY68J5rt0LhmKSfCo/JnW1ZdUwCRoQIINEyU2LcV0Bgv3E2MJJOGsxdSS+yVWY/nNEq5L7zEKStmgA01DYs3fisNcAzZSv5ERAOKt0EvVnnrEVBxZqpnMYWRBzbRCU+zHeXAdh/eFWahVmqeHECKDJISFdzZqqhrTTzRBjAHxQhnLlDeqiIPCFym530QwaDDBS75QjanwcxK8GBTnLfHffKsmluZijQylpC7HR4rWRyiDtU/SsWJdaBqc+FRqoDGTawijzIFM5hCyoGbaIamuifeI96jTsZ59nRrvqC1V8d6S/6tiKoB4QZxDcAQCIYSUFmWVnkIobQRUcmPGyrr0lQ2b8mERxFuXXJulAtWEMFaZBk5SdaokkMn3a8VQHMJo5JYSzC2L2FDZqoIVudufaUcW1EwrJPkTxZu4lMnHSSOXE6yLXlUntaGiDSH0EaGDVPmqZSQSEbUE/hAjg/4ABDrdboo3BXCC73QskJWGljpGc0GpSLKgk3DGmIqrCM6nMJdWAwdcPcuAqKIuZQ6oDVstg30up97SvIrJSq6ZzP5kQc20oqpHWsf6GzmdKiMvo/hkIQZLb9IQUgF8sxidl1H3XMFV0f9UeUpSt9s5S6j3eLN6nbcRVQhOwenIryupGHV0pNQph0uC6sXZtimHtfKdWh5sOlAUNAqiVtHKPoe5AJxkQc20JwtqphUujTay/HgbKuqxqlNEE8rqPxWllCEhRGIoSaVT8d6kUwMMtUQEOr6XjqE4hF63B9goKJzDF55AZBhN7ApfmKAGTYEvIYq5CyqRd85blx2FEC1tK1mxASVW1qxqSokKRFWcK+gURf0DYXVXmyVgMpmDyYKaaUWVImXRdm/RKRkVR6lnC618lKmIimqsR27WlZwAolmz9UimdI5UFJVq+hJBcOLxTtIql4bYm5VZzbqiYon4McYU2Y/WltKGssaUDVCKFXJx3qVi02kGAOft+M62i2LDWzX9iGQybciCmmlNVFIeaUARYl2ZydBoZfYQh3fegkLiLDhltillyhv13kSsFuSUlG+O1+qAatWhvKOXsgog6a2vhq+aIHbEIRroDwPDOKQMgTAMqAYkprEBQHAWcCo6HQrn6YrgxURbGlWnRSwgFmIj1zaTOYQsqJlWmJWYpiLx9ifWW65GnFpKk7ixuaCQ8Q6zpGi9OA8iVq0Kq2ZVjwVIwSQr+2eBJk8VgLLjVLX/LfgVrQSgRvpECzR1PExRi27l1w3DAERCGQlOCeLoeEfhzAoWsaGrIUbKGBlGG9aaybQhC2qmFd57vC8oCm9+TO+RoOALoqQIfxq+WUXfqyr4SiSEgPOewlmZv0oIy2GJOGwEU7TEfCeCL4qRX7aa2hkTWCt6pQxVGWpkEAP9EAiqBCd0p3pMz83S7XVx3qfofqTcHRA2dwi7fcLugHJY4p1QakG3YwVTvAhBI4MyMAiBQRkIOQ8105IsqJlW1N3tNOYphFAHhVyqxi+xSoG3BNXmCCYgVdgXmnEeE02Xcj/NT+q8g2Qt1tPxRVJuqhBQBqoMiAxFib0O3e4cfqpHZ7qH7xRI4a3otdjggagR7XYofMHU3Bw9vLUwWO5rGA4ZhshALU2LqR69oqBXdOopszOZw8iCmmmFRdGt61yGIWVQCufpFB2cN/HUFNW3PM/xaUOqbIBAmaLxFokvfCe5Bsy3KV7AOVS0DgZJ6udrcrGWKH1VBmJ/M7OzrJw+xdLxFRaXlxmUAy6trbK5s0V/OKSMJvDO9egUHVZm5jmzcoKuLxj2+6xeW+PKpYtsrG+wszOg2ymYW5hnbnGR2aUlim7nyb3YmacsWVAzraimZ04jUMci+jY1iuV4Vv5GwcSxmlm0SqeKGkbj5NkjISkl51vppyp/ydW+0FIjpRO08EzNzLG0OM/C8grHThynMz0FCLv9Pttb22zvbNOvho46R9cVSKfD1OICK7eeZnF+HifC+rV1Fi6cZ3X1KhsbG3jvmJubw3c7BCcMsoGaaUkW1EwrRKy0nhOxiL2LVvwEC/bYv2noph+lRFXd9noKkujqQJRqGlMVU8RepI7y+xSUImgaVOAtSDQMlOJwvS4rJ09y1zPuZmFhiaLTYW11lYcffZRLVy5zbWOdQQjgHa7jKbodQncK7RW4Xo/e4gLLZ06zsrTEYDjkzNoqa6urrF+7RhlKvPdcWVvlobOPsrm9dZOvfuapQhbUTDuq+niQhnMWyZ9Kmr5ZU5UpM+eCBjTaHFIxVdgnMlb9fjRXU+ruVxP61VNDp0R8tbMMRYmFZ2ZpnqXTJzl26hQLKys48Wxv77C7u4tzwsL8PHNzc7jC43tdim4H3yno9Hr0elMsLy1TzExDr4ufn2Wx02Hu2DJza6tcuHCeq1eusnZ1latbm2yXA/oTM7VmMvuRBTXTCk1z1MegiLdIOgrD4dDmjxJweKTjrBL/cACUdHxh+Z+D0uqdpuIqddESl1KknKtFNYqkBH2sdJ9a5mv0BfQ6LJ86ybM/5Xn05ufY3N7mytWrXLp0ESfCyvHjLC4ssLC4wMzsLN3pKYpOAYXHFQXiCwZlydb2LluDPlP9HZaneiwdOw4dx9X1VVY31/nQRz7M+uYmfqpLMT11cy9+5ilDFtRMK5y4NLVzqrSfxuaDpUulSihYxCnWU5ZISq9SZ/7QZvWnpkUqdREV6qIrLg0rjaoMI/TmZlg6dZJjp0/hp3sMNLI1HBAKYf7EMnOzs9xy/DhLS0sszC3Qm56i0ykQb7UCBqFka7dP2e+zvbuN63h8UaAibG5vcXVtlQuXLrGxtUlvqsctszMsHz9Gr9e7GZc88xQkC2qmFS7N11QUHcTBYNC3oZ/eiqZoVcc01Rstig6F9+ZHLSB6P5qxFEaiWuesYlkEUUEs0V4LT/SOoOafnT2xwt3PfTbd2Vkur11juxww0MjiyiJ333ErK8vLzE/N0O10zFp2FjiLatWnNje3OHfuAuvrG/QHQ6amp5idnQWUs2fP8tAD93Pfhz+MaOSZT7+bW06e5NjJW5iemb5Zlz3zFCMLaqYV3rlULEQavk/SpExWQV/UIdGmHnHe1aX9rN6pH81YymjMvKak/aqkXnVITaOVhkSY6jE3s8DssWX8zBTBCf1Q4n3B8eUFTpw6welbTzM3M0uBEHaH7GytM9jdZdAfUJY2FHV9Y5Mrl6+CcywuLTE/O0sYllzb2uDsww9z9fJlZqZ6LM/Pc+ftd3DixC0srizR7Xaf/AueeUqSBTXTCp+64PUcUZ3RraNpmRPBdV1dezREK1DiU5UoS4eyfaq5mkJMM46KICrmUhArUN0PJdsamJmb4fitp5ldXmRtcwNx5gs9dstx7rr7LhaXF5me6kIIlLs7bFxa4/L586yvrbGzuU2/36cMlrg/VDh566084867mJmfZ3tjg/OPneWRBx+kcI5n3X03txw/zrGFJXpT03TEQYh7XJFM5nqyoGbaU1WUYhTNVx0VJq0r46epR+qsVWfBJhQ0pOInacy/4Op6pohV84/Y6CbFqkj5TofezAyu16Ufhkz3ehw7foyTp05x/Ngxut7T39hkY3WV1YuXWD1/kavnLrJ5bZ2drR2GwyFlDGhRIFM9FhcXEaAc9Llw4QKrV67QdZ7l5UVOnzzF0sIihXNoDAx2I+SRUpmWZEHNtEKjEjUVIqnFsp7jbmJj6gi+JB+rVdK35H+rn2rBrMJXpfqsCrTW4/xBvKfXKyi6PVTEikM7YW5xjjufdhfHjx1jptNlZ31Klnf9AAAIPElEQVSdq4+f4+wDD/Lw33yUq+cv0F/bYLjTJw6t1mkQQae6yPw0C8eWWb16GcTxyEMPgUZuPX2ak7ecYGV5mcI5tja2bNoWZy6MTKYNWVAz7YgRjYBY2pNVsh+VtlO0HiIqqcSUSBXRHx1Gkm9VknhW1qlWif2kIaYRpOPpTU0xMzPL7OwcM0uL+KkeJ07ewsqxZbqdgu2NdS6dPcsj9/0NZx94kLMPPszO2hq6M0DKiERBvSM4yzgocAwGA65evowrOsTBkNn5WY6trLCwsEhRFAz7A3Z3d9ne2aU/LIkxd/kz7ciCmmlFVJud1BUFvihsahFo+Esbye/SENU0QqoS3qIo6mBV1FHMP4X56/H6qopznl5vmsX5BY6vrLB85iTzK8vMLywwMzPFzvomlx5/nIfu+zD3vf8DXH78HP2NTRgM6ASlwCpjaeEZOEdnepqZxUXEeS5evMzs/ByLiwssryyzsLBIt9NlWJbs7vbZ7ve5eu0al6+u0t8dPPkXPPOUJAtqphXeeysaLaPqUFAblZY6lepK1VM3V1qZuvHS3CFlBiBWRaraRmNVFMXG7seyxCPMTk+zPL/AyvISRa+H7g64duESj3zkozx8/wNcPneO7WvXoCwpIhYIE0dReILziBd8p2BqZgZXFGzt7tKdnubYyhzTs7OIOPrDAcOtAYNhifMFvtsF562+aibTgiyomVZ0fUHH+5HFmZbX4ll149P7qpvs0nQmIqNCz7ZDquafSuzZPooGRcXqAGgI9Le2Kft9us4z1+0x47vEMrK+ucHFxx7jIx/8EOcfeoT+5jZera5qR6GIQiGWBxurc3hH0eviO0WyuB29mRk6nS67wwGDrQE7W1v4TofFxSWWiw4ljv4gW6iZdmRBzbRCnGtE80dhmnpKZpHrtpfJiFUS1fo1pEn/NLkFAGyaaI2RWCplDKxfXeX8I2fpFh7KwLAccvHiRR6//yGuPn6B3WsbSBlw2Iyo0pxFBUVFwXki0B8O8apMT09TdK2Lv769DTHS7/fZ3dmh0+2CKwgh0B8MGJTl0V/QzCckWVAzrdCYZhWFcQGdEFLSeldZpDCWCtDcL1ZTk6Q6ATbc1PJYY4yEqJRErpy/wKAsWb96lZ1nbjIsBzzy8COce/Qx+tc28GW0fFGiVb5KQ10VsRlXvSCFowyR9c1NioU5bllYpNeb4tr6Rl3RP4ZIKEtwO2xs7TAsSzZ3dhjmPNRMS7KgZlpioXeR6wV1zA6tF0tVYr9yhybtrXynUmcJjGUCVCKbJu9zAuXOLtcuXsLFiAxKhuWQ8+fPs7G6RtjaxZUh+XYtS9YK/lfZA2qFVazAIMRAGQMhRrZ3dtjc3LTBB2kSwKgRJ46iO2RYBrb6u5S52lSmJVlQM62IMRIZde+lTnaXeox+/Z6mJWr/q+3YRqBKSF3zdEyzSm3CPY12rq63iZ7jsOTaxUtsra4SykB/t48OhkiISLKERaAoUs0BccTknIiiDDXgnOKS/3Rzc5NBCKxdXUUEZmdn8c4RYqTb7TLfKawWgGpOm8q0JgtqphUu/dVVolw1AV+V51TNHVXH82sxbaxMASityvzXkX+TPpuQT0jVrVJlK42KxkgYDOhvBrQ0gfOQqrIKEMfbmE4bNBJSXdWiKJiencEXBRtbW+z2+2xubtbBNBGhHJbMzM4w3ZsiqDIYDBiWw4/vxc18wpAFNdMKi8j7sXJ71ZTPKjpW6GRkjlZiOpofKvXzTYi1cg2MfK2C+V+994AS0r6C4tXmlxJno698NRuAKjGU4KrpVzSNtrKgVqkFCHR6XRYWF6HT4drGBjs7uwwGg7oNIQYrphJK5ubmiAr9nV0Gwxzlz7QjC2qmFa6qKAWAjXJqRuxrFyjNSvzUY/+riJbUyac6th31oUa+VSsHGBrOBMUFTaUARvVYUcV7KyGIJGetCOrUglICFI7uVJeF+Xmid2zv7DBw5h5QVUJZMhgO6e/uUhSe7e1tQOjv7DIcZgs1044sqJlW1DND1elOSSobYlqlRSW7tB4hVUXwm8EoO6bUI6007Vd1v8tQEsqSMgxRBOd8na6lAAECQFScFysk7cQCT5VbQrHpqFNSf2+6x9zCHFIU9AcDRCNbKOVwaOlbqgzLkn6/z9bmJoIw2NkhlDkolWlHFtRMK6o4edWtryzNZoR/LIFKG2Ir1TDUtErMkDRRllpISf+GGG17Jzj19XJXb12PyUpzVKXEfSHVB8DSpqwsFq4ocNM9pmammZmZIoqjcFYqsFN4cxlEZarbQZhmqtej4z0aFZeDUpkbIAtqphU2iimmfNTxYtDQsEih9qNWM5mOYlM6mn5atZ5i2k0MDJA0UsqJ2Nj/2o9aCe9oxJWqopImCqxMWDdKmVKphpxOMz07w9RUj/6wZDgcEMrShLVToKpM9TosLszS6/WYnp5h0B8w3NlFyiyomXZkQc20QjWmQFLDJm36UfehmT7VTPIfT7Ji3JVQ+Vqrf2OaGqV5vLGTjGzWykVb+wbERm35oqBTFDZJYFmm1KyYxNuaVXhPt9ul1+vR6xTEMljR7L3OmcnsgeghD0Qmk8lk2pHL6GQymcwRkQU1k8lkjogsqJlMJnNEZEHNZDKZIyILaiaTyRwRWVAzmUzmiMiCmslkMkdEFtRMJpM5IrKgZjKZzBGRBTWTyWSOiCyomUwmc0RkQc1kMpkjIgtqJpPJHBFZUDOZTOaIyIKayWQyR0QW1EwmkzkisqBmMpnMEZEFNZPJZI6ILKiZTCZzRGRBzWQymSMiC2omk8kcEVlQM5lM5ojIgprJZDJHxP8Djk4RkgvwSkUAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"0\n",
"100\n",
"200\n",
"300\n",
"keep ratio is 0.12, accuracy is 0.13, f1 score is 0.07\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/jianinglu1/anaconda3/lib/python3.6/site-packages/sklearn/metrics/classification.py:1135: UndefinedMetricWarning: F-score is ill-defined and being set to 0.0 in labels with no predicted samples.\n",
" 'precision', 'predicted', average, warn_for)\n"
]
}
],
"source": [
"acc_list = []\n",
"f1_list = []\n",
"for i in [7/8,6/7,5/6, 4/5, 3/4, 2/3, 1/2, 1/3, 1/4, 1/5, 1/6,1/7,1/8]:\n",
" data_transforms = {\n",
" 'val': transforms.Compose([\n",
" transforms.Resize((256,256)),\n",
" transforms.RandomCrop((int(256 * i) ,int(256 * i) )),\n",
" transforms.Resize((256,256)),\n",
" transforms.ToTensor(),\n",
" transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225])\n",
" ]),\n",
" 'test': transforms.Compose([\n",
" transforms.Resize((256,256)),\n",
" transforms.RandomCrop((int(256 * i) ,int(256 * i) )),\n",
" transforms.Resize((256,256)),\n",
" transforms.ToTensor(),\n",
" transforms.Normalize([0.485, 0.456, 0.406], [0.229, 0.224, 0.225])\n",
" ]),\n",
" \n",
" }\n",
" image_datasets = {x: datasets.ImageFolder(os.path.join(data_dir, x),\n",
" data_transforms[x])\n",
" for x in ['val', 'test']}\n",
" testloaders = {x: torch.utils.data.DataLoader(image_datasets[x], batch_size=1,\n",
" shuffle=False)\n",
" for x in [ 'val', 'test']}\n",
" visualize_model(model_ft)\n",
" acc, f1 = get_accuracy(testloaders)\n",
" acc_list.append(acc)\n",
" f1_list.append(f1)\n",
" print(\"keep ratio is {:.2f}, accuracy is {:.2f}, f1 score is {:.2f}\".format(i, acc, f1))\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 101,
"metadata": {
"ExecuteTime": {
"end_time": "2020-02-04T16:26:26.469995Z",
"start_time": "2020-02-04T16:26:25.493669Z"
}
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=[6,4])\n",
"plt.plot([7/8,6/7,5/6, 4/5, 3/4, 2/3, 1/2, 1/3, 1/4, 1/5, 1/6,1/7,1/8], f1_list, label=\"f1_score\")\n",
"plt.plot([7/8,6/7,5/6, 4/5, 3/4, 2/3, 1/2, 1/3, 1/4, 1/5, 1/6,1/7,1/8], acc_list, label=\"accuracy\")\n",
"plt.xticks(size=12)\n",
"plt.yticks(size=12)\n",
"plt.xlabel(\"Keep Ratio of Original Image\", size=14)\n",
"plt.ylabel(\"Accuracy/F1_score\", size=14)\n",
"plt.legend(fontsize=12)\n",
"plt.savefig(\"graphs/Performance_Diff_CropSize.png\", dpi=100);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"When using 25% of image as input, my model can still achieve **0.71 f1_score** and **0.72 accuracy** on test set!"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.4"
},
"toc": {
"base_numbering": 1,
"nav_menu": {},
"number_sections": true,
"sideBar": true,
"skip_h1_title": false,
"title_cell": "Table of Contents",
"title_sidebar": "Contents",
"toc_cell": false,
"toc_position": {},
"toc_section_display": true,
"toc_window_display": true
},
"varInspector": {
"cols": {
"lenName": 16,
"lenType": 16,
"lenVar": 40
},
"kernels_config": {
"python": {
"delete_cmd_postfix": "",
"delete_cmd_prefix": "del ",
"library": "var_list.py",
"varRefreshCmd": "print(var_dic_list())"
},
"r": {
"delete_cmd_postfix": ") ",
"delete_cmd_prefix": "rm(",
"library": "var_list.r",
"varRefreshCmd": "cat(var_dic_list()) "
}
},
"types_to_exclude": [
"module",
"function",
"builtin_function_or_method",
"instance",
"_Feature"
],
"window_display": false
}
},
"nbformat": 4,
"nbformat_minor": 2
}