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+{
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+ "cells": [
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+ {
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+ "cell_type": "markdown",
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+ "metadata": {},
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+ "source": [
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+ "# 添加cuhkpedes每句的配对"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 1,
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+ "metadata": {},
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+ "outputs": [],
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+ "source": [
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+ "import os\n",
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+ "import random\n",
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+ "import pandas as pd\n",
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+ "import numpy as np"
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+ ]
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+ },
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+ {
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+ "cell_type": "markdown",
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+ "metadata": {},
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+ "source": [
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+ "# 设置数据集路径"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 2,
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+ "metadata": {},
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+ "outputs": [],
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+ "source": [
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+ "# 获取主目录\n",
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+ "home_directory = os.path.expanduser('~')\n",
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+ "dataset_path = os.path.join(home_directory, 'dataset/cross_reid/CUHK-PEDES')\n",
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+ "train_file = os.path.join(dataset_path, 'train_entity.csv')\n",
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+ "pair_file = os.path.join(dataset_path, 'train_pair.json')"
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+ ]
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+ },
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+ {
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+ "cell_type": "markdown",
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+ "metadata": {},
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+ "source": [
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+ "# 读取 CSV 文件"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 3,
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+ "metadata": {},
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+ "outputs": [],
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+ "source": [
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+ "entity_file = pd.read_csv(train_file)"
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+ ]
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+ },
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+ {
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+ "cell_type": "markdown",
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+ "metadata": {},
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+ "source": [
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+ "# 构建实体字典"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 4,
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+ "metadata": {},
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+ "outputs": [
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+ {
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+ "name": "stdout",
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+ "output_type": "stream",
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+ "text": [
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+ "Done calculating entity dict\n",
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+ "hair 17956\n",
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+ "person 3023\n",
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+ "shoes 22725\n",
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+ "sneakers 4958\n",
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+ "sweatshirt 867\n",
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+ "pedestrian 339\n",
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+ "sleeve 3970\n",
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+ "pants 17603\n",
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+ "man 17240\n",
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+ "jacket 6169\n",
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+ "hand 4890\n",
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+ "shirt 25183\n",
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+ "jeans 6731\n",
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+ "carrying 11519\n",
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+ "backpack 5716\n",
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+ "hoodie 652\n",
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+ "tennis 3091\n",
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+ "sleeved 4396\n",
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+ "vest 504\n",
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+ "hat 1158\n",
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+ "neon 180\n",
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+ "logo 560\n",
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+ "traffic 4\n",
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+ "gear 10\n",
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+ "camera 759\n",
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+ "officer 21\n",
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+ "pair 13372\n",
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+ "safety 30\n",
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+ "arm 1711\n",
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+ "button-up 57\n",
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+ "button 1115\n",
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+ "facing 581\n",
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+ "slacks 871\n",
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+ "uniform 104\n",
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+ "cap 616\n",
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+ "police 23\n",
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+ "woman 14571\n",
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+ "striped 1485\n",
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+ "jogging 58\n",
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+ "tote 545\n",
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+ "bag 9483\n",
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+ "pink/black 3\n",
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+ "t-shirt 5388\n",
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+ "book 615\n",
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+ "haired 751\n",
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+ "black/white 83\n",
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+ "hands 1299\n",
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+ "blouse 1182\n",
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+ "shoulder 6611\n",
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+ "mall 133\n",
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+ "casual 195\n",
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+ "indoor 47\n",
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+ "security 6\n",
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+ "sleeves 2364\n",
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+ "well 399\n",
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+ "glass 32\n",
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+ "capri 456\n",
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+ "one 1379\n",
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+ "purse 2845\n",
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+ "baggy 332\n",
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+ "pack 2013\n",
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+ "elbows 226\n",
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+ "case 168\n",
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+ "see 165\n",
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+ "straps 656\n",
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+ "elbow 304\n",
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+ "adult 427\n",
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+ "individual 346\n",
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+ "trousers 316\n",
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+ "complexion 70\n",
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+ "glasses 4377\n",
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+ "sweater 1646\n",
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+ "collar 1147\n",
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+ "forward 652\n",
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+ "head 1053\n",
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+ "visible 590\n",
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+ "prescription 136\n",
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+ "watch 1055\n",
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+ "sideways 40\n",
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+ "shoulders 1311\n",
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+ "part 64\n",
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+ "wrist 866\n",
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+ "tshirt 363\n",
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+ "swinging 83\n",
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+ "shorts 8964\n",
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+ "writing 526\n",
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+ "printing 44\n",
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+ "knee-length 284\n",
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+ "worn 358\n",
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+ "designs 130\n",
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+ "lettering 176\n",
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+ "edging 101\n",
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+ "boy 980\n",
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+ "navy 453\n",
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+ "nike 161\n",
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+ "socks 1464\n",
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+ "clue 6\n",
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+ "puffy 98\n",
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+ "winter 82\n",
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+ "running 462\n",
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+ "coat 1605\n",
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+ "hood 526\n",
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+ "city 14\n",
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+ "hoody 17\n",
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+ "skinny 413\n",
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+ "tight 848\n",
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+ "pastel 37\n",
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+ "ballet 36\n",
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+ "floral 494\n",
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+ "slippers 82\n",
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+ "focus 5\n",
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+ "slip 212\n",
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+ "lady 2299\n",
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+ "scarf 411\n",
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+ "walker 4\n",
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+ "medium 463\n",
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+ "female 1126\n",
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+ "bright-pink 13\n",
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+ "braid 26\n",
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+ "rear 92\n",
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+ "tail 685\n",
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+ "denim 1352\n",
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+ "detailing 23\n",
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+ "ball 98\n",
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+ "horizontal 341\n",
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+ "panel 33\n",
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+ "athletic 520\n",
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+ "markings 48\n",
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+ "lace 110\n",
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+ "sleeveless 926\n",
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+ "pony 711\n",
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+ "ballcap 4\n",
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+ "daisy 5\n",
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+ "mesh 14\n",
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+ "jean 1806\n",
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+ "cream 192\n",
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+ "floor 271\n",
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+ "tile 12\n",
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+ "child 308\n",
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+ "sandals 3056\n",
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+ "arms 617\n",
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+ "flops 657\n",
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+ "flip 758\n",
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+ "toddler 25\n",
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+ "stroller 97\n",
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+ "face 397\n",
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+ "plain 107\n",
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+ "green/yellow 9\n",
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+ "blonde 439\n",
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+ "strawberry 7\n",
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+ "turquoise 116\n",
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+ "guy 321\n",
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+ "cuffs 118\n",
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+ "strap 864\n",
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+ "collared 1101\n",
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+ "chest 620\n",
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+ "brown/black 9\n",
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+ "lavender 63\n",
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+ "garment 58\n",
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+ "bent 426\n",
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+ "knees 721\n",
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+ "rectangle 10\n",
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+ "girl 2046\n",
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+ "held 144\n",
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+ "phone 1314\n",
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+ "looks 785\n",
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+ "boxy 36\n",
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+ "sandles 68\n",
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+ "darker 201\n",
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+ "skirt 2619\n",
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+ "knee 1190\n",
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+ "thick 183\n",
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+ "slants 14\n",
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+ "souls 4\n",
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+ "peasant 6\n",
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+ "capris 333\n",
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+ "women 439\n",
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+ "ponytail 949\n",
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+ "ends 72\n",
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+ "graphic 484\n",
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+ "polo 939\n",
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+ "bill 14\n",
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+ "barefoot 40\n",
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+ "flowery 29\n",
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+ "baseball 266\n",
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+ "strapped 217\n",
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+ "briefcase 205\n",
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+ "sides 263\n",
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+ "stripped 331\n",
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+ "khaki 1481\n",
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+ "dress 3652\n",
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+ "balding 151\n",
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+ "khakis 101\n",
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+ "tee 1220\n",
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+ "converse 48\n",
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+ "male 1665\n",
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+ "teens 9\n",
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+ "twenties 17\n",
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+ "cut 420\n",
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+ "messenger 309\n",
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+ "hanging 440\n",
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+ "light-gray 147\n",
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+ "leg 443\n",
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+ "couple 47\n",
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+ "knapsack 84\n",
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+ "words 77\n",
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+ "flat 699\n",
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+ "pavement 77\n",
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+ "stairs 170\n",
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+ "cross-shoulder 8\n",
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+ "laces 329\n",
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+ "walk 91\n",
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+ "emblem 73\n",
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+ "someone 145\n",
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+ "gym 167\n",
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+ "bot 5\n",
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+ "towards 238\n",
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+ "cars 4\n",
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+ "undershirt 157\n",
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+ "motion 10\n",
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+ "track 56\n",
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+ "bushes 15\n",
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+ "sweat 133\n",
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+ "house 12\n",
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+ "runs 28\n",
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+ "plaid 941\n",
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+ "v-neck 160\n",
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+ "zipped 54\n",
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+ "bottoms 223\n",
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+ "bangs 198\n",
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+ "tall 333\n",
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+ "cardigan 195\n",
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+ "dancing 49\n",
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+ "charcoal 37\n",
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+ "high 888\n",
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+ "glitter 3\n",
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+ "cutoff 12\n",
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+ "boots 1299\n",
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+ "cross 202\n",
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+ "companion 9\n",
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+ "pant 156\n",
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+ "prints 16\n",
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+ "stretch 17\n",
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+ "breaker 10\n",
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+ "school 36\n",
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+ "yard 10\n",
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+ "wind 14\n",
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+ "flipflop 26\n",
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+ "flop 81\n",
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+ "outside 166\n",
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+ "slung 327\n",
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+ "hip 327\n",
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+ "behind 748\n",
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+ "cropped 334\n",
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+ "shoes.he 313\n",
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+ "caprices 3\n",
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+ "crop 53\n",
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+ "number 75\n",
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+ "crossing 146\n",
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+ "sunglasses 547\n",
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+ "pocket 448\n",
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+ "neckline 168\n",
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+ "violet 11\n",
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+ "standing 1026\n",
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+ "maroon 282\n",
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+ "stage 61\n",
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+ "necklace 185\n",
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+ "silver 431\n",
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+ "stands 552\n",
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+ "chain 36\n",
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+ "highlights 20\n",
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+ "neck 928\n",
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+ "skin 323\n",
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+ "buttons 182\n",
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+ "v 70\n",
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+ "gold 410\n",
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+ "pullover 121\n",
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+ "short-sleeve 418\n",
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+ "blond 132\n",
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+ "feet 925\n",
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+ "band 179\n",
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+ "piece 175\n",
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+ "toe 121\n",
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+ "colors 104\n",
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+ "bracelet 243\n",
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+ "matches 33\n",
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+ "forearm 58\n",
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+ "lapels 12\n",
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+ "bluejeans 45\n",
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+ "reddish 137\n",
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+ "matching 253\n",
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+ "handles 76\n",
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+ "flats 306\n",
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+ "grey/white 17\n",
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+ "burgundy 202\n",
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+ "wrinkles 31\n",
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+ "cheeks 3\n",
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+ "portion 19\n",
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+ "eyes 33\n",
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+ "escalator 116\n",
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+ "type 228\n",
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+ "heels 618\n",
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+ "tie 577\n",
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+ "business 178\n",
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+ "sports 104\n",
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+ "gentleman 177\n",
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+ "suit 664\n",
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+ "fedora 35\n",
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+ "golf 13\n",
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+ "shit 43\n",
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+ "photo 109\n",
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+ "device 67\n",
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+ "eye 116\n",
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+ "bald 167\n",
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+ "flannel 76\n",
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+ "middle 288\n",
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+ "blurry 117\n",
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+ "outdoor 92\n",
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+ "walkway 62\n",
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+ "blag 4\n",
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+ "step 190\n",
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+ "folds 29\n",
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+ "curved 225\n",
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+ "shoes.she 204\n",
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+ "crosses 47\n",
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+ "waist 660\n",
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+ "dark-gray 122\n",
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+ "straight 646\n",
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+ "pockets 315\n",
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+ "checkered 331\n",
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+ "pants.he 20\n",
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+ "gun 26\n",
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+ "overcoat 91\n",
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+ "belt 820\n",
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+ "zip-up 16\n",
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+ "handbag 592\n",
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+ "circular 28\n",
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+ "kind 87\n",
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+ "curves 24\n",
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+ "piping 22\n",
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+ "tank 788\n",
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+ ".he 90\n",
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+ "hair.is 6\n",
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+ "shorts.with 4\n",
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+ "shorts.he 19\n",
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+ "name 49\n",
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+ "white/grey 9\n",
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+ "brand 16\n",
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+ "ground 178\n",
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+ "trunks 10\n",
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+ "swimming 7\n",
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+ "downward 60\n",
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+ "buttocks 30\n",
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+ "pool 7\n",
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+ "swim 13\n",
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+ "area 144\n",
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+ "cup 75\n",
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+ "underwear 4\n",
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+ "years 12\n",
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+ "section 24\n",
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+ "platform 52\n",
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+ "brunette 67\n",
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+ "wrapped 53\n",
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+ "sort 103\n",
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+ "newspaper 46\n",
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+ "rocks 4\n",
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+ "baby 149\n",
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+ "wrap 29\n",
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+ "chair 13\n",
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+ "paper 310\n",
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+ "bandanna 5\n",
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+ "lack 21\n",
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+ "mans 23\n",
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+ "sweatpants 81\n",
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+ "bookbag 98\n",
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+ "apart 29\n",
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+ "gender 28\n",
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+ "peach 117\n",
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+ "necktie 20\n",
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+ "haircut 95\n",
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+ "attire 45\n",
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+ "suite 21\n",
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+ "teenage 85\n",
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+ "folks 21\n",
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+ "steps 154\n",
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+ "ankle 405\n",
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+ "plastic 339\n",
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+ "umbrella 538\n",
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+ "flip-flops 110\n",
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+ "pointing 55\n",
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+ "outlines 4\n",
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+ "slim 209\n",
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+ "carrier 29\n",
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+ "draped 157\n",
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+ "stride 46\n",
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+ "show 41\n",
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+ "iphone 5\n",
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+ "hose 46\n",
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+ "panty 33\n",
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+ "trench 77\n",
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+ "viewer 33\n",
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+ "mid-calf 95\n",
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+ "end 103\n",
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+ "carry 129\n",
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+ "pants.with 5\n",
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+ "half 110\n",
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+ "way 89\n",
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+ "fitting 331\n",
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+ "slit 44\n",
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+ "caramel 5\n",
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+ "come 71\n",
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+ "material 26\n",
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+ "clothes 188\n",
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+ "flight 18\n",
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+ "shoulder-length 109\n",
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+ "beanie 24\n",
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+ "high-top 22\n",
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+ "youth 6\n",
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+ "girls 38\n",
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+ "wording 17\n",
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+ "slip-on 62\n",
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+ "frame 55\n",
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+ "profile 72\n",
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+ "stomach 49\n",
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+ "bermuda 34\n",
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+ "quarter 65\n",
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+ "toed 59\n",
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+ "brick 40\n",
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+ "thigh 171\n",
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+ "papers 165\n",
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+ "footwear 41\n",
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+ "wedge 91\n",
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+ "lighter 174\n",
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+ "room 106\n",
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+ "leggings 988\n",
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+ "toes 46\n",
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+ "hemline 16\n",
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+ "sheer 73\n",
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+ "store 81\n",
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+ "wear 127\n",
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+ "drink 77\n",
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+ "drinking 25\n",
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+ "foot 284\n",
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+ "clothing 243\n",
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+ "mirror 6\n",
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+ "letters 86\n",
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+ "stack 23\n",
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+ "folders 3\n",
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+ "file 7\n",
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+ "dirty 24\n",
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+ "costume 23\n",
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+ "weapons 4\n",
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+ "bicycle 157\n",
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+ "cross-body 99\n",
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+ "bags 432\n",
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+ "lines 117\n",
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+ "fanny 56\n",
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+ "wristwatch 66\n",
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+ "line 117\n",
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+ "receding 30\n",
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+ "heart 18\n",
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+ "animal 33\n",
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+ "cartoon 22\n",
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+ "cuffed 92\n",
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+ "miniskirt 61\n",
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+ "tunic 116\n",
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+ "pumps 63\n",
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+ "tanktop 15\n",
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+ "thin 435\n",
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+ "mini 91\n",
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+ "top.she 8\n",
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+ "flowers 144\n",
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+ "ear 187\n",
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+ "eyeglasses 241\n",
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+ "character 22\n",
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+ "bear 8\n",
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+ "pictures 47\n",
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+ "hangs 102\n",
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+ "look 78\n",
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+ "sport 43\n",
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+ "bun 259\n",
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+ "snickers 17\n",
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+ "polka 131\n",
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+ "apir 21\n",
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+ "dots 113\n",
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+ "hollister 2\n",
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+ "resting 54\n",
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+ "rests 23\n",
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+ "place 21\n",
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+ "bra 46\n",
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+ "pull 34\n",
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+ "tee-shirt 183\n",
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+ "hold 47\n",
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+ "sandal 29\n",
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+ "sky 29\n",
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+ "grocery 68\n",
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+ "gay 17\n",
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+ "boot 23\n",
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+ "sideburns 11\n",
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+ "details 34\n",
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+ "nikes 12\n",
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+ "bang 9\n",
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+ "fur 133\n",
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+ "legs 139\n",
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+ "heavy 220\n",
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+ ".she 116\n",
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+ "set 85\n",
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+ "nape 9\n",
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+ "graphics 72\n",
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+ "crocs 17\n",
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+ "royal 56\n",
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+ "strip 68\n",
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+ "droopy 9\n",
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+ "t-short 5\n",
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+ "blazer 138\n",
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+ "buzz 19\n",
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+ "weight 28\n",
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+ "shirts 105\n",
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+ "loafers 95\n",
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+ "ears 63\n",
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+ "subway 9\n",
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+ "stop 55\n",
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+ "decoration 13\n",
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+ "blues 19\n",
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+ "pinks 9\n",
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+ "bottle 234\n",
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+ "tights 357\n",
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+ "low 251\n",
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+ "lime 141\n",
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+ "reading 80\n",
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+ "slender 167\n",
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+ "stitching 16\n",
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+ "zip 80\n",
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+ "rimmed 64\n",
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+ ".. 72\n",
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+ "shades 48\n",
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+ "bike 114\n",
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+ "rim 17\n",
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+ "multi 124\n",
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+ "aqua 63\n",
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+ "greens 7\n",
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+ "view 97\n",
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+ "travel 16\n",
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+ "rust 10\n",
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+ "overshirt 25\n",
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+ "grey/black 20\n",
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+ "eyeglass 36\n",
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+ "frames 50\n",
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+ "swings 63\n",
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+ "gray-and-black 21\n",
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+ "openings 8\n",
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+ "gown 93\n",
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+ "robe 115\n",
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+ "level 154\n",
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+ "whit 78\n",
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+ "flowing 135\n",
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+ "shawl 29\n",
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+ "angles 6\n",
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+ "priest 2\n",
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+ "fists 6\n",
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+ "pulling 156\n",
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+ "base 32\n",
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+ "mid 231\n",
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+ "turtle 22\n",
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+ "v-neckline 30\n",
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+ "three-quarter 27\n",
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+ "handle 109\n",
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+ "clogs 14\n",
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+ "zipper 69\n",
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+ "blue/grey 6\n",
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+ "laptop 73\n",
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+ "friend 23\n",
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+ "gift 5\n",
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+ "chin-length 13\n",
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+ "suspenders 33\n",
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+ "colorful 219\n",
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+ "keys 6\n",
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+ "stature 6\n",
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+ "duffle 28\n",
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+ "message 4\n",
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+ "sex 6\n",
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+ "group 28\n",
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+ "people 106\n",
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+ "cover 34\n",
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+ "shins 8\n",
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+ "portfolio 11\n",
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+ "midriff 58\n",
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+ "cigarette 19\n",
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+ "moccasin 3\n",
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+ "suitcase 174\n",
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+ "lanyard 46\n",
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+ "tag 50\n",
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+ "pale 189\n",
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+ "pans 43\n",
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+ "folder 72\n",
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+ "computer 48\n",
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+ "car 30\n",
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+ "plad 3\n",
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+ "cloth 45\n",
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+ "creases 7\n",
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+ "ruffles 42\n",
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+ "balck 39\n",
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+ "addition 14\n",
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+ "calf 95\n",
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+ "stockings 135\n",
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+ "pantyhose 70\n",
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+ "blacks 12\n",
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+ "night 20\n",
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+ "evening 13\n",
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+ "hoes 26\n",
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+ "hills.she 7\n",
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+ "wrists 33\n",
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+ "sash 32\n",
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+ "fluffy 25\n",
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+ "furry 27\n",
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+ "edge 27\n",
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+ "burka 4\n",
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+ "wedges.she 10\n",
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+ "armpit 5\n",
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+ "bit 26\n",
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+ "seam 31\n",
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+ "road 41\n",
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+ "squares 17\n",
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+ "hips 132\n",
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+ "gloves 145\n",
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+ "jackets 23\n",
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+ "ivory 18\n",
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+ "lightweight 15\n",
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+ "background 55\n",
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+ "splotches 5\n",
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+ "waistband 47\n",
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+ "tops 32\n",
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+ "shorts.her 6\n",
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+ "shot 25\n",
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+ "combat 10\n",
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+ "red-and-black 14\n",
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+ "books 75\n",
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+ "heel 207\n",
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+ "cutout 5\n",
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+ "building 165\n",
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+ "office 15\n",
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+ "fit 43\n",
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+ "form 42\n",
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+ "towel 31\n",
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+ "bare 58\n",
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+ "fingers 36\n",
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+ "tattoo 17\n",
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+ "letter 20\n",
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+ "figure 23\n",
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+ "lifts 57\n",
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+ "door 28\n",
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+ "camo 68\n",
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+ "items 62\n",
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+ "opaque 11\n",
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+ "image 135\n",
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+ "bird 11\n",
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+ "build 65\n",
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+ "horizontally 98\n",
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+ "square 106\n",
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+ "construction 9\n",
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+ "objects 34\n",
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+ "leggins 34\n",
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+ "shin 12\n",
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+ "package 72\n",
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+ "talks 23\n",
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+ "exercise 18\n",
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+ "silky 10\n",
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+ "shiny 244\n",
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+ "brimmed 27\n",
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+ "yellowish 27\n",
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+ "wavy 84\n",
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+ "sun 77\n",
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+ "cotton 36\n",
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+ "bow 89\n",
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+ "things 20\n",
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+ "phone.she 7\n",
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+ "tank-top 10\n",
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+ "anything 15\n",
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+ "rectangular 97\n",
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+ "water 173\n",
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+ "visor 33\n",
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+ "star 11\n",
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+ "indeterminate 6\n",
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+ "backward 14\n",
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+ "yoke 16\n",
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+ "satchel 234\n",
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+ "apair 19\n",
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+ "camouflage 81\n",
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+ "decent 36\n",
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+ "stair 8\n",
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+ "height 89\n",
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+ "container 33\n",
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+ "garbage 8\n",
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+ "w/black 4\n",
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+ "surface 17\n",
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+ "hairline 12\n",
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+ "microphone 50\n",
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+ "mouth 93\n",
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+ "waistline 18\n",
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+ "stairway 9\n",
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+ "parcel 12\n",
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+ "triangles 6\n",
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+ "sihrt 27\n",
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+ "workout 11\n",
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+ "teal 201\n",
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+ "apparel 3\n",
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+ "direction 176\n",
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+ "sunhat 6\n",
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+ "jumper 53\n",
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+ "accents 111\n",
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+ "string 11\n",
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+ "calf-length 15\n",
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+ "parka 17\n",
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+ "jumpsuit 42\n",
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+ "wrinkle 12\n",
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+ "short-sleeves 7\n",
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+ "cart 65\n",
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+ "flap 49\n",
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+ "luggage 126\n",
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+ "sholder 12\n",
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+ "sandels 45\n",
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+ "trouser 30\n",
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+ "board 28\n",
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+ "clip 20\n",
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+ "clipboard 13\n",
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+ "ties 19\n",
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+ "buckles 11\n",
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+ "beard 120\n",
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+ "flipflops 64\n",
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+ "card 18\n",
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+ "wallet 41\n",
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+ "sign 17\n",
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+ "symbols 11\n",
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+ "scoop-neck 6\n",
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+ "medium-length 35\n",
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+ "mauve 19\n",
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+ "nude 35\n",
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+ "dress.she 10\n",
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+ "hair.she 15\n",
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+ "n 12\n",
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+ "calve 4\n",
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+ "taupe 20\n",
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+ "sporty 10\n",
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+ "drapes 14\n",
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+ "shapes 29\n",
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+ "shift 16\n",
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+ "earrings 36\n",
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+ "breast 88\n",
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+ "torso 54\n",
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+ "strings 18\n",
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+ "x 9\n",
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+ "shoe 144\n",
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+ "outline 30\n",
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+ "angle 25\n",
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+ "notebook 60\n",
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+ "areas 6\n",
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+ "binder 16\n",
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+ "work 101\n",
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+ "documents 6\n",
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+ "pantsuit 6\n",
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+ "crowd 26\n",
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+ "rest 27\n",
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+ "concrete 21\n",
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+ "hiking 22\n",
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+ "paints 20\n",
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+ "pant.her 5\n",
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+ "ash 9\n",
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+ "subject 74\n",
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+ "crew 32\n",
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+ "student 36\n",
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+ "checked 78\n",
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+ "cut-off 11\n",
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+ "corner 17\n",
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+ "kid 88\n",
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+ "pushes 30\n",
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+ "heals 30\n",
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+ "draping 8\n",
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+ "motorcycle 15\n",
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+ "box 99\n",
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+ "sack 36\n",
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+ "size 22\n",
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+ "window 21\n",
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+ "strides 8\n",
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+ "red/white 19\n",
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+ "backpack.he 12\n",
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+ "dis 5\n",
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+ "clutch 41\n",
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+ "text 20\n",
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+ "hallway 28\n",
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+ "blue/white 30\n",
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+ "skit 6\n",
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+ "pink/white 8\n",
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+ "book-bag 15\n",
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+ "descent 33\n",
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+ "boots.she 11\n",
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+ "outdoors 43\n",
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+ "cobalt 2\n",
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+ "yoga 42\n",
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+ "drawstring 23\n",
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+ "black-and-gray 29\n",
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+ "flag 18\n",
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+ "bracelets 47\n",
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+ "polkadots 6\n",
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+ "dot 81\n",
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+ "hand.she 8\n",
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+ "thighs 43\n",
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+ "wall 75\n",
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+ "lot 25\n",
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+ "cape 31\n",
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+ "shows 77\n",
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+ "bustier 6\n",
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+ "lacy 60\n",
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+ "runway 10\n",
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+ "crotch 8\n",
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+ "counter 20\n",
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+ "slide 23\n",
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+ "jet 19\n",
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+ "fancy 25\n",
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+ "magazine 23\n",
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+ "article 5\n",
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+ "sneaker 21\n",
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+ "striping 15\n",
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+ "adidas 31\n",
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+ "eye-glasses 4\n",
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+ "cloak 13\n",
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+ "ankles 117\n",
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+ "corset 3\n",
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+ "interior 4\n",
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+ "glassess 7\n",
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+ "rims 8\n",
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+ "darkly 38\n",
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+ "instrument 13\n",
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+ "roller 21\n",
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+ "bucket 13\n",
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+ "cuff 42\n",
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+ "sling 32\n",
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+ "bands 26\n",
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+ "sheets 4\n",
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+ "cowboy 21\n",
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+ "fashion 18\n",
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+ "log 12\n",
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+ "reach 131\n",
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+ "zippered 40\n",
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+ "mint 55\n",
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+ "nylon 4\n",
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+ "showing 90\n",
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+ "brief 42\n",
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+ "pencil 29\n",
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+ "sheath 12\n",
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+ "table 26\n",
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+ "somebody 14\n",
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+ "round 72\n",
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+ "medieval 4\n",
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+ "pick 11\n",
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+ "flower 99\n",
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+ "radio 4\n",
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+ "chino 4\n",
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+ "metallic 42\n",
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+ "leopard 35\n",
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+ "wife 14\n",
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+ "boat 29\n",
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+ "deck 9\n",
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+ "family 5\n",
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+ "cast 9\n",
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+ "curve 26\n",
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+ "shadow 14\n",
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+ "pocketbook 50\n",
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+ ".with 7\n",
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+ "bob 38\n",
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+ "backwards 97\n",
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+ "badge 63\n",
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+ "policeman 3\n",
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+ "patch 41\n",
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+ "pony-tail 9\n",
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+ "crossbody 43\n",
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+ "destination 8\n",
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+ "oval 27\n",
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+ "jersey 56\n",
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+ "mask 45\n",
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+ "nose 26\n",
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+ "camisole 21\n",
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+ "flouncy 6\n",
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+ "cocktail 17\n",
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+ "tips 14\n",
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+ "hills 6\n",
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+ "manilla 3\n",
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+ "penny 5\n",
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+ "loafer 20\n",
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+ "stick 26\n",
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+ "pants.she 11\n",
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+ "bicycles 33\n",
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+ "wash 41\n",
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+ "curb 9\n",
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+ "inches 43\n",
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+ "hosiery 4\n",
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+ "drooping 21\n",
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+ "backside 15\n",
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+ "tube 22\n",
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+ "inning 6\n",
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+ "center 79\n",
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+ "orang 7\n",
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+ "shots 16\n",
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+ "flops.he 27\n",
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+ "move 6\n",
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+ "thrown 8\n",
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+ "thongs 7\n",
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+ "triangular 26\n",
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+ "buds 20\n",
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+ "quarters 5\n",
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+ "accessory 9\n",
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+ "hall 20\n",
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+ "love 7\n",
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+ "indoors 6\n",
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+ "men 48\n",
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+ "rolling 65\n",
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+ "metal 41\n",
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+ "seat 8\n",
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+ "lunch 14\n",
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+ "yellow/black 4\n",
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+ "hand.he 7\n",
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+ "shadows 10\n",
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+ "bouquet 7\n",
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+ "crown 6\n",
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+ "ribbon 31\n",
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+ "teeshirt 8\n",
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+ "bows 16\n",
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+ "sole 78\n",
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+ "bus 16\n",
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+ "hair.he 3\n",
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+ "wedges 28\n",
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+ "wheelie 5\n",
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+ "pulls 33\n",
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+ "trip 4\n",
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+ "music 25\n",
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+ "dark/black 7\n",
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+ "canvas 58\n",
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+ "afro 9\n",
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+ "th 10\n",
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+ "train 15\n",
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+ "wristband 16\n",
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+ "crook 12\n",
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+ "wheels 23\n",
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+ "stops 29\n",
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+ "characters 12\n",
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+ "circle 24\n",
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+ "headphones 94\n",
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+ "earbuds 42\n",
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+ "duffel 37\n",
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+ "basketball 50\n",
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+ "insignia 13\n",
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+ "bars 8\n",
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+ "circles 16\n",
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+ "diamond 19\n",
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+ "tuxedo 27\n",
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+ "scrunchie 11\n",
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+ "shimmery 5\n",
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+ "curls 8\n",
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+ "time 15\n",
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+ "period 5\n",
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+ "sparkly 22\n",
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+ "roses 9\n",
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+ "leaves 11\n",
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+ "windbreaker 10\n",
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+ "choker 4\n",
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+ "mid-length 36\n",
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+ "read 25\n",
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+ "railing 71\n",
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+ "grass 37\n",
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+ "summer 35\n",
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+ "deeply 10\n",
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+ "hems 17\n",
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+ "drinks 4\n",
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+ "party 9\n",
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+ "spots 61\n",
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+ "mean 5\n",
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+ "brim 44\n",
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+ "sundress 22\n",
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+ "cellphone 133\n",
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+ "features 10\n",
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+ "males 5\n",
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+ "eshoes 5\n",
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+ "beverage 24\n",
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+ "strips 34\n",
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+ "hung 27\n",
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+ "knit 37\n",
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+ "g 4\n",
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+ "trees 18\n",
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+ "burns 5\n",
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+ "collard 37\n",
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+ "camel 12\n",
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+ "row 9\n",
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+ "forearms 5\n",
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+ "word 26\n",
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+ "cat 17\n",
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+ "stand 21\n",
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+ "pendant 18\n",
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+ "hi 6\n",
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+ "symbol 41\n",
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+ "white/black 47\n",
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+ "strand 4\n",
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+ "art 8\n",
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+ "close 72\n",
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+ "jeans.she 4\n",
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+ "backback 11\n",
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+ "violin 2\n",
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+ "playing 31\n",
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+ "cheerleader 13\n",
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+ "females 9\n",
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+ "patterns 58\n",
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+ "ants 7\n",
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+ "compartments 8\n",
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+ "criss 7\n",
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+ "gauzy 14\n",
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+ "frills 6\n",
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+ "slipper 11\n",
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+ "id 21\n",
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+ "individuals 24\n",
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+ "pleats 14\n",
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+ "holes 31\n",
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+ "lawn 8\n",
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+ "scoop 56\n",
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+ "tablet 30\n",
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+ "jack 22\n",
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+ "cane 28\n",
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+ "red/orange 3\n",
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+ "sheet 8\n",
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+ "daughter 6\n",
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+ "ponytails 8\n",
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+ "straw 38\n",
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+ "ice 10\n",
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+ "cone 6\n",
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+ "coffee 24\n",
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+ "kaki 28\n",
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+ "chubby 10\n",
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+ "brownish 42\n",
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+ "bridge 7\n",
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+ "mobile 28\n",
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+ "layers 15\n",
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+ "bunch 8\n",
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+ "headband 61\n",
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+ "drum 7\n",
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+ "bath 8\n",
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+ "bandage 5\n",
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+ "chunky 21\n",
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+ "palm 17\n",
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+ "blue/black 12\n",
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+ "edges 48\n",
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+ "hip-covering 15\n",
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+ "shes 55\n",
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+ "pin 11\n",
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+ "hear 15\n",
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+ "tattoos 12\n",
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+ "sparkles 8\n",
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+ "distance 19\n",
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+ "curving 21\n",
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+ "white/blue 6\n",
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+ "faint 13\n",
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+ "flops.she 24\n",
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+ "doll 3\n",
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+ "wit 9\n",
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+ "h 8\n",
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+ "ocean 7\n",
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+ "stance 19\n",
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+ "lobby 6\n",
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+ "tone 55\n",
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+ "plum 20\n",
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+ "sweats 17\n",
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+ "bottles 5\n",
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+ "downwards 25\n",
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+ "oxford 13\n",
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+ "duck 4\n",
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+ "park 17\n",
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+ "day 26\n",
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+ "strapless 27\n",
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+ "fleece 25\n",
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+ "someones 8\n",
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+ "label 11\n",
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+ "camoflauge 7\n",
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+ "bowl 17\n",
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+ "sneakers.he 4\n",
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+ "jeans.his 7\n",
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+ "causal 12\n",
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+ "mustache 44\n",
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+ "ring 21\n",
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+ "chin 83\n",
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+ "balance 18\n",
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+ "magenta 30\n",
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+ "feathers 6\n",
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+ "dirt 12\n",
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+ "hightop 5\n",
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+ "model 4\n",
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+ "blade 6\n",
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+ "stretchy 6\n",
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+ "sweetheart 7\n",
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+ "envelope 18\n",
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+ "document 15\n",
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+ "earphones 21\n",
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+ "setting 10\n",
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+ "pixie 8\n",
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+ "collarless 15\n",
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+ "mop 11\n",
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+ "ray 9\n",
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+ "age 28\n",
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+ "raglan 12\n",
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+ "purchases 4\n",
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+ "maxi 11\n",
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+ "air 47\n",
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+ "eagle 5\n",
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+ "tab 4\n",
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+ "hit 14\n",
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+ "finger 19\n",
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+ "fabric 61\n",
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+ "tree 21\n",
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+ "thought 4\n",
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+ "pant.his 9\n",
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+ "trainers 7\n",
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+ "lilac 12\n",
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+ "display 7\n",
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+ "iron 2\n",
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+ "checks 7\n",
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+ "union 6\n",
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+ "sections 8\n",
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+ "thumb 10\n",
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+ "slack 14\n",
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+ "apron 73\n",
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+ "mail 9\n",
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+ "jane 5\n",
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+ "smiles 4\n",
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+ "selfie 3\n",
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+ "leaf 6\n",
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+ "sorts 7\n",
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+ "indigo 8\n",
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+ "field 23\n",
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+ "outer 31\n",
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+ "headpiece 4\n",
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+ "fence 31\n",
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+ "bundle 6\n",
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+ "bandana 10\n",
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+ "screen 19\n",
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+ "shelves 4\n",
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+ "market 7\n",
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+ "woven 8\n",
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+ "designer 16\n",
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+ "backs 8\n",
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+ "pedal 12\n",
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+ "pusher 4\n",
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+ "ans 25\n",
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+ "pace 15\n",
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+ "sandals.he 23\n",
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+ "fall 41\n",
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+ "overlay 10\n",
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+ "pure 11\n",
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+ "hairs 4\n",
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+ "pajamas 4\n",
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+ "swoosh 14\n",
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+ "rope 6\n",
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+ "over-shirt 5\n",
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+ "buckle 40\n",
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+ "spaghetti 28\n",
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+ "glove 13\n",
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+ "ruffle 12\n",
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+ "think 13\n",
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+ "forehead 35\n",
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+ "spot 36\n",
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+ "mid-stride 5\n",
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+ "parts 6\n",
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+ "sandals.she 25\n",
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+ "stains 5\n",
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+ "paint 5\n",
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+ "dye 7\n",
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+ "path 18\n",
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+ "wine 7\n",
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+ "description 11\n",
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+ "baldness 5\n",
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+ "bar 14\n",
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+ "satin 3\n",
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+ "sirt 6\n",
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+ "t-shit 12\n",
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+ "below-the-knee 16\n",
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+ "lab 13\n",
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+ "teen 18\n",
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+ "flashlight 6\n",
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+ "coloring 6\n",
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+ "fruit 4\n",
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+ "vehicle 18\n",
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+ "zigzag 8\n",
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+ "position 12\n",
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+ "salmon 32\n",
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+ "shirt.with 17\n",
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+ "kapris 5\n",
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+ "legging 20\n",
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+ "gladiator 18\n",
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+ "flare 9\n",
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+ "thirties 6\n",
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+ "zippers 17\n",
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+ "moccasins 5\n",
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+ "manner 5\n",
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+ "mohawk 6\n",
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+ "eans 4\n",
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+ "shorts.she 6\n",
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+ "dar 5\n",
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+ "food 15\n",
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+ "embellishments 9\n",
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+ "advertisement 5\n",
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+ "lots 16\n",
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+ "rucksack 11\n",
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+ "cow 3\n",
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+ "letterman 5\n",
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+ "trimming 23\n",
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+ "pathway 5\n",
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+ "tux 6\n",
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+ "mini-skirt 14\n",
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+ "pole 29\n",
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+ "map 7\n",
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+ "multi-color 15\n",
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+ "ride 5\n",
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+ "taxi 6\n",
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+ "t-shirts 12\n",
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+ "panels 18\n",
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+ "jacket.she 4\n",
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+ "bag.she 4\n",
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+ "moustache 10\n",
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+ "dresses 6\n",
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+ "sword 13\n",
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+ "armour 3\n",
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+ "weapon 6\n",
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+ "ornaments 4\n",
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+ "goatee 12\n",
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+ "crosswalk 10\n",
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+ "heal 7\n",
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+ "army 34\n",
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+ "auburn 28\n",
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+ "umbrellas 4\n",
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+ "flip-flop 11\n",
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+ "sand 24\n",
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+ "halter 18\n",
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+ "plants 11\n",
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+ "hunter 6\n",
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+ "colour 15\n",
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+ "mustard 22\n",
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+ "spectacles 6\n",
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+ "weather 8\n",
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+ "speaking 25\n",
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+ "panties 13\n",
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+ "flats.she 29\n",
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+ "decorations 9\n",
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+ "patches 30\n",
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+ "back-pack 18\n",
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+ "paperwork 11\n",
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+ "cranberry 5\n",
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+ "numbers 13\n",
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+ "script 3\n",
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+ "knot 4\n",
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+ "flowy 29\n",
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+ "handlebars 4\n",
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+ "wire 25\n",
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+ "earbud 8\n",
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+ "rings 10\n",
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+ "bread 4\n",
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+ "index 6\n",
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+ "wool 15\n",
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+ "shelf 7\n",
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+ "woods 6\n",
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+ "pads 6\n",
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+ "sticks 5\n",
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+ "others 16\n",
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+ "beater 8\n",
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+ "hes 27\n",
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+ "shirt.he 9\n",
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+ "booties 13\n",
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+ "bowtie 13\n",
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+ "images 8\n",
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+ "butterfly 9\n",
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+ "cute 6\n",
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+ "mini-dress 17\n",
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+ "hairdo 4\n",
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+ "coats 5\n",
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+ "kimono 20\n",
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+ "soda 21\n",
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+ "slant 23\n",
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+ "let 10\n",
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+ "buildings 11\n",
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+ "eshirt 5\n",
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+ "brow 4\n",
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+ "corridor 11\n",
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+ "turtleneck 31\n",
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+ "attache 5\n",
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+ "blur 9\n",
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+ "mixture 6\n",
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+ "scooter 9\n",
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+ "stone 12\n",
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+ "hip-length 32\n",
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+ "shoes.l 9\n",
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+ "clad 10\n",
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+ "son 25\n",
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+ "patter 10\n",
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+ "cami 7\n",
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+ "stilettos 5\n",
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+ "adults 26\n",
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+ "romper 12\n",
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+ "illustrations 4\n",
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+ "walkie 5\n",
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+ "talkie 5\n",
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+ "updo 11\n",
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+ "black/pink 6\n",
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+ "packages 8\n",
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+ "persons 18\n",
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+ "handkerchief 4\n",
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+ "staircase 10\n",
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+ "lace-up 10\n",
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+ "watchband 6\n",
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+ "ad 21\n",
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+ "shouder 2\n",
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+ "vans 11\n",
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+ "batman 3\n",
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+ "mouse 14\n",
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+ "checkerboard 10\n",
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+ "fist 18\n",
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+ "pushers 7\n",
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+ "life 3\n",
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+ "lenses 3\n",
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+ "trash 7\n",
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+ "ipod 9\n",
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+ "upwards 11\n",
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+ "classes 5\n",
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+ "flaps 5\n",
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+ "epaulets 6\n",
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+ "closures 4\n",
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+ "transparent 13\n",
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+ "vibrant 8\n",
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+ "greay 4\n",
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+ "ladies 17\n",
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+ "bat 6\n",
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+ "phone.he 6\n",
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+ "skull 15\n",
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+ "shite 17\n",
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+ "thing 26\n",
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+ "cord 20\n",
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+ "station 2\n",
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+ "photograph 9\n",
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+ "tip 4\n",
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+ "rain 18\n",
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+ "patchwork 9\n",
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+ "gingham 9\n",
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+ "gas 3\n",
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+ "snow 15\n",
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+ "rip 4\n",
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+ "stain 4\n",
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+ "gray/black 4\n",
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+ "detail 9\n",
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+ "inch 11\n",
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+ "nylons 9\n",
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+ "poofy 8\n",
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+ "levis 5\n",
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+ "scrubs 5\n",
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+ "hurry 7\n",
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+ "summery 10\n",
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+ "writings 4\n",
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+ "skirt.she 6\n",
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+ "photographer 11\n",
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+ "holder 13\n",
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+ "banding 16\n",
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+ "parallel 6\n",
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+ "gentlemen 11\n",
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+ "braids 11\n",
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+ "wig 6\n",
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+ "checker 14\n",
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+ "tear-drop 6\n",
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+ "boxes 9\n",
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+ "skater 5\n",
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+ "shoelaces 20\n",
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+ "environment 5\n",
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+ "identification 6\n",
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+ "bangle 6\n",
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+ "t'shirt 17\n",
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+ "blocks 10\n",
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+ "block 15\n",
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+ "muscle 22\n",
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+ "carpet 10\n",
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+ "shape 18\n",
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+ "gap 4\n",
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+ "ankle-length 29\n",
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+ "purses 7\n",
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+ "illustration 13\n",
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+ "inner 9\n",
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+ "panda 4\n",
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+ "beneath 27\n",
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+ "skateboard 6\n",
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+ "skates 5\n",
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+ "blades 13\n",
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+ "buttock 4\n",
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+ "department 5\n",
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+ "pea 12\n",
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+ "pepper 13\n",
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+ "salt 12\n",
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+ "swung 7\n",
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+ "stars 19\n",
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+ "rof 14\n",
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+ "airport 22\n",
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+ "pai 13\n",
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+ "e 7\n",
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+ "short-shorts 6\n",
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+ "multiple 46\n",
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+ "smile 7\n",
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+ "jacket.with 5\n",
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+ "sets 3\n",
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+ "backpacks 9\n",
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+ "rack 7\n",
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+ "overalls 63\n",
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+ "pinstripe 4\n",
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+ "nothing 17\n",
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+ "hang 18\n",
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+ "ladder 3\n",
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+ "inset 6\n",
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+ "rod 14\n",
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+ "rubber 22\n",
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+ "mittens 3\n",
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+ "brace 10\n",
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+ "corners 3\n",
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+ "mother 6\n",
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+ "guitar 15\n",
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+ "shirt.she 4\n",
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+ "decal 10\n",
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+ "hr 6\n",
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+ "heather 6\n",
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+ "marks 10\n",
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+ "dress-shirt 2\n",
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+ "sliver 9\n",
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+ "sock 16\n",
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+ "stole 8\n",
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+ "lights 7\n",
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+ "crocks 5\n",
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+ "comb 7\n",
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+ "bikini 15\n",
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+ "duke 4\n",
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+ "plack 3\n",
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+ "pajama 5\n",
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+ "diamonds 6\n",
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+ "boardwalk 4\n",
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+ "desk 6\n",
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+ "bulky 21\n",
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+ "skulls 9\n",
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+ "figures 6\n",
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+ "player 2\n",
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+ "pieces 5\n",
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+ "tie.he 4\n",
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+ "pelvis 5\n",
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+ "yellow/green 8\n",
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+ "elevator 4\n",
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+ "sachel 6\n",
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+ "groceries 6\n",
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+ "green/black 4\n",
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+ "sandy 13\n",
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+ "class 8\n",
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+ "pilot 6\n",
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+ "embellishment 5\n",
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+ "spring 5\n",
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+ "scrub 2\n",
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+ "he/she 13\n",
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+ "space 9\n",
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+ "children 12\n",
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+ "marking 5\n",
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+ "se 7\n",
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+ "briefcases 2\n",
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+ "closure 12\n",
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+ "dressy 25\n",
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+ "tails 13\n",
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+ "pigtails 15\n",
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+ "suede 12\n",
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+ "home 13\n",
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+ "hate 3\n",
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+ "broom 6\n",
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+ "adolescent 4\n",
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+ "movie 5\n",
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+ "wedding 21\n",
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+ "ons 5\n",
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+ "rail 25\n",
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+ "beret 10\n",
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+ "hairstyle 20\n",
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+ "pedestrain 4\n",
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+ "rainbow 15\n",
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+ "entrance 8\n",
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+ "pose 11\n",
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+ "glases 4\n",
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+ "bench 10\n",
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+ "jewelry 11\n",
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+ "mid-back 8\n",
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+ "keychain 3\n",
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+ "streaks 3\n",
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+ "mark 11\n",
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+ "check 15\n",
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+ "cheetah 7\n",
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+ "his/her 13\n",
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+ "beach 11\n",
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+ "placket 4\n",
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+ "phones 12\n",
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+ "hijab 8\n",
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+ "headdress 10\n",
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+ "carriage 8\n",
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+ "ark 4\n",
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+ "high-tops 6\n",
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+ "infront 4\n",
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+ "sleave 10\n",
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+ "abdomen 9\n",
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+ "pointy 11\n",
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+ "high-heels 8\n",
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+ "sleevless 14\n",
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+ "forest 14\n",
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+ "fellow 16\n",
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+ "swirl 4\n",
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+ "shoulder.her 5\n",
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+ "goggles 3\n",
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+ "holster 5\n",
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+ "heavyset 18\n",
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+ "spike 6\n",
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+ "opening 24\n",
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+ "ramp 5\n",
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+ "pad 9\n",
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+ "coveralls 24\n",
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+ "attention 9\n",
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+ "vent 5\n",
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+ "bunny 4\n",
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+ "caps 3\n",
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+ "shop 11\n",
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+ "college 15\n",
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+ "armor 10\n",
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+ "post 7\n",
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+ "pouch 13\n",
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+ "hoop 7\n",
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+ "shaw 4\n",
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+ "pass 11\n",
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+ "friends 9\n",
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+ "poster 9\n",
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+ "taller 5\n",
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+ "scrunchy 4\n",
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+ "cammo 3\n",
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+ "silhouette 10\n",
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+ "manw 4\n",
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+ "pant.she 5\n",
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+ "shade 24\n",
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+ "mid-thighs 15\n",
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+ "waste 8\n",
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+ "makeup 4\n",
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+ "parking 8\n",
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+ "basket 26\n",
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+ "points 14\n",
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+ "shoulderbag 11\n",
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+ "crossover 5\n",
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+ "breasts 4\n",
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+ "crisscross 7\n",
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+ "dinner 3\n",
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+ "plunging 10\n",
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+ "support 9\n",
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+ "bonnet 6\n",
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+ "wristbands 2\n",
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+ "tale 6\n",
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+ "smock 14\n",
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+ "tears 6\n",
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+ "raincoat 8\n",
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+ "tutu 5\n",
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+ "browns 9\n",
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+ "rise 5\n",
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+ "poncho 12\n",
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+ "logos 9\n",
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+ "york 3\n",
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+ "high-heel 10\n",
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+ "racket 6\n",
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+ "flips 5\n",
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+ "melon 6\n",
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+ "places 8\n",
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+ "inscription 5\n",
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+ "teenager 21\n",
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+ "backless 14\n",
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+ "embroidery 7\n",
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+ "mature 8\n",
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+ "eyebrows 5\n",
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+ "bronze 6\n",
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+ "stocking 11\n",
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+ "tiger 4\n",
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+ "guard 7\n",
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+ "cheerleading 5\n",
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+ "cheer 7\n",
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+ "dance 14\n",
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+ "bun.she 3\n",
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+ "toy 7\n",
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+ "pen 5\n",
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+ "bodice 13\n",
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+ "tea 7\n",
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+ "notepad 3\n",
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+ "note 7\n",
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|
+ "instep 5\n",
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+ "fun 4\n",
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+ "blending 6\n",
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+ "bikes 9\n",
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+ "dog 16\n",
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+ "help 6\n",
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+ "shire 3\n",
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+ "manila 5\n",
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+ "slits 3\n",
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+ "drawing 9\n",
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+ "doorway 13\n",
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+ "throat 3\n",
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+ "bell 5\n",
|
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+ "ballerina 5\n",
|
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+ "hie 3\n",
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+ "red/black 15\n",
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+ "sleaves 4\n",
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+ "reds 5\n",
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+ "smartphone 11\n",
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+ "tans 5\n",
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+ "triangle 9\n",
|
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|
+ "mug 5\n",
|
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+ "use 4\n",
|
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|
+ "three-quarters 6\n",
|
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|
+ "forwards 14\n",
|
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|
+ "lapel 10\n",
|
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|
+ "sequins 7\n",
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|
+ "event 7\n",
|
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|
+ "lipstick 8\n",
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|
+ "club 3\n",
|
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|
+ "contents 3\n",
|
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|
+ "tray 9\n",
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|
+ "restaurant 3\n",
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|
+ "lips 4\n",
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|
+ "spandex 10\n",
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+ "plate 3\n",
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+ "beads 7\n",
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+ "bomber 6\n",
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+ "borders 3\n",
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+ "turn 9\n",
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+ "bathing 13\n",
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|
+ "point 11\n",
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+ "argyle 7\n",
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+ "thermos 3\n",
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+ "cardboard 8\n",
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+ "acid 12\n",
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+ "partner 5\n",
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+ "ornament 5\n",
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+ "handbags 7\n",
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|
+ "capres 3\n",
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|
+ "earring 7\n",
|
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|
+ "glittery 3\n",
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|
+ "ship 4\n",
|
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|
+ "characteristics 3\n",
|
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|
+ "vee 5\n",
|
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|
+ "frill 4\n",
|
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|
+ "mens 5\n",
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|
+ "truck 3\n",
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|
+ "fitness 5\n",
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+ "paisley 9\n",
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+ "cutouts 5\n",
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+ "pant.he 4\n",
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|
+ "rifle 15\n",
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+ "gate 9\n",
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|
+ "ponytail.she 2\n",
|
|
|
+ "jeans.he 5\n",
|
|
|
+ "cloths 3\n",
|
|
|
+ "wood 4\n",
|
|
|
+ "blush 3\n",
|
|
|
+ "cab 4\n",
|
|
|
+ "statue 4\n",
|
|
|
+ "helmet 42\n",
|
|
|
+ "crutch 5\n",
|
|
|
+ "appearance 6\n",
|
|
|
+ "poker 8\n",
|
|
|
+ "medallion 5\n",
|
|
|
+ "jerkin 3\n",
|
|
|
+ "silk 7\n",
|
|
|
+ "race 6\n",
|
|
|
+ "scene 8\n",
|
|
|
+ "degree 3\n",
|
|
|
+ "jacked 16\n",
|
|
|
+ "tartan 5\n",
|
|
|
+ "blood 3\n",
|
|
|
+ "tones 12\n",
|
|
|
+ "headscarf 4\n",
|
|
|
+ "hand.her 3\n",
|
|
|
+ "pamphlet 3\n",
|
|
|
+ "hobo 3\n",
|
|
|
+ "bag.he 4\n",
|
|
|
+ "peplum 4\n",
|
|
|
+ "hairband 4\n",
|
|
|
+ "calves 22\n",
|
|
|
+ "color.she 3\n",
|
|
|
+ "skirts 5\n",
|
|
|
+ "utility 7\n",
|
|
|
+ "black/grey 6\n",
|
|
|
+ "fan 3\n",
|
|
|
+ "blanket 9\n",
|
|
|
+ "slides 5\n",
|
|
|
+ "wheelchair 7\n",
|
|
|
+ "knife 3\n",
|
|
|
+ "multicolor 7\n",
|
|
|
+ "process 5\n",
|
|
|
+ "posture 4\n",
|
|
|
+ "waits 10\n",
|
|
|
+ "whites 8\n",
|
|
|
+ "expression 4\n",
|
|
|
+ "brown/tan 9\n",
|
|
|
+ "strands 6\n",
|
|
|
+ "bulge 4\n",
|
|
|
+ "rows 5\n",
|
|
|
+ "motor 5\n",
|
|
|
+ "play 4\n",
|
|
|
+ "chocolate 4\n",
|
|
|
+ "sleev 5\n",
|
|
|
+ "gal 10\n",
|
|
|
+ "shies 3\n",
|
|
|
+ "border 19\n",
|
|
|
+ "puffer 4\n",
|
|
|
+ "stiletto 12\n",
|
|
|
+ "grey/blue 10\n",
|
|
|
+ "accordion 4\n",
|
|
|
+ "cold 7\n",
|
|
|
+ "pit 7\n",
|
|
|
+ "packpack 5\n",
|
|
|
+ "midsection 5\n",
|
|
|
+ "accessories 5\n",
|
|
|
+ "date 3\n",
|
|
|
+ "nature 4\n",
|
|
|
+ "accent 12\n",
|
|
|
+ "crate 4\n",
|
|
|
+ "barrette 10\n",
|
|
|
+ "lad 5\n",
|
|
|
+ "pig 9\n",
|
|
|
+ "leotard 6\n",
|
|
|
+ "harness 5\n",
|
|
|
+ "turban 4\n",
|
|
|
+ "vase 5\n",
|
|
|
+ "garb 4\n",
|
|
|
+ "packet 5\n",
|
|
|
+ "sh 4\n",
|
|
|
+ "reminiscent 4\n",
|
|
|
+ "bathrobe 7\n",
|
|
|
+ "notebooks 2\n",
|
|
|
+ "seams 6\n",
|
|
|
+ "apple 3\n",
|
|
|
+ "year 3\n",
|
|
|
+ "hole 3\n",
|
|
|
+ "zebra 13\n",
|
|
|
+ "railings 4\n",
|
|
|
+ "sparkle 3\n",
|
|
|
+ "pleat 3\n",
|
|
|
+ "sea 10\n",
|
|
|
+ "linen 7\n",
|
|
|
+ "messanger 3\n",
|
|
|
+ "goldenrod 8\n",
|
|
|
+ "cement 6\n",
|
|
|
+ "packs 4\n",
|
|
|
+ "genes 5\n",
|
|
|
+ "back.she 4\n",
|
|
|
+ "tissue 2\n",
|
|
|
+ "directions 9\n",
|
|
|
+ "rips 9\n",
|
|
|
+ "fringe 8\n",
|
|
|
+ "shrug 4\n",
|
|
|
+ "feather 5\n",
|
|
|
+ "raspberry 4\n",
|
|
|
+ "sale 7\n",
|
|
|
+ "liquid 3\n",
|
|
|
+ "loop 7\n",
|
|
|
+ "cowl 2\n",
|
|
|
+ "packback 4\n",
|
|
|
+ "p 3\n",
|
|
|
+ "gradient 6\n",
|
|
|
+ "briefecase 5\n",
|
|
|
+ "kilt 4\n",
|
|
|
+ "consisting 6\n",
|
|
|
+ "football 4\n",
|
|
|
+ "hairpiece 3\n",
|
|
|
+ "ovals 5\n",
|
|
|
+ "actress 3\n",
|
|
|
+ "glasses.he 4\n",
|
|
|
+ "wires 4\n",
|
|
|
+ "rectangles 5\n",
|
|
|
+ "cords 5\n",
|
|
|
+ "grays 4\n",
|
|
|
+ "clack 5\n",
|
|
|
+ "la 6\n",
|
|
|
+ "hint 7\n",
|
|
|
+ "jug 6\n",
|
|
|
+ "milk 3\n",
|
|
|
+ "hues 5\n",
|
|
|
+ "worker 8\n",
|
|
|
+ "poles 6\n",
|
|
|
+ "saddles 4\n",
|
|
|
+ "red/pink 5\n",
|
|
|
+ "boys 7\n",
|
|
|
+ "mickey 10\n",
|
|
|
+ "kitty 4\n",
|
|
|
+ "har 2\n",
|
|
|
+ "wound 4\n",
|
|
|
+ "belts 2\n",
|
|
|
+ "ropes 4\n",
|
|
|
+ "call 5\n",
|
|
|
+ "contrast 5\n",
|
|
|
+ "megaphone 3\n",
|
|
|
+ "jump 10\n",
|
|
|
+ "reflector 4\n",
|
|
|
+ "carpi 8\n",
|
|
|
+ "backpack.she 4\n",
|
|
|
+ "sari 4\n",
|
|
|
+ "tigers 4\n",
|
|
|
+ "suv 4\n",
|
|
|
+ "tool 9\n",
|
|
|
+ "jade 4\n",
|
|
|
+ "minnie 2\n",
|
|
|
+ "pangs 4\n",
|
|
|
+ "powder 4\n",
|
|
|
+ "bananas 1\n",
|
|
|
+ "culottes 4\n",
|
|
|
+ "creme 3\n",
|
|
|
+ "hotel 3\n",
|
|
|
+ "equipment 4\n",
|
|
|
+ "karate 3\n",
|
|
|
+ "jacker 3\n",
|
|
|
+ "swimsuit 4\n",
|
|
|
+ "hue 2\n",
|
|
|
+ "armholes 4\n",
|
|
|
+ "location 3\n",
|
|
|
+ "bush 3\n",
|
|
|
+ "veil 3\n",
|
|
|
+ "monkey 2\n",
|
|
|
+ "street.she 4\n",
|
|
|
+ "doctor 4\n",
|
|
|
+ "fold 3\n",
|
|
|
+ "disney 4\n",
|
|
|
+ "checkers 4\n",
|
|
|
+ "specs 4\n",
|
|
|
+ "wardrobe 4\n",
|
|
|
+ "hearts 5\n",
|
|
|
+ "necklaces 9\n",
|
|
|
+ "pale-pink 5\n",
|
|
|
+ "manis 2\n",
|
|
|
+ "stool 2\n",
|
|
|
+ "specks 3\n",
|
|
|
+ "split 7\n",
|
|
|
+ "cases 2\n",
|
|
|
+ "plush 2\n",
|
|
|
+ "charm 3\n",
|
|
|
+ "rag 2\n",
|
|
|
+ "longsleeve 3\n",
|
|
|
+ "amount 2\n",
|
|
|
+ "pierce 3\n",
|
|
|
+ "celtics 5\n",
|
|
|
+ "balloons 2\n",
|
|
|
+ "trophy 6\n"
|
|
|
+ ]
|
|
|
+ }
|
|
|
+ ],
|
|
|
+ "source": [
|
|
|
+ "all_entites = entity_file['entity'].tolist()\n",
|
|
|
+ "\n",
|
|
|
+ "entity_dict = {}\n",
|
|
|
+ "for i, each_entity in enumerate(all_entites):\n",
|
|
|
+ " each_entity = each_entity.split(',')\n",
|
|
|
+ " # print(i, each_entity)\n",
|
|
|
+ " for sub_entity in each_entity:\n",
|
|
|
+ " if sub_entity not in entity_dict:\n",
|
|
|
+ " entity_dict[sub_entity] = []\n",
|
|
|
+ " entity_dict[sub_entity].append(i)\n",
|
|
|
+ "\n",
|
|
|
+ "# # 使用字典推导式过滤掉值的长度为 1 的键值对\n",
|
|
|
+ "# filtered_entity_dict = {k: v for k, v in entity_dict.items() if len(v) > 1}\n",
|
|
|
+ "\n",
|
|
|
+ "print('Done calculating entity dict')\n",
|
|
|
+ "for k, v in entity_dict.items():\n",
|
|
|
+ " print(k, len(v))"
|
|
|
+ ]
|
|
|
+ },
|
|
|
+ {
|
|
|
+ "cell_type": "markdown",
|
|
|
+ "metadata": {},
|
|
|
+ "source": [
|
|
|
+ "# 配对"
|
|
|
+ ]
|
|
|
+ },
|
|
|
+ {
|
|
|
+ "cell_type": "code",
|
|
|
+ "execution_count": 5,
|
|
|
+ "metadata": {},
|
|
|
+ "outputs": [
|
|
|
+ {
|
|
|
+ "name": "stdout",
|
|
|
+ "output_type": "stream",
|
|
|
+ "text": [
|
|
|
+ "Done sampling pairs\n"
|
|
|
+ ]
|
|
|
+ }
|
|
|
+ ],
|
|
|
+ "source": [
|
|
|
+ "from multiprocessing import Pool, cpu_count\n",
|
|
|
+ "\n",
|
|
|
+ "\n",
|
|
|
+ "def process_entity(i, each_entity, topK, entity_dict):\n",
|
|
|
+ " each_entity = each_entity.split(',')\n",
|
|
|
+ " sampled_entity = np.random.choice(each_entity, size=topK, replace=True)\n",
|
|
|
+ " sampled_pair = []\n",
|
|
|
+ " for x in sampled_entity:\n",
|
|
|
+ " available_indices = [idx for idx in entity_dict[x] if idx != i]\n",
|
|
|
+ " sampled_pair.append(random.choice(available_indices))\n",
|
|
|
+ " return sampled_pair, sampled_entity.tolist()\n",
|
|
|
+ "\n",
|
|
|
+ "\n",
|
|
|
+ "topK = 10\n",
|
|
|
+ "all_pairs = []\n",
|
|
|
+ "all_paired_entity = []\n",
|
|
|
+ "\n",
|
|
|
+ "# 创建进程池\n",
|
|
|
+ "with Pool(cpu_count()) as pool:\n",
|
|
|
+ " results = pool.starmap(process_entity, [(i, each_entity, topK, entity_dict) for i, each_entity in enumerate(all_entites)])\n",
|
|
|
+ "\n",
|
|
|
+ "# 收集结果\n",
|
|
|
+ "for sampled_pair, sampled_entity in results:\n",
|
|
|
+ " all_pairs.append(sampled_pair)\n",
|
|
|
+ " all_paired_entity.append(sampled_entity)\n",
|
|
|
+ "\n",
|
|
|
+ "print('Done sampling pairs')\n",
|
|
|
+ "# print(all_pairs)\n",
|
|
|
+ "# print(all_paired_entity)\n"
|
|
|
+ ]
|
|
|
+ },
|
|
|
+ {
|
|
|
+ "cell_type": "code",
|
|
|
+ "execution_count": 7,
|
|
|
+ "metadata": {},
|
|
|
+ "outputs": [
|
|
|
+ {
|
|
|
+ "name": "stdout",
|
|
|
+ "output_type": "stream",
|
|
|
+ "text": [
|
|
|
+ "Done constructing pairs\n"
|
|
|
+ ]
|
|
|
+ }
|
|
|
+ ],
|
|
|
+ "source": [
|
|
|
+ "assert len(all_pairs) == len(all_entites) == len(all_paired_entity)\n",
|
|
|
+ "entity_file['pairindex'] = all_pairs\n",
|
|
|
+ "entity_file['pairentity'] = all_paired_entity\n",
|
|
|
+ "entity_file.to_csv(train_file.replace('.csv', '_pair.csv'), index=False)\n",
|
|
|
+ "print('Done constructing pairs')"
|
|
|
+ ]
|
|
|
+ },
|
|
|
+ {
|
|
|
+ "cell_type": "code",
|
|
|
+ "execution_count": null,
|
|
|
+ "metadata": {},
|
|
|
+ "outputs": [],
|
|
|
+ "source": []
|
|
|
+ }
|
|
|
+ ],
|
|
|
+ "metadata": {
|
|
|
+ "kernelspec": {
|
|
|
+ "display_name": "ovsegmentor",
|
|
|
+ "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": "3.10.4"
|
|
|
+ }
|
|
|
+ },
|
|
|
+ "nbformat": 4,
|
|
|
+ "nbformat_minor": 2
|
|
|
+}
|
